FileBase 20160307--8--12.14.2016-13.18 ElecNo 3 UseFeatures 11111111111111111111111111111100001 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 2 MaxClusters 12 MaxPossibleClusters 1000 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0.rc3-3-geed5 Setting RAM limit to total physical memory, 62.82 GB. Expected memory usage by array (largest first): Array LogP will use between 0.23 and 0.35 GB. - 8 bytes per element (scalar), 15687000 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array Cov will use between 0.01 and 0.02 GB. - 8 bytes per element (scalar), 961000 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Array AllVector2Mean will use between 0.01 and 0.01 GB. - 8 bytes per element (scalar), 486297 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.00 and 0.00 GB. - 2 bytes per element (data_int), 486297 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 486297 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 486297 elements when full. - Memory usage scales as nPoints*nDims. Note that nPoints=15687, nDims=31, MaxPossibleClusters=1000 Total memory usage will be between 0.26 and 0.39 GB. RAM limit is set at 62.82 GB. ---------------------------------------------------------- Loaded 15687 data points of dimension 31. MEMO: A lower score indicates a better clustering Starting from 2 clusters... ------ Clustering full data set of 15687 points ------ SP: Assigned 2 initial classes randomly. Iteration 0F (0.320304 sec): 2 clusters Score: Raw -1254312.819657 + Penalty 2550.395132 = -1251762.424524 nChanged 16 Iteration 1Q (0.377740 sec): 2 clusters Score: Raw -1255168.422639 + Penalty 2550.395132 = -1252618.027506 nChanged 4 Iteration 2Q (0.446460 sec): 2 clusters Score: Raw -1255171.689763 + Penalty 2550.395132 = -1252621.294631 nChanged 1 Iteration 3Q (0.563520 sec): 2 clusters Score: Raw -1255172.346864 + Penalty 2550.395132 = -1252621.951731 nChanged 0 Iteration 4F (0.602545 sec): 2 clusters Score: Raw -1255172.346864 + Penalty 2550.395132 = -1252621.951731 nChanged 0 Compute initial score before splitting: Score: Raw -1255172.346864 + Penalty 2550.395132 = -1252621.951731 Trying to split cluster 1 (15666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.720186 sec): 2 clusters Score: Raw -1255331.293245 + Penalty 2550.041482 = -1252781.251763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.849890 sec): 3 clusters Score: Raw -1246846.372571 + Penalty 5100.082964 = -1241746.289607 nChanged 6965 SP:Iteration 1F (0.927591 sec): 3 clusters Score: Raw -1253880.916620 + Penalty 5100.082964 = -1248780.833656 nChanged 3096 SP:Iteration 2F (1.008433 sec): 3 clusters Score: Raw -1272747.858934 + Penalty 5100.082964 = -1267647.775970 nChanged 3296 SP:Iteration 3F (1.107567 sec): 3 clusters Score: Raw -1285566.620223 + Penalty 5100.082964 = -1280466.537259 nChanged 921 SP:Iteration 4F (1.195034 sec): 3 clusters Score: Raw -1286643.818769 + Penalty 5100.082964 = -1281543.735805 nChanged 279 SP:Iteration 5Q (1.275025 sec): 3 clusters Score: Raw -1286794.087679 + Penalty 5100.082964 = -1281694.004715 nChanged 138 SP:Iteration 6Q (1.361171 sec): 3 clusters Score: Raw -1286848.770386 + Penalty 5100.082964 = -1281748.687422 nChanged 83 SP:Iteration 7Q (1.470182 sec): 3 clusters Score: Raw -1286873.803389 + Penalty 5100.082964 = -1281773.720425 nChanged 61 SP:Iteration 8Q (1.549632 sec): 3 clusters Score: Raw -1286887.382928 + Penalty 5100.082964 = -1281787.299964 nChanged 46 SP:Iteration 9Q (1.621584 sec): 3 clusters Score: Raw -1286895.690960 + Penalty 5100.082964 = -1281795.607996 nChanged 28 SP:Iteration 10Q (1.706918 sec): 3 clusters Score: Raw -1286899.255714 + Penalty 5100.082964 = -1281799.172750 nChanged 14 SP:Iteration 11Q (1.797928 sec): 3 clusters Score: Raw -1286900.672808 + Penalty 5100.082964 = -1281800.589844 nChanged 7 SP:Iteration 12Q (1.887476 sec): 3 clusters Score: Raw -1286901.498445 + Penalty 5100.082964 = -1281801.415481 nChanged 6 SP:Iteration 13Q (1.973455 sec): 3 clusters Score: Raw -1286902.137150 + Penalty 5100.082964 = -1281802.054186 nChanged 4 SP:Iteration 14Q (2.059577 sec): 3 clusters Score: Raw -1286902.576170 + Penalty 5100.082964 = -1281802.493206 nChanged 1 SP:Iteration 15Q (2.145567 sec): 3 clusters Score: Raw -1286902.700186 + Penalty 5100.082964 = -1281802.617222 nChanged 1 SP:Iteration 16Q (2.343304 sec): 3 clusters Score: Raw -1286902.818154 + Penalty 5100.082964 = -1281802.735190 nChanged 0 SP:Iteration 17F (2.522690 sec): 3 clusters Score: Raw -1286902.818154 + Penalty 5100.082964 = -1281802.735190 nChanged 0 Score: Raw -1286743.871773 + Penalty 5100.790265 = -1281643.081508 Splitting cluster 1 changes total score from -1252621.951731 to -1281643.081508 So it's getting split into cluster 2. Iteration 5F (2.918086 sec): 3 clusters Score: Raw -1287273.101806 + Penalty 5100.790265 = -1282172.311541 nChanged 19 Iteration 6Q (3.017283 sec): 3 clusters Score: Raw -1287311.701084 + Penalty 5100.790265 = -1282210.910819 nChanged 2 Iteration 7Q (3.090690 sec): 3 clusters Score: Raw -1287311.843376 + Penalty 5100.790265 = -1282211.053111 nChanged 0 Iteration 8F (3.206552 sec): 3 clusters Score: Raw -1287311.843376 + Penalty 5100.790265 = -1282211.053111 nChanged 0 Compute initial score before splitting: Score: Raw -1287311.843376 + Penalty 5100.790265 = -1282211.053111 Trying to split cluster 1 (10603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.277362 sec): 2 clusters Score: Raw -924557.283975 + Penalty 2446.987556 = -922110.296419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.363415 sec): 3 clusters Score: Raw -918879.707189 + Penalty 4893.975113 = -913985.732077 nChanged 4488 SP:Iteration 1F (3.429616 sec): 3 clusters Score: Raw -922100.657523 + Penalty 4893.975113 = -917206.682411 nChanged 1073 SP:Iteration 2F (3.497253 sec): 3 clusters Score: Raw -923667.784036 + Penalty 4893.975113 = -918773.808923 nChanged 1147 SP:Iteration 3F (3.568679 sec): 3 clusters Score: Raw -925497.990654 + Penalty 4893.975113 = -920604.015542 nChanged 1054 SP:Iteration 4F (3.639969 sec): 3 clusters Score: Raw -926968.292937 + Penalty 4893.975113 = -922074.317825 nChanged 865 SP:Iteration 5F (3.707068 sec): 3 clusters Score: Raw -927980.197283 + Penalty 4893.975113 = -923086.222170 nChanged 621 SP:Iteration 6F (3.773541 sec): 3 clusters Score: Raw -928617.828458 + Penalty 4893.975113 = -923723.853345 nChanged 451 SP:Iteration 7Q (3.845495 sec): 3 clusters Score: Raw -929033.800884 + Penalty 4893.975113 = -924139.825771 nChanged 318 SP:Iteration 8Q (3.917326 sec): 3 clusters Score: Raw -929268.825317 + Penalty 4893.975113 = -924374.850204 nChanged 206 SP:Iteration 9Q (3.984777 sec): 3 clusters Score: Raw -929385.180120 + Penalty 4893.975113 = -924491.205007 nChanged 164 SP:Iteration 10Q (4.068317 sec): 3 clusters Score: Raw -929465.529704 + Penalty 4893.975113 = -924571.554591 nChanged 108 SP:Iteration 11Q (4.212070 sec): 3 clusters Score: Raw -929513.879653 + Penalty 4893.975113 = -924619.904540 nChanged 74 SP:Iteration 12Q (4.411939 sec): 3 clusters Score: Raw -929545.540552 + Penalty 4893.975113 = -924651.565439 nChanged 51 SP:Iteration 13Q (4.557340 sec): 3 clusters Score: Raw -929565.838610 + Penalty 4893.975113 = -924671.863498 nChanged 50 SP:Iteration 14Q (4.684307 sec): 3 clusters Score: Raw -929580.164525 + Penalty 4893.975113 = -924686.189412 nChanged 38 SP:Iteration 15Q (4.825712 sec): 3 clusters Score: Raw -929592.347732 + Penalty 4893.975113 = -924698.372619 nChanged 23 SP:Iteration 16Q (4.938787 sec): 3 clusters Score: Raw -929596.719826 + Penalty 4893.975113 = -924702.744713 nChanged 26 SP:Iteration 17Q (5.021708 sec): 3 clusters Score: Raw -929601.240720 + Penalty 4893.975113 = -924707.265607 nChanged 14 SP:Iteration 18Q (5.105058 sec): 3 clusters Score: Raw -929603.513776 + Penalty 4893.975113 = -924709.538663 nChanged 9 SP:Iteration 19Q (5.198029 sec): 3 clusters Score: Raw -929604.987659 + Penalty 4893.975113 = -924711.012546 nChanged 4 SP:Iteration 20F (5.286664 sec): 3 clusters Score: Raw -929605.312568 + Penalty 4893.975113 = -924711.337455 nChanged 1 SP:Iteration 21Q (5.367727 sec): 3 clusters Score: Raw -929605.460930 + Penalty 4893.975113 = -924711.485818 nChanged 2 SP:Iteration 22Q (5.437962 sec): 3 clusters Score: Raw -929605.674015 + Penalty 4893.975113 = -924711.698903 nChanged 1 SP:Iteration 23Q (5.518405 sec): 3 clusters Score: Raw -929606.060618 + Penalty 4893.975113 = -924712.085505 nChanged 3 SP:Iteration 24Q (5.603168 sec): 3 clusters Score: Raw -929606.490006 + Penalty 4893.975113 = -924712.514893 nChanged 1 SP:Iteration 25Q (5.689124 sec): 3 clusters Score: Raw -929606.585991 + Penalty 4893.975113 = -924712.610878 nChanged 0 SP:Iteration 26F (5.769926 sec): 3 clusters Score: Raw -929606.585991 + Penalty 4893.975113 = -924712.610878 nChanged 0 Score: Raw -1292361.145391 + Penalty 7651.185397 = -1284709.959994 Splitting cluster 1 changes total score from -1282211.053111 to -1284709.959994 So it's getting split into cluster 3. Trying to split cluster 2 (5082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.009329 sec): 2 clusters Score: Raw -372651.891156 + Penalty 2252.833483 = -370399.057673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.141449 sec): 3 clusters Score: Raw -370365.836792 + Penalty 4505.666967 = -365860.169826 nChanged 1982 SP:Iteration 1F (6.184377 sec): 3 clusters Score: Raw -372804.073935 + Penalty 4505.666967 = -368298.406968 nChanged 867 SP:Iteration 2F (6.238330 sec): 3 clusters Score: Raw -375025.318042 + Penalty 4505.666967 = -370519.651075 nChanged 621 SP:Iteration 3F (6.294284 sec): 3 clusters Score: Raw -376103.323995 + Penalty 4505.666967 = -371597.657028 nChanged 309 SP:Iteration 4F (6.348131 sec): 3 clusters Score: Raw -376423.441733 + Penalty 4505.666967 = -371917.774766 nChanged 157 SP:Iteration 5Q (6.401717 sec): 3 clusters Score: Raw -376537.496694 + Penalty 4505.666967 = -372031.829727 nChanged 65 SP:Iteration 6Q (6.543967 sec): 3 clusters Score: Raw -376570.938203 + Penalty 4505.666967 = -372065.271237 nChanged 36 SP:Iteration 7Q (6.620441 sec): 3 clusters Score: Raw -376589.869191 + Penalty 4505.666967 = -372084.202224 nChanged 27 SP:Iteration 8Q (6.675251 sec): 3 clusters Score: Raw -376603.181681 + Penalty 4505.666967 = -372097.514715 nChanged 24 SP:Iteration 9Q (6.731269 sec): 3 clusters Score: Raw -376613.432256 + Penalty 4505.666967 = -372107.765289 nChanged 15 SP:Iteration 10Q (6.786358 sec): 3 clusters Score: Raw -376618.509083 + Penalty 4505.666967 = -372112.842116 nChanged 7 SP:Iteration 11Q (6.837249 sec): 3 clusters Score: Raw -376621.062222 + Penalty 4505.666967 = -372115.395256 nChanged 6 SP:Iteration 12Q (6.887290 sec): 3 clusters Score: Raw -376623.851353 + Penalty 4505.666967 = -372118.184386 nChanged 6 SP:Iteration 13Q (6.937988 sec): 3 clusters Score: Raw -376625.665827 + Penalty 4505.666967 = -372119.998860 nChanged 3 SP:Iteration 14Q (7.044938 sec): 3 clusters Score: Raw -376626.495227 + Penalty 4505.666967 = -372120.828260 nChanged 3 SP:Iteration 15Q (7.097814 sec): 3 clusters Score: Raw -376627.227967 + Penalty 4505.666967 = -372121.561000 nChanged 1 SP:Iteration 16Q (7.149897 sec): 3 clusters Score: Raw -376627.650318 + Penalty 4505.666967 = -372121.983351 nChanged 0 SP:Iteration 17F (7.202479 sec): 3 clusters Score: Raw -376627.650318 + Penalty 4505.666967 = -372121.983351 nChanged 0 Score: Raw -1296336.904553 + Penalty 10201.580530 = -1286135.324023 Splitting cluster 2 changes total score from -1282211.053111 to -1286135.324023 So it's getting split into cluster 4. Iteration 9F (7.517579 sec): 5 clusters Score: Raw -1297352.193932 + Penalty 10201.580530 = -1287150.613402 nChanged 672 Iteration 10Q (7.678302 sec): 5 clusters Score: Raw -1298010.902566 + Penalty 10201.580530 = -1287809.322036 nChanged 353 Iteration 11Q (7.813185 sec): 5 clusters Score: Raw -1298292.363396 + Penalty 10201.580530 = -1288090.782866 nChanged 252 Iteration 12Q (7.975769 sec): 5 clusters Score: Raw -1298456.632035 + Penalty 10201.580530 = -1288255.051505 nChanged 221 Iteration 13Q (8.101752 sec): 5 clusters Score: Raw -1298612.009754 + Penalty 10201.580530 = -1288410.429224 nChanged 199 Iteration 14Q (8.243867 sec): 5 clusters Score: Raw -1298781.974140 + Penalty 10201.580530 = -1288580.393611 nChanged 209 Iteration 15Q (8.411009 sec): 5 clusters Score: Raw -1298957.387745 + Penalty 10201.580530 = -1288755.807215 nChanged 204 Iteration 16Q (8.547797 sec): 5 clusters Score: Raw -1299137.495321 + Penalty 10201.580530 = -1288935.914792 nChanged 207 Iteration 17Q (8.693953 sec): 5 clusters Score: Raw -1299337.011424 + Penalty 10201.580530 = -1289135.430894 nChanged 216 Iteration 18Q (8.937072 sec): 5 clusters Score: Raw -1299512.229303 + Penalty 10201.580530 = -1289310.648774 nChanged 205 Iteration 19Q (9.216302 sec): 5 clusters Score: Raw -1299667.017725 + Penalty 10201.580530 = -1289465.437195 nChanged 197 Writing temp clu file Because OldScore, -1289310.648774, is greater than current (better) Score,-1289465.437195 Compute initial score before splitting: Score: Raw -1299667.017725 + Penalty 10201.580530 = -1289465.437195 Trying to split cluster 1 (3423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.265745 sec): 2 clusters Score: Raw -293390.910217 + Penalty 2148.503977 = -291242.406240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.307290 sec): 3 clusters Score: Raw -291931.804983 + Penalty 4297.007953 = -287634.797030 nChanged 1213 SP:Iteration 1F (9.348180 sec): 3 clusters Score: Raw -292795.531788 + Penalty 4297.007953 = -288498.523835 nChanged 314 SP:Iteration 2F (9.405459 sec): 3 clusters Score: Raw -293113.899799 + Penalty 4297.007953 = -288816.891846 nChanged 235 SP:Iteration 3F (9.461904 sec): 3 clusters Score: Raw -293340.817387 + Penalty 4297.007953 = -289043.809434 nChanged 173 SP:Iteration 4F (9.510388 sec): 3 clusters Score: Raw -293509.453716 + Penalty 4297.007953 = -289212.445763 nChanged 140 SP:Iteration 5Q (9.551752 sec): 3 clusters Score: Raw -293621.708707 + Penalty 4297.007953 = -289324.700753 nChanged 107 SP:Iteration 6Q (9.592953 sec): 3 clusters Score: Raw -293706.564366 + Penalty 4297.007953 = -289409.556413 nChanged 103 SP:Iteration 7Q (9.633997 sec): 3 clusters Score: Raw -293777.374934 + Penalty 4297.007953 = -289480.366981 nChanged 74 SP:Iteration 8Q (9.678016 sec): 3 clusters Score: Raw -293824.206528 + Penalty 4297.007953 = -289527.198575 nChanged 49 SP:Iteration 9Q (9.723907 sec): 3 clusters Score: Raw -293857.430175 + Penalty 4297.007953 = -289560.422222 nChanged 39 SP:Iteration 10Q (9.769675 sec): 3 clusters Score: Raw -293879.615953 + Penalty 4297.007953 = -289582.608000 nChanged 38 SP:Iteration 11Q (9.815307 sec): 3 clusters Score: Raw -293905.046203 + Penalty 4297.007953 = -289608.038249 nChanged 39 SP:Iteration 12Q (9.860079 sec): 3 clusters Score: Raw -293925.697880 + Penalty 4297.007953 = -289628.689927 nChanged 34 SP:Iteration 13Q (9.904235 sec): 3 clusters Score: Raw -293943.205854 + Penalty 4297.007953 = -289646.197901 nChanged 29 SP:Iteration 14Q (9.948305 sec): 3 clusters Score: Raw -293957.568219 + Penalty 4297.007953 = -289660.560266 nChanged 21 SP:Iteration 15Q (9.992372 sec): 3 clusters Score: Raw -293967.268060 + Penalty 4297.007953 = -289670.260107 nChanged 19 SP:Iteration 16Q (10.036726 sec): 3 clusters Score: Raw -293975.663496 + Penalty 4297.007953 = -289678.655543 nChanged 18 SP:Iteration 17Q (10.082586 sec): 3 clusters Score: Raw -293985.557208 + Penalty 4297.007953 = -289688.549255 nChanged 15 SP:Iteration 18Q (10.128333 sec): 3 clusters Score: Raw -293993.478516 + Penalty 4297.007953 = -289696.470563 nChanged 16 SP:Iteration 19Q (10.172951 sec): 3 clusters Score: Raw -294002.003306 + Penalty 4297.007953 = -289704.995353 nChanged 18 SP:Iteration 20F (10.214480 sec): 3 clusters Score: Raw -294011.764425 + Penalty 4297.007953 = -289714.756472 nChanged 24 SP:Iteration 21Q (10.255705 sec): 3 clusters Score: Raw -294026.851157 + Penalty 4297.007953 = -289729.843204 nChanged 29 SP:Iteration 22Q (10.297507 sec): 3 clusters Score: Raw -294041.698738 + Penalty 4297.007953 = -289744.690785 nChanged 30 SP:Iteration 23Q (10.340389 sec): 3 clusters Score: Raw -294059.369786 + Penalty 4297.007953 = -289762.361833 nChanged 23 SP:Iteration 24Q (10.385570 sec): 3 clusters Score: Raw -294075.171344 + Penalty 4297.007953 = -289778.163391 nChanged 34 SP:Iteration 25Q (10.430874 sec): 3 clusters Score: Raw -294100.616351 + Penalty 4297.007953 = -289803.608398 nChanged 42 SP:Iteration 26Q (10.476579 sec): 3 clusters Score: Raw -294126.735699 + Penalty 4297.007953 = -289829.727746 nChanged 41 SP:Iteration 27Q (10.521448 sec): 3 clusters Score: Raw -294154.689976 + Penalty 4297.007953 = -289857.682023 nChanged 43 SP:Iteration 28Q (10.565399 sec): 3 clusters Score: Raw -294193.103240 + Penalty 4297.007953 = -289896.095287 nChanged 55 SP:Iteration 29Q (10.609432 sec): 3 clusters Score: Raw -294250.744405 + Penalty 4297.007953 = -289953.736452 nChanged 69 SP:Iteration 30Q (10.653292 sec): 3 clusters Score: Raw -294338.397331 + Penalty 4297.007953 = -290041.389378 nChanged 74 SP:Iteration 31Q (10.697660 sec): 3 clusters Score: Raw -294434.639164 + Penalty 4297.007953 = -290137.631210 nChanged 78 SP:Iteration 32Q (10.741935 sec): 3 clusters Score: Raw -294550.077543 + Penalty 4297.007953 = -290253.069590 nChanged 91 SP:Iteration 33Q (10.785867 sec): 3 clusters Score: Raw -294715.796088 + Penalty 4297.007953 = -290418.788135 nChanged 91 SP:Iteration 34Q (10.829663 sec): 3 clusters Score: Raw -294884.736223 + Penalty 4297.007953 = -290587.728270 nChanged 98 SP:Iteration 35Q (10.873154 sec): 3 clusters Score: Raw -295021.911944 + Penalty 4297.007953 = -290724.903991 nChanged 76 SP:Iteration 36Q (10.916557 sec): 3 clusters Score: Raw -295096.054000 + Penalty 4297.007953 = -290799.046046 nChanged 62 SP:Iteration 37Q (10.959865 sec): 3 clusters Score: Raw -295155.100606 + Penalty 4297.007953 = -290858.092653 nChanged 58 SP:Iteration 38Q (11.003052 sec): 3 clusters Score: Raw -295197.337702 + Penalty 4297.007953 = -290900.329749 nChanged 37 SP:Iteration 39Q (11.046520 sec): 3 clusters Score: Raw -295225.857029 + Penalty 4297.007953 = -290928.849076 nChanged 34 SP:Iteration 40F (11.090467 sec): 3 clusters Score: Raw -295255.222458 + Penalty 4297.007953 = -290958.214505 nChanged 38 SP:Iteration 41Q (11.133895 sec): 3 clusters Score: Raw -295284.483676 + Penalty 4297.007953 = -290987.475723 nChanged 23 SP:Iteration 42Q (11.177250 sec): 3 clusters Score: Raw -295304.250848 + Penalty 4297.007953 = -291007.242895 nChanged 15 SP:Iteration 43Q (11.220279 sec): 3 clusters Score: Raw -295315.976633 + Penalty 4297.007953 = -291018.968680 nChanged 20 SP:Iteration 44Q (11.287693 sec): 3 clusters Score: Raw -295326.573573 + Penalty 4297.007953 = -291029.565620 nChanged 14 SP:Iteration 45Q (11.344070 sec): 3 clusters Score: Raw -295334.125173 + Penalty 4297.007953 = -291037.117220 nChanged 14 SP:Iteration 46Q (11.389648 sec): 3 clusters Score: Raw -295341.549085 + Penalty 4297.007953 = -291044.541132 nChanged 13 SP:Iteration 47Q (11.433202 sec): 3 clusters Score: Raw -295350.195900 + Penalty 4297.007953 = -291053.187947 nChanged 12 SP:Iteration 48Q (11.476442 sec): 3 clusters Score: Raw -295357.473641 + Penalty 4297.007953 = -291060.465688 nChanged 7 SP:Iteration 49Q (11.519236 sec): 3 clusters Score: Raw -295361.759257 + Penalty 4297.007953 = -291064.751304 nChanged 3 SP:Iteration 50Q (11.562343 sec): 3 clusters Score: Raw -295363.758604 + Penalty 4297.007953 = -291066.750650 nChanged 3 SP:Iteration 51Q (11.610604 sec): 3 clusters Score: Raw -295366.048434 + Penalty 4297.007953 = -291069.040481 nChanged 7 SP:Iteration 52Q (11.658891 sec): 3 clusters Score: Raw -295368.724080 + Penalty 4297.007953 = -291071.716127 nChanged 7 SP:Iteration 53Q (11.704528 sec): 3 clusters Score: Raw -295372.293311 + Penalty 4297.007953 = -291075.285358 nChanged 4 SP:Iteration 54Q (11.747481 sec): 3 clusters Score: Raw -295374.202828 + Penalty 4297.007953 = -291077.194875 nChanged 3 SP:Iteration 55Q (11.790423 sec): 3 clusters Score: Raw -295375.947772 + Penalty 4297.007953 = -291078.939819 nChanged 0 SP:Iteration 56F (11.833702 sec): 3 clusters Score: Raw -295375.947772 + Penalty 4297.007953 = -291078.939819 nChanged 0 Trying to split cluster 2 (4061 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.879897 sec): 2 clusters Score: Raw -320010.091994 + Penalty 2193.624715 = -317816.467279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.929952 sec): 3 clusters Score: Raw -318157.716625 + Penalty 4387.249431 = -313770.467194 nChanged 1509 SP:Iteration 1F (11.991091 sec): 3 clusters Score: Raw -319262.289561 + Penalty 4387.249431 = -314875.040130 nChanged 382 SP:Iteration 2F (12.051937 sec): 3 clusters Score: Raw -319577.570205 + Penalty 4387.249431 = -315190.320775 nChanged 252 SP:Iteration 3F (12.112638 sec): 3 clusters Score: Raw -319809.756660 + Penalty 4387.249431 = -315422.507230 nChanged 214 SP:Iteration 4F (12.163070 sec): 3 clusters Score: Raw -320035.644964 + Penalty 4387.249431 = -315648.395533 nChanged 196 SP:Iteration 5Q (12.206579 sec): 3 clusters Score: Raw -320242.619900 + Penalty 4387.249431 = -315855.370469 nChanged 186 SP:Iteration 6Q (12.249782 sec): 3 clusters Score: Raw -320417.722120 + Penalty 4387.249431 = -316030.472689 nChanged 156 SP:Iteration 7Q (12.293115 sec): 3 clusters Score: Raw -320550.009249 + Penalty 4387.249431 = -316162.759818 nChanged 132 SP:Iteration 8Q (12.336327 sec): 3 clusters Score: Raw -320662.598556 + Penalty 4387.249431 = -316275.349126 nChanged 120 SP:Iteration 9Q (12.387163 sec): 3 clusters Score: Raw -320774.750643 + Penalty 4387.249431 = -316387.501212 nChanged 114 SP:Iteration 10Q (12.437952 sec): 3 clusters Score: Raw -320870.065227 + Penalty 4387.249431 = -316482.815796 nChanged 98 SP:Iteration 11Q (12.483443 sec): 3 clusters Score: Raw -320945.009827 + Penalty 4387.249431 = -316557.760396 nChanged 71 SP:Iteration 12Q (12.527341 sec): 3 clusters Score: Raw -320997.124045 + Penalty 4387.249431 = -316609.874615 nChanged 59 SP:Iteration 13Q (12.571543 sec): 3 clusters Score: Raw -321034.927385 + Penalty 4387.249431 = -316647.677954 nChanged 53 SP:Iteration 14Q (12.615178 sec): 3 clusters Score: Raw -321068.772213 + Penalty 4387.249431 = -316681.522783 nChanged 36 SP:Iteration 15Q (12.659453 sec): 3 clusters Score: Raw -321095.147116 + Penalty 4387.249431 = -316707.897685 nChanged 52 SP:Iteration 16Q (12.710221 sec): 3 clusters Score: Raw -321133.066652 + Penalty 4387.249431 = -316745.817222 nChanged 48 SP:Iteration 17Q (12.760567 sec): 3 clusters Score: Raw -321167.539811 + Penalty 4387.249431 = -316780.290380 nChanged 47 SP:Iteration 18Q (12.805886 sec): 3 clusters Score: Raw -321205.790095 + Penalty 4387.249431 = -316818.540665 nChanged 37 SP:Iteration 19Q (12.849100 sec): 3 clusters Score: Raw -321230.130422 + Penalty 4387.249431 = -316842.880992 nChanged 31 SP:Iteration 20F (12.892691 sec): 3 clusters Score: Raw -321251.476594 + Penalty 4387.249431 = -316864.227164 nChanged 34 SP:Iteration 21Q (12.938213 sec): 3 clusters Score: Raw -321272.931941 + Penalty 4387.249431 = -316885.682510 nChanged 32 SP:Iteration 22Q (12.989177 sec): 3 clusters Score: Raw -321290.466706 + Penalty 4387.249431 = -316903.217276 nChanged 20 SP:Iteration 23Q (13.039714 sec): 3 clusters Score: Raw -321300.436912 + Penalty 4387.249431 = -316913.187481 nChanged 17 SP:Iteration 24Q (13.090546 sec): 3 clusters Score: Raw -321310.157287 + Penalty 4387.249431 = -316922.907856 nChanged 18 SP:Iteration 25Q (13.137964 sec): 3 clusters Score: Raw -321318.125311 + Penalty 4387.249431 = -316930.875880 nChanged 17 SP:Iteration 26Q (13.185363 sec): 3 clusters Score: Raw -321323.995955 + Penalty 4387.249431 = -316936.746524 nChanged 9 SP:Iteration 27Q (13.232918 sec): 3 clusters Score: Raw -321326.573610 + Penalty 4387.249431 = -316939.324180 nChanged 6 SP:Iteration 28Q (13.368314 sec): 3 clusters Score: Raw -321328.720896 + Penalty 4387.249431 = -316941.471465 nChanged 1 SP:Iteration 29Q (13.476270 sec): 3 clusters Score: Raw -321329.161468 + Penalty 4387.249431 = -316941.912037 nChanged 4 SP:Iteration 30Q (13.603918 sec): 3 clusters Score: Raw -321331.494013 + Penalty 4387.249431 = -316944.244583 nChanged 7 SP:Iteration 31Q (13.723815 sec): 3 clusters Score: Raw -321336.019048 + Penalty 4387.249431 = -316948.769617 nChanged 9 SP:Iteration 32Q (13.830665 sec): 3 clusters Score: Raw -321342.262965 + Penalty 4387.249431 = -316955.013535 nChanged 10 SP:Iteration 33Q (13.940963 sec): 3 clusters Score: Raw -321345.743710 + Penalty 4387.249431 = -316958.494280 nChanged 12 SP:Iteration 34Q (14.079618 sec): 3 clusters Score: Raw -321349.925936 + Penalty 4387.249431 = -316962.676505 nChanged 7 SP:Iteration 35Q (14.176163 sec): 3 clusters Score: Raw -321353.169151 + Penalty 4387.249431 = -316965.919720 nChanged 8 SP:Iteration 36Q (14.314855 sec): 3 clusters Score: Raw -321357.729851 + Penalty 4387.249431 = -316970.480420 nChanged 14 SP:Iteration 37Q (14.420909 sec): 3 clusters Score: Raw -321363.835954 + Penalty 4387.249431 = -316976.586523 nChanged 13 SP:Iteration 38Q (14.465662 sec): 3 clusters Score: Raw -321368.626675 + Penalty 4387.249431 = -316981.377244 nChanged 8 SP:Iteration 39Q (14.510337 sec): 3 clusters Score: Raw -321371.932758 + Penalty 4387.249431 = -316984.683327 nChanged 8 SP:Iteration 40F (14.556262 sec): 3 clusters Score: Raw -321374.897383 + Penalty 4387.249431 = -316987.647953 nChanged 7 SP:Iteration 41Q (14.602965 sec): 3 clusters Score: Raw -321378.625210 + Penalty 4387.249431 = -316991.375779 nChanged 8 SP:Iteration 42Q (14.649451 sec): 3 clusters Score: Raw -321383.005411 + Penalty 4387.249431 = -316995.755980 nChanged 10 SP:Iteration 43Q (14.695943 sec): 3 clusters Score: Raw -321387.114355 + Penalty 4387.249431 = -316999.864924 nChanged 10 SP:Iteration 44Q (14.742432 sec): 3 clusters Score: Raw -321390.605851 + Penalty 4387.249431 = -317003.356420 nChanged 9 SP:Iteration 45Q (14.791505 sec): 3 clusters Score: Raw -321395.648342 + Penalty 4387.249431 = -317008.398911 nChanged 8 SP:Iteration 46Q (14.840310 sec): 3 clusters Score: Raw -321403.227764 + Penalty 4387.249431 = -317015.978333 nChanged 14 SP:Iteration 47Q (14.887227 sec): 3 clusters Score: Raw -321412.891131 + Penalty 4387.249431 = -317025.641700 nChanged 20 SP:Iteration 48Q (14.933452 sec): 3 clusters Score: Raw -321426.579678 + Penalty 4387.249431 = -317039.330247 nChanged 23 SP:Iteration 49Q (14.979383 sec): 3 clusters Score: Raw -321441.707087 + Penalty 4387.249431 = -317054.457656 nChanged 33 SP:Iteration 50Q (15.025392 sec): 3 clusters Score: Raw -321465.782510 + Penalty 4387.249431 = -317078.533079 nChanged 38 SP:Iteration 51Q (15.070712 sec): 3 clusters Score: Raw -321496.842712 + Penalty 4387.249431 = -317109.593281 nChanged 47 SP:Iteration 52Q (15.116736 sec): 3 clusters Score: Raw -321544.784720 + Penalty 4387.249431 = -317157.535289 nChanged 64 SP:Iteration 53Q (15.166935 sec): 3 clusters Score: Raw -321607.517184 + Penalty 4387.249431 = -317220.267753 nChanged 62 SP:Iteration 54Q (15.211167 sec): 3 clusters Score: Raw -321657.298410 + Penalty 4387.249431 = -317270.048979 nChanged 52 SP:Iteration 55Q (15.254407 sec): 3 clusters Score: Raw -321692.413317 + Penalty 4387.249431 = -317305.163887 nChanged 53 SP:Iteration 56Q (15.297610 sec): 3 clusters Score: Raw -321731.883035 + Penalty 4387.249431 = -317344.633605 nChanged 59 SP:Iteration 57Q (15.340745 sec): 3 clusters Score: Raw -321780.723644 + Penalty 4387.249431 = -317393.474213 nChanged 44 SP:Iteration 58Q (15.384106 sec): 3 clusters Score: Raw -321818.173434 + Penalty 4387.249431 = -317430.924003 nChanged 39 SP:Iteration 59Q (15.429001 sec): 3 clusters Score: Raw -321842.348334 + Penalty 4387.249431 = -317455.098904 nChanged 37 SP:Iteration 60F (15.479418 sec): 3 clusters Score: Raw -321860.604748 + Penalty 4387.249431 = -317473.355318 nChanged 23 SP:Iteration 61Q (15.523801 sec): 3 clusters Score: Raw -321871.856764 + Penalty 4387.249431 = -317484.607333 nChanged 21 SP:Iteration 62Q (15.566547 sec): 3 clusters Score: Raw -321881.776937 + Penalty 4387.249431 = -317494.527507 nChanged 9 SP:Iteration 63Q (15.609618 sec): 3 clusters Score: Raw -321886.659530 + Penalty 4387.249431 = -317499.410099 nChanged 8 SP:Iteration 64Q (15.652560 sec): 3 clusters Score: Raw -321889.249838 + Penalty 4387.249431 = -317502.000408 nChanged 3 SP:Iteration 65Q (15.695654 sec): 3 clusters Score: Raw -321890.268379 + Penalty 4387.249431 = -317503.018949 nChanged 5 SP:Iteration 66Q (15.744568 sec): 3 clusters Score: Raw -321892.212220 + Penalty 4387.249431 = -317504.962789 nChanged 7 SP:Iteration 67Q (15.794212 sec): 3 clusters Score: Raw -321895.526406 + Penalty 4387.249431 = -317508.276975 nChanged 11 SP:Iteration 68Q (15.838882 sec): 3 clusters Score: Raw -321899.765052 + Penalty 4387.249431 = -317512.515622 nChanged 10 SP:Iteration 69Q (15.882208 sec): 3 clusters Score: Raw -321904.106842 + Penalty 4387.249431 = -317516.857411 nChanged 8 SP:Iteration 70Q (15.925634 sec): 3 clusters Score: Raw -321907.606772 + Penalty 4387.249431 = -317520.357342 nChanged 4 SP:Iteration 71Q (15.968917 sec): 3 clusters Score: Raw -321909.307713 + Penalty 4387.249431 = -317522.058282 nChanged 8 SP:Iteration 72Q (16.012260 sec): 3 clusters Score: Raw -321912.748942 + Penalty 4387.249431 = -317525.499512 nChanged 10 SP:Iteration 73Q (16.061299 sec): 3 clusters Score: Raw -321918.837709 + Penalty 4387.249431 = -317531.588278 nChanged 11 SP:Iteration 74Q (16.110615 sec): 3 clusters Score: Raw -321923.383113 + Penalty 4387.249431 = -317536.133683 nChanged 4 SP:Iteration 75Q (16.156798 sec): 3 clusters Score: Raw -321924.325278 + Penalty 4387.249431 = -317537.075847 nChanged 1 SP:Iteration 76Q (16.200033 sec): 3 clusters Score: Raw -321924.515642 + Penalty 4387.249431 = -317537.266212 nChanged 0 SP:Iteration 77F (16.243381 sec): 3 clusters Score: Raw -321924.515642 + Penalty 4387.249431 = -317537.266212 nChanged 0 Trying to split cluster 3 (6774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.294195 sec): 2 clusters Score: Raw -609270.562530 + Penalty 2328.703617 = -606941.858913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.349265 sec): 3 clusters Score: Raw -605921.225248 + Penalty 4657.407234 = -601263.818014 nChanged 2670 SP:Iteration 1F (16.426262 sec): 3 clusters Score: Raw -607682.393389 + Penalty 4657.407234 = -603024.986155 nChanged 538 SP:Iteration 2F (16.501592 sec): 3 clusters Score: Raw -608133.148880 + Penalty 4657.407234 = -603475.741646 nChanged 448 SP:Iteration 3F (16.553434 sec): 3 clusters Score: Raw -608561.591952 + Penalty 4657.407234 = -603904.184718 nChanged 458 SP:Iteration 4F (16.605788 sec): 3 clusters Score: Raw -609010.341810 + Penalty 4657.407234 = -604352.934577 nChanged 480 SP:Iteration 5F (16.672666 sec): 3 clusters Score: Raw -609501.305579 + Penalty 4657.407234 = -604843.898345 nChanged 436 SP:Iteration 6F (16.740562 sec): 3 clusters Score: Raw -610017.674311 + Penalty 4657.407234 = -605360.267077 nChanged 435 SP:Iteration 7F (16.803221 sec): 3 clusters Score: Raw -610619.810067 + Penalty 4657.407234 = -605962.402833 nChanged 420 SP:Iteration 8F (16.859865 sec): 3 clusters Score: Raw -611349.611969 + Penalty 4657.407234 = -606692.204736 nChanged 368 SP:Iteration 9F (16.917280 sec): 3 clusters Score: Raw -611962.685918 + Penalty 4657.407234 = -607305.278684 nChanged 252 SP:Iteration 10Q (16.976565 sec): 3 clusters Score: Raw -612265.812793 + Penalty 4657.407234 = -607608.405560 nChanged 146 SP:Iteration 11Q (17.036090 sec): 3 clusters Score: Raw -612388.409074 + Penalty 4657.407234 = -607731.001840 nChanged 74 SP:Iteration 12Q (17.098664 sec): 3 clusters Score: Raw -612428.945566 + Penalty 4657.407234 = -607771.538333 nChanged 41 SP:Iteration 13Q (17.162690 sec): 3 clusters Score: Raw -612446.835593 + Penalty 4657.407234 = -607789.428359 nChanged 18 SP:Iteration 14Q (17.223094 sec): 3 clusters Score: Raw -612455.990326 + Penalty 4657.407234 = -607798.583092 nChanged 15 SP:Iteration 15Q (17.277923 sec): 3 clusters Score: Raw -612462.714929 + Penalty 4657.407234 = -607805.307695 nChanged 10 SP:Iteration 16Q (17.333738 sec): 3 clusters Score: Raw -612466.443281 + Penalty 4657.407234 = -607809.036048 nChanged 5 SP:Iteration 17Q (17.397138 sec): 3 clusters Score: Raw -612468.147827 + Penalty 4657.407234 = -607810.740593 nChanged 2 SP:Iteration 18Q (17.460802 sec): 3 clusters Score: Raw -612468.608515 + Penalty 4657.407234 = -607811.201281 nChanged 2 SP:Iteration 19Q (17.522496 sec): 3 clusters Score: Raw -612469.400938 + Penalty 4657.407234 = -607811.993704 nChanged 1 SP:Iteration 20F (17.580375 sec): 3 clusters Score: Raw -612469.480121 + Penalty 4657.407234 = -607812.072887 nChanged 1 SP:Iteration 21Q (17.636541 sec): 3 clusters Score: Raw -612469.705846 + Penalty 4657.407234 = -607812.298613 nChanged 0 SP:Iteration 22F (17.703419 sec): 3 clusters Score: Raw -612469.705846 + Penalty 4657.407234 = -607812.298613 nChanged 0 Score: Raw -1302943.654009 + Penalty 12751.975662 = -1290191.678347 Splitting cluster 3 changes total score from -1289465.437195 to -1290191.678347 So it's getting split into cluster 5. Trying to split cluster 4 (1427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.959152 sec): 2 clusters Score: Raw -96895.292652 + Penalty 1917.519019 = -94977.773633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.987006 sec): 3 clusters Score: Raw -96569.484718 + Penalty 3835.038038 = -92734.446680 nChanged 458 SP:Iteration 1F (18.013989 sec): 3 clusters Score: Raw -97176.491575 + Penalty 3835.038038 = -93341.453537 nChanged 134 SP:Iteration 2F (18.043056 sec): 3 clusters Score: Raw -97455.064371 + Penalty 3835.038038 = -93620.026333 nChanged 113 SP:Iteration 3F (18.071706 sec): 3 clusters Score: Raw -97708.778249 + Penalty 3835.038038 = -93873.740211 nChanged 77 SP:Iteration 4F (18.100548 sec): 3 clusters Score: Raw -97850.882838 + Penalty 3835.038038 = -94015.844800 nChanged 44 SP:Iteration 5Q (18.129149 sec): 3 clusters Score: Raw -97920.957347 + Penalty 3835.038038 = -94085.919309 nChanged 35 SP:Iteration 6Q (18.157472 sec): 3 clusters Score: Raw -97974.379575 + Penalty 3835.038038 = -94139.341537 nChanged 19 SP:Iteration 7Q (18.185796 sec): 3 clusters Score: Raw -98004.859643 + Penalty 3835.038038 = -94169.821605 nChanged 24 SP:Iteration 8Q (18.212616 sec): 3 clusters Score: Raw -98061.625926 + Penalty 3835.038038 = -94226.587888 nChanged 29 SP:Iteration 9Q (18.246260 sec): 3 clusters Score: Raw -98128.543197 + Penalty 3835.038038 = -94293.505159 nChanged 22 SP:Iteration 10Q (18.272989 sec): 3 clusters Score: Raw -98172.398102 + Penalty 3835.038038 = -94337.360064 nChanged 20 SP:Iteration 11Q (18.299220 sec): 3 clusters Score: Raw -98213.607777 + Penalty 3835.038038 = -94378.569739 nChanged 8 SP:Iteration 12Q (18.325426 sec): 3 clusters Score: Raw -98222.491471 + Penalty 3835.038038 = -94387.453433 nChanged 3 SP:Iteration 13Q (18.351734 sec): 3 clusters Score: Raw -98224.605725 + Penalty 3835.038038 = -94389.567687 nChanged 3 SP:Iteration 14Q (18.377939 sec): 3 clusters Score: Raw -98227.378727 + Penalty 3835.038038 = -94392.340689 nChanged 0 SP:Iteration 15F (18.404624 sec): 3 clusters Score: Raw -98230.318221 + Penalty 3835.038038 = -94395.280183 nChanged 1 SP:Iteration 16Q (18.430877 sec): 3 clusters Score: Raw -98237.936236 + Penalty 3835.038038 = -94402.898198 nChanged 1 SP:Iteration 17Q (18.457336 sec): 3 clusters Score: Raw -98238.295923 + Penalty 3835.038038 = -94403.257885 nChanged 1 SP:Iteration 18Q (18.483551 sec): 3 clusters Score: Raw -98239.852085 + Penalty 3835.038038 = -94404.814047 nChanged 2 SP:Iteration 19Q (18.509770 sec): 3 clusters Score: Raw -98241.972706 + Penalty 3835.038038 = -94406.934668 nChanged 1 SP:Iteration 20F (18.536509 sec): 3 clusters Score: Raw -98243.271078 + Penalty 3835.038038 = -94408.233040 nChanged 2 SP:Iteration 21Q (18.562754 sec): 3 clusters Score: Raw -98247.518669 + Penalty 3835.038038 = -94412.480631 nChanged 3 SP:Iteration 22Q (18.589098 sec): 3 clusters Score: Raw -98250.086437 + Penalty 3835.038038 = -94415.048399 nChanged 0 SP:Iteration 23F (18.615736 sec): 3 clusters Score: Raw -98250.086437 + Penalty 3835.038038 = -94415.048399 nChanged 0 Iteration 20F (18.802850 sec): 6 clusters Score: Raw -1303394.303936 + Penalty 12751.975662 = -1290642.328274 nChanged 595 Iteration 21Q (18.959799 sec): 6 clusters Score: Raw -1303726.218624 + Penalty 12751.975662 = -1290974.242962 nChanged 259 Iteration 22Q (19.100485 sec): 6 clusters Score: Raw -1303858.491422 + Penalty 12751.975662 = -1291106.515760 nChanged 174 Iteration 23Q (19.225544 sec): 6 clusters Score: Raw -1303934.631732 + Penalty 12751.975662 = -1291182.656069 nChanged 112 Iteration 24Q (19.374245 sec): 6 clusters Score: Raw -1303976.330965 + Penalty 12751.975662 = -1291224.355303 nChanged 85 Iteration 25Q (19.534301 sec): 6 clusters Score: Raw -1304011.805798 + Penalty 12751.975662 = -1291259.830135 nChanged 74 Iteration 26Q (19.775849 sec): 6 clusters Score: Raw -1304039.138180 + Penalty 12751.975662 = -1291287.162518 nChanged 53 Iteration 27Q (19.896826 sec): 6 clusters Score: Raw -1304055.998671 + Penalty 12751.975662 = -1291304.023009 nChanged 40 Iteration 28Q (20.134301 sec): 6 clusters Score: Raw -1304067.019088 + Penalty 12751.975662 = -1291315.043426 nChanged 31 Iteration 29Q (20.280656 sec): 6 clusters Score: Raw -1304074.700476 + Penalty 12751.975662 = -1291322.724814 nChanged 23 Iteration 30Q (20.404376 sec): 6 clusters Score: Raw -1304080.042111 + Penalty 12751.975662 = -1291328.066449 nChanged 18 Iteration 31Q (20.555342 sec): 6 clusters Score: Raw -1304083.887870 + Penalty 12751.975662 = -1291331.912208 nChanged 18 Iteration 32Q (20.710662 sec): 6 clusters Score: Raw -1304087.553433 + Penalty 12751.975662 = -1291335.577771 nChanged 12 Iteration 33Q (20.863543 sec): 6 clusters Score: Raw -1304090.164166 + Penalty 12751.975662 = -1291338.188504 nChanged 14 Iteration 34Q (21.014259 sec): 6 clusters Score: Raw -1304093.522632 + Penalty 12751.975662 = -1291341.546970 nChanged 13 Iteration 35Q (21.159880 sec): 6 clusters Score: Raw -1304096.503108 + Penalty 12751.975662 = -1291344.527446 nChanged 4 Iteration 36Q (21.292802 sec): 6 clusters Score: Raw -1304097.468248 + Penalty 12751.975662 = -1291345.492586 nChanged 5 Iteration 37Q (21.496808 sec): 6 clusters Score: Raw -1304098.688031 + Penalty 12751.975662 = -1291346.712368 nChanged 5 Iteration 38Q (21.625659 sec): 6 clusters Score: Raw -1304099.694766 + Penalty 12751.975662 = -1291347.719104 nChanged 1 Iteration 39Q (21.771992 sec): 6 clusters Score: Raw -1304099.794349 + Penalty 12751.975662 = -1291347.818686 nChanged 0 Iteration 40F (21.934401 sec): 6 clusters Score: Raw -1304099.794349 + Penalty 12751.975662 = -1291347.818686 nChanged 0 Compute initial score before splitting: Score: Raw -1304099.794349 + Penalty 12751.975662 = -1291347.818686 Trying to split cluster 1 (3166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.999196 sec): 2 clusters Score: Raw -268673.185317 + Penalty 2127.899199 = -266545.286118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.049731 sec): 3 clusters Score: Raw -267331.650631 + Penalty 4255.798399 = -263075.852232 nChanged 1121 SP:Iteration 1F (22.102802 sec): 3 clusters Score: Raw -268134.276803 + Penalty 4255.798399 = -263878.478404 nChanged 303 SP:Iteration 2F (22.155948 sec): 3 clusters Score: Raw -268505.334222 + Penalty 4255.798399 = -264249.535823 nChanged 250 SP:Iteration 3F (22.201867 sec): 3 clusters Score: Raw -268795.657729 + Penalty 4255.798399 = -264539.859330 nChanged 212 SP:Iteration 4F (22.241508 sec): 3 clusters Score: Raw -269032.037655 + Penalty 4255.798399 = -264776.239256 nChanged 155 SP:Iteration 5Q (22.281466 sec): 3 clusters Score: Raw -269223.032806 + Penalty 4255.798399 = -264967.234407 nChanged 141 SP:Iteration 6Q (22.321816 sec): 3 clusters Score: Raw -269412.763365 + Penalty 4255.798399 = -265156.964966 nChanged 125 SP:Iteration 7Q (22.363276 sec): 3 clusters Score: Raw -269572.762928 + Penalty 4255.798399 = -265316.964529 nChanged 108 SP:Iteration 8Q (22.406690 sec): 3 clusters Score: Raw -269693.367334 + Penalty 4255.798399 = -265437.568935 nChanged 89 SP:Iteration 9Q (22.449948 sec): 3 clusters Score: Raw -269782.070784 + Penalty 4255.798399 = -265526.272385 nChanged 56 SP:Iteration 10Q (22.493249 sec): 3 clusters Score: Raw -269829.195563 + Penalty 4255.798399 = -265573.397164 nChanged 46 SP:Iteration 11Q (22.560106 sec): 3 clusters Score: Raw -269865.544121 + Penalty 4255.798399 = -265609.745722 nChanged 48 SP:Iteration 12Q (22.603226 sec): 3 clusters Score: Raw -269909.645975 + Penalty 4255.798399 = -265653.847576 nChanged 43 SP:Iteration 13Q (22.646380 sec): 3 clusters Score: Raw -269942.857985 + Penalty 4255.798399 = -265687.059586 nChanged 42 SP:Iteration 14Q (22.689246 sec): 3 clusters Score: Raw -269980.971867 + Penalty 4255.798399 = -265725.173468 nChanged 47 SP:Iteration 15Q (22.730401 sec): 3 clusters Score: Raw -270030.736686 + Penalty 4255.798399 = -265774.938287 nChanged 45 SP:Iteration 16Q (22.771432 sec): 3 clusters Score: Raw -270093.220600 + Penalty 4255.798399 = -265837.422202 nChanged 58 SP:Iteration 17Q (22.812236 sec): 3 clusters Score: Raw -270192.418168 + Penalty 4255.798399 = -265936.619769 nChanged 65 SP:Iteration 18Q (22.860596 sec): 3 clusters Score: Raw -270278.082858 + Penalty 4255.798399 = -266022.284459 nChanged 53 SP:Iteration 19Q (22.917580 sec): 3 clusters Score: Raw -270341.298022 + Penalty 4255.798399 = -266085.499624 nChanged 42 SP:Iteration 20F (22.975281 sec): 3 clusters Score: Raw -270378.340838 + Penalty 4255.798399 = -266122.542439 nChanged 40 SP:Iteration 21Q (23.027907 sec): 3 clusters Score: Raw -270410.415236 + Penalty 4255.798399 = -266154.616837 nChanged 33 SP:Iteration 22Q (23.123164 sec): 3 clusters Score: Raw -270429.524558 + Penalty 4255.798399 = -266173.726159 nChanged 24 SP:Iteration 23Q (23.164967 sec): 3 clusters Score: Raw -270442.597040 + Penalty 4255.798399 = -266186.798641 nChanged 15 SP:Iteration 24Q (23.207495 sec): 3 clusters Score: Raw -270449.548341 + Penalty 4255.798399 = -266193.749942 nChanged 6 SP:Iteration 25Q (23.250446 sec): 3 clusters Score: Raw -270452.323913 + Penalty 4255.798399 = -266196.525514 nChanged 5 SP:Iteration 26Q (23.292695 sec): 3 clusters Score: Raw -270454.492243 + Penalty 4255.798399 = -266198.693844 nChanged 3 SP:Iteration 27Q (23.335625 sec): 3 clusters Score: Raw -270455.495124 + Penalty 4255.798399 = -266199.696725 nChanged 3 SP:Iteration 28Q (23.377971 sec): 3 clusters Score: Raw -270457.334398 + Penalty 4255.798399 = -266201.535999 nChanged 5 SP:Iteration 29Q (23.425475 sec): 3 clusters Score: Raw -270459.149317 + Penalty 4255.798399 = -266203.350918 nChanged 4 SP:Iteration 30Q (23.472654 sec): 3 clusters Score: Raw -270460.626728 + Penalty 4255.798399 = -266204.828329 nChanged 3 SP:Iteration 31Q (23.518072 sec): 3 clusters Score: Raw -270461.824777 + Penalty 4255.798399 = -266206.026378 nChanged 1 SP:Iteration 32Q (23.558576 sec): 3 clusters Score: Raw -270462.113105 + Penalty 4255.798399 = -266206.314706 nChanged 0 SP:Iteration 33F (23.599031 sec): 3 clusters Score: Raw -270462.113105 + Penalty 4255.798399 = -266206.314706 nChanged 0 Trying to split cluster 2 (3730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.639884 sec): 2 clusters Score: Raw -296412.590902 + Penalty 2171.179167 = -294241.411735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.691707 sec): 3 clusters Score: Raw -294772.202433 + Penalty 4342.358335 = -290429.844098 nChanged 1347 SP:Iteration 1F (23.747707 sec): 3 clusters Score: Raw -295742.532324 + Penalty 4342.358335 = -291400.173989 nChanged 374 SP:Iteration 2F (23.800637 sec): 3 clusters Score: Raw -296164.877414 + Penalty 4342.358335 = -291822.519080 nChanged 306 SP:Iteration 3F (23.842778 sec): 3 clusters Score: Raw -296562.067184 + Penalty 4342.358335 = -292219.708849 nChanged 260 SP:Iteration 4F (23.885112 sec): 3 clusters Score: Raw -296885.039849 + Penalty 4342.358335 = -292542.681515 nChanged 208 SP:Iteration 5F (23.927291 sec): 3 clusters Score: Raw -297101.780719 + Penalty 4342.358335 = -292759.422384 nChanged 154 SP:Iteration 6Q (23.973022 sec): 3 clusters Score: Raw -297276.229103 + Penalty 4342.358335 = -292933.870768 nChanged 136 SP:Iteration 7Q (24.021172 sec): 3 clusters Score: Raw -297398.157925 + Penalty 4342.358335 = -293055.799590 nChanged 117 SP:Iteration 8Q (24.069584 sec): 3 clusters Score: Raw -297503.482424 + Penalty 4342.358335 = -293161.124089 nChanged 113 SP:Iteration 9Q (24.117532 sec): 3 clusters Score: Raw -297627.441996 + Penalty 4342.358335 = -293285.083661 nChanged 99 SP:Iteration 10Q (24.162336 sec): 3 clusters Score: Raw -297731.272621 + Penalty 4342.358335 = -293388.914286 nChanged 98 SP:Iteration 11Q (24.207617 sec): 3 clusters Score: Raw -297840.964943 + Penalty 4342.358335 = -293498.606608 nChanged 73 SP:Iteration 12Q (24.252481 sec): 3 clusters Score: Raw -297928.031810 + Penalty 4342.358335 = -293585.673476 nChanged 67 SP:Iteration 13Q (24.297233 sec): 3 clusters Score: Raw -297976.993592 + Penalty 4342.358335 = -293634.635257 nChanged 49 SP:Iteration 14Q (24.341929 sec): 3 clusters Score: Raw -298012.720960 + Penalty 4342.358335 = -293670.362625 nChanged 27 SP:Iteration 15Q (24.386579 sec): 3 clusters Score: Raw -298027.770936 + Penalty 4342.358335 = -293685.412601 nChanged 19 SP:Iteration 16Q (24.431303 sec): 3 clusters Score: Raw -298038.481751 + Penalty 4342.358335 = -293696.123417 nChanged 12 SP:Iteration 17Q (24.476785 sec): 3 clusters Score: Raw -298044.839071 + Penalty 4342.358335 = -293702.480736 nChanged 13 SP:Iteration 18Q (24.522698 sec): 3 clusters Score: Raw -298051.395292 + Penalty 4342.358335 = -293709.036957 nChanged 9 SP:Iteration 19Q (24.568542 sec): 3 clusters Score: Raw -298055.225526 + Penalty 4342.358335 = -293712.867192 nChanged 11 SP:Iteration 20F (24.614559 sec): 3 clusters Score: Raw -298061.249295 + Penalty 4342.358335 = -293718.890961 nChanged 10 SP:Iteration 21Q (24.660295 sec): 3 clusters Score: Raw -298065.970934 + Penalty 4342.358335 = -293723.612600 nChanged 9 SP:Iteration 22Q (24.705330 sec): 3 clusters Score: Raw -298070.063053 + Penalty 4342.358335 = -293727.704719 nChanged 5 SP:Iteration 23Q (24.866789 sec): 3 clusters Score: Raw -298072.878763 + Penalty 4342.358335 = -293730.520428 nChanged 5 SP:Iteration 24Q (24.952227 sec): 3 clusters Score: Raw -298074.076379 + Penalty 4342.358335 = -293731.718045 nChanged 2 SP:Iteration 25Q (24.996756 sec): 3 clusters Score: Raw -298074.589977 + Penalty 4342.358335 = -293732.231642 nChanged 2 SP:Iteration 26Q (25.046443 sec): 3 clusters Score: Raw -298075.312730 + Penalty 4342.358335 = -293732.954396 nChanged 0 SP:Iteration 27F (25.092620 sec): 3 clusters Score: Raw -298075.312730 + Penalty 4342.358335 = -293732.954396 nChanged 0 Trying to split cluster 3 (4670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.137871 sec): 2 clusters Score: Raw -426976.793587 + Penalty 2230.513389 = -424746.280198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.186964 sec): 3 clusters Score: Raw -424825.348891 + Penalty 4461.026777 = -420364.322114 nChanged 1735 SP:Iteration 1F (25.239172 sec): 3 clusters Score: Raw -425851.299879 + Penalty 4461.026777 = -421390.273102 nChanged 401 SP:Iteration 2F (25.305424 sec): 3 clusters Score: Raw -426147.847165 + Penalty 4461.026777 = -421686.820388 nChanged 306 SP:Iteration 3F (25.364478 sec): 3 clusters Score: Raw -426406.036338 + Penalty 4461.026777 = -421945.009561 nChanged 260 SP:Iteration 4F (25.408941 sec): 3 clusters Score: Raw -426670.482517 + Penalty 4461.026777 = -422209.455740 nChanged 261 SP:Iteration 5F (25.453203 sec): 3 clusters Score: Raw -426952.812434 + Penalty 4461.026777 = -422491.785657 nChanged 255 SP:Iteration 6F (25.497649 sec): 3 clusters Score: Raw -427242.483697 + Penalty 4461.026777 = -422781.456920 nChanged 248 SP:Iteration 7F (25.551883 sec): 3 clusters Score: Raw -427486.478363 + Penalty 4461.026777 = -423025.451586 nChanged 189 SP:Iteration 8Q (25.606777 sec): 3 clusters Score: Raw -427662.272106 + Penalty 4461.026777 = -423201.245329 nChanged 147 SP:Iteration 9Q (25.661728 sec): 3 clusters Score: Raw -427771.041193 + Penalty 4461.026777 = -423310.014415 nChanged 102 SP:Iteration 10Q (25.711504 sec): 3 clusters Score: Raw -427836.283163 + Penalty 4461.026777 = -423375.256386 nChanged 71 SP:Iteration 11Q (25.759860 sec): 3 clusters Score: Raw -427881.476041 + Penalty 4461.026777 = -423420.449264 nChanged 68 SP:Iteration 12Q (25.808100 sec): 3 clusters Score: Raw -427930.652038 + Penalty 4461.026777 = -423469.625261 nChanged 57 SP:Iteration 13Q (25.859838 sec): 3 clusters Score: Raw -427966.565693 + Penalty 4461.026777 = -423505.538916 nChanged 44 SP:Iteration 14Q (25.911875 sec): 3 clusters Score: Raw -427988.981797 + Penalty 4461.026777 = -423527.955020 nChanged 30 SP:Iteration 15Q (25.963758 sec): 3 clusters Score: Raw -428005.906887 + Penalty 4461.026777 = -423544.880110 nChanged 26 SP:Iteration 16Q (26.015393 sec): 3 clusters Score: Raw -428017.138063 + Penalty 4461.026777 = -423556.111286 nChanged 26 SP:Iteration 17Q (26.066704 sec): 3 clusters Score: Raw -428029.626881 + Penalty 4461.026777 = -423568.600104 nChanged 20 SP:Iteration 18Q (26.117960 sec): 3 clusters Score: Raw -428041.129811 + Penalty 4461.026777 = -423580.103034 nChanged 24 SP:Iteration 19Q (26.169309 sec): 3 clusters Score: Raw -428052.130104 + Penalty 4461.026777 = -423591.103326 nChanged 20 SP:Iteration 20F (26.220659 sec): 3 clusters Score: Raw -428058.649264 + Penalty 4461.026777 = -423597.622487 nChanged 4 SP:Iteration 21Q (26.271964 sec): 3 clusters Score: Raw -428060.225167 + Penalty 4461.026777 = -423599.198390 nChanged 8 SP:Iteration 22Q (26.323373 sec): 3 clusters Score: Raw -428063.794794 + Penalty 4461.026777 = -423602.768017 nChanged 10 SP:Iteration 23Q (26.456937 sec): 3 clusters Score: Raw -428068.049235 + Penalty 4461.026777 = -423607.022458 nChanged 8 SP:Iteration 24Q (26.507893 sec): 3 clusters Score: Raw -428072.406161 + Penalty 4461.026777 = -423611.379384 nChanged 6 SP:Iteration 25Q (26.557319 sec): 3 clusters Score: Raw -428075.059199 + Penalty 4461.026777 = -423614.032422 nChanged 7 SP:Iteration 26Q (26.605233 sec): 3 clusters Score: Raw -428078.284729 + Penalty 4461.026777 = -423617.257952 nChanged 8 SP:Iteration 27Q (26.662095 sec): 3 clusters Score: Raw -428081.408419 + Penalty 4461.026777 = -423620.381642 nChanged 4 SP:Iteration 28Q (26.719120 sec): 3 clusters Score: Raw -428082.585088 + Penalty 4461.026777 = -423621.558311 nChanged 1 SP:Iteration 29Q (26.776003 sec): 3 clusters Score: Raw -428083.284132 + Penalty 4461.026777 = -423622.257355 nChanged 1 SP:Iteration 30Q (26.822955 sec): 3 clusters Score: Raw -428083.578336 + Penalty 4461.026777 = -423622.551559 nChanged 0 SP:Iteration 31F (26.868797 sec): 3 clusters Score: Raw -428083.578336 + Penalty 4461.026777 = -423622.551559 nChanged 0 Trying to split cluster 4 (1587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.904999 sec): 2 clusters Score: Raw -108444.762582 + Penalty 1945.574590 = -106499.187991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.934537 sec): 3 clusters Score: Raw -107974.763119 + Penalty 3891.149180 = -104083.613938 nChanged 461 SP:Iteration 1F (26.964527 sec): 3 clusters Score: Raw -108473.027108 + Penalty 3891.149180 = -104581.877928 nChanged 144 SP:Iteration 2F (26.994323 sec): 3 clusters Score: Raw -108705.299378 + Penalty 3891.149180 = -104814.150198 nChanged 121 SP:Iteration 3F (27.024337 sec): 3 clusters Score: Raw -108954.745584 + Penalty 3891.149180 = -105063.596403 nChanged 95 SP:Iteration 4F (27.054334 sec): 3 clusters Score: Raw -109131.785632 + Penalty 3891.149180 = -105240.636451 nChanged 69 SP:Iteration 5Q (27.083351 sec): 3 clusters Score: Raw -109291.795438 + Penalty 3891.149180 = -105400.646257 nChanged 72 SP:Iteration 6Q (27.111956 sec): 3 clusters Score: Raw -109430.193059 + Penalty 3891.149180 = -105539.043879 nChanged 51 SP:Iteration 7Q (27.140720 sec): 3 clusters Score: Raw -109511.056699 + Penalty 3891.149180 = -105619.907519 nChanged 35 SP:Iteration 8Q (27.169216 sec): 3 clusters Score: Raw -109579.833037 + Penalty 3891.149180 = -105688.683857 nChanged 34 SP:Iteration 9Q (27.197548 sec): 3 clusters Score: Raw -109633.733318 + Penalty 3891.149180 = -105742.584138 nChanged 25 SP:Iteration 10Q (27.225892 sec): 3 clusters Score: Raw -109668.096056 + Penalty 3891.149180 = -105776.946876 nChanged 20 SP:Iteration 11Q (27.254230 sec): 3 clusters Score: Raw -109700.661525 + Penalty 3891.149180 = -105809.512345 nChanged 20 SP:Iteration 12Q (27.282574 sec): 3 clusters Score: Raw -109730.372441 + Penalty 3891.149180 = -105839.223261 nChanged 19 SP:Iteration 13Q (27.310813 sec): 3 clusters Score: Raw -109757.216783 + Penalty 3891.149180 = -105866.067602 nChanged 17 SP:Iteration 14Q (27.339279 sec): 3 clusters Score: Raw -109781.389652 + Penalty 3891.149180 = -105890.240471 nChanged 13 SP:Iteration 15Q (27.367499 sec): 3 clusters Score: Raw -109796.311247 + Penalty 3891.149180 = -105905.162067 nChanged 8 SP:Iteration 16Q (27.396190 sec): 3 clusters Score: Raw -109804.982110 + Penalty 3891.149180 = -105913.832930 nChanged 7 SP:Iteration 17Q (27.424707 sec): 3 clusters Score: Raw -109811.480109 + Penalty 3891.149180 = -105920.330928 nChanged 5 SP:Iteration 18Q (27.452982 sec): 3 clusters Score: Raw -109815.598317 + Penalty 3891.149180 = -105924.449136 nChanged 6 SP:Iteration 19Q (27.481262 sec): 3 clusters Score: Raw -109821.357754 + Penalty 3891.149180 = -105930.208573 nChanged 4 SP:Iteration 20F (27.510031 sec): 3 clusters Score: Raw -109832.057859 + Penalty 3891.149180 = -105940.908679 nChanged 4 SP:Iteration 21Q (27.538266 sec): 3 clusters Score: Raw -109840.768262 + Penalty 3891.149180 = -105949.619081 nChanged 4 SP:Iteration 22Q (27.571929 sec): 3 clusters Score: Raw -109844.919888 + Penalty 3891.149180 = -105953.770707 nChanged 4 SP:Iteration 23Q (27.600362 sec): 3 clusters Score: Raw -109849.964663 + Penalty 3891.149180 = -105958.815483 nChanged 3 SP:Iteration 24Q (27.628575 sec): 3 clusters Score: Raw -109852.126388 + Penalty 3891.149180 = -105960.977208 nChanged 4 SP:Iteration 25Q (27.656933 sec): 3 clusters Score: Raw -109855.327459 + Penalty 3891.149180 = -105964.178279 nChanged 1 SP:Iteration 26Q (27.685388 sec): 3 clusters Score: Raw -109856.315081 + Penalty 3891.149180 = -105965.165900 nChanged 4 SP:Iteration 27Q (27.714019 sec): 3 clusters Score: Raw -109859.396660 + Penalty 3891.149180 = -105968.247480 nChanged 4 SP:Iteration 28Q (27.742469 sec): 3 clusters Score: Raw -109862.950541 + Penalty 3891.149180 = -105971.801361 nChanged 5 SP:Iteration 29Q (27.770936 sec): 3 clusters Score: Raw -109867.984530 + Penalty 3891.149180 = -105976.835349 nChanged 4 SP:Iteration 30Q (27.799212 sec): 3 clusters Score: Raw -109873.329581 + Penalty 3891.149180 = -105982.180401 nChanged 4 SP:Iteration 31Q (27.827547 sec): 3 clusters Score: Raw -109877.588490 + Penalty 3891.149180 = -105986.439310 nChanged 4 SP:Iteration 32Q (27.855687 sec): 3 clusters Score: Raw -109880.360932 + Penalty 3891.149180 = -105989.211752 nChanged 2 SP:Iteration 33Q (27.883816 sec): 3 clusters Score: Raw -109882.686178 + Penalty 3891.149180 = -105991.536998 nChanged 2 SP:Iteration 34Q (27.912294 sec): 3 clusters Score: Raw -109885.309648 + Penalty 3891.149180 = -105994.160468 nChanged 4 SP:Iteration 35Q (27.940614 sec): 3 clusters Score: Raw -109891.357126 + Penalty 3891.149180 = -106000.207946 nChanged 6 SP:Iteration 36Q (27.968730 sec): 3 clusters Score: Raw -109897.226214 + Penalty 3891.149180 = -106006.077033 nChanged 3 SP:Iteration 37Q (27.996884 sec): 3 clusters Score: Raw -109899.459130 + Penalty 3891.149180 = -106008.309950 nChanged 1 SP:Iteration 38Q (28.025311 sec): 3 clusters Score: Raw -109900.125820 + Penalty 3891.149180 = -106008.976640 nChanged 1 SP:Iteration 39Q (28.053445 sec): 3 clusters Score: Raw -109900.506482 + Penalty 3891.149180 = -106009.357302 nChanged 0 SP:Iteration 40F (28.081978 sec): 3 clusters Score: Raw -109900.506482 + Penalty 3891.149180 = -106009.357302 nChanged 0 Trying to split cluster 5 (2532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.119205 sec): 2 clusters Score: Raw -227942.429016 + Penalty 2068.905903 = -225873.523114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.157373 sec): 3 clusters Score: Raw -226943.659667 + Penalty 4137.811806 = -222805.847861 nChanged 873 SP:Iteration 1F (28.194796 sec): 3 clusters Score: Raw -227539.819629 + Penalty 4137.811806 = -223402.007823 nChanged 190 SP:Iteration 2F (28.235768 sec): 3 clusters Score: Raw -227696.737154 + Penalty 4137.811806 = -223558.925348 nChanged 115 SP:Iteration 3Q (28.278198 sec): 3 clusters Score: Raw -227792.208539 + Penalty 4137.811806 = -223654.396734 nChanged 79 SP:Iteration 4Q (28.320321 sec): 3 clusters Score: Raw -227859.004776 + Penalty 4137.811806 = -223721.192971 nChanged 64 SP:Iteration 5Q (28.361672 sec): 3 clusters Score: Raw -227925.991119 + Penalty 4137.811806 = -223788.179314 nChanged 68 SP:Iteration 6Q (28.399645 sec): 3 clusters Score: Raw -227982.140565 + Penalty 4137.811806 = -223844.328759 nChanged 66 SP:Iteration 7Q (28.437450 sec): 3 clusters Score: Raw -228033.222108 + Penalty 4137.811806 = -223895.410302 nChanged 55 SP:Iteration 8Q (28.475587 sec): 3 clusters Score: Raw -228073.503402 + Penalty 4137.811806 = -223935.691597 nChanged 41 SP:Iteration 9Q (28.514095 sec): 3 clusters Score: Raw -228099.164669 + Penalty 4137.811806 = -223961.352864 nChanged 23 SP:Iteration 10Q (28.553102 sec): 3 clusters Score: Raw -228116.487405 + Penalty 4137.811806 = -223978.675599 nChanged 23 SP:Iteration 11Q (28.591655 sec): 3 clusters Score: Raw -228133.072341 + Penalty 4137.811806 = -223995.260535 nChanged 33 SP:Iteration 12Q (28.630504 sec): 3 clusters Score: Raw -228156.053533 + Penalty 4137.811806 = -224018.241728 nChanged 32 SP:Iteration 13Q (28.669296 sec): 3 clusters Score: Raw -228180.155659 + Penalty 4137.811806 = -224042.343854 nChanged 23 SP:Iteration 14Q (28.711296 sec): 3 clusters Score: Raw -228198.364103 + Penalty 4137.811806 = -224060.552298 nChanged 26 SP:Iteration 15Q (28.753228 sec): 3 clusters Score: Raw -228217.309039 + Penalty 4137.811806 = -224079.497234 nChanged 23 SP:Iteration 16Q (28.795099 sec): 3 clusters Score: Raw -228231.347983 + Penalty 4137.811806 = -224093.536178 nChanged 13 SP:Iteration 17Q (28.836991 sec): 3 clusters Score: Raw -228242.087688 + Penalty 4137.811806 = -224104.275882 nChanged 17 SP:Iteration 18Q (28.878359 sec): 3 clusters Score: Raw -228254.991619 + Penalty 4137.811806 = -224117.179814 nChanged 17 SP:Iteration 19Q (28.916195 sec): 3 clusters Score: Raw -228269.366050 + Penalty 4137.811806 = -224131.554244 nChanged 15 SP:Iteration 20F (28.953621 sec): 3 clusters Score: Raw -228281.530901 + Penalty 4137.811806 = -224143.719096 nChanged 20 SP:Iteration 21Q (28.991661 sec): 3 clusters Score: Raw -228295.767089 + Penalty 4137.811806 = -224157.955283 nChanged 15 SP:Iteration 22Q (29.029718 sec): 3 clusters Score: Raw -228309.163003 + Penalty 4137.811806 = -224171.351197 nChanged 29 SP:Iteration 23Q (29.068387 sec): 3 clusters Score: Raw -228335.771642 + Penalty 4137.811806 = -224197.959837 nChanged 29 SP:Iteration 24Q (29.107032 sec): 3 clusters Score: Raw -228366.219037 + Penalty 4137.811806 = -224228.407232 nChanged 31 SP:Iteration 25Q (29.145744 sec): 3 clusters Score: Raw -228394.028304 + Penalty 4137.811806 = -224256.216498 nChanged 32 SP:Iteration 26Q (29.184434 sec): 3 clusters Score: Raw -228431.769799 + Penalty 4137.811806 = -224293.957993 nChanged 41 SP:Iteration 27Q (29.223055 sec): 3 clusters Score: Raw -228489.835946 + Penalty 4137.811806 = -224352.024141 nChanged 40 SP:Iteration 28Q (29.261589 sec): 3 clusters Score: Raw -228548.674595 + Penalty 4137.811806 = -224410.862789 nChanged 50 SP:Iteration 29Q (29.300418 sec): 3 clusters Score: Raw -228618.395747 + Penalty 4137.811806 = -224480.583941 nChanged 44 SP:Iteration 30Q (29.338801 sec): 3 clusters Score: Raw -228674.923930 + Penalty 4137.811806 = -224537.112124 nChanged 42 SP:Iteration 31Q (29.376651 sec): 3 clusters Score: Raw -228731.213446 + Penalty 4137.811806 = -224593.401640 nChanged 42 SP:Iteration 32Q (29.497842 sec): 3 clusters Score: Raw -228775.185030 + Penalty 4137.811806 = -224637.373224 nChanged 38 SP:Iteration 33Q (29.534762 sec): 3 clusters Score: Raw -228812.251999 + Penalty 4137.811806 = -224674.440193 nChanged 40 SP:Iteration 34Q (29.573166 sec): 3 clusters Score: Raw -228849.238939 + Penalty 4137.811806 = -224711.427134 nChanged 36 SP:Iteration 35Q (29.611953 sec): 3 clusters Score: Raw -228877.091206 + Penalty 4137.811806 = -224739.279400 nChanged 25 SP:Iteration 36Q (29.650495 sec): 3 clusters Score: Raw -228899.249956 + Penalty 4137.811806 = -224761.438150 nChanged 25 SP:Iteration 37Q (29.688870 sec): 3 clusters Score: Raw -228912.692921 + Penalty 4137.811806 = -224774.881115 nChanged 25 SP:Iteration 38Q (29.727610 sec): 3 clusters Score: Raw -228930.867591 + Penalty 4137.811806 = -224793.055785 nChanged 17 SP:Iteration 39Q (29.766135 sec): 3 clusters Score: Raw -228942.507700 + Penalty 4137.811806 = -224804.695894 nChanged 15 SP:Iteration 40F (29.804455 sec): 3 clusters Score: Raw -228952.640744 + Penalty 4137.811806 = -224814.828939 nChanged 15 SP:Iteration 41Q (29.842622 sec): 3 clusters Score: Raw -228963.373216 + Penalty 4137.811806 = -224825.561410 nChanged 18 SP:Iteration 42Q (29.880768 sec): 3 clusters Score: Raw -228978.487291 + Penalty 4137.811806 = -224840.675485 nChanged 24 SP:Iteration 43Q (29.918766 sec): 3 clusters Score: Raw -228997.468458 + Penalty 4137.811806 = -224859.656653 nChanged 15 SP:Iteration 44Q (29.960195 sec): 3 clusters Score: Raw -229008.189754 + Penalty 4137.811806 = -224870.377949 nChanged 13 SP:Iteration 45Q (30.001871 sec): 3 clusters Score: Raw -229015.726529 + Penalty 4137.811806 = -224877.914724 nChanged 14 SP:Iteration 46Q (30.043828 sec): 3 clusters Score: Raw -229025.242972 + Penalty 4137.811806 = -224887.431166 nChanged 9 SP:Iteration 47Q (30.085039 sec): 3 clusters Score: Raw -229029.104516 + Penalty 4137.811806 = -224891.292710 nChanged 6 SP:Iteration 48Q (30.125577 sec): 3 clusters Score: Raw -229033.538535 + Penalty 4137.811806 = -224895.726730 nChanged 10 SP:Iteration 49Q (30.163012 sec): 3 clusters Score: Raw -229041.409474 + Penalty 4137.811806 = -224903.597669 nChanged 16 SP:Iteration 50Q (30.200525 sec): 3 clusters Score: Raw -229057.878476 + Penalty 4137.811806 = -224920.066671 nChanged 19 SP:Iteration 51Q (30.237997 sec): 3 clusters Score: Raw -229075.438379 + Penalty 4137.811806 = -224937.626573 nChanged 20 SP:Iteration 52Q (30.275392 sec): 3 clusters Score: Raw -229089.354328 + Penalty 4137.811806 = -224951.542523 nChanged 16 SP:Iteration 53Q (30.313268 sec): 3 clusters Score: Raw -229102.115613 + Penalty 4137.811806 = -224964.303807 nChanged 18 SP:Iteration 54Q (30.351388 sec): 3 clusters Score: Raw -229117.797895 + Penalty 4137.811806 = -224979.986090 nChanged 17 SP:Iteration 55Q (30.389867 sec): 3 clusters Score: Raw -229129.446444 + Penalty 4137.811806 = -224991.634638 nChanged 12 SP:Iteration 56Q (30.428017 sec): 3 clusters Score: Raw -229136.464107 + Penalty 4137.811806 = -224998.652301 nChanged 9 SP:Iteration 57Q (30.466182 sec): 3 clusters Score: Raw -229143.562442 + Penalty 4137.811806 = -225005.750636 nChanged 9 SP:Iteration 58Q (30.504210 sec): 3 clusters Score: Raw -229150.439727 + Penalty 4137.811806 = -225012.627921 nChanged 10 SP:Iteration 59Q (30.542366 sec): 3 clusters Score: Raw -229161.675920 + Penalty 4137.811806 = -225023.864115 nChanged 14 SP:Iteration 60F (30.580839 sec): 3 clusters Score: Raw -229175.953252 + Penalty 4137.811806 = -225038.141446 nChanged 22 SP:Iteration 61Q (30.619033 sec): 3 clusters Score: Raw -229198.664795 + Penalty 4137.811806 = -225060.852990 nChanged 25 SP:Iteration 62Q (30.657166 sec): 3 clusters Score: Raw -229224.169309 + Penalty 4137.811806 = -225086.357504 nChanged 21 SP:Iteration 63Q (30.695223 sec): 3 clusters Score: Raw -229243.904378 + Penalty 4137.811806 = -225106.092573 nChanged 18 SP:Iteration 64Q (30.733263 sec): 3 clusters Score: Raw -229260.481966 + Penalty 4137.811806 = -225122.670161 nChanged 18 SP:Iteration 65Q (30.771196 sec): 3 clusters Score: Raw -229281.492528 + Penalty 4137.811806 = -225143.680722 nChanged 21 SP:Iteration 66Q (30.809092 sec): 3 clusters Score: Raw -229311.576569 + Penalty 4137.811806 = -225173.764763 nChanged 24 SP:Iteration 67Q (30.846925 sec): 3 clusters Score: Raw -229341.788892 + Penalty 4137.811806 = -225203.977086 nChanged 19 SP:Iteration 68Q (30.885513 sec): 3 clusters Score: Raw -229376.233360 + Penalty 4137.811806 = -225238.421555 nChanged 24 SP:Iteration 69Q (30.923044 sec): 3 clusters Score: Raw -229424.848679 + Penalty 4137.811806 = -225287.036874 nChanged 29 SP:Iteration 70Q (30.960545 sec): 3 clusters Score: Raw -229484.693866 + Penalty 4137.811806 = -225346.882061 nChanged 22 SP:Iteration 71Q (30.997778 sec): 3 clusters Score: Raw -229521.584462 + Penalty 4137.811806 = -225383.772656 nChanged 12 SP:Iteration 72Q (31.035212 sec): 3 clusters Score: Raw -229542.064114 + Penalty 4137.811806 = -225404.252309 nChanged 10 SP:Iteration 73Q (31.072292 sec): 3 clusters Score: Raw -229552.083324 + Penalty 4137.811806 = -225414.271518 nChanged 4 SP:Iteration 74Q (31.109368 sec): 3 clusters Score: Raw -229556.490987 + Penalty 4137.811806 = -225418.679181 nChanged 5 SP:Iteration 75Q (31.145964 sec): 3 clusters Score: Raw -229559.875945 + Penalty 4137.811806 = -225422.064140 nChanged 4 SP:Iteration 76Q (31.185137 sec): 3 clusters Score: Raw -229564.070063 + Penalty 4137.811806 = -225426.258258 nChanged 2 SP:Iteration 77Q (31.225022 sec): 3 clusters Score: Raw -229565.389690 + Penalty 4137.811806 = -225427.577885 nChanged 1 SP:Iteration 78Q (31.265130 sec): 3 clusters Score: Raw -229566.239564 + Penalty 4137.811806 = -225428.427759 nChanged 0 SP:Iteration 79F (31.306696 sec): 3 clusters Score: Raw -229566.239564 + Penalty 4137.811806 = -225428.427759 nChanged 0 Time taken for this iteration:31.145404 seconds. 2->6 Clusters: Score -1291347.818686, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 3 clusters... ------ Clustering full data set of 15687 points ------ SP: Assigned 3 initial classes randomly. Iteration 0F (31.410539 sec): 3 clusters Score: Raw -1246624.642516 + Penalty 5100.790265 = -1241523.852252 nChanged 7214 Iteration 1F (31.554491 sec): 3 clusters Score: Raw -1257982.450793 + Penalty 5100.790265 = -1252881.660528 nChanged 3460 Iteration 2F (31.662129 sec): 3 clusters Score: Raw -1280299.285414 + Penalty 5100.790265 = -1275198.495149 nChanged 1908 Iteration 3F (31.770073 sec): 3 clusters Score: Raw -1286253.750750 + Penalty 5100.790265 = -1281152.960485 nChanged 582 Iteration 4Q (31.866992 sec): 3 clusters Score: Raw -1286958.755657 + Penalty 5100.790265 = -1281857.965392 nChanged 277 Iteration 5Q (31.963777 sec): 3 clusters Score: Raw -1287156.456161 + Penalty 5100.790265 = -1282055.665896 nChanged 173 Iteration 6Q (32.067615 sec): 3 clusters Score: Raw -1287235.745386 + Penalty 5100.790265 = -1282134.955121 nChanged 104 Iteration 7Q (32.194295 sec): 3 clusters Score: Raw -1287266.137435 + Penalty 5100.790265 = -1282165.347170 nChanged 70 Iteration 8Q (32.280835 sec): 3 clusters Score: Raw -1287282.698571 + Penalty 5100.790265 = -1282181.908306 nChanged 44 Iteration 9Q (32.381726 sec): 3 clusters Score: Raw -1287291.783625 + Penalty 5100.790265 = -1282190.993360 nChanged 30 Iteration 10Q (32.493724 sec): 3 clusters Score: Raw -1287297.017666 + Penalty 5100.790265 = -1282196.227401 nChanged 28 Iteration 11Q (32.589930 sec): 3 clusters Score: Raw -1287301.549546 + Penalty 5100.790265 = -1282200.759282 nChanged 18 Iteration 12Q (32.698300 sec): 3 clusters Score: Raw -1287304.149951 + Penalty 5100.790265 = -1282203.359686 nChanged 17 Iteration 13Q (32.814365 sec): 3 clusters Score: Raw -1287306.275790 + Penalty 5100.790265 = -1282205.485525 nChanged 9 Iteration 14Q (32.907609 sec): 3 clusters Score: Raw -1287307.294753 + Penalty 5100.790265 = -1282206.504488 nChanged 5 Iteration 15Q (33.009752 sec): 3 clusters Score: Raw -1287307.872322 + Penalty 5100.790265 = -1282207.082057 nChanged 6 Iteration 16Q (33.138752 sec): 3 clusters Score: Raw -1287308.484537 + Penalty 5100.790265 = -1282207.694272 nChanged 6 Iteration 17Q (33.224687 sec): 3 clusters Score: Raw -1287309.137204 + Penalty 5100.790265 = -1282208.346939 nChanged 3 Iteration 18Q (33.324888 sec): 3 clusters Score: Raw -1287309.486516 + Penalty 5100.790265 = -1282208.696251 nChanged 4 Iteration 19Q (33.424709 sec): 3 clusters Score: Raw -1287309.823595 + Penalty 5100.790265 = -1282209.033330 nChanged 1 Writing temp clu file Because OldScore, -1282208.696251, is greater than current (better) Score,-1282209.033330 Compute initial score before splitting: Score: Raw -1287309.823595 + Penalty 5100.790265 = -1282209.033330 Trying to split cluster 1 (10658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.576312 sec): 2 clusters Score: Raw -928803.342935 + Penalty 2448.353441 = -926354.989495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.668880 sec): 3 clusters Score: Raw -923058.470727 + Penalty 4896.706881 = -918161.763846 nChanged 4455 SP:Iteration 1F (33.749342 sec): 3 clusters Score: Raw -925979.616632 + Penalty 4896.706881 = -921082.909751 nChanged 1001 SP:Iteration 2F (33.902086 sec): 3 clusters Score: Raw -927035.342449 + Penalty 4896.706881 = -922138.635568 nChanged 1000 SP:Iteration 3F (34.009049 sec): 3 clusters Score: Raw -928117.550117 + Penalty 4896.706881 = -923220.843236 nChanged 926 SP:Iteration 4F (34.089864 sec): 3 clusters Score: Raw -929085.708819 + Penalty 4896.706881 = -924189.001938 nChanged 732 SP:Iteration 5F (34.162433 sec): 3 clusters Score: Raw -929760.240362 + Penalty 4896.706881 = -924863.533481 nChanged 588 SP:Iteration 6F (34.256354 sec): 3 clusters Score: Raw -930308.208061 + Penalty 4896.706881 = -925411.501180 nChanged 471 SP:Iteration 7Q (34.347869 sec): 3 clusters Score: Raw -930787.871908 + Penalty 4896.706881 = -925891.165027 nChanged 401 SP:Iteration 8Q (34.500990 sec): 3 clusters Score: Raw -931175.834587 + Penalty 4896.706881 = -926279.127706 nChanged 333 SP:Iteration 9Q (34.683965 sec): 3 clusters Score: Raw -931447.007915 + Penalty 4896.706881 = -926550.301034 nChanged 285 SP:Iteration 10Q (34.830885 sec): 3 clusters Score: Raw -931677.843168 + Penalty 4896.706881 = -926781.136287 nChanged 267 SP:Iteration 11Q (34.971498 sec): 3 clusters Score: Raw -931920.757635 + Penalty 4896.706881 = -927024.050753 nChanged 269 SP:Iteration 12Q (35.042495 sec): 3 clusters Score: Raw -932189.817641 + Penalty 4896.706881 = -927293.110759 nChanged 252 SP:Iteration 13Q (35.112085 sec): 3 clusters Score: Raw -932435.636247 + Penalty 4896.706881 = -927538.929365 nChanged 238 SP:Iteration 14Q (35.200061 sec): 3 clusters Score: Raw -932642.065227 + Penalty 4896.706881 = -927745.358346 nChanged 228 SP:Iteration 15Q (35.282940 sec): 3 clusters Score: Raw -932855.764154 + Penalty 4896.706881 = -927959.057273 nChanged 230 SP:Iteration 16Q (35.414048 sec): 3 clusters Score: Raw -933048.994052 + Penalty 4896.706881 = -928152.287170 nChanged 175 SP:Iteration 17Q (35.494959 sec): 3 clusters Score: Raw -933165.442464 + Penalty 4896.706881 = -928268.735583 nChanged 138 SP:Iteration 18Q (35.567785 sec): 3 clusters Score: Raw -933247.315785 + Penalty 4896.706881 = -928350.608904 nChanged 135 SP:Iteration 19Q (35.641273 sec): 3 clusters Score: Raw -933315.739377 + Penalty 4896.706881 = -928419.032496 nChanged 100 SP:Iteration 20F (35.723877 sec): 3 clusters Score: Raw -933368.552573 + Penalty 4896.706881 = -928471.845692 nChanged 98 SP:Iteration 21Q (35.803433 sec): 3 clusters Score: Raw -933408.364382 + Penalty 4896.706881 = -928511.657501 nChanged 78 SP:Iteration 22Q (35.883236 sec): 3 clusters Score: Raw -933437.048796 + Penalty 4896.706881 = -928540.341914 nChanged 80 SP:Iteration 23Q (35.963467 sec): 3 clusters Score: Raw -933468.620320 + Penalty 4896.706881 = -928571.913439 nChanged 79 SP:Iteration 24Q (36.057484 sec): 3 clusters Score: Raw -933499.288082 + Penalty 4896.706881 = -928602.581201 nChanged 75 SP:Iteration 25Q (36.136909 sec): 3 clusters Score: Raw -933524.080914 + Penalty 4896.706881 = -928627.374033 nChanged 74 SP:Iteration 26Q (36.224237 sec): 3 clusters Score: Raw -933547.403030 + Penalty 4896.706881 = -928650.696148 nChanged 61 SP:Iteration 27Q (36.310243 sec): 3 clusters Score: Raw -933567.333371 + Penalty 4896.706881 = -928670.626490 nChanged 61 SP:Iteration 28Q (36.445481 sec): 3 clusters Score: Raw -933586.917375 + Penalty 4896.706881 = -928690.210494 nChanged 55 SP:Iteration 29Q (36.528225 sec): 3 clusters Score: Raw -933601.134589 + Penalty 4896.706881 = -928704.427707 nChanged 42 SP:Iteration 30Q (36.603004 sec): 3 clusters Score: Raw -933611.407383 + Penalty 4896.706881 = -928714.700502 nChanged 50 SP:Iteration 31Q (36.676245 sec): 3 clusters Score: Raw -933624.067132 + Penalty 4896.706881 = -928727.360251 nChanged 43 SP:Iteration 32Q (36.760130 sec): 3 clusters Score: Raw -933636.297208 + Penalty 4896.706881 = -928739.590326 nChanged 50 SP:Iteration 33Q (36.839560 sec): 3 clusters Score: Raw -933651.389325 + Penalty 4896.706881 = -928754.682444 nChanged 49 SP:Iteration 34Q (36.938639 sec): 3 clusters Score: Raw -933668.153153 + Penalty 4896.706881 = -928771.446271 nChanged 46 SP:Iteration 35Q (37.031497 sec): 3 clusters Score: Raw -933685.267501 + Penalty 4896.706881 = -928788.560620 nChanged 51 SP:Iteration 36Q (37.129187 sec): 3 clusters Score: Raw -933704.523719 + Penalty 4896.706881 = -928807.816838 nChanged 56 SP:Iteration 37Q (37.209427 sec): 3 clusters Score: Raw -933728.550799 + Penalty 4896.706881 = -928831.843918 nChanged 60 SP:Iteration 38Q (37.277195 sec): 3 clusters Score: Raw -933756.564878 + Penalty 4896.706881 = -928859.857997 nChanged 66 SP:Iteration 39Q (37.362502 sec): 3 clusters Score: Raw -933784.597399 + Penalty 4896.706881 = -928887.890518 nChanged 55 SP:Iteration 40F (37.451687 sec): 3 clusters Score: Raw -933803.503624 + Penalty 4896.706881 = -928906.796743 nChanged 48 SP:Iteration 41Q (37.531290 sec): 3 clusters Score: Raw -933818.450767 + Penalty 4896.706881 = -928921.743886 nChanged 35 SP:Iteration 42Q (37.607962 sec): 3 clusters Score: Raw -933825.598331 + Penalty 4896.706881 = -928928.891450 nChanged 19 SP:Iteration 43Q (37.686037 sec): 3 clusters Score: Raw -933829.845643 + Penalty 4896.706881 = -928933.138762 nChanged 14 SP:Iteration 44Q (37.859787 sec): 3 clusters Score: Raw -933832.203457 + Penalty 4896.706881 = -928935.496576 nChanged 12 SP:Iteration 45Q (37.948616 sec): 3 clusters Score: Raw -933834.952739 + Penalty 4896.706881 = -928938.245858 nChanged 15 SP:Iteration 46Q (38.021269 sec): 3 clusters Score: Raw -933838.893598 + Penalty 4896.706881 = -928942.186717 nChanged 15 SP:Iteration 47Q (38.094128 sec): 3 clusters Score: Raw -933841.616720 + Penalty 4896.706881 = -928944.909839 nChanged 7 SP:Iteration 48Q (38.173372 sec): 3 clusters Score: Raw -933842.754929 + Penalty 4896.706881 = -928946.048048 nChanged 4 SP:Iteration 49Q (38.398083 sec): 3 clusters Score: Raw -933843.356059 + Penalty 4896.706881 = -928946.649178 nChanged 2 SP:Iteration 50Q (38.531433 sec): 3 clusters Score: Raw -933843.574937 + Penalty 4896.706881 = -928946.868056 nChanged 2 SP:Iteration 51Q (38.628297 sec): 3 clusters Score: Raw -933843.836351 + Penalty 4896.706881 = -928947.129469 nChanged 1 SP:Iteration 52Q (38.730322 sec): 3 clusters Score: Raw -933843.943356 + Penalty 4896.706881 = -928947.236475 nChanged 0 SP:Iteration 53F (38.845624 sec): 3 clusters Score: Raw -933843.943356 + Penalty 4896.706881 = -928947.236475 nChanged 0 Score: Raw -1292350.481541 + Penalty 7651.185397 = -1284699.296144 Splitting cluster 1 changes total score from -1282209.033330 to -1284699.296144 So it's getting split into cluster 3. Trying to split cluster 2 (5027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.015167 sec): 2 clusters Score: Raw -368362.980074 + Penalty 2249.960767 = -366113.019307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.090189 sec): 3 clusters Score: Raw -366148.384866 + Penalty 4499.921534 = -361648.463332 nChanged 1942 SP:Iteration 1F (39.163675 sec): 3 clusters Score: Raw -367757.285558 + Penalty 4499.921534 = -363257.364023 nChanged 589 SP:Iteration 2F (39.223296 sec): 3 clusters Score: Raw -368766.951192 + Penalty 4499.921534 = -364267.029658 nChanged 639 SP:Iteration 3F (39.268753 sec): 3 clusters Score: Raw -370156.219572 + Penalty 4499.921534 = -365656.298038 nChanged 536 SP:Iteration 4F (39.314384 sec): 3 clusters Score: Raw -371143.733730 + Penalty 4499.921534 = -366643.812196 nChanged 373 SP:Iteration 5F (39.363465 sec): 3 clusters Score: Raw -371700.663625 + Penalty 4499.921534 = -367200.742090 nChanged 220 SP:Iteration 6Q (39.417760 sec): 3 clusters Score: Raw -371966.302776 + Penalty 4499.921534 = -367466.381242 nChanged 149 SP:Iteration 7Q (39.471781 sec): 3 clusters Score: Raw -372099.276587 + Penalty 4499.921534 = -367599.355053 nChanged 93 SP:Iteration 8Q (39.604765 sec): 3 clusters Score: Raw -372177.836212 + Penalty 4499.921534 = -367677.914678 nChanged 77 SP:Iteration 9Q (39.732009 sec): 3 clusters Score: Raw -372232.220661 + Penalty 4499.921534 = -367732.299126 nChanged 45 SP:Iteration 10Q (39.872176 sec): 3 clusters Score: Raw -372254.995649 + Penalty 4499.921534 = -367755.074115 nChanged 21 SP:Iteration 11Q (40.007180 sec): 3 clusters Score: Raw -372263.334081 + Penalty 4499.921534 = -367763.412547 nChanged 12 SP:Iteration 12Q (40.057897 sec): 3 clusters Score: Raw -372269.310726 + Penalty 4499.921534 = -367769.389191 nChanged 12 SP:Iteration 13Q (40.110800 sec): 3 clusters Score: Raw -372274.243887 + Penalty 4499.921534 = -367774.322352 nChanged 8 SP:Iteration 14Q (40.162392 sec): 3 clusters Score: Raw -372276.772020 + Penalty 4499.921534 = -367776.850485 nChanged 3 SP:Iteration 15Q (40.214175 sec): 3 clusters Score: Raw -372277.593282 + Penalty 4499.921534 = -367777.671748 nChanged 0 SP:Iteration 16F (40.267059 sec): 3 clusters Score: Raw -372277.593282 + Penalty 4499.921534 = -367777.671748 nChanged 0 Score: Raw -1296265.094749 + Penalty 10201.580530 = -1286063.514219 Splitting cluster 2 changes total score from -1282209.033330 to -1286063.514219 So it's getting split into cluster 4. Iteration 20F (40.583153 sec): 5 clusters Score: Raw -1297073.033663 + Penalty 10201.580530 = -1286871.453134 nChanged 607 Iteration 21Q (40.704271 sec): 5 clusters Score: Raw -1297576.522660 + Penalty 10201.580530 = -1287374.942131 nChanged 327 Iteration 22Q (40.824077 sec): 5 clusters Score: Raw -1297835.421374 + Penalty 10201.580530 = -1287633.840844 nChanged 256 Iteration 23Q (40.941249 sec): 5 clusters Score: Raw -1298008.092588 + Penalty 10201.580530 = -1287806.512058 nChanged 209 Iteration 24Q (41.222559 sec): 5 clusters Score: Raw -1298157.066146 + Penalty 10201.580530 = -1287955.485616 nChanged 200 Iteration 25Q (41.556151 sec): 5 clusters Score: Raw -1298302.852963 + Penalty 10201.580530 = -1288101.272433 nChanged 188 Iteration 26Q (41.682692 sec): 5 clusters Score: Raw -1298447.188329 + Penalty 10201.580530 = -1288245.607800 nChanged 170 Iteration 27Q (41.828006 sec): 5 clusters Score: Raw -1298597.250715 + Penalty 10201.580530 = -1288395.670185 nChanged 169 Iteration 28Q (41.958040 sec): 5 clusters Score: Raw -1298760.272679 + Penalty 10201.580530 = -1288558.692149 nChanged 201 Iteration 29Q (42.093303 sec): 5 clusters Score: Raw -1298965.686905 + Penalty 10201.580530 = -1288764.106375 nChanged 223 Iteration 30Q (42.267717 sec): 5 clusters Score: Raw -1299165.377908 + Penalty 10201.580530 = -1288963.797378 nChanged 207 Iteration 31Q (42.382039 sec): 5 clusters Score: Raw -1299340.741912 + Penalty 10201.580530 = -1289139.161382 nChanged 212 Iteration 32Q (42.517277 sec): 5 clusters Score: Raw -1299514.883811 + Penalty 10201.580530 = -1289313.303282 nChanged 214 Iteration 33Q (42.664670 sec): 5 clusters Score: Raw -1299650.600204 + Penalty 10201.580530 = -1289449.019674 nChanged 172 Iteration 34Q (42.798013 sec): 5 clusters Score: Raw -1299742.133092 + Penalty 10201.580530 = -1289540.552562 nChanged 150 Iteration 35Q (42.931395 sec): 5 clusters Score: Raw -1299805.878991 + Penalty 10201.580530 = -1289604.298462 nChanged 130 Iteration 36Q (43.063747 sec): 5 clusters Score: Raw -1299855.953795 + Penalty 10201.580530 = -1289654.373265 nChanged 102 Iteration 37Q (43.397271 sec): 5 clusters Score: Raw -1299894.100880 + Penalty 10201.580530 = -1289692.520350 nChanged 80 Iteration 38Q (43.518781 sec): 5 clusters Score: Raw -1299920.044953 + Penalty 10201.580530 = -1289718.464423 nChanged 66 Iteration 39Q (43.627721 sec): 5 clusters Score: Raw -1299938.618648 + Penalty 10201.580530 = -1289737.038119 nChanged 43 Iteration 40F (43.805441 sec): 5 clusters Score: Raw -1299948.988537 + Penalty 10201.580530 = -1289747.408007 nChanged 25 Iteration 41Q (43.941751 sec): 5 clusters Score: Raw -1299956.042396 + Penalty 10201.580530 = -1289754.461866 nChanged 32 Iteration 42Q (44.083297 sec): 5 clusters Score: Raw -1299963.954281 + Penalty 10201.580530 = -1289762.373751 nChanged 21 Iteration 43Q (44.224010 sec): 5 clusters Score: Raw -1299968.208798 + Penalty 10201.580530 = -1289766.628268 nChanged 18 Iteration 44Q (44.356102 sec): 5 clusters Score: Raw -1299970.677242 + Penalty 10201.580530 = -1289769.096712 nChanged 11 Iteration 45Q (44.636161 sec): 5 clusters Score: Raw -1299972.395354 + Penalty 10201.580530 = -1289770.814824 nChanged 9 Iteration 46Q (44.934557 sec): 5 clusters Score: Raw -1299973.847041 + Penalty 10201.580530 = -1289772.266512 nChanged 4 Iteration 47Q (45.076852 sec): 5 clusters Score: Raw -1299974.372960 + Penalty 10201.580530 = -1289772.792430 nChanged 4 Iteration 48Q (45.396866 sec): 5 clusters Score: Raw -1299975.038162 + Penalty 10201.580530 = -1289773.457632 nChanged 3 Iteration 49Q (45.506600 sec): 5 clusters Score: Raw -1299975.369982 + Penalty 10201.580530 = -1289773.789452 nChanged 2 Iteration 50Q (45.790713 sec): 5 clusters Score: Raw -1299975.602567 + Penalty 10201.580530 = -1289774.022037 nChanged 2 Iteration 51Q (45.902276 sec): 5 clusters Score: Raw -1299976.138863 + Penalty 10201.580530 = -1289774.558333 nChanged 2 Iteration 52Q (46.039051 sec): 5 clusters Score: Raw -1299976.393660 + Penalty 10201.580530 = -1289774.813130 nChanged 5 Iteration 53Q (46.178969 sec): 5 clusters Score: Raw -1299977.209631 + Penalty 10201.580530 = -1289775.629101 nChanged 3 Iteration 54Q (46.314366 sec): 5 clusters Score: Raw -1299977.707346 + Penalty 10201.580530 = -1289776.126816 nChanged 1 Iteration 55Q (46.450558 sec): 5 clusters Score: Raw -1299977.855982 + Penalty 10201.580530 = -1289776.275452 nChanged 1 Iteration 56Q (46.582213 sec): 5 clusters Score: Raw -1299977.963953 + Penalty 10201.580530 = -1289776.383423 nChanged 2 Iteration 57Q (46.697757 sec): 5 clusters Score: Raw -1299978.242039 + Penalty 10201.580530 = -1289776.661509 nChanged 0 Iteration 58F (46.844505 sec): 5 clusters Score: Raw -1299978.242039 + Penalty 10201.580530 = -1289776.661509 nChanged 0 Compute initial score before splitting: Score: Raw -1299978.242039 + Penalty 10201.580530 = -1289776.661509 Trying to split cluster 1 (4020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.891435 sec): 2 clusters Score: Raw -341459.972778 + Penalty 2190.945816 = -339269.026962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.955591 sec): 3 clusters Score: Raw -339681.692977 + Penalty 4381.891632 = -335299.801345 nChanged 1472 SP:Iteration 1F (47.018330 sec): 3 clusters Score: Raw -340871.222793 + Penalty 4381.891632 = -336489.331161 nChanged 412 SP:Iteration 2F (47.082612 sec): 3 clusters Score: Raw -341394.990861 + Penalty 4381.891632 = -337013.099229 nChanged 322 SP:Iteration 3F (47.125435 sec): 3 clusters Score: Raw -341869.610698 + Penalty 4381.891632 = -337487.719066 nChanged 281 SP:Iteration 4F (47.168205 sec): 3 clusters Score: Raw -342247.944321 + Penalty 4381.891632 = -337866.052689 nChanged 241 SP:Iteration 5F (47.210609 sec): 3 clusters Score: Raw -342539.231959 + Penalty 4381.891632 = -338157.340327 nChanged 198 SP:Iteration 6Q (47.255321 sec): 3 clusters Score: Raw -342775.454265 + Penalty 4381.891632 = -338393.562633 nChanged 180 SP:Iteration 7Q (47.304571 sec): 3 clusters Score: Raw -343012.930562 + Penalty 4381.891632 = -338631.038930 nChanged 163 SP:Iteration 8Q (47.353378 sec): 3 clusters Score: Raw -343263.612620 + Penalty 4381.891632 = -338881.720988 nChanged 135 SP:Iteration 9Q (47.402439 sec): 3 clusters Score: Raw -343458.837422 + Penalty 4381.891632 = -339076.945790 nChanged 108 SP:Iteration 10Q (47.450439 sec): 3 clusters Score: Raw -343576.539766 + Penalty 4381.891632 = -339194.648134 nChanged 80 SP:Iteration 11Q (47.498568 sec): 3 clusters Score: Raw -343636.269840 + Penalty 4381.891632 = -339254.378208 nChanged 50 SP:Iteration 12Q (47.546504 sec): 3 clusters Score: Raw -343672.578605 + Penalty 4381.891632 = -339290.686973 nChanged 38 SP:Iteration 13Q (47.614868 sec): 3 clusters Score: Raw -343696.825762 + Penalty 4381.891632 = -339314.934130 nChanged 31 SP:Iteration 14Q (47.660024 sec): 3 clusters Score: Raw -343712.883324 + Penalty 4381.891632 = -339330.991692 nChanged 21 SP:Iteration 15Q (47.705101 sec): 3 clusters Score: Raw -343722.966539 + Penalty 4381.891632 = -339341.074907 nChanged 18 SP:Iteration 16Q (47.755714 sec): 3 clusters Score: Raw -343733.375247 + Penalty 4381.891632 = -339351.483615 nChanged 14 SP:Iteration 17Q (47.808581 sec): 3 clusters Score: Raw -343739.137327 + Penalty 4381.891632 = -339357.245695 nChanged 9 SP:Iteration 18Q (47.861979 sec): 3 clusters Score: Raw -343745.171361 + Penalty 4381.891632 = -339363.279729 nChanged 11 SP:Iteration 19Q (47.911134 sec): 3 clusters Score: Raw -343752.133503 + Penalty 4381.891632 = -339370.241871 nChanged 15 SP:Iteration 20F (47.957755 sec): 3 clusters Score: Raw -343758.081641 + Penalty 4381.891632 = -339376.190009 nChanged 11 SP:Iteration 21Q (48.003436 sec): 3 clusters Score: Raw -343762.091086 + Penalty 4381.891632 = -339380.199454 nChanged 7 SP:Iteration 22Q (48.049649 sec): 3 clusters Score: Raw -343764.968594 + Penalty 4381.891632 = -339383.076962 nChanged 6 SP:Iteration 23Q (48.098188 sec): 3 clusters Score: Raw -343766.964498 + Penalty 4381.891632 = -339385.072866 nChanged 9 SP:Iteration 24Q (48.146941 sec): 3 clusters Score: Raw -343770.755120 + Penalty 4381.891632 = -339388.863488 nChanged 6 SP:Iteration 25Q (48.195490 sec): 3 clusters Score: Raw -343773.145241 + Penalty 4381.891632 = -339391.253609 nChanged 0 SP:Iteration 26F (48.243192 sec): 3 clusters Score: Raw -343773.145241 + Penalty 4381.891632 = -339391.253609 nChanged 0 Score: Raw -1302291.414502 + Penalty 12751.975662 = -1289539.438840 Splitting cluster 1 changes total score from -1289776.661509 to -1289539.438840 So it's not getting split. Trying to split cluster 2 (3836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.494668 sec): 2 clusters Score: Raw -306937.376206 + Penalty 2178.576955 = -304758.799251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.550092 sec): 3 clusters Score: Raw -305285.887967 + Penalty 4357.153910 = -300928.734057 nChanged 1457 SP:Iteration 1F (48.599562 sec): 3 clusters Score: Raw -306336.972030 + Penalty 4357.153910 = -301979.818120 nChanged 332 SP:Iteration 2F (48.649123 sec): 3 clusters Score: Raw -306634.600057 + Penalty 4357.153910 = -302277.446147 nChanged 254 SP:Iteration 3F (48.694035 sec): 3 clusters Score: Raw -306871.300183 + Penalty 4357.153910 = -302514.146273 nChanged 202 SP:Iteration 4F (48.737349 sec): 3 clusters Score: Raw -307060.822313 + Penalty 4357.153910 = -302703.668403 nChanged 168 SP:Iteration 5Q (48.781272 sec): 3 clusters Score: Raw -307210.502290 + Penalty 4357.153910 = -302853.348380 nChanged 138 SP:Iteration 6Q (48.827565 sec): 3 clusters Score: Raw -307328.681290 + Penalty 4357.153910 = -302971.527380 nChanged 141 SP:Iteration 7Q (48.876732 sec): 3 clusters Score: Raw -307472.751002 + Penalty 4357.153910 = -303115.597091 nChanged 145 SP:Iteration 8Q (48.951088 sec): 3 clusters Score: Raw -307617.908223 + Penalty 4357.153910 = -303260.754312 nChanged 125 SP:Iteration 9Q (48.998647 sec): 3 clusters Score: Raw -307753.765603 + Penalty 4357.153910 = -303396.611693 nChanged 99 SP:Iteration 10Q (49.043994 sec): 3 clusters Score: Raw -307836.365397 + Penalty 4357.153910 = -303479.211486 nChanged 79 SP:Iteration 11Q (49.089273 sec): 3 clusters Score: Raw -307894.836380 + Penalty 4357.153910 = -303537.682470 nChanged 62 SP:Iteration 12Q (49.134282 sec): 3 clusters Score: Raw -307929.455769 + Penalty 4357.153910 = -303572.301858 nChanged 38 SP:Iteration 13Q (49.182475 sec): 3 clusters Score: Raw -307946.341323 + Penalty 4357.153910 = -303589.187412 nChanged 22 SP:Iteration 14Q (49.230696 sec): 3 clusters Score: Raw -307956.674008 + Penalty 4357.153910 = -303599.520098 nChanged 26 SP:Iteration 15Q (49.353110 sec): 3 clusters Score: Raw -307972.055429 + Penalty 4357.153910 = -303614.901519 nChanged 19 SP:Iteration 16Q (49.458486 sec): 3 clusters Score: Raw -307983.797076 + Penalty 4357.153910 = -303626.643166 nChanged 22 SP:Iteration 17Q (49.501848 sec): 3 clusters Score: Raw -307996.970760 + Penalty 4357.153910 = -303639.816849 nChanged 16 SP:Iteration 18Q (49.545002 sec): 3 clusters Score: Raw -308005.463657 + Penalty 4357.153910 = -303648.309747 nChanged 20 SP:Iteration 19Q (49.588573 sec): 3 clusters Score: Raw -308015.829350 + Penalty 4357.153910 = -303658.675440 nChanged 17 SP:Iteration 20F (49.656705 sec): 3 clusters Score: Raw -308023.442327 + Penalty 4357.153910 = -303666.288416 nChanged 14 SP:Iteration 21Q (49.706397 sec): 3 clusters Score: Raw -308027.504311 + Penalty 4357.153910 = -303670.350401 nChanged 8 SP:Iteration 22Q (49.756399 sec): 3 clusters Score: Raw -308032.625242 + Penalty 4357.153910 = -303675.471332 nChanged 14 SP:Iteration 23Q (49.804376 sec): 3 clusters Score: Raw -308038.814785 + Penalty 4357.153910 = -303681.660875 nChanged 9 SP:Iteration 24Q (49.849777 sec): 3 clusters Score: Raw -308043.324054 + Penalty 4357.153910 = -303686.170143 nChanged 11 SP:Iteration 25Q (49.894910 sec): 3 clusters Score: Raw -308047.677889 + Penalty 4357.153910 = -303690.523979 nChanged 9 SP:Iteration 26Q (49.940075 sec): 3 clusters Score: Raw -308051.995526 + Penalty 4357.153910 = -303694.841615 nChanged 5 SP:Iteration 27Q (49.988056 sec): 3 clusters Score: Raw -308053.765916 + Penalty 4357.153910 = -303696.612006 nChanged 3 SP:Iteration 28Q (50.036258 sec): 3 clusters Score: Raw -308054.705671 + Penalty 4357.153910 = -303697.551761 nChanged 4 SP:Iteration 29Q (50.084039 sec): 3 clusters Score: Raw -308055.771541 + Penalty 4357.153910 = -303698.617631 nChanged 2 SP:Iteration 30Q (50.131062 sec): 3 clusters Score: Raw -308057.025158 + Penalty 4357.153910 = -303699.871248 nChanged 1 SP:Iteration 31Q (50.175568 sec): 3 clusters Score: Raw -308057.212194 + Penalty 4357.153910 = -303700.058283 nChanged 2 SP:Iteration 32Q (50.219763 sec): 3 clusters Score: Raw -308058.286495 + Penalty 4357.153910 = -303701.132585 nChanged 2 SP:Iteration 33Q (50.264185 sec): 3 clusters Score: Raw -308059.935414 + Penalty 4357.153910 = -303702.781503 nChanged 6 SP:Iteration 34Q (50.311125 sec): 3 clusters Score: Raw -308063.963988 + Penalty 4357.153910 = -303706.810077 nChanged 9 SP:Iteration 35Q (50.359586 sec): 3 clusters Score: Raw -308070.463715 + Penalty 4357.153910 = -303713.309805 nChanged 11 SP:Iteration 36Q (50.408022 sec): 3 clusters Score: Raw -308075.434333 + Penalty 4357.153910 = -303718.280423 nChanged 12 SP:Iteration 37Q (50.456261 sec): 3 clusters Score: Raw -308083.277687 + Penalty 4357.153910 = -303726.123777 nChanged 12 SP:Iteration 38Q (50.502033 sec): 3 clusters Score: Raw -308093.207889 + Penalty 4357.153910 = -303736.053979 nChanged 23 SP:Iteration 39Q (50.547692 sec): 3 clusters Score: Raw -308117.664653 + Penalty 4357.153910 = -303760.510743 nChanged 27 SP:Iteration 40F (50.593491 sec): 3 clusters Score: Raw -308134.198681 + Penalty 4357.153910 = -303777.044771 nChanged 24 SP:Iteration 41Q (50.722115 sec): 3 clusters Score: Raw -308149.474641 + Penalty 4357.153910 = -303792.320731 nChanged 22 SP:Iteration 42Q (50.836164 sec): 3 clusters Score: Raw -308163.351571 + Penalty 4357.153910 = -303806.197661 nChanged 29 SP:Iteration 43Q (50.897233 sec): 3 clusters Score: Raw -308187.342192 + Penalty 4357.153910 = -303830.188282 nChanged 35 SP:Iteration 44Q (50.949562 sec): 3 clusters Score: Raw -308223.606297 + Penalty 4357.153910 = -303866.452386 nChanged 43 SP:Iteration 45Q (50.994055 sec): 3 clusters Score: Raw -308262.888347 + Penalty 4357.153910 = -303905.734437 nChanged 37 SP:Iteration 46Q (51.038901 sec): 3 clusters Score: Raw -308290.376223 + Penalty 4357.153910 = -303933.222313 nChanged 34 SP:Iteration 47Q (51.110191 sec): 3 clusters Score: Raw -308308.581182 + Penalty 4357.153910 = -303951.427272 nChanged 29 SP:Iteration 48Q (51.178170 sec): 3 clusters Score: Raw -308329.169014 + Penalty 4357.153910 = -303972.015104 nChanged 32 SP:Iteration 49Q (51.226120 sec): 3 clusters Score: Raw -308353.346932 + Penalty 4357.153910 = -303996.193021 nChanged 35 SP:Iteration 50Q (51.275453 sec): 3 clusters Score: Raw -308374.416698 + Penalty 4357.153910 = -304017.262787 nChanged 27 SP:Iteration 51Q (51.324672 sec): 3 clusters Score: Raw -308391.404574 + Penalty 4357.153910 = -304034.250664 nChanged 21 SP:Iteration 52Q (51.374397 sec): 3 clusters Score: Raw -308405.126307 + Penalty 4357.153910 = -304047.972397 nChanged 19 SP:Iteration 53Q (51.420308 sec): 3 clusters Score: Raw -308416.832868 + Penalty 4357.153910 = -304059.678958 nChanged 23 SP:Iteration 54Q (51.466101 sec): 3 clusters Score: Raw -308431.230965 + Penalty 4357.153910 = -304074.077055 nChanged 22 SP:Iteration 55Q (51.512040 sec): 3 clusters Score: Raw -308442.961314 + Penalty 4357.153910 = -304085.807404 nChanged 17 SP:Iteration 56Q (51.557682 sec): 3 clusters Score: Raw -308454.486209 + Penalty 4357.153910 = -304097.332299 nChanged 27 SP:Iteration 57Q (51.602745 sec): 3 clusters Score: Raw -308470.949991 + Penalty 4357.153910 = -304113.796081 nChanged 22 SP:Iteration 58Q (51.647718 sec): 3 clusters Score: Raw -308481.907716 + Penalty 4357.153910 = -304124.753806 nChanged 20 SP:Iteration 59Q (51.692306 sec): 3 clusters Score: Raw -308493.062994 + Penalty 4357.153910 = -304135.909083 nChanged 13 SP:Iteration 60F (51.740442 sec): 3 clusters Score: Raw -308499.773157 + Penalty 4357.153910 = -304142.619247 nChanged 9 SP:Iteration 61Q (51.788236 sec): 3 clusters Score: Raw -308503.885414 + Penalty 4357.153910 = -304146.731504 nChanged 6 SP:Iteration 62Q (51.835848 sec): 3 clusters Score: Raw -308506.979378 + Penalty 4357.153910 = -304149.825468 nChanged 6 SP:Iteration 63Q (51.883641 sec): 3 clusters Score: Raw -308509.869742 + Penalty 4357.153910 = -304152.715832 nChanged 8 SP:Iteration 64Q (51.931438 sec): 3 clusters Score: Raw -308513.177760 + Penalty 4357.153910 = -304156.023849 nChanged 6 SP:Iteration 65Q (51.976640 sec): 3 clusters Score: Raw -308515.577945 + Penalty 4357.153910 = -304158.424035 nChanged 2 SP:Iteration 66Q (52.021930 sec): 3 clusters Score: Raw -308516.452179 + Penalty 4357.153910 = -304159.298269 nChanged 1 SP:Iteration 67Q (52.067138 sec): 3 clusters Score: Raw -308517.098368 + Penalty 4357.153910 = -304159.944458 nChanged 3 SP:Iteration 68Q (52.112240 sec): 3 clusters Score: Raw -308519.266896 + Penalty 4357.153910 = -304162.112985 nChanged 5 SP:Iteration 69Q (52.157172 sec): 3 clusters Score: Raw -308521.466645 + Penalty 4357.153910 = -304164.312735 nChanged 5 SP:Iteration 70Q (52.202292 sec): 3 clusters Score: Raw -308522.925576 + Penalty 4357.153910 = -304165.771665 nChanged 3 SP:Iteration 71Q (52.249981 sec): 3 clusters Score: Raw -308523.816008 + Penalty 4357.153910 = -304166.662098 nChanged 2 SP:Iteration 72Q (52.299320 sec): 3 clusters Score: Raw -308524.853558 + Penalty 4357.153910 = -304167.699647 nChanged 4 SP:Iteration 73Q (52.347247 sec): 3 clusters Score: Raw -308526.923883 + Penalty 4357.153910 = -304169.769973 nChanged 6 SP:Iteration 74Q (52.394258 sec): 3 clusters Score: Raw -308530.038395 + Penalty 4357.153910 = -304172.884485 nChanged 3 SP:Iteration 75Q (52.436895 sec): 3 clusters Score: Raw -308531.438091 + Penalty 4357.153910 = -304174.284181 nChanged 1 SP:Iteration 76Q (52.479565 sec): 3 clusters Score: Raw -308532.102911 + Penalty 4357.153910 = -304174.949000 nChanged 2 SP:Iteration 77Q (52.522229 sec): 3 clusters Score: Raw -308533.737984 + Penalty 4357.153910 = -304176.584074 nChanged 1 SP:Iteration 78Q (52.567681 sec): 3 clusters Score: Raw -308534.475328 + Penalty 4357.153910 = -304177.321417 nChanged 1 SP:Iteration 79Q (52.633348 sec): 3 clusters Score: Raw -308534.674430 + Penalty 4357.153910 = -304177.520520 nChanged 1 SP:Iteration 80F (52.681956 sec): 3 clusters Score: Raw -308535.179581 + Penalty 4357.153910 = -304178.025671 nChanged 0 Trying to split cluster 3 (6112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.738224 sec): 2 clusters Score: Raw -554153.024006 + Penalty 2301.554463 = -551851.469543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.828008 sec): 3 clusters Score: Raw -551159.207340 + Penalty 4603.108927 = -546556.098414 nChanged 2384 SP:Iteration 1F (52.938015 sec): 3 clusters Score: Raw -552514.024669 + Penalty 4603.108927 = -547910.915743 nChanged 473 SP:Iteration 2F (52.985492 sec): 3 clusters Score: Raw -552814.767692 + Penalty 4603.108927 = -548211.658765 nChanged 358 SP:Iteration 3F (53.033583 sec): 3 clusters Score: Raw -553034.496704 + Penalty 4603.108927 = -548431.387777 nChanged 304 SP:Iteration 4Q (53.083002 sec): 3 clusters Score: Raw -553263.648462 + Penalty 4603.108927 = -548660.539536 nChanged 281 SP:Iteration 5Q (53.135768 sec): 3 clusters Score: Raw -553533.781805 + Penalty 4603.108927 = -548930.672879 nChanged 335 SP:Iteration 6F (53.197143 sec): 3 clusters Score: Raw -553866.233213 + Penalty 4603.108927 = -549263.124287 nChanged 351 SP:Iteration 7F (53.258704 sec): 3 clusters Score: Raw -554237.903496 + Penalty 4603.108927 = -549634.794570 nChanged 371 SP:Iteration 8F (53.320096 sec): 3 clusters Score: Raw -554663.329601 + Penalty 4603.108927 = -550060.220675 nChanged 337 SP:Iteration 9F (53.381761 sec): 3 clusters Score: Raw -555086.554252 + Penalty 4603.108927 = -550483.445325 nChanged 306 SP:Iteration 10F (53.441369 sec): 3 clusters Score: Raw -555513.506128 + Penalty 4603.108927 = -550910.397201 nChanged 297 SP:Iteration 11Q (53.496218 sec): 3 clusters Score: Raw -555932.739400 + Penalty 4603.108927 = -551329.630473 nChanged 257 SP:Iteration 12Q (53.554017 sec): 3 clusters Score: Raw -556254.459867 + Penalty 4603.108927 = -551651.350940 nChanged 181 SP:Iteration 13Q (53.614187 sec): 3 clusters Score: Raw -556424.675247 + Penalty 4603.108927 = -551821.566320 nChanged 113 SP:Iteration 14Q (53.673743 sec): 3 clusters Score: Raw -556491.191805 + Penalty 4603.108927 = -551888.082878 nChanged 65 SP:Iteration 15Q (53.730684 sec): 3 clusters Score: Raw -556520.131920 + Penalty 4603.108927 = -551917.022993 nChanged 45 SP:Iteration 16Q (53.787269 sec): 3 clusters Score: Raw -556543.316903 + Penalty 4603.108927 = -551940.207976 nChanged 34 SP:Iteration 17Q (53.843515 sec): 3 clusters Score: Raw -556559.955379 + Penalty 4603.108927 = -551956.846452 nChanged 33 SP:Iteration 18Q (53.897933 sec): 3 clusters Score: Raw -556573.488766 + Penalty 4603.108927 = -551970.379840 nChanged 28 SP:Iteration 19Q (53.952247 sec): 3 clusters Score: Raw -556585.008706 + Penalty 4603.108927 = -551981.899779 nChanged 23 SP:Iteration 20F (54.096182 sec): 3 clusters Score: Raw -556593.404014 + Penalty 4603.108927 = -551990.295088 nChanged 11 SP:Iteration 21Q (54.220077 sec): 3 clusters Score: Raw -556597.258779 + Penalty 4603.108927 = -551994.149852 nChanged 8 SP:Iteration 22Q (54.270932 sec): 3 clusters Score: Raw -556600.629571 + Penalty 4603.108927 = -551997.520644 nChanged 9 SP:Iteration 23Q (54.330083 sec): 3 clusters Score: Raw -556603.966416 + Penalty 4603.108927 = -552000.857489 nChanged 5 SP:Iteration 24Q (54.389012 sec): 3 clusters Score: Raw -556605.947954 + Penalty 4603.108927 = -552002.839027 nChanged 6 SP:Iteration 25Q (54.446510 sec): 3 clusters Score: Raw -556608.327673 + Penalty 4603.108927 = -552005.218746 nChanged 4 SP:Iteration 26Q (54.499586 sec): 3 clusters Score: Raw -556609.612120 + Penalty 4603.108927 = -552006.503193 nChanged 6 SP:Iteration 27Q (54.663501 sec): 3 clusters Score: Raw -556611.437465 + Penalty 4603.108927 = -552008.328538 nChanged 6 SP:Iteration 28Q (54.695970 sec): 3 clusters Score: Raw -556613.167881 + Penalty 4603.108927 = -552010.058954 nChanged 7 SP:Iteration 29Q (54.761987 sec): 3 clusters Score: Raw -556614.999418 + Penalty 4603.108927 = -552011.890492 nChanged 3 SP:Iteration 30Q (54.854116 sec): 3 clusters Score: Raw -556615.635666 + Penalty 4603.108927 = -552012.526740 nChanged 1 SP:Iteration 31Q (54.923202 sec): 3 clusters Score: Raw -556615.813636 + Penalty 4603.108927 = -552012.704709 nChanged 1 SP:Iteration 32Q (54.972760 sec): 3 clusters Score: Raw -556615.987264 + Penalty 4603.108927 = -552012.878337 nChanged 0 SP:Iteration 33F (55.022374 sec): 3 clusters Score: Raw -556615.987264 + Penalty 4603.108927 = -552012.878337 nChanged 0 Score: Raw -1302441.205297 + Penalty 12751.975662 = -1289689.229635 Splitting cluster 3 changes total score from -1289776.661509 to -1289689.229635 So it's not getting split. Trying to split cluster 4 (1717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.261454 sec): 2 clusters Score: Raw -117877.535389 + Penalty 1966.360139 = -115911.175249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.294833 sec): 3 clusters Score: Raw -117370.370214 + Penalty 3932.720279 = -113437.649935 nChanged 530 SP:Iteration 1F (55.326714 sec): 3 clusters Score: Raw -117947.901661 + Penalty 3932.720279 = -114015.181383 nChanged 143 SP:Iteration 2F (55.358845 sec): 3 clusters Score: Raw -118199.318754 + Penalty 3932.720279 = -114266.598476 nChanged 115 SP:Iteration 3F (55.390515 sec): 3 clusters Score: Raw -118423.163191 + Penalty 3932.720279 = -114490.442913 nChanged 101 SP:Iteration 4F (55.422612 sec): 3 clusters Score: Raw -118613.135448 + Penalty 3932.720279 = -114680.415169 nChanged 82 SP:Iteration 5Q (55.454612 sec): 3 clusters Score: Raw -118748.407637 + Penalty 3932.720279 = -114815.687359 nChanged 54 SP:Iteration 6Q (55.499103 sec): 3 clusters Score: Raw -118827.176380 + Penalty 3932.720279 = -114894.456101 nChanged 30 SP:Iteration 7Q (55.529889 sec): 3 clusters Score: Raw -118871.313001 + Penalty 3932.720279 = -114938.592722 nChanged 24 SP:Iteration 8Q (55.560503 sec): 3 clusters Score: Raw -118898.021707 + Penalty 3932.720279 = -114965.301428 nChanged 20 SP:Iteration 9Q (55.591080 sec): 3 clusters Score: Raw -118917.787956 + Penalty 3932.720279 = -114985.067677 nChanged 22 SP:Iteration 10Q (55.621681 sec): 3 clusters Score: Raw -118937.314952 + Penalty 3932.720279 = -115004.594674 nChanged 17 SP:Iteration 11Q (55.651996 sec): 3 clusters Score: Raw -118963.622622 + Penalty 3932.720279 = -115030.902343 nChanged 21 SP:Iteration 12Q (55.682733 sec): 3 clusters Score: Raw -118991.617508 + Penalty 3932.720279 = -115058.897230 nChanged 23 SP:Iteration 13Q (55.713360 sec): 3 clusters Score: Raw -119016.813342 + Penalty 3932.720279 = -115084.093063 nChanged 23 SP:Iteration 14Q (55.743990 sec): 3 clusters Score: Raw -119060.906277 + Penalty 3932.720279 = -115128.185999 nChanged 35 SP:Iteration 15Q (55.774350 sec): 3 clusters Score: Raw -119128.518218 + Penalty 3932.720279 = -115195.797939 nChanged 34 SP:Iteration 16Q (55.804903 sec): 3 clusters Score: Raw -119193.061294 + Penalty 3932.720279 = -115260.341016 nChanged 32 SP:Iteration 17Q (55.835395 sec): 3 clusters Score: Raw -119244.615836 + Penalty 3932.720279 = -115311.895558 nChanged 28 SP:Iteration 18Q (55.865715 sec): 3 clusters Score: Raw -119282.904590 + Penalty 3932.720279 = -115350.184311 nChanged 24 SP:Iteration 19Q (55.896049 sec): 3 clusters Score: Raw -119324.870842 + Penalty 3932.720279 = -115392.150563 nChanged 24 SP:Iteration 20F (55.926464 sec): 3 clusters Score: Raw -119355.730534 + Penalty 3932.720279 = -115423.010255 nChanged 21 SP:Iteration 21Q (55.956922 sec): 3 clusters Score: Raw -119387.423640 + Penalty 3932.720279 = -115454.703362 nChanged 21 SP:Iteration 22Q (55.987265 sec): 3 clusters Score: Raw -119418.861500 + Penalty 3932.720279 = -115486.141221 nChanged 20 SP:Iteration 23Q (56.021687 sec): 3 clusters Score: Raw -119444.449384 + Penalty 3932.720279 = -115511.729105 nChanged 16 SP:Iteration 24Q (56.051856 sec): 3 clusters Score: Raw -119459.338777 + Penalty 3932.720279 = -115526.618499 nChanged 13 SP:Iteration 25Q (56.082372 sec): 3 clusters Score: Raw -119471.502994 + Penalty 3932.720279 = -115538.782715 nChanged 5 SP:Iteration 26Q (56.113022 sec): 3 clusters Score: Raw -119474.917813 + Penalty 3932.720279 = -115542.197534 nChanged 2 SP:Iteration 27Q (56.143262 sec): 3 clusters Score: Raw -119476.564396 + Penalty 3932.720279 = -115543.844117 nChanged 3 SP:Iteration 28Q (56.173762 sec): 3 clusters Score: Raw -119479.417210 + Penalty 3932.720279 = -115546.696931 nChanged 2 SP:Iteration 29Q (56.204254 sec): 3 clusters Score: Raw -119480.383547 + Penalty 3932.720279 = -115547.663268 nChanged 2 SP:Iteration 30Q (56.234553 sec): 3 clusters Score: Raw -119481.630279 + Penalty 3932.720279 = -115548.910000 nChanged 1 SP:Iteration 31Q (56.264833 sec): 3 clusters Score: Raw -119482.852195 + Penalty 3932.720279 = -115550.131917 nChanged 1 SP:Iteration 32Q (56.294887 sec): 3 clusters Score: Raw -119483.302832 + Penalty 3932.720279 = -115550.582553 nChanged 1 SP:Iteration 33Q (56.324924 sec): 3 clusters Score: Raw -119483.783088 + Penalty 3932.720279 = -115551.062809 nChanged 0 SP:Iteration 34F (56.355494 sec): 3 clusters Score: Raw -119483.783088 + Penalty 3932.720279 = -115551.062809 nChanged 0 Time taken for this iteration:25.015148 seconds. 3->5 Clusters: Score -1289776.661509, best is -1291347.818686 Starting from 4 clusters... ------ Clustering full data set of 15687 points ------ SP: Assigned 4 initial classes randomly. Deleting Class 1 (5292 points): Lose 2001.661825 but Gain 2550.395132 Iteration 0F (56.474231 sec): 3 clusters Score: Raw -1240877.242433 + Penalty 5100.790265 = -1235776.452169 nChanged 9984 Iteration 1F (56.557910 sec): 3 clusters Score: Raw -1266351.011369 + Penalty 5100.790265 = -1261250.221104 nChanged 3119 Iteration 2F (56.663787 sec): 3 clusters Score: Raw -1284904.427397 + Penalty 5100.790265 = -1279803.637132 nChanged 1107 Iteration 3F (56.778098 sec): 3 clusters Score: Raw -1286717.993381 + Penalty 5100.790265 = -1281617.203117 nChanged 393 Iteration 4Q (56.962317 sec): 3 clusters Score: Raw -1287075.773931 + Penalty 5100.790265 = -1281974.983666 nChanged 215 Iteration 5Q (57.049149 sec): 3 clusters Score: Raw -1287193.239724 + Penalty 5100.790265 = -1282092.449459 nChanged 134 Iteration 6Q (57.224549 sec): 3 clusters Score: Raw -1287243.331512 + Penalty 5100.790265 = -1282142.541247 nChanged 95 Iteration 7Q (57.316831 sec): 3 clusters Score: Raw -1287270.450123 + Penalty 5100.790265 = -1282169.659858 nChanged 61 Iteration 8Q (57.408521 sec): 3 clusters Score: Raw -1287285.020762 + Penalty 5100.790265 = -1282184.230497 nChanged 51 Iteration 9Q (57.503468 sec): 3 clusters Score: Raw -1287294.421369 + Penalty 5100.790265 = -1282193.631104 nChanged 27 Iteration 10Q (57.646648 sec): 3 clusters Score: Raw -1287299.079126 + Penalty 5100.790265 = -1282198.288861 nChanged 24 Iteration 11Q (57.817581 sec): 3 clusters Score: Raw -1287302.825417 + Penalty 5100.790265 = -1282202.035152 nChanged 20 Iteration 12Q (57.917239 sec): 3 clusters Score: Raw -1287305.554148 + Penalty 5100.790265 = -1282204.763883 nChanged 10 Iteration 13Q (58.011524 sec): 3 clusters Score: Raw -1287306.832410 + Penalty 5100.790265 = -1282206.042145 nChanged 8 Iteration 14Q (58.108950 sec): 3 clusters Score: Raw -1287307.597422 + Penalty 5100.790265 = -1282206.807157 nChanged 3 Iteration 15Q (58.203553 sec): 3 clusters Score: Raw -1287307.978381 + Penalty 5100.790265 = -1282207.188116 nChanged 4 Iteration 16Q (58.297532 sec): 3 clusters Score: Raw -1287308.418813 + Penalty 5100.790265 = -1282207.628548 nChanged 7 Iteration 17Q (58.401894 sec): 3 clusters Score: Raw -1287309.136514 + Penalty 5100.790265 = -1282208.346249 nChanged 4 Iteration 18Q (58.556743 sec): 3 clusters Score: Raw -1287309.548952 + Penalty 5100.790265 = -1282208.758688 nChanged 4 Iteration 19Q (58.648258 sec): 3 clusters Score: Raw -1287309.882952 + Penalty 5100.790265 = -1282209.092688 nChanged 1 Writing temp clu file Because OldScore, -1282208.758688, is greater than current (better) Score,-1282209.092688 Compute initial score before splitting: Score: Raw -1287309.882952 + Penalty 5100.790265 = -1282209.092688 Trying to split cluster 2 (10657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.783152 sec): 2 clusters Score: Raw -928725.760298 + Penalty 2448.328669 = -926277.431629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.850982 sec): 3 clusters Score: Raw -923048.808667 + Penalty 4896.657339 = -918152.151329 nChanged 4423 SP:Iteration 1F (58.919114 sec): 3 clusters Score: Raw -926566.061708 + Penalty 4896.657339 = -921669.404370 nChanged 1447 SP:Iteration 2F (59.013771 sec): 3 clusters Score: Raw -929582.852383 + Penalty 4896.657339 = -924686.195045 nChanged 1403 SP:Iteration 3F (59.100174 sec): 3 clusters Score: Raw -932006.747252 + Penalty 4896.657339 = -927110.089913 nChanged 919 SP:Iteration 4F (59.183798 sec): 3 clusters Score: Raw -932956.978697 + Penalty 4896.657339 = -928060.321359 nChanged 470 SP:Iteration 5Q (59.268653 sec): 3 clusters Score: Raw -933283.740427 + Penalty 4896.657339 = -928387.083088 nChanged 252 SP:Iteration 6Q (59.354300 sec): 3 clusters Score: Raw -933451.103364 + Penalty 4896.657339 = -928554.446025 nChanged 178 SP:Iteration 7Q (59.443475 sec): 3 clusters Score: Raw -933572.886113 + Penalty 4896.657339 = -928676.228775 nChanged 151 SP:Iteration 8Q (59.538363 sec): 3 clusters Score: Raw -933655.328592 + Penalty 4896.657339 = -928758.671254 nChanged 105 SP:Iteration 9Q (59.619982 sec): 3 clusters Score: Raw -933699.818863 + Penalty 4896.657339 = -928803.161524 nChanged 73 SP:Iteration 10Q (59.700150 sec): 3 clusters Score: Raw -933720.648409 + Penalty 4896.657339 = -928823.991071 nChanged 36 SP:Iteration 11Q (59.799241 sec): 3 clusters Score: Raw -933730.318134 + Penalty 4896.657339 = -928833.660796 nChanged 31 SP:Iteration 12Q (59.884791 sec): 3 clusters Score: Raw -933739.260000 + Penalty 4896.657339 = -928842.602662 nChanged 22 SP:Iteration 13Q (59.962151 sec): 3 clusters Score: Raw -933744.737589 + Penalty 4896.657339 = -928848.080250 nChanged 18 SP:Iteration 14Q (60.057941 sec): 3 clusters Score: Raw -933748.164661 + Penalty 4896.657339 = -928851.507322 nChanged 15 SP:Iteration 15Q (60.145434 sec): 3 clusters Score: Raw -933752.655642 + Penalty 4896.657339 = -928855.998304 nChanged 16 SP:Iteration 16Q (60.219779 sec): 3 clusters Score: Raw -933756.827138 + Penalty 4896.657339 = -928860.169799 nChanged 13 SP:Iteration 17Q (60.312002 sec): 3 clusters Score: Raw -933759.922408 + Penalty 4896.657339 = -928863.265069 nChanged 14 SP:Iteration 18Q (60.405342 sec): 3 clusters Score: Raw -933763.123941 + Penalty 4896.657339 = -928866.466602 nChanged 10 SP:Iteration 19Q (60.488519 sec): 3 clusters Score: Raw -933764.893649 + Penalty 4896.657339 = -928868.236310 nChanged 6 SP:Iteration 20F (60.573592 sec): 3 clusters Score: Raw -933765.979921 + Penalty 4896.657339 = -928869.322582 nChanged 8 SP:Iteration 21Q (60.657271 sec): 3 clusters Score: Raw -933767.460890 + Penalty 4896.657339 = -928870.803552 nChanged 8 SP:Iteration 22Q (60.837883 sec): 3 clusters Score: Raw -933769.880240 + Penalty 4896.657339 = -928873.222902 nChanged 10 SP:Iteration 23Q (61.002696 sec): 3 clusters Score: Raw -933771.539922 + Penalty 4896.657339 = -928874.882584 nChanged 8 SP:Iteration 24Q (61.132607 sec): 3 clusters Score: Raw -933773.104828 + Penalty 4896.657339 = -928876.447489 nChanged 5 SP:Iteration 25Q (61.210145 sec): 3 clusters Score: Raw -933773.945048 + Penalty 4896.657339 = -928877.287710 nChanged 3 SP:Iteration 26Q (61.286967 sec): 3 clusters Score: Raw -933774.599545 + Penalty 4896.657339 = -928877.942206 nChanged 3 SP:Iteration 27Q (61.372182 sec): 3 clusters Score: Raw -933775.670008 + Penalty 4896.657339 = -928879.012670 nChanged 2 SP:Iteration 28Q (61.548867 sec): 3 clusters Score: Raw -933775.920218 + Penalty 4896.657339 = -928879.262880 nChanged 3 SP:Iteration 29Q (61.641220 sec): 3 clusters Score: Raw -933776.273243 + Penalty 4896.657339 = -928879.615904 nChanged 0 SP:Iteration 30F (61.723601 sec): 3 clusters Score: Raw -933776.273243 + Penalty 4896.657339 = -928879.615904 nChanged 0 Score: Raw -1292360.453419 + Penalty 7651.185397 = -1284709.268022 Splitting cluster 2 changes total score from -1282209.092688 to -1284709.268022 So it's getting split into cluster 1. Trying to split cluster 3 (5028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.951491 sec): 2 clusters Score: Raw -368441.373407 + Penalty 2250.013278 = -366191.360129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.011517 sec): 3 clusters Score: Raw -366196.890339 + Penalty 4500.026557 = -361696.863782 nChanged 2008 SP:Iteration 1F (62.094140 sec): 3 clusters Score: Raw -367984.631713 + Penalty 4500.026557 = -363484.605156 nChanged 608 SP:Iteration 2F (62.176971 sec): 3 clusters Score: Raw -369082.049666 + Penalty 4500.026557 = -364582.023110 nChanged 613 SP:Iteration 3F (62.228430 sec): 3 clusters Score: Raw -370265.041987 + Penalty 4500.026557 = -365765.015430 nChanged 525 SP:Iteration 4F (62.281517 sec): 3 clusters Score: Raw -371241.182525 + Penalty 4500.026557 = -366741.155968 nChanged 368 SP:Iteration 5F (62.333745 sec): 3 clusters Score: Raw -371829.408492 + Penalty 4500.026557 = -367329.381935 nChanged 227 SP:Iteration 6Q (62.386681 sec): 3 clusters Score: Raw -372080.314359 + Penalty 4500.026557 = -367580.287802 nChanged 150 SP:Iteration 7Q (62.439703 sec): 3 clusters Score: Raw -372208.432826 + Penalty 4500.026557 = -367708.406270 nChanged 99 SP:Iteration 8Q (62.493144 sec): 3 clusters Score: Raw -372274.867097 + Penalty 4500.026557 = -367774.840540 nChanged 57 SP:Iteration 9Q (62.547554 sec): 3 clusters Score: Raw -372303.966817 + Penalty 4500.026557 = -367803.940260 nChanged 30 SP:Iteration 10Q (62.601908 sec): 3 clusters Score: Raw -372315.267055 + Penalty 4500.026557 = -367815.240498 nChanged 20 SP:Iteration 11Q (62.674246 sec): 3 clusters Score: Raw -372322.942599 + Penalty 4500.026557 = -367822.916042 nChanged 14 SP:Iteration 12Q (62.726273 sec): 3 clusters Score: Raw -372327.368436 + Penalty 4500.026557 = -367827.341880 nChanged 10 SP:Iteration 13Q (62.779457 sec): 3 clusters Score: Raw -372329.788397 + Penalty 4500.026557 = -367829.761840 nChanged 9 SP:Iteration 14Q (62.833017 sec): 3 clusters Score: Raw -372332.604407 + Penalty 4500.026557 = -367832.577851 nChanged 7 SP:Iteration 15Q (62.904791 sec): 3 clusters Score: Raw -372335.178509 + Penalty 4500.026557 = -367835.151952 nChanged 5 SP:Iteration 16Q (62.957812 sec): 3 clusters Score: Raw -372336.472050 + Penalty 4500.026557 = -367836.445493 nChanged 1 SP:Iteration 17Q (63.008121 sec): 3 clusters Score: Raw -372336.712282 + Penalty 4500.026557 = -367836.685726 nChanged 1 SP:Iteration 18Q (63.058494 sec): 3 clusters Score: Raw -372336.868618 + Penalty 4500.026557 = -367836.842062 nChanged 0 SP:Iteration 19F (63.111141 sec): 3 clusters Score: Raw -372336.868618 + Penalty 4500.026557 = -367836.842062 nChanged 0 Score: Raw -1296255.948631 + Penalty 10201.580530 = -1286054.368101 Splitting cluster 3 changes total score from -1282209.092688 to -1286054.368101 So it's getting split into cluster 4. Iteration 20F (63.480921 sec): 5 clusters Score: Raw -1297067.479061 + Penalty 10201.580530 = -1286865.898531 nChanged 597 Iteration 21Q (63.594383 sec): 5 clusters Score: Raw -1297554.746503 + Penalty 10201.580530 = -1287353.165973 nChanged 318 Iteration 22Q (63.727950 sec): 5 clusters Score: Raw -1297802.000773 + Penalty 10201.580530 = -1287600.420243 nChanged 259 Iteration 23Q (63.852496 sec): 5 clusters Score: Raw -1297979.840927 + Penalty 10201.580530 = -1287778.260397 nChanged 223 Iteration 24Q (64.025204 sec): 5 clusters Score: Raw -1298128.784145 + Penalty 10201.580530 = -1287927.203615 nChanged 180 Iteration 25Q (64.161069 sec): 5 clusters Score: Raw -1298251.783817 + Penalty 10201.580530 = -1288050.203288 nChanged 173 Iteration 26Q (64.289234 sec): 5 clusters Score: Raw -1298386.924669 + Penalty 10201.580530 = -1288185.344139 nChanged 176 Iteration 27Q (64.446206 sec): 5 clusters Score: Raw -1298545.274200 + Penalty 10201.580530 = -1288343.693670 nChanged 175 Iteration 28Q (64.562649 sec): 5 clusters Score: Raw -1298697.340468 + Penalty 10201.580530 = -1288495.759938 nChanged 174 Iteration 29Q (64.735961 sec): 5 clusters Score: Raw -1298885.039783 + Penalty 10201.580530 = -1288683.459254 nChanged 199 Iteration 30Q (64.887459 sec): 5 clusters Score: Raw -1299106.231592 + Penalty 10201.580530 = -1288904.651062 nChanged 198 Iteration 31Q (65.195415 sec): 5 clusters Score: Raw -1299305.832246 + Penalty 10201.580530 = -1289104.251716 nChanged 212 Iteration 32Q (65.500430 sec): 5 clusters Score: Raw -1299481.091812 + Penalty 10201.580530 = -1289279.511283 nChanged 189 Iteration 33Q (65.619596 sec): 5 clusters Score: Raw -1299626.757768 + Penalty 10201.580530 = -1289425.177238 nChanged 192 Iteration 34Q (65.789206 sec): 5 clusters Score: Raw -1299738.486133 + Penalty 10201.580530 = -1289536.905603 nChanged 156 Iteration 35Q (65.933484 sec): 5 clusters Score: Raw -1299805.367816 + Penalty 10201.580530 = -1289603.787286 nChanged 107 Iteration 36Q (66.255565 sec): 5 clusters Score: Raw -1299840.064487 + Penalty 10201.580530 = -1289638.483957 nChanged 73 Iteration 37Q (66.359410 sec): 5 clusters Score: Raw -1299864.368243 + Penalty 10201.580530 = -1289662.787713 nChanged 74 Iteration 38Q (66.520945 sec): 5 clusters Score: Raw -1299889.666070 + Penalty 10201.580530 = -1289688.085540 nChanged 64 Iteration 39Q (66.675248 sec): 5 clusters Score: Raw -1299906.899065 + Penalty 10201.580530 = -1289705.318536 nChanged 51 Iteration 40F (66.850253 sec): 5 clusters Score: Raw -1299923.047033 + Penalty 10201.580530 = -1289721.466503 nChanged 46 Iteration 41Q (67.004600 sec): 5 clusters Score: Raw -1299937.192926 + Penalty 10201.580530 = -1289735.612397 nChanged 39 Iteration 42Q (67.119922 sec): 5 clusters Score: Raw -1299947.466867 + Penalty 10201.580530 = -1289745.886337 nChanged 40 Iteration 43Q (67.269328 sec): 5 clusters Score: Raw -1299955.808229 + Penalty 10201.580530 = -1289754.227699 nChanged 22 Iteration 44Q (67.416446 sec): 5 clusters Score: Raw -1299960.915815 + Penalty 10201.580530 = -1289759.335286 nChanged 18 Iteration 45Q (67.549720 sec): 5 clusters Score: Raw -1299964.876860 + Penalty 10201.580530 = -1289763.296330 nChanged 11 Iteration 46Q (67.686310 sec): 5 clusters Score: Raw -1299967.333419 + Penalty 10201.580530 = -1289765.752889 nChanged 14 Iteration 47Q (67.837801 sec): 5 clusters Score: Raw -1299969.569446 + Penalty 10201.580530 = -1289767.988916 nChanged 4 Iteration 48Q (67.978975 sec): 5 clusters Score: Raw -1299970.234649 + Penalty 10201.580530 = -1289768.654119 nChanged 5 Iteration 49Q (68.115477 sec): 5 clusters Score: Raw -1299971.069283 + Penalty 10201.580530 = -1289769.488753 nChanged 8 Iteration 50Q (68.268144 sec): 5 clusters Score: Raw -1299972.288702 + Penalty 10201.580530 = -1289770.708172 nChanged 4 Iteration 51Q (68.398878 sec): 5 clusters Score: Raw -1299972.659402 + Penalty 10201.580530 = -1289771.078872 nChanged 0 Iteration 52F (68.592520 sec): 5 clusters Score: Raw -1299972.659402 + Penalty 10201.580530 = -1289771.078872 nChanged 0 Compute initial score before splitting: Score: Raw -1299972.659402 + Penalty 10201.580530 = -1289771.078872 Trying to split cluster 1 (3988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.681892 sec): 2 clusters Score: Raw -338910.530924 + Penalty 2188.835915 = -336721.695009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.807230 sec): 3 clusters Score: Raw -337137.207951 + Penalty 4377.671829 = -332759.536122 nChanged 1470 SP:Iteration 1F (68.849482 sec): 3 clusters Score: Raw -338298.549482 + Penalty 4377.671829 = -333920.877653 nChanged 385 SP:Iteration 2F (68.891522 sec): 3 clusters Score: Raw -338888.487226 + Penalty 4377.671829 = -334510.815396 nChanged 341 SP:Iteration 3F (68.936091 sec): 3 clusters Score: Raw -339508.484695 + Penalty 4377.671829 = -335130.812865 nChanged 287 SP:Iteration 4F (68.983464 sec): 3 clusters Score: Raw -339920.742287 + Penalty 4377.671829 = -335543.070458 nChanged 214 SP:Iteration 5F (69.030747 sec): 3 clusters Score: Raw -340146.859418 + Penalty 4377.671829 = -335769.187589 nChanged 163 SP:Iteration 6Q (69.078567 sec): 3 clusters Score: Raw -340310.990785 + Penalty 4377.671829 = -335933.318956 nChanged 134 SP:Iteration 7Q (69.126943 sec): 3 clusters Score: Raw -340441.573249 + Penalty 4377.671829 = -336063.901420 nChanged 117 SP:Iteration 8Q (69.175286 sec): 3 clusters Score: Raw -340548.345234 + Penalty 4377.671829 = -336170.673405 nChanged 99 SP:Iteration 9Q (69.223703 sec): 3 clusters Score: Raw -340626.709361 + Penalty 4377.671829 = -336249.037531 nChanged 72 SP:Iteration 10Q (69.271276 sec): 3 clusters Score: Raw -340671.400703 + Penalty 4377.671829 = -336293.728874 nChanged 41 SP:Iteration 11Q (69.331272 sec): 3 clusters Score: Raw -340699.973575 + Penalty 4377.671829 = -336322.301746 nChanged 48 SP:Iteration 12Q (69.375608 sec): 3 clusters Score: Raw -340735.699657 + Penalty 4377.671829 = -336358.027828 nChanged 47 SP:Iteration 13Q (69.419922 sec): 3 clusters Score: Raw -340772.736298 + Penalty 4377.671829 = -336395.064468 nChanged 45 SP:Iteration 14Q (69.464082 sec): 3 clusters Score: Raw -340805.839591 + Penalty 4377.671829 = -336428.167761 nChanged 57 SP:Iteration 15Q (69.508643 sec): 3 clusters Score: Raw -340854.563957 + Penalty 4377.671829 = -336476.892128 nChanged 55 SP:Iteration 16Q (69.555630 sec): 3 clusters Score: Raw -340895.853465 + Penalty 4377.671829 = -336518.181636 nChanged 51 SP:Iteration 17Q (69.601987 sec): 3 clusters Score: Raw -340941.906486 + Penalty 4377.671829 = -336564.234657 nChanged 51 SP:Iteration 18Q (69.648039 sec): 3 clusters Score: Raw -340993.552516 + Penalty 4377.671829 = -336615.880687 nChanged 47 SP:Iteration 19Q (69.694183 sec): 3 clusters Score: Raw -341030.933497 + Penalty 4377.671829 = -336653.261668 nChanged 41 SP:Iteration 20F (69.740754 sec): 3 clusters Score: Raw -341063.406867 + Penalty 4377.671829 = -336685.735037 nChanged 39 SP:Iteration 21Q (69.786884 sec): 3 clusters Score: Raw -341094.436118 + Penalty 4377.671829 = -336716.764288 nChanged 45 SP:Iteration 22Q (69.833855 sec): 3 clusters Score: Raw -341125.675648 + Penalty 4377.671829 = -336748.003819 nChanged 34 SP:Iteration 23Q (69.881053 sec): 3 clusters Score: Raw -341140.912631 + Penalty 4377.671829 = -336763.240802 nChanged 19 SP:Iteration 24Q (69.926822 sec): 3 clusters Score: Raw -341150.154915 + Penalty 4377.671829 = -336772.483086 nChanged 20 SP:Iteration 25Q (69.971290 sec): 3 clusters Score: Raw -341161.876522 + Penalty 4377.671829 = -336784.204693 nChanged 18 SP:Iteration 26Q (70.015541 sec): 3 clusters Score: Raw -341172.552992 + Penalty 4377.671829 = -336794.881163 nChanged 16 SP:Iteration 27Q (70.060472 sec): 3 clusters Score: Raw -341180.580086 + Penalty 4377.671829 = -336802.908257 nChanged 13 SP:Iteration 28Q (70.108473 sec): 3 clusters Score: Raw -341189.121322 + Penalty 4377.671829 = -336811.449493 nChanged 10 SP:Iteration 29Q (70.156781 sec): 3 clusters Score: Raw -341196.043027 + Penalty 4377.671829 = -336818.371198 nChanged 17 SP:Iteration 30Q (70.205215 sec): 3 clusters Score: Raw -341205.862697 + Penalty 4377.671829 = -336828.190868 nChanged 15 SP:Iteration 31Q (70.252488 sec): 3 clusters Score: Raw -341214.477560 + Penalty 4377.671829 = -336836.805730 nChanged 16 SP:Iteration 32Q (70.310080 sec): 3 clusters Score: Raw -341222.070934 + Penalty 4377.671829 = -336844.399104 nChanged 18 SP:Iteration 33Q (70.353631 sec): 3 clusters Score: Raw -341231.307230 + Penalty 4377.671829 = -336853.635401 nChanged 9 SP:Iteration 34Q (70.404221 sec): 3 clusters Score: Raw -341235.393909 + Penalty 4377.671829 = -336857.722079 nChanged 8 SP:Iteration 35Q (70.458029 sec): 3 clusters Score: Raw -341240.154351 + Penalty 4377.671829 = -336862.482522 nChanged 7 SP:Iteration 36Q (70.511629 sec): 3 clusters Score: Raw -341242.126202 + Penalty 4377.671829 = -336864.454373 nChanged 6 SP:Iteration 37Q (70.563076 sec): 3 clusters Score: Raw -341244.858470 + Penalty 4377.671829 = -336867.186641 nChanged 3 SP:Iteration 38Q (70.604642 sec): 3 clusters Score: Raw -341245.910480 + Penalty 4377.671829 = -336868.238651 nChanged 2 SP:Iteration 39Q (70.646061 sec): 3 clusters Score: Raw -341246.579937 + Penalty 4377.671829 = -336868.908108 nChanged 0 SP:Iteration 40F (70.688541 sec): 3 clusters Score: Raw -341246.579937 + Penalty 4377.671829 = -336868.908108 nChanged 0 Score: Raw -1302308.708415 + Penalty 12751.975662 = -1289556.732753 Splitting cluster 1 changes total score from -1289771.078872 to -1289556.732753 So it's not getting split. Trying to split cluster 2 (6137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.925018 sec): 2 clusters Score: Raw -556239.554876 + Penalty 2302.632104 = -553936.922772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.006782 sec): 3 clusters Score: Raw -553160.412746 + Penalty 4605.264208 = -548555.148539 nChanged 2436 SP:Iteration 1F (71.084135 sec): 3 clusters Score: Raw -554615.310291 + Penalty 4605.264208 = -550010.046083 nChanged 475 SP:Iteration 2F (71.133777 sec): 3 clusters Score: Raw -554919.179311 + Penalty 4605.264208 = -550313.915104 nChanged 352 SP:Iteration 3F (71.183110 sec): 3 clusters Score: Raw -555153.960604 + Penalty 4605.264208 = -550548.696396 nChanged 282 SP:Iteration 4Q (71.234188 sec): 3 clusters Score: Raw -555376.405969 + Penalty 4605.264208 = -550771.141761 nChanged 279 SP:Iteration 5Q (71.288280 sec): 3 clusters Score: Raw -555600.094126 + Penalty 4605.264208 = -550994.829919 nChanged 257 SP:Iteration 6Q (71.351634 sec): 3 clusters Score: Raw -555798.628033 + Penalty 4605.264208 = -551193.363826 nChanged 244 SP:Iteration 7Q (71.417386 sec): 3 clusters Score: Raw -556010.526828 + Penalty 4605.264208 = -551405.262620 nChanged 260 SP:Iteration 8Q (71.482911 sec): 3 clusters Score: Raw -556246.979267 + Penalty 4605.264208 = -551641.715060 nChanged 263 SP:Iteration 9Q (71.544836 sec): 3 clusters Score: Raw -556452.265072 + Penalty 4605.264208 = -551847.000865 nChanged 219 SP:Iteration 10Q (71.599974 sec): 3 clusters Score: Raw -556608.882455 + Penalty 4605.264208 = -552003.618247 nChanged 205 SP:Iteration 11Q (71.654988 sec): 3 clusters Score: Raw -556782.700945 + Penalty 4605.264208 = -552177.436738 nChanged 208 SP:Iteration 12Q (71.807734 sec): 3 clusters Score: Raw -557027.365848 + Penalty 4605.264208 = -552422.101640 nChanged 228 SP:Iteration 13Q (71.862067 sec): 3 clusters Score: Raw -557383.579922 + Penalty 4605.264208 = -552778.315715 nChanged 211 SP:Iteration 14Q (71.913000 sec): 3 clusters Score: Raw -557726.759302 + Penalty 4605.264208 = -553121.495094 nChanged 193 SP:Iteration 15Q (71.964045 sec): 3 clusters Score: Raw -557936.225769 + Penalty 4605.264208 = -553330.961561 nChanged 161 SP:Iteration 16Q (72.014718 sec): 3 clusters Score: Raw -558059.863055 + Penalty 4605.264208 = -553454.598848 nChanged 140 SP:Iteration 17Q (72.065386 sec): 3 clusters Score: Raw -558150.034129 + Penalty 4605.264208 = -553544.769922 nChanged 135 SP:Iteration 18Q (72.119859 sec): 3 clusters Score: Raw -558229.511192 + Penalty 4605.264208 = -553624.246984 nChanged 104 SP:Iteration 19Q (72.183185 sec): 3 clusters Score: Raw -558280.317220 + Penalty 4605.264208 = -553675.053012 nChanged 81 SP:Iteration 20F (72.249028 sec): 3 clusters Score: Raw -558320.694079 + Penalty 4605.264208 = -553715.429871 nChanged 85 SP:Iteration 21Q (72.314768 sec): 3 clusters Score: Raw -558371.674106 + Penalty 4605.264208 = -553766.409899 nChanged 103 SP:Iteration 22Q (72.380896 sec): 3 clusters Score: Raw -558435.268775 + Penalty 4605.264208 = -553830.004568 nChanged 99 SP:Iteration 23Q (72.436869 sec): 3 clusters Score: Raw -558490.359917 + Penalty 4605.264208 = -553885.095709 nChanged 83 SP:Iteration 24Q (72.491648 sec): 3 clusters Score: Raw -558532.506451 + Penalty 4605.264208 = -553927.242243 nChanged 74 SP:Iteration 25Q (72.556951 sec): 3 clusters Score: Raw -558569.030721 + Penalty 4605.264208 = -553963.766513 nChanged 68 SP:Iteration 26Q (72.613518 sec): 3 clusters Score: Raw -558604.082023 + Penalty 4605.264208 = -553998.817815 nChanged 75 SP:Iteration 27Q (72.670351 sec): 3 clusters Score: Raw -558642.888166 + Penalty 4605.264208 = -554037.623959 nChanged 71 SP:Iteration 28Q (72.730857 sec): 3 clusters Score: Raw -558678.669826 + Penalty 4605.264208 = -554073.405618 nChanged 69 SP:Iteration 29Q (72.790313 sec): 3 clusters Score: Raw -558711.467557 + Penalty 4605.264208 = -554106.203349 nChanged 71 SP:Iteration 30Q (72.862166 sec): 3 clusters Score: Raw -558746.830244 + Penalty 4605.264208 = -554141.566036 nChanged 54 SP:Iteration 31Q (72.918630 sec): 3 clusters Score: Raw -558770.523752 + Penalty 4605.264208 = -554165.259544 nChanged 50 SP:Iteration 32Q (72.975807 sec): 3 clusters Score: Raw -558798.205003 + Penalty 4605.264208 = -554192.940795 nChanged 49 SP:Iteration 33Q (73.057079 sec): 3 clusters Score: Raw -558819.064686 + Penalty 4605.264208 = -554213.800478 nChanged 40 SP:Iteration 34Q (73.117632 sec): 3 clusters Score: Raw -558833.267610 + Penalty 4605.264208 = -554228.003403 nChanged 36 SP:Iteration 35Q (73.173869 sec): 3 clusters Score: Raw -558845.931751 + Penalty 4605.264208 = -554240.667544 nChanged 30 SP:Iteration 36Q (73.228169 sec): 3 clusters Score: Raw -558856.620950 + Penalty 4605.264208 = -554251.356742 nChanged 23 SP:Iteration 37Q (73.323601 sec): 3 clusters Score: Raw -558864.358517 + Penalty 4605.264208 = -554259.094309 nChanged 25 SP:Iteration 38Q (73.385497 sec): 3 clusters Score: Raw -558872.663267 + Penalty 4605.264208 = -554267.399059 nChanged 31 SP:Iteration 39Q (73.444640 sec): 3 clusters Score: Raw -558885.711337 + Penalty 4605.264208 = -554280.447129 nChanged 38 SP:Iteration 40F (73.503598 sec): 3 clusters Score: Raw -558903.357292 + Penalty 4605.264208 = -554298.093084 nChanged 36 SP:Iteration 41Q (73.559010 sec): 3 clusters Score: Raw -558919.581762 + Penalty 4605.264208 = -554314.317555 nChanged 30 SP:Iteration 42Q (73.630659 sec): 3 clusters Score: Raw -558933.082914 + Penalty 4605.264208 = -554327.818706 nChanged 38 SP:Iteration 43Q (73.690810 sec): 3 clusters Score: Raw -558949.213375 + Penalty 4605.264208 = -554343.949167 nChanged 33 SP:Iteration 44Q (73.832914 sec): 3 clusters Score: Raw -558965.030426 + Penalty 4605.264208 = -554359.766218 nChanged 30 SP:Iteration 45Q (73.887796 sec): 3 clusters Score: Raw -558979.126678 + Penalty 4605.264208 = -554373.862471 nChanged 37 SP:Iteration 46Q (73.943438 sec): 3 clusters Score: Raw -558998.766685 + Penalty 4605.264208 = -554393.502477 nChanged 37 SP:Iteration 47Q (73.999058 sec): 3 clusters Score: Raw -559016.155403 + Penalty 4605.264208 = -554410.891195 nChanged 33 SP:Iteration 48Q (74.082806 sec): 3 clusters Score: Raw -559030.462656 + Penalty 4605.264208 = -554425.198448 nChanged 30 SP:Iteration 49Q (74.139547 sec): 3 clusters Score: Raw -559043.286305 + Penalty 4605.264208 = -554438.022098 nChanged 30 SP:Iteration 50Q (74.223746 sec): 3 clusters Score: Raw -559061.877643 + Penalty 4605.264208 = -554456.613436 nChanged 42 SP:Iteration 51Q (74.351933 sec): 3 clusters Score: Raw -559084.753417 + Penalty 4605.264208 = -554479.489210 nChanged 38 SP:Iteration 52Q (74.416385 sec): 3 clusters Score: Raw -559102.002338 + Penalty 4605.264208 = -554496.738130 nChanged 33 SP:Iteration 53Q (74.477018 sec): 3 clusters Score: Raw -559118.730282 + Penalty 4605.264208 = -554513.466074 nChanged 29 SP:Iteration 54Q (74.526534 sec): 3 clusters Score: Raw -559131.955344 + Penalty 4605.264208 = -554526.691136 nChanged 19 SP:Iteration 55Q (74.575315 sec): 3 clusters Score: Raw -559142.556511 + Penalty 4605.264208 = -554537.292303 nChanged 23 SP:Iteration 56Q (74.624881 sec): 3 clusters Score: Raw -559155.814818 + Penalty 4605.264208 = -554550.550610 nChanged 20 SP:Iteration 57Q (74.676923 sec): 3 clusters Score: Raw -559163.275158 + Penalty 4605.264208 = -554558.010950 nChanged 19 SP:Iteration 58Q (74.767934 sec): 3 clusters Score: Raw -559171.543151 + Penalty 4605.264208 = -554566.278943 nChanged 17 SP:Iteration 59Q (74.833574 sec): 3 clusters Score: Raw -559178.346037 + Penalty 4605.264208 = -554573.081829 nChanged 15 SP:Iteration 60F (74.893733 sec): 3 clusters Score: Raw -559185.577691 + Penalty 4605.264208 = -554580.313483 nChanged 24 SP:Iteration 61Q (74.947439 sec): 3 clusters Score: Raw -559194.959825 + Penalty 4605.264208 = -554589.695618 nChanged 15 SP:Iteration 62Q (75.001722 sec): 3 clusters Score: Raw -559200.071703 + Penalty 4605.264208 = -554594.807495 nChanged 13 SP:Iteration 63Q (75.060678 sec): 3 clusters Score: Raw -559204.985644 + Penalty 4605.264208 = -554599.721437 nChanged 15 SP:Iteration 64Q (75.133948 sec): 3 clusters Score: Raw -559209.766834 + Penalty 4605.264208 = -554604.502626 nChanged 11 SP:Iteration 65Q (75.189683 sec): 3 clusters Score: Raw -559213.931153 + Penalty 4605.264208 = -554608.666945 nChanged 11 SP:Iteration 66Q (75.241938 sec): 3 clusters Score: Raw -559217.956772 + Penalty 4605.264208 = -554612.692564 nChanged 10 SP:Iteration 67Q (75.295127 sec): 3 clusters Score: Raw -559222.542007 + Penalty 4605.264208 = -554617.277799 nChanged 9 SP:Iteration 68Q (75.354450 sec): 3 clusters Score: Raw -559225.573038 + Penalty 4605.264208 = -554620.308831 nChanged 5 SP:Iteration 69Q (75.429589 sec): 3 clusters Score: Raw -559227.252741 + Penalty 4605.264208 = -554621.988533 nChanged 7 SP:Iteration 70Q (75.511834 sec): 3 clusters Score: Raw -559229.334062 + Penalty 4605.264208 = -554624.069854 nChanged 6 SP:Iteration 71Q (75.584154 sec): 3 clusters Score: Raw -559231.395912 + Penalty 4605.264208 = -554626.131704 nChanged 6 SP:Iteration 72Q (75.634144 sec): 3 clusters Score: Raw -559233.339178 + Penalty 4605.264208 = -554628.074971 nChanged 6 SP:Iteration 73Q (75.683530 sec): 3 clusters Score: Raw -559235.105847 + Penalty 4605.264208 = -554629.841640 nChanged 2 SP:Iteration 74Q (75.735611 sec): 3 clusters Score: Raw -559235.662847 + Penalty 4605.264208 = -554630.398640 nChanged 2 SP:Iteration 75Q (75.794702 sec): 3 clusters Score: Raw -559236.155209 + Penalty 4605.264208 = -554630.891002 nChanged 0 SP:Iteration 76F (75.857493 sec): 3 clusters Score: Raw -559236.155209 + Penalty 4605.264208 = -554630.891002 nChanged 0 Score: Raw -1302969.259735 + Penalty 12751.975662 = -1290217.284073 Splitting cluster 2 changes total score from -1289771.078872 to -1290217.284073 So it's getting split into cluster 5. Trying to split cluster 3 (1708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.100137 sec): 2 clusters Score: Raw -117258.741659 + Penalty 1964.972691 = -115293.768968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.133491 sec): 3 clusters Score: Raw -116746.516396 + Penalty 3929.945382 = -112816.571014 nChanged 520 SP:Iteration 1F (76.164784 sec): 3 clusters Score: Raw -117309.563494 + Penalty 3929.945382 = -113379.618112 nChanged 154 SP:Iteration 2F (76.232348 sec): 3 clusters Score: Raw -117569.913859 + Penalty 3929.945382 = -113639.968477 nChanged 113 SP:Iteration 3F (76.264517 sec): 3 clusters Score: Raw -117814.106764 + Penalty 3929.945382 = -113884.161382 nChanged 96 SP:Iteration 4F (76.296581 sec): 3 clusters Score: Raw -117985.552623 + Penalty 3929.945382 = -114055.607241 nChanged 86 SP:Iteration 5F (76.328346 sec): 3 clusters Score: Raw -118143.856845 + Penalty 3929.945382 = -114213.911463 nChanged 71 SP:Iteration 6Q (76.360362 sec): 3 clusters Score: Raw -118293.736334 + Penalty 3929.945382 = -114363.790953 nChanged 54 SP:Iteration 7Q (76.392028 sec): 3 clusters Score: Raw -118394.437210 + Penalty 3929.945382 = -114464.491828 nChanged 54 SP:Iteration 8Q (76.424172 sec): 3 clusters Score: Raw -118479.646484 + Penalty 3929.945382 = -114549.701103 nChanged 38 SP:Iteration 9Q (76.455470 sec): 3 clusters Score: Raw -118548.457919 + Penalty 3929.945382 = -114618.512537 nChanged 38 SP:Iteration 10Q (76.486115 sec): 3 clusters Score: Raw -118611.589658 + Penalty 3929.945382 = -114681.644276 nChanged 37 SP:Iteration 11Q (76.516631 sec): 3 clusters Score: Raw -118663.521796 + Penalty 3929.945382 = -114733.576414 nChanged 28 SP:Iteration 12Q (76.547366 sec): 3 clusters Score: Raw -118687.298821 + Penalty 3929.945382 = -114757.353439 nChanged 17 SP:Iteration 13Q (76.577911 sec): 3 clusters Score: Raw -118706.097798 + Penalty 3929.945382 = -114776.152416 nChanged 13 SP:Iteration 14Q (76.608889 sec): 3 clusters Score: Raw -118727.165156 + Penalty 3929.945382 = -114797.219775 nChanged 12 SP:Iteration 15Q (76.640422 sec): 3 clusters Score: Raw -118741.162514 + Penalty 3929.945382 = -114811.217132 nChanged 14 SP:Iteration 16Q (76.670552 sec): 3 clusters Score: Raw -118755.937383 + Penalty 3929.945382 = -114825.992001 nChanged 12 SP:Iteration 17Q (76.700819 sec): 3 clusters Score: Raw -118769.327405 + Penalty 3929.945382 = -114839.382024 nChanged 15 SP:Iteration 18Q (76.730917 sec): 3 clusters Score: Raw -118787.582264 + Penalty 3929.945382 = -114857.636882 nChanged 11 SP:Iteration 19Q (76.760887 sec): 3 clusters Score: Raw -118803.967221 + Penalty 3929.945382 = -114874.021840 nChanged 15 SP:Iteration 20F (76.791232 sec): 3 clusters Score: Raw -118825.006981 + Penalty 3929.945382 = -114895.061600 nChanged 11 SP:Iteration 21Q (76.821346 sec): 3 clusters Score: Raw -118842.240851 + Penalty 3929.945382 = -114912.295469 nChanged 13 SP:Iteration 22Q (76.851373 sec): 3 clusters Score: Raw -118853.098840 + Penalty 3929.945382 = -114923.153458 nChanged 4 SP:Iteration 23Q (76.881542 sec): 3 clusters Score: Raw -118857.142365 + Penalty 3929.945382 = -114927.196983 nChanged 3 SP:Iteration 24Q (76.911558 sec): 3 clusters Score: Raw -118860.350279 + Penalty 3929.945382 = -114930.404898 nChanged 3 SP:Iteration 25Q (76.941659 sec): 3 clusters Score: Raw -118862.958521 + Penalty 3929.945382 = -114933.013140 nChanged 5 SP:Iteration 26Q (76.971696 sec): 3 clusters Score: Raw -118870.364761 + Penalty 3929.945382 = -114940.419379 nChanged 5 SP:Iteration 27Q (77.001553 sec): 3 clusters Score: Raw -118874.479402 + Penalty 3929.945382 = -114944.534020 nChanged 2 SP:Iteration 28Q (77.031860 sec): 3 clusters Score: Raw -118875.571602 + Penalty 3929.945382 = -114945.626221 nChanged 1 SP:Iteration 29Q (77.061815 sec): 3 clusters Score: Raw -118876.160569 + Penalty 3929.945382 = -114946.215187 nChanged 1 SP:Iteration 30Q (77.091893 sec): 3 clusters Score: Raw -118876.650785 + Penalty 3929.945382 = -114946.705404 nChanged 1 SP:Iteration 31Q (77.122594 sec): 3 clusters Score: Raw -118877.818164 + Penalty 3929.945382 = -114947.872783 nChanged 0 SP:Iteration 32F (77.153159 sec): 3 clusters Score: Raw -118877.818164 + Penalty 3929.945382 = -114947.872783 nChanged 0 Trying to split cluster 4 (3852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.220381 sec): 2 clusters Score: Raw -307995.881566 + Penalty 2179.675812 = -305816.205754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.271524 sec): 3 clusters Score: Raw -306290.709246 + Penalty 4359.351624 = -301931.357622 nChanged 1407 SP:Iteration 1F (77.400801 sec): 3 clusters Score: Raw -307501.135720 + Penalty 4359.351624 = -303141.784095 nChanged 406 SP:Iteration 2F (77.515937 sec): 3 clusters Score: Raw -308008.712090 + Penalty 4359.351624 = -303649.360466 nChanged 322 SP:Iteration 3F (77.639511 sec): 3 clusters Score: Raw -308417.135740 + Penalty 4359.351624 = -304057.784116 nChanged 255 SP:Iteration 4F (77.762433 sec): 3 clusters Score: Raw -308682.863244 + Penalty 4359.351624 = -304323.511620 nChanged 180 SP:Iteration 5Q (77.882537 sec): 3 clusters Score: Raw -308831.716872 + Penalty 4359.351624 = -304472.365248 nChanged 104 SP:Iteration 6Q (77.925617 sec): 3 clusters Score: Raw -308890.240138 + Penalty 4359.351624 = -304530.888514 nChanged 51 SP:Iteration 7Q (77.968920 sec): 3 clusters Score: Raw -308920.547279 + Penalty 4359.351624 = -304561.195654 nChanged 45 SP:Iteration 8Q (78.012128 sec): 3 clusters Score: Raw -308944.322810 + Penalty 4359.351624 = -304584.971186 nChanged 38 SP:Iteration 9Q (78.059895 sec): 3 clusters Score: Raw -308965.496169 + Penalty 4359.351624 = -304606.144545 nChanged 32 SP:Iteration 10Q (78.107892 sec): 3 clusters Score: Raw -308983.879930 + Penalty 4359.351624 = -304624.528306 nChanged 40 SP:Iteration 11Q (78.153340 sec): 3 clusters Score: Raw -309009.832677 + Penalty 4359.351624 = -304650.481053 nChanged 40 SP:Iteration 12Q (78.197291 sec): 3 clusters Score: Raw -309032.765044 + Penalty 4359.351624 = -304673.413420 nChanged 33 SP:Iteration 13Q (78.338056 sec): 3 clusters Score: Raw -309051.199854 + Penalty 4359.351624 = -304691.848229 nChanged 25 SP:Iteration 14Q (78.379325 sec): 3 clusters Score: Raw -309062.715882 + Penalty 4359.351624 = -304703.364257 nChanged 18 SP:Iteration 15Q (78.427129 sec): 3 clusters Score: Raw -309070.341041 + Penalty 4359.351624 = -304710.989417 nChanged 15 SP:Iteration 16Q (78.475291 sec): 3 clusters Score: Raw -309077.356890 + Penalty 4359.351624 = -304718.005266 nChanged 9 SP:Iteration 17Q (78.523650 sec): 3 clusters Score: Raw -309081.777699 + Penalty 4359.351624 = -304722.426075 nChanged 8 SP:Iteration 18Q (78.571984 sec): 3 clusters Score: Raw -309084.011875 + Penalty 4359.351624 = -304724.660251 nChanged 6 SP:Iteration 19Q (78.619671 sec): 3 clusters Score: Raw -309087.561324 + Penalty 4359.351624 = -304728.209700 nChanged 12 SP:Iteration 20F (78.662596 sec): 3 clusters Score: Raw -309093.590683 + Penalty 4359.351624 = -304734.239059 nChanged 13 SP:Iteration 21Q (78.705878 sec): 3 clusters Score: Raw -309100.037054 + Penalty 4359.351624 = -304740.685430 nChanged 13 SP:Iteration 22Q (78.749371 sec): 3 clusters Score: Raw -309104.966197 + Penalty 4359.351624 = -304745.614573 nChanged 8 SP:Iteration 23Q (78.795660 sec): 3 clusters Score: Raw -309108.474535 + Penalty 4359.351624 = -304749.122911 nChanged 8 SP:Iteration 24Q (78.844153 sec): 3 clusters Score: Raw -309111.769416 + Penalty 4359.351624 = -304752.417792 nChanged 6 SP:Iteration 25Q (78.892712 sec): 3 clusters Score: Raw -309116.775933 + Penalty 4359.351624 = -304757.424309 nChanged 7 SP:Iteration 26Q (78.941023 sec): 3 clusters Score: Raw -309121.668963 + Penalty 4359.351624 = -304762.317339 nChanged 15 SP:Iteration 27Q (78.986837 sec): 3 clusters Score: Raw -309133.741631 + Penalty 4359.351624 = -304774.390007 nChanged 24 SP:Iteration 28Q (79.033261 sec): 3 clusters Score: Raw -309156.006522 + Penalty 4359.351624 = -304796.654898 nChanged 28 SP:Iteration 29Q (79.079261 sec): 3 clusters Score: Raw -309188.464677 + Penalty 4359.351624 = -304829.113053 nChanged 36 SP:Iteration 30Q (79.125604 sec): 3 clusters Score: Raw -309218.602724 + Penalty 4359.351624 = -304859.251100 nChanged 37 SP:Iteration 31Q (79.171673 sec): 3 clusters Score: Raw -309244.255830 + Penalty 4359.351624 = -304884.904206 nChanged 49 SP:Iteration 32Q (79.218085 sec): 3 clusters Score: Raw -309289.128565 + Penalty 4359.351624 = -304929.776941 nChanged 46 SP:Iteration 33Q (79.272332 sec): 3 clusters Score: Raw -309327.121398 + Penalty 4359.351624 = -304967.769774 nChanged 48 SP:Iteration 34Q (79.327616 sec): 3 clusters Score: Raw -309365.119898 + Penalty 4359.351624 = -305005.768274 nChanged 46 SP:Iteration 35Q (79.382157 sec): 3 clusters Score: Raw -309400.742322 + Penalty 4359.351624 = -305041.390698 nChanged 46 SP:Iteration 36Q (79.433212 sec): 3 clusters Score: Raw -309436.459364 + Penalty 4359.351624 = -305077.107739 nChanged 32 SP:Iteration 37Q (79.475048 sec): 3 clusters Score: Raw -309456.621802 + Penalty 4359.351624 = -305097.270178 nChanged 26 SP:Iteration 38Q (79.517214 sec): 3 clusters Score: Raw -309469.561921 + Penalty 4359.351624 = -305110.210297 nChanged 15 SP:Iteration 39Q (79.559096 sec): 3 clusters Score: Raw -309477.567720 + Penalty 4359.351624 = -305118.216096 nChanged 17 SP:Iteration 40F (79.604798 sec): 3 clusters Score: Raw -309487.512287 + Penalty 4359.351624 = -305128.160663 nChanged 14 SP:Iteration 41Q (79.652903 sec): 3 clusters Score: Raw -309494.296346 + Penalty 4359.351624 = -305134.944722 nChanged 8 SP:Iteration 42Q (79.701023 sec): 3 clusters Score: Raw -309498.928240 + Penalty 4359.351624 = -305139.576616 nChanged 14 SP:Iteration 43Q (79.749052 sec): 3 clusters Score: Raw -309506.079170 + Penalty 4359.351624 = -305146.727546 nChanged 8 SP:Iteration 44Q (79.797109 sec): 3 clusters Score: Raw -309509.402238 + Penalty 4359.351624 = -305150.050614 nChanged 7 SP:Iteration 45Q (79.842374 sec): 3 clusters Score: Raw -309511.993481 + Penalty 4359.351624 = -305152.641857 nChanged 4 SP:Iteration 46Q (79.887603 sec): 3 clusters Score: Raw -309513.439720 + Penalty 4359.351624 = -305154.088095 nChanged 2 SP:Iteration 47Q (79.933358 sec): 3 clusters Score: Raw -309513.824555 + Penalty 4359.351624 = -305154.472931 nChanged 1 SP:Iteration 48Q (79.978430 sec): 3 clusters Score: Raw -309513.969813 + Penalty 4359.351624 = -305154.618188 nChanged 1 SP:Iteration 49Q (80.023516 sec): 3 clusters Score: Raw -309514.193205 + Penalty 4359.351624 = -305154.841580 nChanged 0 SP:Iteration 50F (80.069069 sec): 3 clusters Score: Raw -309514.193205 + Penalty 4359.351624 = -305154.841580 nChanged 0 Iteration 53F (80.258594 sec): 6 clusters Score: Raw -1303342.184938 + Penalty 12751.975662 = -1290590.209276 nChanged 445 Iteration 54Q (80.413333 sec): 6 clusters Score: Raw -1303566.709760 + Penalty 12751.975662 = -1290814.734097 nChanged 155 Iteration 55Q (80.559924 sec): 6 clusters Score: Raw -1303638.463323 + Penalty 12751.975662 = -1290886.487661 nChanged 102 Iteration 56Q (80.713467 sec): 6 clusters Score: Raw -1303681.509670 + Penalty 12751.975662 = -1290929.534008 nChanged 87 Iteration 57Q (80.842264 sec): 6 clusters Score: Raw -1303714.784837 + Penalty 12751.975662 = -1290962.809174 nChanged 70 Iteration 58Q (80.987691 sec): 6 clusters Score: Raw -1303737.890378 + Penalty 12751.975662 = -1290985.914715 nChanged 59 Writing temp clu file Because OldScore, -1290962.809174, is greater than current (better) Score,-1290985.914715 Compute initial score before splitting: Score: Raw -1303737.890378 + Penalty 12751.975662 = -1290985.914715 Trying to split cluster 1 (3702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.101495 sec): 2 clusters Score: Raw -313805.009706 + Penalty 2169.189922 = -311635.819784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.220826 sec): 3 clusters Score: Raw -312173.145795 + Penalty 4338.379844 = -307834.765951 nChanged 1339 SP:Iteration 1F (81.281839 sec): 3 clusters Score: Raw -313070.918490 + Penalty 4338.379844 = -308732.538646 nChanged 315 SP:Iteration 2F (81.326073 sec): 3 clusters Score: Raw -313370.602164 + Penalty 4338.379844 = -309032.222319 nChanged 241 SP:Iteration 3F (81.370583 sec): 3 clusters Score: Raw -313599.736319 + Penalty 4338.379844 = -309261.356475 nChanged 191 SP:Iteration 4F (81.413183 sec): 3 clusters Score: Raw -313792.188061 + Penalty 4338.379844 = -309453.808217 nChanged 168 SP:Iteration 5Q (81.477603 sec): 3 clusters Score: Raw -313992.830402 + Penalty 4338.379844 = -309654.450557 nChanged 173 SP:Iteration 6Q (81.541353 sec): 3 clusters Score: Raw -314219.262320 + Penalty 4338.379844 = -309880.882476 nChanged 190 SP:Iteration 7F (81.584335 sec): 3 clusters Score: Raw -314511.835786 + Penalty 4338.379844 = -310173.455941 nChanged 188 SP:Iteration 8F (81.627514 sec): 3 clusters Score: Raw -314794.460032 + Penalty 4338.379844 = -310456.080188 nChanged 174 SP:Iteration 9Q (81.671244 sec): 3 clusters Score: Raw -314998.822158 + Penalty 4338.379844 = -310660.442314 nChanged 134 SP:Iteration 10Q (81.715936 sec): 3 clusters Score: Raw -315157.023678 + Penalty 4338.379844 = -310818.643834 nChanged 119 SP:Iteration 11Q (81.763206 sec): 3 clusters Score: Raw -315282.814184 + Penalty 4338.379844 = -310944.434340 nChanged 100 SP:Iteration 12Q (81.810632 sec): 3 clusters Score: Raw -315386.959999 + Penalty 4338.379844 = -311048.580155 nChanged 101 SP:Iteration 13Q (81.921754 sec): 3 clusters Score: Raw -315490.522521 + Penalty 4338.379844 = -311152.142677 nChanged 86 SP:Iteration 14Q (81.986603 sec): 3 clusters Score: Raw -315588.431716 + Penalty 4338.379844 = -311250.051871 nChanged 77 SP:Iteration 15Q (82.032462 sec): 3 clusters Score: Raw -315697.069675 + Penalty 4338.379844 = -311358.689830 nChanged 59 SP:Iteration 16Q (82.075096 sec): 3 clusters Score: Raw -315768.818551 + Penalty 4338.379844 = -311430.438707 nChanged 58 SP:Iteration 17Q (82.117434 sec): 3 clusters Score: Raw -315834.605048 + Penalty 4338.379844 = -311496.225203 nChanged 47 SP:Iteration 18Q (82.159622 sec): 3 clusters Score: Raw -315893.128720 + Penalty 4338.379844 = -311554.748875 nChanged 35 SP:Iteration 19Q (82.201484 sec): 3 clusters Score: Raw -315924.553814 + Penalty 4338.379844 = -311586.173970 nChanged 27 SP:Iteration 20F (82.247743 sec): 3 clusters Score: Raw -315950.066572 + Penalty 4338.379844 = -311611.686728 nChanged 28 SP:Iteration 21Q (82.295258 sec): 3 clusters Score: Raw -315967.815310 + Penalty 4338.379844 = -311629.435465 nChanged 15 SP:Iteration 22Q (82.361007 sec): 3 clusters Score: Raw -315979.250915 + Penalty 4338.379844 = -311640.871071 nChanged 13 SP:Iteration 23Q (82.403570 sec): 3 clusters Score: Raw -315986.527328 + Penalty 4338.379844 = -311648.147483 nChanged 10 SP:Iteration 24Q (82.445540 sec): 3 clusters Score: Raw -315991.788370 + Penalty 4338.379844 = -311653.408526 nChanged 8 SP:Iteration 25Q (82.487355 sec): 3 clusters Score: Raw -315996.251455 + Penalty 4338.379844 = -311657.871611 nChanged 6 SP:Iteration 26Q (82.529497 sec): 3 clusters Score: Raw -316000.177612 + Penalty 4338.379844 = -311661.797768 nChanged 5 SP:Iteration 27Q (82.576935 sec): 3 clusters Score: Raw -316003.714403 + Penalty 4338.379844 = -311665.334558 nChanged 5 SP:Iteration 28Q (82.625834 sec): 3 clusters Score: Raw -316006.301067 + Penalty 4338.379844 = -311667.921222 nChanged 4 SP:Iteration 29Q (82.705970 sec): 3 clusters Score: Raw -316007.732466 + Penalty 4338.379844 = -311669.352621 nChanged 2 SP:Iteration 30Q (82.747955 sec): 3 clusters Score: Raw -316009.457169 + Penalty 4338.379844 = -311671.077325 nChanged 2 SP:Iteration 31Q (82.790202 sec): 3 clusters Score: Raw -316010.544336 + Penalty 4338.379844 = -311672.164491 nChanged 5 SP:Iteration 32Q (82.833260 sec): 3 clusters Score: Raw -316012.618992 + Penalty 4338.379844 = -311674.239148 nChanged 5 SP:Iteration 33Q (82.875083 sec): 3 clusters Score: Raw -316015.264580 + Penalty 4338.379844 = -311676.884735 nChanged 2 SP:Iteration 34Q (82.926876 sec): 3 clusters Score: Raw -316016.087295 + Penalty 4338.379844 = -311677.707450 nChanged 0 SP:Iteration 35F (82.982727 sec): 3 clusters Score: Raw -316016.087295 + Penalty 4338.379844 = -311677.707450 nChanged 0 Score: Raw -1305964.458678 + Penalty 15302.370795 = -1290662.087883 Splitting cluster 1 changes total score from -1290985.914715 to -1290662.087883 So it's not getting split. Trying to split cluster 2 (2065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.284779 sec): 2 clusters Score: Raw -187819.332701 + Penalty 2015.081773 = -185804.250928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.321015 sec): 3 clusters Score: Raw -187054.196678 + Penalty 4030.163547 = -183024.033131 nChanged 641 SP:Iteration 1F (83.356182 sec): 3 clusters Score: Raw -187516.759163 + Penalty 4030.163547 = -183486.595616 nChanged 163 SP:Iteration 2F (83.391127 sec): 3 clusters Score: Raw -187679.794601 + Penalty 4030.163547 = -183649.631054 nChanged 106 SP:Iteration 3F (83.427343 sec): 3 clusters Score: Raw -187779.102444 + Penalty 4030.163547 = -183748.938897 nChanged 71 SP:Iteration 4Q (83.463605 sec): 3 clusters Score: Raw -187832.207200 + Penalty 4030.163547 = -183802.043653 nChanged 41 SP:Iteration 5Q (83.500353 sec): 3 clusters Score: Raw -187864.310260 + Penalty 4030.163547 = -183834.146713 nChanged 28 SP:Iteration 6Q (83.536742 sec): 3 clusters Score: Raw -187886.141767 + Penalty 4030.163547 = -183855.978220 nChanged 20 SP:Iteration 7Q (83.573040 sec): 3 clusters Score: Raw -187901.299500 + Penalty 4030.163547 = -183871.135954 nChanged 17 SP:Iteration 8Q (83.609091 sec): 3 clusters Score: Raw -187913.810245 + Penalty 4030.163547 = -183883.646699 nChanged 11 SP:Iteration 9Q (83.644544 sec): 3 clusters Score: Raw -187922.913581 + Penalty 4030.163547 = -183892.750034 nChanged 12 SP:Iteration 10Q (83.680111 sec): 3 clusters Score: Raw -187929.884822 + Penalty 4030.163547 = -183899.721276 nChanged 14 SP:Iteration 11Q (83.715456 sec): 3 clusters Score: Raw -187938.003252 + Penalty 4030.163547 = -183907.839706 nChanged 10 SP:Iteration 12Q (83.750950 sec): 3 clusters Score: Raw -187942.959619 + Penalty 4030.163547 = -183912.796072 nChanged 8 SP:Iteration 13Q (83.786656 sec): 3 clusters Score: Raw -187948.178843 + Penalty 4030.163547 = -183918.015296 nChanged 10 SP:Iteration 14Q (83.822413 sec): 3 clusters Score: Raw -187957.052595 + Penalty 4030.163547 = -183926.889048 nChanged 7 SP:Iteration 15Q (83.857925 sec): 3 clusters Score: Raw -187962.028542 + Penalty 4030.163547 = -183931.864995 nChanged 13 SP:Iteration 16Q (83.893321 sec): 3 clusters Score: Raw -187970.884450 + Penalty 4030.163547 = -183940.720903 nChanged 8 SP:Iteration 17Q (83.928869 sec): 3 clusters Score: Raw -187977.064508 + Penalty 4030.163547 = -183946.900961 nChanged 6 SP:Iteration 18Q (83.964234 sec): 3 clusters Score: Raw -187980.959331 + Penalty 4030.163547 = -183950.795784 nChanged 6 SP:Iteration 19Q (83.999691 sec): 3 clusters Score: Raw -187983.937426 + Penalty 4030.163547 = -183953.773879 nChanged 0 SP:Iteration 20F (84.034665 sec): 3 clusters Score: Raw -187983.937426 + Penalty 4030.163547 = -183953.773879 nChanged 0 Trying to split cluster 3 (1706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.068721 sec): 2 clusters Score: Raw -117132.784556 + Penalty 1964.663376 = -115168.121180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.100559 sec): 3 clusters Score: Raw -116587.110448 + Penalty 3929.326752 = -112657.783696 nChanged 514 SP:Iteration 1F (84.130920 sec): 3 clusters Score: Raw -117168.322674 + Penalty 3929.326752 = -113238.995921 nChanged 199 SP:Iteration 2F (84.162136 sec): 3 clusters Score: Raw -117594.178497 + Penalty 3929.326752 = -113664.851745 nChanged 151 SP:Iteration 3F (84.193224 sec): 3 clusters Score: Raw -117939.507298 + Penalty 3929.326752 = -114010.180545 nChanged 119 SP:Iteration 4F (84.252873 sec): 3 clusters Score: Raw -118208.778277 + Penalty 3929.326752 = -114279.451524 nChanged 72 SP:Iteration 5Q (84.283880 sec): 3 clusters Score: Raw -118345.134903 + Penalty 3929.326752 = -114415.808150 nChanged 52 SP:Iteration 6Q (84.314671 sec): 3 clusters Score: Raw -118428.271354 + Penalty 3929.326752 = -114498.944602 nChanged 38 SP:Iteration 7Q (84.344892 sec): 3 clusters Score: Raw -118494.922776 + Penalty 3929.326752 = -114565.596023 nChanged 34 SP:Iteration 8Q (84.375323 sec): 3 clusters Score: Raw -118547.364543 + Penalty 3929.326752 = -114618.037790 nChanged 31 SP:Iteration 9Q (84.405805 sec): 3 clusters Score: Raw -118589.886189 + Penalty 3929.326752 = -114660.559436 nChanged 25 SP:Iteration 10Q (84.436260 sec): 3 clusters Score: Raw -118628.277077 + Penalty 3929.326752 = -114698.950324 nChanged 27 SP:Iteration 11Q (84.466596 sec): 3 clusters Score: Raw -118674.872381 + Penalty 3929.326752 = -114745.545628 nChanged 16 SP:Iteration 12Q (84.496857 sec): 3 clusters Score: Raw -118695.111491 + Penalty 3929.326752 = -114765.784739 nChanged 4 SP:Iteration 13Q (84.526948 sec): 3 clusters Score: Raw -118698.766513 + Penalty 3929.326752 = -114769.439760 nChanged 4 SP:Iteration 14Q (84.556976 sec): 3 clusters Score: Raw -118703.249400 + Penalty 3929.326752 = -114773.922647 nChanged 4 SP:Iteration 15Q (84.587125 sec): 3 clusters Score: Raw -118706.191719 + Penalty 3929.326752 = -114776.864966 nChanged 5 SP:Iteration 16Q (84.617129 sec): 3 clusters Score: Raw -118707.970789 + Penalty 3929.326752 = -114778.644036 nChanged 3 SP:Iteration 17Q (84.647244 sec): 3 clusters Score: Raw -118710.383562 + Penalty 3929.326752 = -114781.056809 nChanged 3 SP:Iteration 18Q (84.677235 sec): 3 clusters Score: Raw -118712.709936 + Penalty 3929.326752 = -114783.383184 nChanged 2 SP:Iteration 19Q (84.707350 sec): 3 clusters Score: Raw -118715.471026 + Penalty 3929.326752 = -114786.144273 nChanged 0 SP:Iteration 20F (84.737713 sec): 3 clusters Score: Raw -118715.471026 + Penalty 3929.326752 = -114786.144273 nChanged 0 Trying to split cluster 4 (3743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.779243 sec): 2 clusters Score: Raw -299337.043823 + Penalty 2172.097675 = -297164.946148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.826704 sec): 3 clusters Score: Raw -297759.469739 + Penalty 4344.195350 = -293415.274389 nChanged 1327 SP:Iteration 1F (84.882998 sec): 3 clusters Score: Raw -298667.610503 + Penalty 4344.195350 = -294323.415154 nChanged 317 SP:Iteration 2F (84.938961 sec): 3 clusters Score: Raw -298979.197374 + Penalty 4344.195350 = -294635.002025 nChanged 233 SP:Iteration 3F (84.993248 sec): 3 clusters Score: Raw -299213.969499 + Penalty 4344.195350 = -294869.774149 nChanged 188 SP:Iteration 4F (85.035896 sec): 3 clusters Score: Raw -299409.368713 + Penalty 4344.195350 = -295065.173364 nChanged 166 SP:Iteration 5Q (85.080289 sec): 3 clusters Score: Raw -299560.548646 + Penalty 4344.195350 = -295216.353296 nChanged 134 SP:Iteration 6Q (85.123676 sec): 3 clusters Score: Raw -299692.950522 + Penalty 4344.195350 = -295348.755173 nChanged 116 SP:Iteration 7Q (85.169445 sec): 3 clusters Score: Raw -299802.833129 + Penalty 4344.195350 = -295458.637780 nChanged 114 SP:Iteration 8Q (85.217933 sec): 3 clusters Score: Raw -299914.117180 + Penalty 4344.195350 = -295569.921830 nChanged 125 SP:Iteration 9Q (85.266531 sec): 3 clusters Score: Raw -300044.734747 + Penalty 4344.195350 = -295700.539397 nChanged 118 SP:Iteration 10Q (85.314565 sec): 3 clusters Score: Raw -300192.880684 + Penalty 4344.195350 = -295848.685334 nChanged 108 SP:Iteration 11Q (85.360417 sec): 3 clusters Score: Raw -300335.254872 + Penalty 4344.195350 = -295991.059522 nChanged 129 SP:Iteration 12Q (85.406101 sec): 3 clusters Score: Raw -300472.489909 + Penalty 4344.195350 = -296128.294560 nChanged 110 SP:Iteration 13Q (85.451501 sec): 3 clusters Score: Raw -300568.584971 + Penalty 4344.195350 = -296224.389621 nChanged 77 SP:Iteration 14Q (85.570779 sec): 3 clusters Score: Raw -300633.713790 + Penalty 4344.195350 = -296289.518440 nChanged 56 SP:Iteration 15Q (85.623333 sec): 3 clusters Score: Raw -300672.854019 + Penalty 4344.195350 = -296328.658669 nChanged 36 SP:Iteration 16Q (85.673511 sec): 3 clusters Score: Raw -300699.594785 + Penalty 4344.195350 = -296355.399435 nChanged 36 SP:Iteration 17Q (85.716315 sec): 3 clusters Score: Raw -300721.090678 + Penalty 4344.195350 = -296376.895329 nChanged 27 SP:Iteration 18Q (85.759052 sec): 3 clusters Score: Raw -300736.413272 + Penalty 4344.195350 = -296392.217923 nChanged 29 SP:Iteration 19Q (85.812609 sec): 3 clusters Score: Raw -300755.243967 + Penalty 4344.195350 = -296411.048618 nChanged 37 SP:Iteration 20F (85.866629 sec): 3 clusters Score: Raw -300774.998943 + Penalty 4344.195350 = -296430.803593 nChanged 26 SP:Iteration 21Q (85.919683 sec): 3 clusters Score: Raw -300790.224024 + Penalty 4344.195350 = -296446.028674 nChanged 21 SP:Iteration 22Q (85.968789 sec): 3 clusters Score: Raw -300798.878860 + Penalty 4344.195350 = -296454.683511 nChanged 12 SP:Iteration 23Q (86.010219 sec): 3 clusters Score: Raw -300805.008828 + Penalty 4344.195350 = -296460.813478 nChanged 13 SP:Iteration 24Q (86.051723 sec): 3 clusters Score: Raw -300811.044103 + Penalty 4344.195350 = -296466.848753 nChanged 9 SP:Iteration 25Q (86.093227 sec): 3 clusters Score: Raw -300816.515700 + Penalty 4344.195350 = -296472.320351 nChanged 8 SP:Iteration 26Q (86.137414 sec): 3 clusters Score: Raw -300820.621826 + Penalty 4344.195350 = -296476.426476 nChanged 10 SP:Iteration 27Q (86.185205 sec): 3 clusters Score: Raw -300826.691940 + Penalty 4344.195350 = -296482.496590 nChanged 9 SP:Iteration 28Q (86.280448 sec): 3 clusters Score: Raw -300832.214012 + Penalty 4344.195350 = -296488.018662 nChanged 9 SP:Iteration 29Q (86.324837 sec): 3 clusters Score: Raw -300836.490584 + Penalty 4344.195350 = -296492.295234 nChanged 6 SP:Iteration 30Q (86.369261 sec): 3 clusters Score: Raw -300840.598403 + Penalty 4344.195350 = -296496.403053 nChanged 7 SP:Iteration 31Q (86.414157 sec): 3 clusters Score: Raw -300846.531233 + Penalty 4344.195350 = -296502.335884 nChanged 13 SP:Iteration 32Q (86.458823 sec): 3 clusters Score: Raw -300852.028101 + Penalty 4344.195350 = -296507.832752 nChanged 5 SP:Iteration 33Q (86.504010 sec): 3 clusters Score: Raw -300853.580104 + Penalty 4344.195350 = -296509.384754 nChanged 4 SP:Iteration 34Q (86.549096 sec): 3 clusters Score: Raw -300855.913457 + Penalty 4344.195350 = -296511.718107 nChanged 5 SP:Iteration 35Q (86.594262 sec): 3 clusters Score: Raw -300859.047907 + Penalty 4344.195350 = -296514.852558 nChanged 3 SP:Iteration 36Q (86.640445 sec): 3 clusters Score: Raw -300860.318639 + Penalty 4344.195350 = -296516.123289 nChanged 3 SP:Iteration 37Q (86.687208 sec): 3 clusters Score: Raw -300861.895529 + Penalty 4344.195350 = -296517.700179 nChanged 1 SP:Iteration 38Q (86.734989 sec): 3 clusters Score: Raw -300862.103978 + Penalty 4344.195350 = -296517.908628 nChanged 1 SP:Iteration 39Q (86.885322 sec): 3 clusters Score: Raw -300862.439686 + Penalty 4344.195350 = -296518.244336 nChanged 1 SP:Iteration 40F (86.927990 sec): 3 clusters Score: Raw -300862.908308 + Penalty 4344.195350 = -296518.712959 nChanged 2 SP:Iteration 41Q (86.986509 sec): 3 clusters Score: Raw -300863.716986 + Penalty 4344.195350 = -296519.521636 nChanged 0 SP:Iteration 42F (87.045156 sec): 3 clusters Score: Raw -300863.716986 + Penalty 4344.195350 = -296519.521636 nChanged 0 Trying to split cluster 5 (4469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.097885 sec): 2 clusters Score: Raw -409965.237967 + Penalty 2218.898867 = -407746.339100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.143990 sec): 3 clusters Score: Raw -407850.652064 + Penalty 4437.797733 = -403412.854331 nChanged 1684 SP:Iteration 1F (87.213947 sec): 3 clusters Score: Raw -408808.101056 + Penalty 4437.797733 = -404370.303323 nChanged 372 SP:Iteration 2F (87.278858 sec): 3 clusters Score: Raw -409097.506935 + Penalty 4437.797733 = -404659.709202 nChanged 280 SP:Iteration 3F (87.337130 sec): 3 clusters Score: Raw -409313.334093 + Penalty 4437.797733 = -404875.536359 nChanged 217 SP:Iteration 4Q (87.390764 sec): 3 clusters Score: Raw -409503.986492 + Penalty 4437.797733 = -405066.188759 nChanged 187 SP:Iteration 5Q (87.443971 sec): 3 clusters Score: Raw -409665.314108 + Penalty 4437.797733 = -405227.516375 nChanged 208 SP:Iteration 6Q (87.493554 sec): 3 clusters Score: Raw -409844.690880 + Penalty 4437.797733 = -405406.893147 nChanged 200 SP:Iteration 7Q (87.539342 sec): 3 clusters Score: Raw -410024.731106 + Penalty 4437.797733 = -405586.933373 nChanged 210 SP:Iteration 8Q (87.584937 sec): 3 clusters Score: Raw -410203.117370 + Penalty 4437.797733 = -405765.319637 nChanged 203 SP:Iteration 9Q (87.631357 sec): 3 clusters Score: Raw -410395.003710 + Penalty 4437.797733 = -405957.205977 nChanged 181 SP:Iteration 10Q (87.677015 sec): 3 clusters Score: Raw -410589.092495 + Penalty 4437.797733 = -406151.294762 nChanged 180 SP:Iteration 11Q (87.722499 sec): 3 clusters Score: Raw -410755.763147 + Penalty 4437.797733 = -406317.965414 nChanged 140 SP:Iteration 12Q (87.768810 sec): 3 clusters Score: Raw -410875.395065 + Penalty 4437.797733 = -406437.597332 nChanged 120 SP:Iteration 13Q (87.821281 sec): 3 clusters Score: Raw -410962.218266 + Penalty 4437.797733 = -406524.420533 nChanged 82 SP:Iteration 14Q (87.874118 sec): 3 clusters Score: Raw -411010.509760 + Penalty 4437.797733 = -406572.712027 nChanged 49 SP:Iteration 15Q (87.926593 sec): 3 clusters Score: Raw -411033.586176 + Penalty 4437.797733 = -406595.788443 nChanged 36 SP:Iteration 16Q (87.974733 sec): 3 clusters Score: Raw -411048.214625 + Penalty 4437.797733 = -406610.416892 nChanged 22 SP:Iteration 17Q (88.022656 sec): 3 clusters Score: Raw -411058.715469 + Penalty 4437.797733 = -406620.917736 nChanged 18 SP:Iteration 18Q (88.070430 sec): 3 clusters Score: Raw -411064.992280 + Penalty 4437.797733 = -406627.194547 nChanged 12 SP:Iteration 19Q (88.119675 sec): 3 clusters Score: Raw -411071.012471 + Penalty 4437.797733 = -406633.214738 nChanged 13 SP:Iteration 20F (88.249187 sec): 3 clusters Score: Raw -411075.586078 + Penalty 4437.797733 = -406637.788345 nChanged 11 SP:Iteration 21Q (88.321733 sec): 3 clusters Score: Raw -411079.565013 + Penalty 4437.797733 = -406641.767280 nChanged 10 SP:Iteration 22Q (88.370455 sec): 3 clusters Score: Raw -411083.352774 + Penalty 4437.797733 = -406645.555041 nChanged 11 SP:Iteration 23Q (88.418985 sec): 3 clusters Score: Raw -411086.389941 + Penalty 4437.797733 = -406648.592208 nChanged 4 SP:Iteration 24Q (88.467618 sec): 3 clusters Score: Raw -411088.256780 + Penalty 4437.797733 = -406650.459047 nChanged 3 SP:Iteration 25Q (88.516455 sec): 3 clusters Score: Raw -411089.185959 + Penalty 4437.797733 = -406651.388226 nChanged 4 SP:Iteration 26Q (88.568362 sec): 3 clusters Score: Raw -411090.631483 + Penalty 4437.797733 = -406652.833750 nChanged 8 SP:Iteration 27Q (88.704251 sec): 3 clusters Score: Raw -411092.737583 + Penalty 4437.797733 = -406654.939850 nChanged 8 SP:Iteration 28Q (88.828612 sec): 3 clusters Score: Raw -411095.862354 + Penalty 4437.797733 = -406658.064621 nChanged 9 SP:Iteration 29Q (88.873602 sec): 3 clusters Score: Raw -411098.860923 + Penalty 4437.797733 = -406661.063190 nChanged 2 SP:Iteration 30Q (88.920077 sec): 3 clusters Score: Raw -411099.439297 + Penalty 4437.797733 = -406661.641564 nChanged 3 SP:Iteration 31Q (88.971149 sec): 3 clusters Score: Raw -411100.450751 + Penalty 4437.797733 = -406662.653018 nChanged 0 SP:Iteration 32F (89.019628 sec): 3 clusters Score: Raw -411100.450751 + Penalty 4437.797733 = -406662.653018 nChanged 0 Iteration 59Q (89.268115 sec): 6 clusters Score: Raw -1303758.641631 + Penalty 12751.975662 = -1291006.665969 nChanged 58 Iteration 60F (89.446349 sec): 6 clusters Score: Raw -1303777.855430 + Penalty 12751.975662 = -1291025.879768 nChanged 45 Iteration 61Q (89.594587 sec): 6 clusters Score: Raw -1303792.018570 + Penalty 12751.975662 = -1291040.042908 nChanged 39 Iteration 62Q (89.747317 sec): 6 clusters Score: Raw -1303806.021203 + Penalty 12751.975662 = -1291054.045541 nChanged 49 Iteration 63Q (89.899434 sec): 6 clusters Score: Raw -1303825.025420 + Penalty 12751.975662 = -1291073.049758 nChanged 49 Iteration 64Q (90.048772 sec): 6 clusters Score: Raw -1303853.908931 + Penalty 12751.975662 = -1291101.933268 nChanged 67 Iteration 65Q (90.196829 sec): 6 clusters Score: Raw -1303904.557325 + Penalty 12751.975662 = -1291152.581663 nChanged 91 Iteration 66Q (90.325427 sec): 6 clusters Score: Raw -1303992.347912 + Penalty 12751.975662 = -1291240.372250 nChanged 113 Iteration 67Q (90.471173 sec): 6 clusters Score: Raw -1304084.968846 + Penalty 12751.975662 = -1291332.993184 nChanged 103 Iteration 68Q (90.629455 sec): 6 clusters Score: Raw -1304170.522090 + Penalty 12751.975662 = -1291418.546427 nChanged 89 Iteration 69Q (90.779952 sec): 6 clusters Score: Raw -1304230.130668 + Penalty 12751.975662 = -1291478.155006 nChanged 69 Iteration 70Q (90.930576 sec): 6 clusters Score: Raw -1304261.901554 + Penalty 12751.975662 = -1291509.925892 nChanged 52 Iteration 71Q (91.100499 sec): 6 clusters Score: Raw -1304282.894334 + Penalty 12751.975662 = -1291530.918672 nChanged 47 Iteration 72Q (91.227519 sec): 6 clusters Score: Raw -1304301.396410 + Penalty 12751.975662 = -1291549.420748 nChanged 33 Iteration 73Q (91.379597 sec): 6 clusters Score: Raw -1304313.851112 + Penalty 12751.975662 = -1291561.875450 nChanged 17 Iteration 74Q (91.534630 sec): 6 clusters Score: Raw -1304319.088835 + Penalty 12751.975662 = -1291567.113173 nChanged 16 Iteration 75Q (91.685121 sec): 6 clusters Score: Raw -1304323.995251 + Penalty 12751.975662 = -1291572.019589 nChanged 13 Iteration 76Q (91.834711 sec): 6 clusters Score: Raw -1304327.836234 + Penalty 12751.975662 = -1291575.860572 nChanged 7 Iteration 77Q (91.982870 sec): 6 clusters Score: Raw -1304329.975941 + Penalty 12751.975662 = -1291578.000278 nChanged 6 Iteration 78Q (92.112047 sec): 6 clusters Score: Raw -1304330.939171 + Penalty 12751.975662 = -1291578.963508 nChanged 4 Iteration 79Q (92.254212 sec): 6 clusters Score: Raw -1304331.873869 + Penalty 12751.975662 = -1291579.898207 nChanged 3 Iteration 80F (92.456866 sec): 6 clusters Score: Raw -1304333.045451 + Penalty 12751.975662 = -1291581.069789 nChanged 5 Iteration 81Q (92.603200 sec): 6 clusters Score: Raw -1304334.476015 + Penalty 12751.975662 = -1291582.500353 nChanged 5 Iteration 82Q (92.753178 sec): 6 clusters Score: Raw -1304335.512568 + Penalty 12751.975662 = -1291583.536906 nChanged 4 Iteration 83Q (92.883991 sec): 6 clusters Score: Raw -1304336.121148 + Penalty 12751.975662 = -1291584.145485 nChanged 1 Iteration 84Q (93.017796 sec): 6 clusters Score: Raw -1304336.317862 + Penalty 12751.975662 = -1291584.342200 nChanged 1 Iteration 85Q (93.182090 sec): 6 clusters Score: Raw -1304336.417251 + Penalty 12751.975662 = -1291584.441589 nChanged 0 Iteration 86F (93.373643 sec): 6 clusters Score: Raw -1304336.417251 + Penalty 12751.975662 = -1291584.441589 nChanged 0 Compute initial score before splitting: Score: Raw -1304336.417251 + Penalty 12751.975662 = -1291584.441589 Trying to split cluster 1 (3144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.435097 sec): 2 clusters Score: Raw -265680.491341 + Penalty 2126.058305 = -263554.433036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.489401 sec): 3 clusters Score: Raw -264362.528530 + Penalty 4252.116609 = -260110.411921 nChanged 1134 SP:Iteration 1F (93.576898 sec): 3 clusters Score: Raw -265357.839305 + Penalty 4252.116609 = -261105.722696 nChanged 329 SP:Iteration 2F (93.616460 sec): 3 clusters Score: Raw -265727.851455 + Penalty 4252.116609 = -261475.734846 nChanged 217 SP:Iteration 3F (93.743521 sec): 3 clusters Score: Raw -265969.499676 + Penalty 4252.116609 = -261717.383067 nChanged 167 SP:Iteration 4F (93.789712 sec): 3 clusters Score: Raw -266123.526652 + Penalty 4252.116609 = -261871.410043 nChanged 108 SP:Iteration 5Q (93.837580 sec): 3 clusters Score: Raw -266237.548851 + Penalty 4252.116609 = -261985.432242 nChanged 110 SP:Iteration 6Q (93.960242 sec): 3 clusters Score: Raw -266357.065527 + Penalty 4252.116609 = -262104.948918 nChanged 79 SP:Iteration 7Q (94.074780 sec): 3 clusters Score: Raw -266440.774398 + Penalty 4252.116609 = -262188.657789 nChanged 75 SP:Iteration 8Q (94.188595 sec): 3 clusters Score: Raw -266506.559284 + Penalty 4252.116609 = -262254.442675 nChanged 58 SP:Iteration 9Q (94.229823 sec): 3 clusters Score: Raw -266552.930716 + Penalty 4252.116609 = -262300.814107 nChanged 50 SP:Iteration 10Q (94.270432 sec): 3 clusters Score: Raw -266589.999238 + Penalty 4252.116609 = -262337.882629 nChanged 42 SP:Iteration 11Q (94.311312 sec): 3 clusters Score: Raw -266628.476303 + Penalty 4252.116609 = -262376.359694 nChanged 42 SP:Iteration 12Q (94.351824 sec): 3 clusters Score: Raw -266666.945430 + Penalty 4252.116609 = -262414.828821 nChanged 48 SP:Iteration 13Q (94.395663 sec): 3 clusters Score: Raw -266707.909766 + Penalty 4252.116609 = -262455.793157 nChanged 32 SP:Iteration 14Q (94.440031 sec): 3 clusters Score: Raw -266726.021149 + Penalty 4252.116609 = -262473.904540 nChanged 28 SP:Iteration 15Q (94.484292 sec): 3 clusters Score: Raw -266746.894760 + Penalty 4252.116609 = -262494.778151 nChanged 26 SP:Iteration 16Q (94.528563 sec): 3 clusters Score: Raw -266766.071698 + Penalty 4252.116609 = -262513.955089 nChanged 27 SP:Iteration 17Q (94.570848 sec): 3 clusters Score: Raw -266782.960507 + Penalty 4252.116609 = -262530.843898 nChanged 16 SP:Iteration 18Q (94.611775 sec): 3 clusters Score: Raw -266790.796244 + Penalty 4252.116609 = -262538.679635 nChanged 10 SP:Iteration 19Q (94.652959 sec): 3 clusters Score: Raw -266796.549427 + Penalty 4252.116609 = -262544.432817 nChanged 13 SP:Iteration 20F (94.693948 sec): 3 clusters Score: Raw -266801.858652 + Penalty 4252.116609 = -262549.742043 nChanged 11 SP:Iteration 21Q (94.736404 sec): 3 clusters Score: Raw -266808.541386 + Penalty 4252.116609 = -262556.424777 nChanged 9 SP:Iteration 22Q (94.779528 sec): 3 clusters Score: Raw -266813.971497 + Penalty 4252.116609 = -262561.854888 nChanged 12 SP:Iteration 23Q (94.826569 sec): 3 clusters Score: Raw -266821.873579 + Penalty 4252.116609 = -262569.756970 nChanged 10 SP:Iteration 24Q (94.869915 sec): 3 clusters Score: Raw -266826.981116 + Penalty 4252.116609 = -262574.864506 nChanged 4 SP:Iteration 25Q (94.928310 sec): 3 clusters Score: Raw -266829.088734 + Penalty 4252.116609 = -262576.972125 nChanged 7 SP:Iteration 26Q (95.047985 sec): 3 clusters Score: Raw -266832.027931 + Penalty 4252.116609 = -262579.911322 nChanged 8 SP:Iteration 27Q (95.188634 sec): 3 clusters Score: Raw -266835.884892 + Penalty 4252.116609 = -262583.768283 nChanged 7 SP:Iteration 28Q (95.264155 sec): 3 clusters Score: Raw -266841.855431 + Penalty 4252.116609 = -262589.738822 nChanged 15 SP:Iteration 29Q (95.309724 sec): 3 clusters Score: Raw -266851.950380 + Penalty 4252.116609 = -262599.833771 nChanged 9 SP:Iteration 30Q (95.356546 sec): 3 clusters Score: Raw -266858.631170 + Penalty 4252.116609 = -262606.514561 nChanged 7 SP:Iteration 31Q (95.401354 sec): 3 clusters Score: Raw -266866.470307 + Penalty 4252.116609 = -262614.353698 nChanged 15 SP:Iteration 32Q (95.441221 sec): 3 clusters Score: Raw -266880.092918 + Penalty 4252.116609 = -262627.976309 nChanged 15 SP:Iteration 33Q (95.481035 sec): 3 clusters Score: Raw -266888.806719 + Penalty 4252.116609 = -262636.690110 nChanged 10 SP:Iteration 34Q (95.520151 sec): 3 clusters Score: Raw -266895.401083 + Penalty 4252.116609 = -262643.284474 nChanged 11 SP:Iteration 35Q (95.559984 sec): 3 clusters Score: Raw -266902.246004 + Penalty 4252.116609 = -262650.129395 nChanged 17 SP:Iteration 36Q (95.600043 sec): 3 clusters Score: Raw -266913.921876 + Penalty 4252.116609 = -262661.805266 nChanged 10 SP:Iteration 37Q (95.648029 sec): 3 clusters Score: Raw -266919.415322 + Penalty 4252.116609 = -262667.298713 nChanged 8 SP:Iteration 38Q (95.693876 sec): 3 clusters Score: Raw -266924.095813 + Penalty 4252.116609 = -262671.979204 nChanged 5 SP:Iteration 39Q (95.733492 sec): 3 clusters Score: Raw -266926.327930 + Penalty 4252.116609 = -262674.211321 nChanged 3 SP:Iteration 40F (95.773090 sec): 3 clusters Score: Raw -266928.112805 + Penalty 4252.116609 = -262675.996196 nChanged 10 SP:Iteration 41Q (95.812780 sec): 3 clusters Score: Raw -266932.307008 + Penalty 4252.116609 = -262680.190399 nChanged 8 SP:Iteration 42Q (95.852770 sec): 3 clusters Score: Raw -266934.753765 + Penalty 4252.116609 = -262682.637156 nChanged 4 SP:Iteration 43Q (95.895484 sec): 3 clusters Score: Raw -266937.195130 + Penalty 4252.116609 = -262685.078521 nChanged 3 SP:Iteration 44Q (95.940317 sec): 3 clusters Score: Raw -266938.254019 + Penalty 4252.116609 = -262686.137409 nChanged 3 SP:Iteration 45Q (95.982990 sec): 3 clusters Score: Raw -266939.153809 + Penalty 4252.116609 = -262687.037200 nChanged 5 SP:Iteration 46Q (96.026002 sec): 3 clusters Score: Raw -266940.937583 + Penalty 4252.116609 = -262688.820973 nChanged 4 SP:Iteration 47Q (96.068949 sec): 3 clusters Score: Raw -266942.792046 + Penalty 4252.116609 = -262690.675437 nChanged 2 SP:Iteration 48Q (96.111994 sec): 3 clusters Score: Raw -266944.469865 + Penalty 4252.116609 = -262692.353256 nChanged 4 SP:Iteration 49Q (96.154823 sec): 3 clusters Score: Raw -266946.608635 + Penalty 4252.116609 = -262694.492026 nChanged 5 SP:Iteration 50Q (96.197444 sec): 3 clusters Score: Raw -266949.683262 + Penalty 4252.116609 = -262697.566652 nChanged 6 SP:Iteration 51Q (96.238263 sec): 3 clusters Score: Raw -266953.342625 + Penalty 4252.116609 = -262701.226016 nChanged 5 SP:Iteration 52Q (96.279278 sec): 3 clusters Score: Raw -266955.139065 + Penalty 4252.116609 = -262703.022456 nChanged 5 SP:Iteration 53Q (96.320193 sec): 3 clusters Score: Raw -266958.294204 + Penalty 4252.116609 = -262706.177595 nChanged 4 SP:Iteration 54Q (96.361007 sec): 3 clusters Score: Raw -266960.557349 + Penalty 4252.116609 = -262708.440740 nChanged 6 SP:Iteration 55Q (96.400997 sec): 3 clusters Score: Raw -266964.081126 + Penalty 4252.116609 = -262711.964517 nChanged 6 SP:Iteration 56Q (96.444059 sec): 3 clusters Score: Raw -266966.903621 + Penalty 4252.116609 = -262714.787012 nChanged 5 SP:Iteration 57Q (96.488405 sec): 3 clusters Score: Raw -266969.266724 + Penalty 4252.116609 = -262717.150115 nChanged 4 SP:Iteration 58Q (96.532887 sec): 3 clusters Score: Raw -266972.091745 + Penalty 4252.116609 = -262719.975136 nChanged 3 SP:Iteration 59Q (96.573891 sec): 3 clusters Score: Raw -266973.320896 + Penalty 4252.116609 = -262721.204287 nChanged 3 SP:Iteration 60F (96.615333 sec): 3 clusters Score: Raw -266974.947628 + Penalty 4252.116609 = -262722.831019 nChanged 4 SP:Iteration 61Q (96.656370 sec): 3 clusters Score: Raw -266977.804328 + Penalty 4252.116609 = -262725.687719 nChanged 4 SP:Iteration 62Q (96.697324 sec): 3 clusters Score: Raw -266980.633284 + Penalty 4252.116609 = -262728.516675 nChanged 10 SP:Iteration 63Q (96.740092 sec): 3 clusters Score: Raw -266985.713256 + Penalty 4252.116609 = -262733.596647 nChanged 7 SP:Iteration 64Q (96.783098 sec): 3 clusters Score: Raw -266988.509758 + Penalty 4252.116609 = -262736.393149 nChanged 6 SP:Iteration 65Q (96.826136 sec): 3 clusters Score: Raw -266990.987212 + Penalty 4252.116609 = -262738.870603 nChanged 4 SP:Iteration 66Q (96.961603 sec): 3 clusters Score: Raw -266993.546210 + Penalty 4252.116609 = -262741.429601 nChanged 6 SP:Iteration 67Q (97.067879 sec): 3 clusters Score: Raw -266997.248917 + Penalty 4252.116609 = -262745.132308 nChanged 5 SP:Iteration 68Q (97.181680 sec): 3 clusters Score: Raw -267001.019698 + Penalty 4252.116609 = -262748.903089 nChanged 9 SP:Iteration 69Q (97.300026 sec): 3 clusters Score: Raw -267010.305588 + Penalty 4252.116609 = -262758.188979 nChanged 10 SP:Iteration 70Q (97.412643 sec): 3 clusters Score: Raw -267018.657578 + Penalty 4252.116609 = -262766.540969 nChanged 13 SP:Iteration 71Q (97.454677 sec): 3 clusters Score: Raw -267027.141350 + Penalty 4252.116609 = -262775.024741 nChanged 15 SP:Iteration 72Q (97.495258 sec): 3 clusters Score: Raw -267040.645579 + Penalty 4252.116609 = -262788.528970 nChanged 20 SP:Iteration 73Q (97.536247 sec): 3 clusters Score: Raw -267055.347321 + Penalty 4252.116609 = -262803.230712 nChanged 22 SP:Iteration 74Q (97.576462 sec): 3 clusters Score: Raw -267072.423188 + Penalty 4252.116609 = -262820.306579 nChanged 26 SP:Iteration 75Q (97.617857 sec): 3 clusters Score: Raw -267090.272015 + Penalty 4252.116609 = -262838.155406 nChanged 26 SP:Iteration 76Q (97.659393 sec): 3 clusters Score: Raw -267108.678225 + Penalty 4252.116609 = -262856.561615 nChanged 20 SP:Iteration 77Q (97.701156 sec): 3 clusters Score: Raw -267124.384157 + Penalty 4252.116609 = -262872.267548 nChanged 15 SP:Iteration 78Q (97.744490 sec): 3 clusters Score: Raw -267131.973354 + Penalty 4252.116609 = -262879.856745 nChanged 12 SP:Iteration 79Q (97.787826 sec): 3 clusters Score: Raw -267140.560246 + Penalty 4252.116609 = -262888.443637 nChanged 13 SP:Iteration 80F (97.831741 sec): 3 clusters Score: Raw -267149.474428 + Penalty 4252.116609 = -262897.357819 nChanged 6 SP:Iteration 81Q (97.874822 sec): 3 clusters Score: Raw -267153.607017 + Penalty 4252.116609 = -262901.490408 nChanged 10 SP:Iteration 82Q (97.915576 sec): 3 clusters Score: Raw -267159.302916 + Penalty 4252.116609 = -262907.186307 nChanged 7 SP:Iteration 83Q (97.955963 sec): 3 clusters Score: Raw -267164.290278 + Penalty 4252.116609 = -262912.173669 nChanged 5 SP:Iteration 84Q (97.996655 sec): 3 clusters Score: Raw -267169.366149 + Penalty 4252.116609 = -262917.249540 nChanged 7 SP:Iteration 85Q (98.036916 sec): 3 clusters Score: Raw -267175.220898 + Penalty 4252.116609 = -262923.104289 nChanged 4 SP:Iteration 86Q (98.079813 sec): 3 clusters Score: Raw -267177.381568 + Penalty 4252.116609 = -262925.264959 nChanged 6 SP:Iteration 87Q (98.123275 sec): 3 clusters Score: Raw -267180.282271 + Penalty 4252.116609 = -262928.165662 nChanged 3 SP:Iteration 88Q (98.166425 sec): 3 clusters Score: Raw -267182.202798 + Penalty 4252.116609 = -262930.086189 nChanged 3 SP:Iteration 89Q (98.210481 sec): 3 clusters Score: Raw -267183.633554 + Penalty 4252.116609 = -262931.516945 nChanged 4 SP:Iteration 90Q (98.251926 sec): 3 clusters Score: Raw -267185.494209 + Penalty 4252.116609 = -262933.377600 nChanged 3 SP:Iteration 91Q (98.294141 sec): 3 clusters Score: Raw -267186.865569 + Penalty 4252.116609 = -262934.748960 nChanged 3 SP:Iteration 92Q (98.334431 sec): 3 clusters Score: Raw -267187.830869 + Penalty 4252.116609 = -262935.714260 nChanged 1 SP:Iteration 93Q (98.405812 sec): 3 clusters Score: Raw -267188.152630 + Penalty 4252.116609 = -262936.036021 nChanged 0 SP:Iteration 94F (98.458732 sec): 3 clusters Score: Raw -267188.152630 + Penalty 4252.116609 = -262936.036021 nChanged 0 Trying to split cluster 2 (2123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.502994 sec): 2 clusters Score: Raw -192515.284729 + Penalty 2022.394562 = -190492.890167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.540013 sec): 3 clusters Score: Raw -191720.855119 + Penalty 4044.789124 = -187676.065995 nChanged 710 SP:Iteration 1F (98.613820 sec): 3 clusters Score: Raw -192237.165499 + Penalty 4044.789124 = -188192.376375 nChanged 146 SP:Iteration 2F (98.653328 sec): 3 clusters Score: Raw -192388.369666 + Penalty 4044.789124 = -188343.580542 nChanged 114 SP:Iteration 3F (98.691859 sec): 3 clusters Score: Raw -192504.406719 + Penalty 4044.789124 = -188459.617595 nChanged 74 SP:Iteration 4Q (98.731020 sec): 3 clusters Score: Raw -192585.256897 + Penalty 4044.789124 = -188540.467773 nChanged 71 SP:Iteration 5Q (98.769848 sec): 3 clusters Score: Raw -192657.542197 + Penalty 4044.789124 = -188612.753073 nChanged 54 SP:Iteration 6Q (98.807263 sec): 3 clusters Score: Raw -192709.929889 + Penalty 4044.789124 = -188665.140765 nChanged 49 SP:Iteration 7Q (98.843577 sec): 3 clusters Score: Raw -192762.929159 + Penalty 4044.789124 = -188718.140036 nChanged 48 SP:Iteration 8Q (98.879908 sec): 3 clusters Score: Raw -192804.072603 + Penalty 4044.789124 = -188759.283480 nChanged 40 SP:Iteration 9Q (98.916285 sec): 3 clusters Score: Raw -192834.594280 + Penalty 4044.789124 = -188789.805156 nChanged 27 SP:Iteration 10Q (98.965455 sec): 3 clusters Score: Raw -192854.906865 + Penalty 4044.789124 = -188810.117741 nChanged 24 SP:Iteration 11Q (99.001625 sec): 3 clusters Score: Raw -192877.483798 + Penalty 4044.789124 = -188832.694674 nChanged 24 SP:Iteration 12Q (99.037620 sec): 3 clusters Score: Raw -192895.447955 + Penalty 4044.789124 = -188850.658831 nChanged 19 SP:Iteration 13Q (99.073677 sec): 3 clusters Score: Raw -192910.418125 + Penalty 4044.789124 = -188865.629001 nChanged 15 SP:Iteration 14Q (99.109749 sec): 3 clusters Score: Raw -192919.276361 + Penalty 4044.789124 = -188874.487237 nChanged 9 SP:Iteration 15Q (99.145706 sec): 3 clusters Score: Raw -192923.948599 + Penalty 4044.789124 = -188879.159476 nChanged 4 SP:Iteration 16Q (99.181972 sec): 3 clusters Score: Raw -192926.071174 + Penalty 4044.789124 = -188881.282051 nChanged 5 SP:Iteration 17Q (99.218065 sec): 3 clusters Score: Raw -192932.148984 + Penalty 4044.789124 = -188887.359860 nChanged 11 SP:Iteration 18Q (99.254087 sec): 3 clusters Score: Raw -192942.975177 + Penalty 4044.789124 = -188898.186053 nChanged 12 SP:Iteration 19Q (99.290115 sec): 3 clusters Score: Raw -192952.206702 + Penalty 4044.789124 = -188907.417579 nChanged 6 SP:Iteration 20F (99.325799 sec): 3 clusters Score: Raw -192956.266311 + Penalty 4044.789124 = -188911.477187 nChanged 2 SP:Iteration 21Q (99.361761 sec): 3 clusters Score: Raw -192957.498039 + Penalty 4044.789124 = -188912.708915 nChanged 1 SP:Iteration 22Q (99.410792 sec): 3 clusters Score: Raw -192958.141622 + Penalty 4044.789124 = -188913.352498 nChanged 3 SP:Iteration 23Q (99.446799 sec): 3 clusters Score: Raw -192960.275002 + Penalty 4044.789124 = -188915.485878 nChanged 3 SP:Iteration 24Q (99.482914 sec): 3 clusters Score: Raw -192961.773620 + Penalty 4044.789124 = -188916.984496 nChanged 4 SP:Iteration 25Q (99.519835 sec): 3 clusters Score: Raw -192964.020280 + Penalty 4044.789124 = -188919.231156 nChanged 5 SP:Iteration 26Q (99.556066 sec): 3 clusters Score: Raw -192967.510054 + Penalty 4044.789124 = -188922.720930 nChanged 7 SP:Iteration 27Q (99.592033 sec): 3 clusters Score: Raw -192972.167355 + Penalty 4044.789124 = -188927.378231 nChanged 3 SP:Iteration 28Q (99.628000 sec): 3 clusters Score: Raw -192974.312926 + Penalty 4044.789124 = -188929.523802 nChanged 1 SP:Iteration 29Q (99.663952 sec): 3 clusters Score: Raw -192974.620233 + Penalty 4044.789124 = -188929.831109 nChanged 3 SP:Iteration 30Q (99.700010 sec): 3 clusters Score: Raw -192975.767659 + Penalty 4044.789124 = -188930.978535 nChanged 1 SP:Iteration 31Q (99.736193 sec): 3 clusters Score: Raw -192976.861851 + Penalty 4044.789124 = -188932.072728 nChanged 2 SP:Iteration 32Q (99.772027 sec): 3 clusters Score: Raw -192977.675990 + Penalty 4044.789124 = -188932.886866 nChanged 1 SP:Iteration 33Q (99.827537 sec): 3 clusters Score: Raw -192978.637300 + Penalty 4044.789124 = -188933.848176 nChanged 1 SP:Iteration 34Q (99.863502 sec): 3 clusters Score: Raw -192979.128212 + Penalty 4044.789124 = -188934.339089 nChanged 0 SP:Iteration 35F (99.900020 sec): 3 clusters Score: Raw -192979.128212 + Penalty 4044.789124 = -188934.339089 nChanged 0 Trying to split cluster 3 (1661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (99.994708 sec): 2 clusters Score: Raw -113784.326800 + Penalty 1957.606229 = -111826.720571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.098842 sec): 3 clusters Score: Raw -113261.699168 + Penalty 3915.212458 = -109346.486710 nChanged 521 SP:Iteration 1F (100.164457 sec): 3 clusters Score: Raw -113845.942203 + Penalty 3915.212458 = -109930.729745 nChanged 184 SP:Iteration 2F (100.200620 sec): 3 clusters Score: Raw -114118.020153 + Penalty 3915.212458 = -110202.807695 nChanged 109 SP:Iteration 3F (100.232904 sec): 3 clusters Score: Raw -114316.549173 + Penalty 3915.212458 = -110401.336715 nChanged 91 SP:Iteration 4F (100.263072 sec): 3 clusters Score: Raw -114483.128890 + Penalty 3915.212458 = -110567.916432 nChanged 69 SP:Iteration 5Q (100.293421 sec): 3 clusters Score: Raw -114608.726442 + Penalty 3915.212458 = -110693.513984 nChanged 50 SP:Iteration 6Q (100.407018 sec): 3 clusters Score: Raw -114693.574489 + Penalty 3915.212458 = -110778.362031 nChanged 48 SP:Iteration 7Q (100.524387 sec): 3 clusters Score: Raw -114802.521104 + Penalty 3915.212458 = -110887.308646 nChanged 45 SP:Iteration 8Q (100.612247 sec): 3 clusters Score: Raw -114896.698479 + Penalty 3915.212458 = -110981.486021 nChanged 45 SP:Iteration 9Q (100.727620 sec): 3 clusters Score: Raw -114987.524244 + Penalty 3915.212458 = -111072.311786 nChanged 37 SP:Iteration 10Q (100.842076 sec): 3 clusters Score: Raw -115054.086515 + Penalty 3915.212458 = -111138.874057 nChanged 20 SP:Iteration 11Q (100.871667 sec): 3 clusters Score: Raw -115092.920463 + Penalty 3915.212458 = -111177.708005 nChanged 12 SP:Iteration 12Q (100.901156 sec): 3 clusters Score: Raw -115108.618808 + Penalty 3915.212458 = -111193.406351 nChanged 16 SP:Iteration 13Q (100.930842 sec): 3 clusters Score: Raw -115121.748389 + Penalty 3915.212458 = -111206.535932 nChanged 9 SP:Iteration 14Q (100.960236 sec): 3 clusters Score: Raw -115130.332748 + Penalty 3915.212458 = -111215.120290 nChanged 7 SP:Iteration 15Q (100.989685 sec): 3 clusters Score: Raw -115136.677210 + Penalty 3915.212458 = -111221.464752 nChanged 0 SP:Iteration 16F (101.019478 sec): 3 clusters Score: Raw -115136.677210 + Penalty 3915.212458 = -111221.464752 nChanged 0 Trying to split cluster 4 (3698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.060673 sec): 2 clusters Score: Raw -295531.633778 + Penalty 2168.904517 = -293362.729261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.193071 sec): 3 clusters Score: Raw -293947.942712 + Penalty 4337.809034 = -289610.133678 nChanged 1333 SP:Iteration 1F (101.321891 sec): 3 clusters Score: Raw -294955.812023 + Penalty 4337.809034 = -290618.002990 nChanged 343 SP:Iteration 2F (101.415524 sec): 3 clusters Score: Raw -295323.547150 + Penalty 4337.809034 = -290985.738117 nChanged 262 SP:Iteration 3F (101.536154 sec): 3 clusters Score: Raw -295617.309461 + Penalty 4337.809034 = -291279.500428 nChanged 222 SP:Iteration 4F (101.582719 sec): 3 clusters Score: Raw -295871.833371 + Penalty 4337.809034 = -291534.024338 nChanged 198 SP:Iteration 5F (101.629509 sec): 3 clusters Score: Raw -296097.759628 + Penalty 4337.809034 = -291759.950594 nChanged 161 SP:Iteration 6Q (101.675720 sec): 3 clusters Score: Raw -296247.405350 + Penalty 4337.809034 = -291909.596316 nChanged 112 SP:Iteration 7Q (101.718618 sec): 3 clusters Score: Raw -296351.586843 + Penalty 4337.809034 = -292013.777809 nChanged 90 SP:Iteration 8Q (101.838655 sec): 3 clusters Score: Raw -296410.366838 + Penalty 4337.809034 = -292072.557804 nChanged 72 SP:Iteration 9Q (101.894224 sec): 3 clusters Score: Raw -296456.575501 + Penalty 4337.809034 = -292118.766467 nChanged 61 SP:Iteration 10Q (101.951945 sec): 3 clusters Score: Raw -296499.389110 + Penalty 4337.809034 = -292161.580076 nChanged 40 SP:Iteration 11Q (101.997880 sec): 3 clusters Score: Raw -296529.746687 + Penalty 4337.809034 = -292191.937654 nChanged 42 SP:Iteration 12Q (102.041011 sec): 3 clusters Score: Raw -296565.253714 + Penalty 4337.809034 = -292227.444680 nChanged 44 SP:Iteration 13Q (102.084193 sec): 3 clusters Score: Raw -296601.680978 + Penalty 4337.809034 = -292263.871944 nChanged 42 SP:Iteration 14Q (102.127273 sec): 3 clusters Score: Raw -296638.207773 + Penalty 4337.809034 = -292300.398739 nChanged 46 SP:Iteration 15Q (102.170148 sec): 3 clusters Score: Raw -296679.888261 + Penalty 4337.809034 = -292342.079228 nChanged 45 SP:Iteration 16Q (102.217066 sec): 3 clusters Score: Raw -296713.799378 + Penalty 4337.809034 = -292375.990344 nChanged 46 SP:Iteration 17Q (102.264601 sec): 3 clusters Score: Raw -296743.618158 + Penalty 4337.809034 = -292405.809124 nChanged 43 SP:Iteration 18Q (102.348551 sec): 3 clusters Score: Raw -296772.349296 + Penalty 4337.809034 = -292434.540262 nChanged 31 SP:Iteration 19Q (102.391014 sec): 3 clusters Score: Raw -296790.809539 + Penalty 4337.809034 = -292453.000506 nChanged 26 SP:Iteration 20F (102.433530 sec): 3 clusters Score: Raw -296807.550818 + Penalty 4337.809034 = -292469.741785 nChanged 26 SP:Iteration 21Q (102.478146 sec): 3 clusters Score: Raw -296823.830991 + Penalty 4337.809034 = -292486.021958 nChanged 24 SP:Iteration 22Q (102.525430 sec): 3 clusters Score: Raw -296837.932244 + Penalty 4337.809034 = -292500.123210 nChanged 28 SP:Iteration 23Q (102.572754 sec): 3 clusters Score: Raw -296853.111826 + Penalty 4337.809034 = -292515.302793 nChanged 27 SP:Iteration 24Q (102.620038 sec): 3 clusters Score: Raw -296870.377183 + Penalty 4337.809034 = -292532.568150 nChanged 25 SP:Iteration 25Q (102.669024 sec): 3 clusters Score: Raw -296884.306141 + Penalty 4337.809034 = -292546.497108 nChanged 19 SP:Iteration 26Q (102.718280 sec): 3 clusters Score: Raw -296898.738415 + Penalty 4337.809034 = -292560.929381 nChanged 22 SP:Iteration 27Q (102.767258 sec): 3 clusters Score: Raw -296913.818445 + Penalty 4337.809034 = -292576.009412 nChanged 21 SP:Iteration 28Q (102.812918 sec): 3 clusters Score: Raw -296925.379067 + Penalty 4337.809034 = -292587.570033 nChanged 26 SP:Iteration 29Q (102.857849 sec): 3 clusters Score: Raw -296944.521303 + Penalty 4337.809034 = -292606.712269 nChanged 32 SP:Iteration 30Q (102.905201 sec): 3 clusters Score: Raw -296968.501574 + Penalty 4337.809034 = -292630.692540 nChanged 25 SP:Iteration 31Q (102.950305 sec): 3 clusters Score: Raw -296985.577395 + Penalty 4337.809034 = -292647.768362 nChanged 19 SP:Iteration 32Q (102.995417 sec): 3 clusters Score: Raw -296997.597772 + Penalty 4337.809034 = -292659.788739 nChanged 19 SP:Iteration 33Q (103.040890 sec): 3 clusters Score: Raw -297012.744431 + Penalty 4337.809034 = -292674.935398 nChanged 23 SP:Iteration 34Q (103.086201 sec): 3 clusters Score: Raw -297025.861711 + Penalty 4337.809034 = -292688.052677 nChanged 17 SP:Iteration 35Q (103.131283 sec): 3 clusters Score: Raw -297034.311072 + Penalty 4337.809034 = -292696.502038 nChanged 9 SP:Iteration 36Q (103.174907 sec): 3 clusters Score: Raw -297039.884435 + Penalty 4337.809034 = -292702.075401 nChanged 12 SP:Iteration 37Q (103.218260 sec): 3 clusters Score: Raw -297045.411671 + Penalty 4337.809034 = -292707.602637 nChanged 6 SP:Iteration 38Q (103.261875 sec): 3 clusters Score: Raw -297048.176984 + Penalty 4337.809034 = -292710.367950 nChanged 4 SP:Iteration 39Q (103.306867 sec): 3 clusters Score: Raw -297049.995199 + Penalty 4337.809034 = -292712.186165 nChanged 2 SP:Iteration 40F (103.412208 sec): 3 clusters Score: Raw -297050.651989 + Penalty 4337.809034 = -292712.842955 nChanged 2 SP:Iteration 41Q (103.462942 sec): 3 clusters Score: Raw -297051.225153 + Penalty 4337.809034 = -292713.416120 nChanged 1 SP:Iteration 42Q (103.514910 sec): 3 clusters Score: Raw -297052.570730 + Penalty 4337.809034 = -292714.761696 nChanged 6 SP:Iteration 43Q (103.567201 sec): 3 clusters Score: Raw -297056.065421 + Penalty 4337.809034 = -292718.256387 nChanged 3 SP:Iteration 44Q (103.615827 sec): 3 clusters Score: Raw -297056.588330 + Penalty 4337.809034 = -292718.779297 nChanged 3 SP:Iteration 45Q (103.658324 sec): 3 clusters Score: Raw -297057.487147 + Penalty 4337.809034 = -292719.678114 nChanged 1 SP:Iteration 46Q (103.700682 sec): 3 clusters Score: Raw -297057.720842 + Penalty 4337.809034 = -292719.911808 nChanged 2 SP:Iteration 47Q (103.744071 sec): 3 clusters Score: Raw -297058.417985 + Penalty 4337.809034 = -292720.608952 nChanged 0 SP:Iteration 48F (103.790584 sec): 3 clusters Score: Raw -297058.417985 + Penalty 4337.809034 = -292720.608952 nChanged 0 Trying to split cluster 5 (5059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.841136 sec): 2 clusters Score: Raw -460935.750474 + Penalty 2251.635966 = -458684.114508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.914835 sec): 3 clusters Score: Raw -458505.465084 + Penalty 4503.271932 = -454002.193151 nChanged 1948 SP:Iteration 1F (103.986915 sec): 3 clusters Score: Raw -459792.814961 + Penalty 4503.271932 = -455289.543029 nChanged 458 SP:Iteration 2F (104.048186 sec): 3 clusters Score: Raw -460167.042664 + Penalty 4503.271932 = -455663.770731 nChanged 326 SP:Iteration 3F (104.093453 sec): 3 clusters Score: Raw -460468.863372 + Penalty 4503.271932 = -455965.591440 nChanged 286 SP:Iteration 4F (104.138390 sec): 3 clusters Score: Raw -460735.132679 + Penalty 4503.271932 = -456231.860747 nChanged 241 SP:Iteration 5Q (104.184589 sec): 3 clusters Score: Raw -460944.774211 + Penalty 4503.271932 = -456441.502279 nChanged 233 SP:Iteration 6Q (104.230462 sec): 3 clusters Score: Raw -461111.512771 + Penalty 4503.271932 = -456608.240838 nChanged 198 SP:Iteration 7Q (104.276211 sec): 3 clusters Score: Raw -461249.630011 + Penalty 4503.271932 = -456746.358078 nChanged 186 SP:Iteration 8Q (104.322042 sec): 3 clusters Score: Raw -461380.364136 + Penalty 4503.271932 = -456877.092203 nChanged 169 SP:Iteration 9Q (104.367820 sec): 3 clusters Score: Raw -461499.813118 + Penalty 4503.271932 = -456996.541186 nChanged 155 SP:Iteration 10Q (104.413526 sec): 3 clusters Score: Raw -461605.039427 + Penalty 4503.271932 = -457101.767495 nChanged 126 SP:Iteration 11Q (104.459341 sec): 3 clusters Score: Raw -461683.967757 + Penalty 4503.271932 = -457180.695825 nChanged 89 SP:Iteration 12Q (104.505242 sec): 3 clusters Score: Raw -461740.080259 + Penalty 4503.271932 = -457236.808327 nChanged 80 SP:Iteration 13Q (104.551753 sec): 3 clusters Score: Raw -461785.422282 + Penalty 4503.271932 = -457282.150349 nChanged 67 SP:Iteration 14Q (104.597265 sec): 3 clusters Score: Raw -461823.412544 + Penalty 4503.271932 = -457320.140612 nChanged 54 SP:Iteration 15Q (104.730339 sec): 3 clusters Score: Raw -461847.781583 + Penalty 4503.271932 = -457344.509650 nChanged 39 SP:Iteration 16Q (104.798671 sec): 3 clusters Score: Raw -461863.180106 + Penalty 4503.271932 = -457359.908174 nChanged 29 SP:Iteration 17Q (104.846029 sec): 3 clusters Score: Raw -461874.595339 + Penalty 4503.271932 = -457371.323407 nChanged 21 SP:Iteration 18Q (104.893882 sec): 3 clusters Score: Raw -461881.578740 + Penalty 4503.271932 = -457378.306807 nChanged 20 SP:Iteration 19Q (104.949983 sec): 3 clusters Score: Raw -461886.683108 + Penalty 4503.271932 = -457383.411175 nChanged 13 SP:Iteration 20F (105.006433 sec): 3 clusters Score: Raw -461892.151533 + Penalty 4503.271932 = -457388.879601 nChanged 11 SP:Iteration 21Q (105.116714 sec): 3 clusters Score: Raw -461897.444692 + Penalty 4503.271932 = -457394.172760 nChanged 9 SP:Iteration 22Q (105.176802 sec): 3 clusters Score: Raw -461900.768217 + Penalty 4503.271932 = -457397.496284 nChanged 15 SP:Iteration 23Q (105.224706 sec): 3 clusters Score: Raw -461905.116836 + Penalty 4503.271932 = -457401.844904 nChanged 12 SP:Iteration 24Q (105.271801 sec): 3 clusters Score: Raw -461908.267188 + Penalty 4503.271932 = -457404.995255 nChanged 11 SP:Iteration 25Q (105.319050 sec): 3 clusters Score: Raw -461911.473406 + Penalty 4503.271932 = -457408.201473 nChanged 7 SP:Iteration 26Q (105.365427 sec): 3 clusters Score: Raw -461914.706461 + Penalty 4503.271932 = -457411.434528 nChanged 8 SP:Iteration 27Q (105.411518 sec): 3 clusters Score: Raw -461917.730873 + Penalty 4503.271932 = -457414.458941 nChanged 10 SP:Iteration 28Q (105.457715 sec): 3 clusters Score: Raw -461921.355336 + Penalty 4503.271932 = -457418.083404 nChanged 11 SP:Iteration 29Q (105.504037 sec): 3 clusters Score: Raw -461925.121307 + Penalty 4503.271932 = -457421.849374 nChanged 13 SP:Iteration 30Q (105.550328 sec): 3 clusters Score: Raw -461928.357818 + Penalty 4503.271932 = -457425.085885 nChanged 6 SP:Iteration 31Q (105.596764 sec): 3 clusters Score: Raw -461930.500306 + Penalty 4503.271932 = -457427.228374 nChanged 4 SP:Iteration 32Q (105.643406 sec): 3 clusters Score: Raw -461931.386040 + Penalty 4503.271932 = -457428.114107 nChanged 3 SP:Iteration 33Q (105.691009 sec): 3 clusters Score: Raw -461931.872553 + Penalty 4503.271932 = -457428.600621 nChanged 2 SP:Iteration 34Q (105.747948 sec): 3 clusters Score: Raw -461932.169953 + Penalty 4503.271932 = -457428.898021 nChanged 2 SP:Iteration 35Q (105.795269 sec): 3 clusters Score: Raw -461932.622923 + Penalty 4503.271932 = -457429.350991 nChanged 1 SP:Iteration 36Q (105.842215 sec): 3 clusters Score: Raw -461932.819853 + Penalty 4503.271932 = -457429.547921 nChanged 1 SP:Iteration 37Q (105.889952 sec): 3 clusters Score: Raw -461933.029388 + Penalty 4503.271932 = -457429.757456 nChanged 1 SP:Iteration 38Q (105.946004 sec): 3 clusters Score: Raw -461933.165037 + Penalty 4503.271932 = -457429.893105 nChanged 1 SP:Iteration 39Q (106.001727 sec): 3 clusters Score: Raw -461933.524017 + Penalty 4503.271932 = -457430.252085 nChanged 1 SP:Iteration 40F (106.057594 sec): 3 clusters Score: Raw -461933.605689 + Penalty 4503.271932 = -457430.333756 nChanged 1 SP:Iteration 41Q (106.192914 sec): 3 clusters Score: Raw -461933.748281 + Penalty 4503.271932 = -457430.476349 nChanged 1 SP:Iteration 42Q (106.240586 sec): 3 clusters Score: Raw -461934.215067 + Penalty 4503.271932 = -457430.943135 nChanged 1 SP:Iteration 43Q (106.287934 sec): 3 clusters Score: Raw -461934.723522 + Penalty 4503.271932 = -457431.451590 nChanged 4 SP:Iteration 44Q (106.335226 sec): 3 clusters Score: Raw -461936.030201 + Penalty 4503.271932 = -457432.758269 nChanged 4 SP:Iteration 45Q (106.478245 sec): 3 clusters Score: Raw -461937.096791 + Penalty 4503.271932 = -457433.824858 nChanged 3 SP:Iteration 46Q (106.533410 sec): 3 clusters Score: Raw -461937.809052 + Penalty 4503.271932 = -457434.537119 nChanged 1 SP:Iteration 47Q (106.593184 sec): 3 clusters Score: Raw -461938.309975 + Penalty 4503.271932 = -457435.038042 nChanged 2 SP:Iteration 48Q (106.640199 sec): 3 clusters Score: Raw -461938.832678 + Penalty 4503.271932 = -457435.560746 nChanged 2 SP:Iteration 49Q (106.689803 sec): 3 clusters Score: Raw -461939.515195 + Penalty 4503.271932 = -457436.243262 nChanged 1 SP:Iteration 50Q (106.743916 sec): 3 clusters Score: Raw -461939.674250 + Penalty 4503.271932 = -457436.402318 nChanged 0 SP:Iteration 51F (106.870038 sec): 3 clusters Score: Raw -461939.674250 + Penalty 4503.271932 = -457436.402318 nChanged 0 Time taken for this iteration:50.514661 seconds. 4->6 Clusters: Score -1291584.441589, best is -1291347.818686 THE BEST YET! Starting from 5 clusters... ------ Clustering full data set of 15687 points ------ SP: Assigned 5 initial classes randomly. Deleting Class 3 (3807 points): Lose 1631.487028 but Gain 2550.395132 Iteration 0F (107.249434 sec): 4 clusters Score: Raw -1239018.671778 + Penalty 7651.185397 = -1231367.486381 nChanged 10946 Iteration 1F (107.371074 sec): 4 clusters Score: Raw -1262341.247770 + Penalty 7651.185397 = -1254690.062372 nChanged 4547 Iteration 2F (107.517428 sec): 4 clusters Score: Raw -1284791.476869 + Penalty 7651.185397 = -1277140.291472 nChanged 2286 Iteration 3F (107.646122 sec): 4 clusters Score: Raw -1289246.399721 + Penalty 7651.185397 = -1281595.214323 nChanged 829 Iteration 4F (107.773327 sec): 4 clusters Score: Raw -1290377.967544 + Penalty 7651.185397 = -1282726.782147 nChanged 482 Iteration 5Q (107.890621 sec): 4 clusters Score: Raw -1291065.114733 + Penalty 7651.185397 = -1283413.929336 nChanged 391 Iteration 6Q (108.006242 sec): 4 clusters Score: Raw -1291545.326103 + Penalty 7651.185397 = -1283894.140706 nChanged 299 Iteration 7Q (108.118512 sec): 4 clusters Score: Raw -1291871.954939 + Penalty 7651.185397 = -1284220.769542 nChanged 265 Iteration 8Q (108.233672 sec): 4 clusters Score: Raw -1292129.258329 + Penalty 7651.185397 = -1284478.072931 nChanged 236 Iteration 9Q (108.364769 sec): 4 clusters Score: Raw -1292372.791282 + Penalty 7651.185397 = -1284721.605884 nChanged 215 Iteration 10Q (108.515869 sec): 4 clusters Score: Raw -1292611.907816 + Penalty 7651.185397 = -1284960.722419 nChanged 209 Iteration 11Q (108.616210 sec): 4 clusters Score: Raw -1292824.396518 + Penalty 7651.185397 = -1285173.211120 nChanged 199 Iteration 12Q (108.745922 sec): 4 clusters Score: Raw -1293005.753663 + Penalty 7651.185397 = -1285354.568265 nChanged 181 Iteration 13Q (108.855957 sec): 4 clusters Score: Raw -1293155.999364 + Penalty 7651.185397 = -1285504.813967 nChanged 174 Iteration 14Q (108.984687 sec): 4 clusters Score: Raw -1293281.129427 + Penalty 7651.185397 = -1285629.944030 nChanged 138 Iteration 15Q (109.116681 sec): 4 clusters Score: Raw -1293363.933299 + Penalty 7651.185397 = -1285712.747901 nChanged 93 Iteration 16Q (109.224206 sec): 4 clusters Score: Raw -1293418.701920 + Penalty 7651.185397 = -1285767.516522 nChanged 71 Iteration 17Q (109.346597 sec): 4 clusters Score: Raw -1293460.560515 + Penalty 7651.185397 = -1285809.375118 nChanged 68 Iteration 18Q (109.467349 sec): 4 clusters Score: Raw -1293493.932041 + Penalty 7651.185397 = -1285842.746644 nChanged 72 Iteration 19Q (109.622821 sec): 4 clusters Score: Raw -1293527.498504 + Penalty 7651.185397 = -1285876.313107 nChanged 70 Writing temp clu file Because OldScore, -1285842.746644, is greater than current (better) Score,-1285876.313107 Compute initial score before splitting: Score: Raw -1293527.498504 + Penalty 7651.185397 = -1285876.313107 Trying to split cluster 1 (3504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.711579 sec): 2 clusters Score: Raw -253567.135984 + Penalty 2154.678359 = -251412.457624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.764617 sec): 3 clusters Score: Raw -252143.789574 + Penalty 4309.356719 = -247834.432855 nChanged 1280 SP:Iteration 1F (109.820151 sec): 3 clusters Score: Raw -253542.485356 + Penalty 4309.356719 = -249233.128637 nChanged 474 SP:Iteration 2F (109.862246 sec): 3 clusters Score: Raw -254732.149643 + Penalty 4309.356719 = -250422.792924 nChanged 466 SP:Iteration 3F (109.904186 sec): 3 clusters Score: Raw -255857.460934 + Penalty 4309.356719 = -251548.104215 nChanged 307 SP:Iteration 4F (109.945864 sec): 3 clusters Score: Raw -256496.615439 + Penalty 4309.356719 = -252187.258721 nChanged 198 SP:Iteration 5F (110.080144 sec): 3 clusters Score: Raw -256775.736523 + Penalty 4309.356719 = -252466.379804 nChanged 114 SP:Iteration 6Q (110.199378 sec): 3 clusters Score: Raw -256891.999774 + Penalty 4309.356719 = -252582.643055 nChanged 66 SP:Iteration 7Q (110.323639 sec): 3 clusters Score: Raw -256945.148724 + Penalty 4309.356719 = -252635.792005 nChanged 30 SP:Iteration 8Q (110.458769 sec): 3 clusters Score: Raw -256962.106077 + Penalty 4309.356719 = -252652.749358 nChanged 18 SP:Iteration 9Q (110.580441 sec): 3 clusters Score: Raw -256971.264044 + Penalty 4309.356719 = -252661.907326 nChanged 7 SP:Iteration 10Q (110.703206 sec): 3 clusters Score: Raw -256974.362221 + Penalty 4309.356719 = -252665.005502 nChanged 5 SP:Iteration 11Q (110.821781 sec): 3 clusters Score: Raw -256976.836886 + Penalty 4309.356719 = -252667.480167 nChanged 4 SP:Iteration 12Q (110.861961 sec): 3 clusters Score: Raw -256978.270301 + Penalty 4309.356719 = -252668.913582 nChanged 2 SP:Iteration 13Q (110.903724 sec): 3 clusters Score: Raw -256978.827675 + Penalty 4309.356719 = -252669.470957 nChanged 2 SP:Iteration 14Q (110.948783 sec): 3 clusters Score: Raw -256979.506357 + Penalty 4309.356719 = -252670.149638 nChanged 1 SP:Iteration 15Q (110.993975 sec): 3 clusters Score: Raw -256979.810518 + Penalty 4309.356719 = -252670.453800 nChanged 4 SP:Iteration 16Q (111.069837 sec): 3 clusters Score: Raw -256981.439524 + Penalty 4309.356719 = -252672.082806 nChanged 4 SP:Iteration 17Q (111.131953 sec): 3 clusters Score: Raw -256982.824962 + Penalty 4309.356719 = -252673.468244 nChanged 0 SP:Iteration 18F (111.174032 sec): 3 clusters Score: Raw -256982.824962 + Penalty 4309.356719 = -252673.468244 nChanged 0 Score: Raw -1296963.558553 + Penalty 10201.580530 = -1286761.978024 Splitting cluster 1 changes total score from -1285876.313107 to -1286761.978024 So it's getting split into cluster 3. Trying to split cluster 2 (9246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.398385 sec): 2 clusters Score: Raw -814162.129888 + Penalty 2410.833824 = -811751.296064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.478546 sec): 3 clusters Score: Raw -809317.837356 + Penalty 4821.667649 = -804496.169707 nChanged 3796 SP:Iteration 1F (111.594850 sec): 3 clusters Score: Raw -811653.318952 + Penalty 4821.667649 = -806831.651303 nChanged 916 SP:Iteration 2F (111.677442 sec): 3 clusters Score: Raw -812603.775296 + Penalty 4821.667649 = -807782.107647 nChanged 910 SP:Iteration 3F (111.735532 sec): 3 clusters Score: Raw -813773.392285 + Penalty 4821.667649 = -808951.724636 nChanged 859 SP:Iteration 4F (111.793323 sec): 3 clusters Score: Raw -814875.762799 + Penalty 4821.667649 = -810054.095150 nChanged 701 SP:Iteration 5F (111.907807 sec): 3 clusters Score: Raw -815647.711180 + Penalty 4821.667649 = -810826.043531 nChanged 510 SP:Iteration 6F (112.057623 sec): 3 clusters Score: Raw -816111.114394 + Penalty 4821.667649 = -811289.446745 nChanged 369 SP:Iteration 7Q (112.205627 sec): 3 clusters Score: Raw -816398.847189 + Penalty 4821.667649 = -811577.179540 nChanged 252 SP:Iteration 8Q (112.352444 sec): 3 clusters Score: Raw -816592.229607 + Penalty 4821.667649 = -811770.561958 nChanged 205 SP:Iteration 9Q (112.428247 sec): 3 clusters Score: Raw -816773.545412 + Penalty 4821.667649 = -811951.877764 nChanged 193 SP:Iteration 10Q (112.493302 sec): 3 clusters Score: Raw -816952.237723 + Penalty 4821.667649 = -812130.570074 nChanged 210 SP:Iteration 11Q (112.564938 sec): 3 clusters Score: Raw -817168.943465 + Penalty 4821.667649 = -812347.275817 nChanged 208 SP:Iteration 12Q (112.637950 sec): 3 clusters Score: Raw -817390.896355 + Penalty 4821.667649 = -812569.228706 nChanged 204 SP:Iteration 13Q (112.708036 sec): 3 clusters Score: Raw -817607.272748 + Penalty 4821.667649 = -812785.605099 nChanged 185 SP:Iteration 14Q (112.780721 sec): 3 clusters Score: Raw -817763.162196 + Penalty 4821.667649 = -812941.494547 nChanged 155 SP:Iteration 15Q (112.882116 sec): 3 clusters Score: Raw -817864.277993 + Penalty 4821.667649 = -813042.610344 nChanged 106 SP:Iteration 16Q (113.006550 sec): 3 clusters Score: Raw -817910.931254 + Penalty 4821.667649 = -813089.263605 nChanged 73 SP:Iteration 17Q (113.093284 sec): 3 clusters Score: Raw -817945.347594 + Penalty 4821.667649 = -813123.679945 nChanged 77 SP:Iteration 18Q (113.169279 sec): 3 clusters Score: Raw -817981.156685 + Penalty 4821.667649 = -813159.489036 nChanged 63 SP:Iteration 19Q (113.230473 sec): 3 clusters Score: Raw -818008.298567 + Penalty 4821.667649 = -813186.630918 nChanged 58 SP:Iteration 20F (113.299697 sec): 3 clusters Score: Raw -818034.709462 + Penalty 4821.667649 = -813213.041814 nChanged 55 SP:Iteration 21Q (113.374676 sec): 3 clusters Score: Raw -818058.810457 + Penalty 4821.667649 = -813237.142809 nChanged 55 SP:Iteration 22Q (113.522616 sec): 3 clusters Score: Raw -818079.356762 + Penalty 4821.667649 = -813257.689113 nChanged 47 SP:Iteration 23Q (113.661077 sec): 3 clusters Score: Raw -818096.783293 + Penalty 4821.667649 = -813275.115644 nChanged 37 SP:Iteration 24Q (113.795345 sec): 3 clusters Score: Raw -818110.039513 + Penalty 4821.667649 = -813288.371864 nChanged 40 SP:Iteration 25Q (113.941452 sec): 3 clusters Score: Raw -818123.557105 + Penalty 4821.667649 = -813301.889456 nChanged 42 SP:Iteration 26Q (114.004883 sec): 3 clusters Score: Raw -818140.867338 + Penalty 4821.667649 = -813319.199689 nChanged 34 SP:Iteration 27Q (114.073084 sec): 3 clusters Score: Raw -818154.128471 + Penalty 4821.667649 = -813332.460822 nChanged 30 SP:Iteration 28Q (114.175937 sec): 3 clusters Score: Raw -818169.684403 + Penalty 4821.667649 = -813348.016754 nChanged 45 SP:Iteration 29Q (114.268827 sec): 3 clusters Score: Raw -818187.815683 + Penalty 4821.667649 = -813366.148034 nChanged 43 SP:Iteration 30Q (114.344776 sec): 3 clusters Score: Raw -818208.841062 + Penalty 4821.667649 = -813387.173413 nChanged 43 SP:Iteration 31Q (114.419997 sec): 3 clusters Score: Raw -818227.642300 + Penalty 4821.667649 = -813405.974651 nChanged 32 SP:Iteration 32Q (114.494816 sec): 3 clusters Score: Raw -818241.874152 + Penalty 4821.667649 = -813420.206504 nChanged 40 SP:Iteration 33Q (114.566261 sec): 3 clusters Score: Raw -818255.136544 + Penalty 4821.667649 = -813433.468895 nChanged 25 SP:Iteration 34Q (114.638174 sec): 3 clusters Score: Raw -818263.638238 + Penalty 4821.667649 = -813441.970589 nChanged 25 SP:Iteration 35Q (114.717705 sec): 3 clusters Score: Raw -818271.207255 + Penalty 4821.667649 = -813449.539606 nChanged 17 SP:Iteration 36Q (114.795063 sec): 3 clusters Score: Raw -818275.456792 + Penalty 4821.667649 = -813453.789143 nChanged 13 SP:Iteration 37Q (114.870989 sec): 3 clusters Score: Raw -818279.744812 + Penalty 4821.667649 = -813458.077163 nChanged 16 SP:Iteration 38Q (114.957137 sec): 3 clusters Score: Raw -818283.459629 + Penalty 4821.667649 = -813461.791980 nChanged 6 SP:Iteration 39Q (115.023927 sec): 3 clusters Score: Raw -818284.833564 + Penalty 4821.667649 = -813463.165915 nChanged 7 SP:Iteration 40F (115.167930 sec): 3 clusters Score: Raw -818286.162310 + Penalty 4821.667649 = -813464.494662 nChanged 4 SP:Iteration 41Q (115.299985 sec): 3 clusters Score: Raw -818286.878943 + Penalty 4821.667649 = -813465.211294 nChanged 3 SP:Iteration 42Q (115.442737 sec): 3 clusters Score: Raw -818287.555550 + Penalty 4821.667649 = -813465.887901 nChanged 0 SP:Iteration 43F (115.530963 sec): 3 clusters Score: Raw -818287.555550 + Penalty 4821.667649 = -813465.887901 nChanged 0 Score: Raw -1301088.984216 + Penalty 12751.975662 = -1288337.008553 Splitting cluster 2 changes total score from -1285876.313107 to -1288337.008553 So it's getting split into cluster 5. Trying to split cluster 4 (2935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.753268 sec): 2 clusters Score: Raw -240893.212979 + Penalty 2107.898161 = -238785.314818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.874403 sec): 3 clusters Score: Raw -239709.248514 + Penalty 4215.796323 = -235493.452192 nChanged 1038 SP:Iteration 1F (116.000306 sec): 3 clusters Score: Raw -240537.866446 + Penalty 4215.796323 = -236322.070123 nChanged 312 SP:Iteration 2F (116.127343 sec): 3 clusters Score: Raw -241015.765321 + Penalty 4215.796323 = -236799.968998 nChanged 245 SP:Iteration 3F (116.170025 sec): 3 clusters Score: Raw -241434.596303 + Penalty 4215.796323 = -237218.799981 nChanged 232 SP:Iteration 4F (116.212714 sec): 3 clusters Score: Raw -241818.526656 + Penalty 4215.796323 = -237602.730333 nChanged 186 SP:Iteration 5F (116.252449 sec): 3 clusters Score: Raw -242108.623531 + Penalty 4215.796323 = -237892.827208 nChanged 153 SP:Iteration 6F (116.292649 sec): 3 clusters Score: Raw -242292.184726 + Penalty 4215.796323 = -238076.388403 nChanged 96 SP:Iteration 7Q (116.334430 sec): 3 clusters Score: Raw -242397.956329 + Penalty 4215.796323 = -238182.160006 nChanged 71 SP:Iteration 8Q (116.374633 sec): 3 clusters Score: Raw -242464.861266 + Penalty 4215.796323 = -238249.064944 nChanged 66 SP:Iteration 9Q (116.416876 sec): 3 clusters Score: Raw -242523.008727 + Penalty 4215.796323 = -238307.212404 nChanged 66 SP:Iteration 10Q (116.459248 sec): 3 clusters Score: Raw -242576.164439 + Penalty 4215.796323 = -238360.368116 nChanged 51 SP:Iteration 11Q (116.501645 sec): 3 clusters Score: Raw -242613.686478 + Penalty 4215.796323 = -238397.890155 nChanged 44 SP:Iteration 12Q (116.543950 sec): 3 clusters Score: Raw -242651.418501 + Penalty 4215.796323 = -238435.622179 nChanged 39 SP:Iteration 13Q (116.584777 sec): 3 clusters Score: Raw -242688.478368 + Penalty 4215.796323 = -238472.682045 nChanged 42 SP:Iteration 14Q (116.623679 sec): 3 clusters Score: Raw -242724.858989 + Penalty 4215.796323 = -238509.062667 nChanged 27 SP:Iteration 15Q (116.663547 sec): 3 clusters Score: Raw -242745.881664 + Penalty 4215.796323 = -238530.085342 nChanged 32 SP:Iteration 16Q (116.703351 sec): 3 clusters Score: Raw -242766.502936 + Penalty 4215.796323 = -238550.706613 nChanged 24 SP:Iteration 17Q (116.802125 sec): 3 clusters Score: Raw -242787.445986 + Penalty 4215.796323 = -238571.649663 nChanged 25 SP:Iteration 18Q (116.953382 sec): 3 clusters Score: Raw -242803.725234 + Penalty 4215.796323 = -238587.928911 nChanged 18 SP:Iteration 19Q (116.981059 sec): 3 clusters Score: Raw -242816.017064 + Penalty 4215.796323 = -238600.220741 nChanged 16 SP:Iteration 20F (117.027144 sec): 3 clusters Score: Raw -242827.284837 + Penalty 4215.796323 = -238611.488515 nChanged 14 SP:Iteration 21Q (117.073112 sec): 3 clusters Score: Raw -242833.369305 + Penalty 4215.796323 = -238617.572982 nChanged 5 SP:Iteration 22Q (117.118977 sec): 3 clusters Score: Raw -242837.737262 + Penalty 4215.796323 = -238621.940939 nChanged 5 SP:Iteration 23Q (117.164800 sec): 3 clusters Score: Raw -242841.584021 + Penalty 4215.796323 = -238625.787699 nChanged 6 SP:Iteration 24Q (117.204994 sec): 3 clusters Score: Raw -242846.006830 + Penalty 4215.796323 = -238630.210507 nChanged 9 SP:Iteration 25Q (117.244064 sec): 3 clusters Score: Raw -242852.415711 + Penalty 4215.796323 = -238636.619388 nChanged 13 SP:Iteration 26Q (117.283131 sec): 3 clusters Score: Raw -242864.136298 + Penalty 4215.796323 = -238648.339975 nChanged 11 SP:Iteration 27Q (117.322106 sec): 3 clusters Score: Raw -242876.411360 + Penalty 4215.796323 = -238660.615037 nChanged 8 SP:Iteration 28Q (117.366688 sec): 3 clusters Score: Raw -242883.151574 + Penalty 4215.796323 = -238667.355252 nChanged 14 SP:Iteration 29Q (117.408829 sec): 3 clusters Score: Raw -242896.622173 + Penalty 4215.796323 = -238680.825850 nChanged 18 SP:Iteration 30Q (117.450770 sec): 3 clusters Score: Raw -242917.463488 + Penalty 4215.796323 = -238701.667166 nChanged 16 SP:Iteration 31Q (117.493137 sec): 3 clusters Score: Raw -242928.402208 + Penalty 4215.796323 = -238712.605886 nChanged 10 SP:Iteration 32Q (117.533947 sec): 3 clusters Score: Raw -242933.848318 + Penalty 4215.796323 = -238718.051995 nChanged 3 SP:Iteration 33Q (117.574108 sec): 3 clusters Score: Raw -242935.577573 + Penalty 4215.796323 = -238719.781251 nChanged 3 SP:Iteration 34Q (117.614151 sec): 3 clusters Score: Raw -242937.926961 + Penalty 4215.796323 = -238722.130638 nChanged 4 SP:Iteration 35Q (117.661324 sec): 3 clusters Score: Raw -242940.174448 + Penalty 4215.796323 = -238724.378126 nChanged 3 SP:Iteration 36Q (117.708679 sec): 3 clusters Score: Raw -242941.191454 + Penalty 4215.796323 = -238725.395132 nChanged 1 SP:Iteration 37Q (117.755907 sec): 3 clusters Score: Raw -242941.503125 + Penalty 4215.796323 = -238725.706803 nChanged 1 SP:Iteration 38Q (117.802980 sec): 3 clusters Score: Raw -242941.831182 + Penalty 4215.796323 = -238726.034860 nChanged 1 SP:Iteration 39Q (117.847150 sec): 3 clusters Score: Raw -242942.406942 + Penalty 4215.796323 = -238726.610619 nChanged 1 SP:Iteration 40F (117.886514 sec): 3 clusters Score: Raw -242943.241707 + Penalty 4215.796323 = -238727.445384 nChanged 1 SP:Iteration 41Q (117.925254 sec): 3 clusters Score: Raw -242943.813021 + Penalty 4215.796323 = -238728.016698 nChanged 0 SP:Iteration 42F (117.964646 sec): 3 clusters Score: Raw -242943.813021 + Penalty 4215.796323 = -238728.016698 nChanged 0 Iteration 20F (118.149400 sec): 6 clusters Score: Raw -1301811.481352 + Penalty 12751.975662 = -1289059.505690 nChanged 694 Iteration 21Q (118.312421 sec): 6 clusters Score: Raw -1302335.085667 + Penalty 12751.975662 = -1289583.110005 nChanged 346 Iteration 22Q (118.460713 sec): 6 clusters Score: Raw -1302588.351082 + Penalty 12751.975662 = -1289836.375420 nChanged 264 Iteration 23Q (118.608477 sec): 6 clusters Score: Raw -1302789.637624 + Penalty 12751.975662 = -1290037.661962 nChanged 238 Iteration 24Q (118.815054 sec): 6 clusters Score: Raw -1302958.382643 + Penalty 12751.975662 = -1290206.406981 nChanged 211 Iteration 25Q (118.952266 sec): 6 clusters Score: Raw -1303106.840248 + Penalty 12751.975662 = -1290354.864585 nChanged 203 Iteration 26Q (119.111766 sec): 6 clusters Score: Raw -1303256.442832 + Penalty 12751.975662 = -1290504.467170 nChanged 179 Iteration 27Q (119.254512 sec): 6 clusters Score: Raw -1303390.424469 + Penalty 12751.975662 = -1290638.448807 nChanged 186 Iteration 28Q (119.413484 sec): 6 clusters Score: Raw -1303555.217277 + Penalty 12751.975662 = -1290803.241615 nChanged 175 Iteration 29Q (119.534119 sec): 6 clusters Score: Raw -1303715.005590 + Penalty 12751.975662 = -1290963.029927 nChanged 144 Iteration 30Q (119.686066 sec): 6 clusters Score: Raw -1303823.872448 + Penalty 12751.975662 = -1291071.896786 nChanged 129 Iteration 31Q (119.849818 sec): 6 clusters Score: Raw -1303891.138052 + Penalty 12751.975662 = -1291139.162390 nChanged 84 Iteration 32Q (120.025629 sec): 6 clusters Score: Raw -1303927.210872 + Penalty 12751.975662 = -1291175.235210 nChanged 59 Iteration 33Q (120.155303 sec): 6 clusters Score: Raw -1303948.426341 + Penalty 12751.975662 = -1291196.450678 nChanged 49 Iteration 34Q (120.313129 sec): 6 clusters Score: Raw -1303965.481891 + Penalty 12751.975662 = -1291213.506229 nChanged 34 Iteration 35Q (120.454980 sec): 6 clusters Score: Raw -1303975.721083 + Penalty 12751.975662 = -1291223.745421 nChanged 17 Iteration 36Q (120.600916 sec): 6 clusters Score: Raw -1303981.734079 + Penalty 12751.975662 = -1291229.758416 nChanged 13 Iteration 37Q (120.750108 sec): 6 clusters Score: Raw -1303986.891385 + Penalty 12751.975662 = -1291234.915723 nChanged 12 Iteration 38Q (120.869817 sec): 6 clusters Score: Raw -1303990.485079 + Penalty 12751.975662 = -1291238.509417 nChanged 13 Iteration 39Q (121.061590 sec): 6 clusters Score: Raw -1303994.036990 + Penalty 12751.975662 = -1291242.061328 nChanged 11 Iteration 40F (121.358999 sec): 6 clusters Score: Raw -1303997.614261 + Penalty 12751.975662 = -1291245.638599 nChanged 7 Iteration 41Q (121.709554 sec): 6 clusters Score: Raw -1303999.826529 + Penalty 12751.975662 = -1291247.850867 nChanged 8 Iteration 42Q (121.835055 sec): 6 clusters Score: Raw -1304002.179817 + Penalty 12751.975662 = -1291250.204155 nChanged 4 Iteration 43Q (122.001448 sec): 6 clusters Score: Raw -1304003.155652 + Penalty 12751.975662 = -1291251.179990 nChanged 3 Iteration 44Q (122.315613 sec): 6 clusters Score: Raw -1304004.188242 + Penalty 12751.975662 = -1291252.212580 nChanged 6 Iteration 45Q (122.451940 sec): 6 clusters Score: Raw -1304005.271588 + Penalty 12751.975662 = -1291253.295926 nChanged 2 Iteration 46Q (122.592064 sec): 6 clusters Score: Raw -1304005.499593 + Penalty 12751.975662 = -1291253.523931 nChanged 1 Iteration 47Q (122.724698 sec): 6 clusters Score: Raw -1304005.844908 + Penalty 12751.975662 = -1291253.869246 nChanged 0 Iteration 48F (122.939504 sec): 6 clusters Score: Raw -1304005.844908 + Penalty 12751.975662 = -1291253.869246 nChanged 0 Compute initial score before splitting: Score: Raw -1304005.844908 + Penalty 12751.975662 = -1291253.869246 Trying to split cluster 1 (1501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (122.990906 sec): 2 clusters Score: Raw -102316.873077 + Penalty 1930.866124 = -100386.006953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (123.020622 sec): 3 clusters Score: Raw -101914.306576 + Penalty 3861.732247 = -98052.574329 nChanged 395 SP:Iteration 1F (123.051881 sec): 3 clusters Score: Raw -102312.546770 + Penalty 3861.732247 = -98450.814523 nChanged 115 SP:Iteration 2F (123.082868 sec): 3 clusters Score: Raw -102464.351163 + Penalty 3861.732247 = -98602.618916 nChanged 70 SP:Iteration 3Q (123.114830 sec): 3 clusters Score: Raw -102578.003200 + Penalty 3861.732247 = -98716.270953 nChanged 54 SP:Iteration 4Q (123.146442 sec): 3 clusters Score: Raw -102644.300610 + Penalty 3861.732247 = -98782.568362 nChanged 47 SP:Iteration 5Q (123.174341 sec): 3 clusters Score: Raw -102693.777720 + Penalty 3861.732247 = -98832.045473 nChanged 37 SP:Iteration 6Q (123.202156 sec): 3 clusters Score: Raw -102732.489291 + Penalty 3861.732247 = -98870.757044 nChanged 25 SP:Iteration 7Q (123.230125 sec): 3 clusters Score: Raw -102765.365587 + Penalty 3861.732247 = -98903.633340 nChanged 21 SP:Iteration 8Q (123.258130 sec): 3 clusters Score: Raw -102787.220597 + Penalty 3861.732247 = -98925.488350 nChanged 20 SP:Iteration 9Q (123.286050 sec): 3 clusters Score: Raw -102812.721318 + Penalty 3861.732247 = -98950.989071 nChanged 21 SP:Iteration 10Q (123.314024 sec): 3 clusters Score: Raw -102835.021846 + Penalty 3861.732247 = -98973.289598 nChanged 14 SP:Iteration 11Q (123.341710 sec): 3 clusters Score: Raw -102856.002446 + Penalty 3861.732247 = -98994.270199 nChanged 13 SP:Iteration 12Q (123.369461 sec): 3 clusters Score: Raw -102877.610004 + Penalty 3861.732247 = -99015.877757 nChanged 18 SP:Iteration 13Q (123.397313 sec): 3 clusters Score: Raw -102914.029156 + Penalty 3861.732247 = -99052.296909 nChanged 19 SP:Iteration 14Q (123.425022 sec): 3 clusters Score: Raw -102939.379984 + Penalty 3861.732247 = -99077.647737 nChanged 25 SP:Iteration 15Q (123.452809 sec): 3 clusters Score: Raw -102976.034408 + Penalty 3861.732247 = -99114.302161 nChanged 29 SP:Iteration 16Q (123.480163 sec): 3 clusters Score: Raw -103037.457206 + Penalty 3861.732247 = -99175.724958 nChanged 28 SP:Iteration 17Q (123.615848 sec): 3 clusters Score: Raw -103080.834476 + Penalty 3861.732247 = -99219.102229 nChanged 16 SP:Iteration 18Q (123.699222 sec): 3 clusters Score: Raw -103102.265066 + Penalty 3861.732247 = -99240.532819 nChanged 12 SP:Iteration 19Q (123.727339 sec): 3 clusters Score: Raw -103111.856372 + Penalty 3861.732247 = -99250.124124 nChanged 10 SP:Iteration 20F (123.755051 sec): 3 clusters Score: Raw -103121.934422 + Penalty 3861.732247 = -99260.202175 nChanged 9 SP:Iteration 21Q (123.782927 sec): 3 clusters Score: Raw -103137.319297 + Penalty 3861.732247 = -99275.587050 nChanged 12 SP:Iteration 22Q (123.887398 sec): 3 clusters Score: Raw -103150.098959 + Penalty 3861.732247 = -99288.366712 nChanged 9 SP:Iteration 23Q (123.924543 sec): 3 clusters Score: Raw -103164.553277 + Penalty 3861.732247 = -99302.821030 nChanged 13 SP:Iteration 24Q (123.952869 sec): 3 clusters Score: Raw -103185.211714 + Penalty 3861.732247 = -99323.479467 nChanged 16 SP:Iteration 25Q (123.981034 sec): 3 clusters Score: Raw -103212.543252 + Penalty 3861.732247 = -99350.811005 nChanged 19 SP:Iteration 26Q (124.009140 sec): 3 clusters Score: Raw -103242.024839 + Penalty 3861.732247 = -99380.292592 nChanged 16 SP:Iteration 27Q (124.036988 sec): 3 clusters Score: Raw -103264.426491 + Penalty 3861.732247 = -99402.694244 nChanged 12 SP:Iteration 28Q (124.064733 sec): 3 clusters Score: Raw -103277.207303 + Penalty 3861.732247 = -99415.475056 nChanged 8 SP:Iteration 29Q (124.092341 sec): 3 clusters Score: Raw -103291.770538 + Penalty 3861.732247 = -99430.038291 nChanged 8 SP:Iteration 30Q (124.122178 sec): 3 clusters Score: Raw -103301.777380 + Penalty 3861.732247 = -99440.045133 nChanged 6 SP:Iteration 31Q (124.150003 sec): 3 clusters Score: Raw -103308.223739 + Penalty 3861.732247 = -99446.491492 nChanged 5 SP:Iteration 32Q (124.177751 sec): 3 clusters Score: Raw -103313.112187 + Penalty 3861.732247 = -99451.379940 nChanged 7 SP:Iteration 33Q (124.205416 sec): 3 clusters Score: Raw -103320.452061 + Penalty 3861.732247 = -99458.719814 nChanged 7 SP:Iteration 34Q (124.233123 sec): 3 clusters Score: Raw -103328.333683 + Penalty 3861.732247 = -99466.601436 nChanged 10 SP:Iteration 35Q (124.260471 sec): 3 clusters Score: Raw -103338.919909 + Penalty 3861.732247 = -99477.187661 nChanged 6 SP:Iteration 36Q (124.287957 sec): 3 clusters Score: Raw -103345.833633 + Penalty 3861.732247 = -99484.101386 nChanged 10 SP:Iteration 37Q (124.315547 sec): 3 clusters Score: Raw -103356.174202 + Penalty 3861.732247 = -99494.441955 nChanged 8 SP:Iteration 38Q (124.343423 sec): 3 clusters Score: Raw -103366.281399 + Penalty 3861.732247 = -99504.549152 nChanged 5 SP:Iteration 39Q (124.371052 sec): 3 clusters Score: Raw -103369.636862 + Penalty 3861.732247 = -99507.904615 nChanged 4 SP:Iteration 40F (124.399118 sec): 3 clusters Score: Raw -103372.802720 + Penalty 3861.732247 = -99511.070473 nChanged 2 SP:Iteration 41Q (124.426835 sec): 3 clusters Score: Raw -103374.206907 + Penalty 3861.732247 = -99512.474660 nChanged 1 SP:Iteration 42Q (124.454265 sec): 3 clusters Score: Raw -103374.708645 + Penalty 3861.732247 = -99512.976398 nChanged 0 SP:Iteration 43F (124.481990 sec): 3 clusters Score: Raw -103374.708645 + Penalty 3861.732247 = -99512.976398 nChanged 0 Trying to split cluster 2 (3484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (124.522894 sec): 2 clusters Score: Raw -307518.600314 + Penalty 2153.167193 = -305365.433121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (124.580916 sec): 3 clusters Score: Raw -305988.348594 + Penalty 4306.334386 = -301682.014208 nChanged 1252 SP:Iteration 1F (124.637011 sec): 3 clusters Score: Raw -306770.465473 + Penalty 4306.334386 = -302464.131086 nChanged 261 SP:Iteration 2F (124.692619 sec): 3 clusters Score: Raw -306956.720018 + Penalty 4306.334386 = -302650.385632 nChanged 159 SP:Iteration 3Q (124.743458 sec): 3 clusters Score: Raw -307078.197731 + Penalty 4306.334386 = -302771.863345 nChanged 151 SP:Iteration 4Q (124.786041 sec): 3 clusters Score: Raw -307196.513005 + Penalty 4306.334386 = -302890.178619 nChanged 122 SP:Iteration 5Q (124.934135 sec): 3 clusters Score: Raw -307293.183123 + Penalty 4306.334386 = -302986.848736 nChanged 113 SP:Iteration 6Q (125.061422 sec): 3 clusters Score: Raw -307403.000222 + Penalty 4306.334386 = -303096.665835 nChanged 121 SP:Iteration 7Q (125.196686 sec): 3 clusters Score: Raw -307520.271262 + Penalty 4306.334386 = -303213.936875 nChanged 110 SP:Iteration 8Q (125.323373 sec): 3 clusters Score: Raw -307619.219156 + Penalty 4306.334386 = -303312.884769 nChanged 113 SP:Iteration 9Q (125.405470 sec): 3 clusters Score: Raw -307721.507532 + Penalty 4306.334386 = -303415.173146 nChanged 125 SP:Iteration 10Q (125.461990 sec): 3 clusters Score: Raw -307848.310541 + Penalty 4306.334386 = -303541.976154 nChanged 138 SP:Iteration 11Q (125.505835 sec): 3 clusters Score: Raw -308002.663591 + Penalty 4306.334386 = -303696.329205 nChanged 137 SP:Iteration 12Q (125.549370 sec): 3 clusters Score: Raw -308196.675600 + Penalty 4306.334386 = -303890.341213 nChanged 147 SP:Iteration 13Q (125.592850 sec): 3 clusters Score: Raw -308497.978600 + Penalty 4306.334386 = -304191.644213 nChanged 166 SP:Iteration 14Q (125.636087 sec): 3 clusters Score: Raw -308876.226554 + Penalty 4306.334386 = -304569.892167 nChanged 146 SP:Iteration 15Q (125.679002 sec): 3 clusters Score: Raw -309139.892549 + Penalty 4306.334386 = -304833.558163 nChanged 112 SP:Iteration 16Q (125.726877 sec): 3 clusters Score: Raw -309288.977864 + Penalty 4306.334386 = -304982.643478 nChanged 71 SP:Iteration 17Q (125.774403 sec): 3 clusters Score: Raw -309395.641909 + Penalty 4306.334386 = -305089.307523 nChanged 52 SP:Iteration 18Q (125.819548 sec): 3 clusters Score: Raw -309470.859449 + Penalty 4306.334386 = -305164.525062 nChanged 41 SP:Iteration 19Q (125.861461 sec): 3 clusters Score: Raw -309541.800920 + Penalty 4306.334386 = -305235.466533 nChanged 42 SP:Iteration 20F (125.905076 sec): 3 clusters Score: Raw -309623.683521 + Penalty 4306.334386 = -305317.349135 nChanged 37 SP:Iteration 21Q (125.946213 sec): 3 clusters Score: Raw -309689.928639 + Penalty 4306.334386 = -305383.594252 nChanged 28 SP:Iteration 22Q (125.989367 sec): 3 clusters Score: Raw -309725.534588 + Penalty 4306.334386 = -305419.200202 nChanged 20 SP:Iteration 23Q (126.034034 sec): 3 clusters Score: Raw -309754.162871 + Penalty 4306.334386 = -305447.828484 nChanged 16 SP:Iteration 24Q (126.078376 sec): 3 clusters Score: Raw -309767.700679 + Penalty 4306.334386 = -305461.366293 nChanged 5 SP:Iteration 25Q (126.122595 sec): 3 clusters Score: Raw -309775.309977 + Penalty 4306.334386 = -305468.975590 nChanged 5 SP:Iteration 26Q (126.166457 sec): 3 clusters Score: Raw -309781.250499 + Penalty 4306.334386 = -305474.916113 nChanged 5 SP:Iteration 27Q (126.209882 sec): 3 clusters Score: Raw -309784.849048 + Penalty 4306.334386 = -305478.514661 nChanged 2 SP:Iteration 28Q (126.253109 sec): 3 clusters Score: Raw -309785.473301 + Penalty 4306.334386 = -305479.138915 nChanged 0 SP:Iteration 29F (126.299526 sec): 3 clusters Score: Raw -309785.473301 + Penalty 4306.334386 = -305479.138915 nChanged 0 Score: Raw -1306272.717895 + Penalty 15302.370795 = -1290970.347101 Splitting cluster 2 changes total score from -1291253.869246 to -1290970.347101 So it's not getting split. Trying to split cluster 3 (3421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.586977 sec): 2 clusters Score: Raw -272366.375340 + Penalty 2148.349681 = -270218.025659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.638164 sec): 3 clusters Score: Raw -270874.439004 + Penalty 4296.699362 = -266577.739642 nChanged 1255 SP:Iteration 1F (126.685320 sec): 3 clusters Score: Raw -271841.590127 + Penalty 4296.699362 = -267544.890765 nChanged 329 SP:Iteration 2F (126.732300 sec): 3 clusters Score: Raw -272184.683844 + Penalty 4296.699362 = -267887.984482 nChanged 239 SP:Iteration 3F (126.775161 sec): 3 clusters Score: Raw -272425.405070 + Penalty 4296.699362 = -268128.705708 nChanged 178 SP:Iteration 4F (126.816769 sec): 3 clusters Score: Raw -272588.658048 + Penalty 4296.699362 = -268291.958687 nChanged 151 SP:Iteration 5Q (126.859089 sec): 3 clusters Score: Raw -272735.963230 + Penalty 4296.699362 = -268439.263869 nChanged 134 SP:Iteration 6Q (126.979929 sec): 3 clusters Score: Raw -272856.084314 + Penalty 4296.699362 = -268559.384952 nChanged 111 SP:Iteration 7Q (127.031590 sec): 3 clusters Score: Raw -272980.471145 + Penalty 4296.699362 = -268683.771783 nChanged 106 SP:Iteration 8Q (127.075814 sec): 3 clusters Score: Raw -273105.828989 + Penalty 4296.699362 = -268809.129627 nChanged 109 SP:Iteration 9Q (127.117996 sec): 3 clusters Score: Raw -273220.881147 + Penalty 4296.699362 = -268924.181785 nChanged 100 SP:Iteration 10Q (127.246818 sec): 3 clusters Score: Raw -273313.270415 + Penalty 4296.699362 = -269016.571054 nChanged 87 SP:Iteration 11Q (127.317294 sec): 3 clusters Score: Raw -273402.813599 + Penalty 4296.699362 = -269106.114238 nChanged 83 SP:Iteration 12Q (127.364457 sec): 3 clusters Score: Raw -273492.507921 + Penalty 4296.699362 = -269195.808560 nChanged 90 SP:Iteration 13Q (127.411687 sec): 3 clusters Score: Raw -273597.379549 + Penalty 4296.699362 = -269300.680187 nChanged 78 SP:Iteration 14Q (127.456802 sec): 3 clusters Score: Raw -273675.683258 + Penalty 4296.699362 = -269378.983897 nChanged 57 SP:Iteration 15Q (127.502178 sec): 3 clusters Score: Raw -273735.393379 + Penalty 4296.699362 = -269438.694017 nChanged 52 SP:Iteration 16Q (127.546547 sec): 3 clusters Score: Raw -273780.519978 + Penalty 4296.699362 = -269483.820616 nChanged 38 SP:Iteration 17Q (127.588919 sec): 3 clusters Score: Raw -273807.543404 + Penalty 4296.699362 = -269510.844043 nChanged 30 SP:Iteration 18Q (127.631275 sec): 3 clusters Score: Raw -273831.144842 + Penalty 4296.699362 = -269534.445480 nChanged 17 SP:Iteration 19Q (127.673812 sec): 3 clusters Score: Raw -273837.825305 + Penalty 4296.699362 = -269541.125944 nChanged 14 SP:Iteration 20F (127.718079 sec): 3 clusters Score: Raw -273846.191685 + Penalty 4296.699362 = -269549.492324 nChanged 14 SP:Iteration 21Q (127.841903 sec): 3 clusters Score: Raw -273852.588692 + Penalty 4296.699362 = -269555.889331 nChanged 8 SP:Iteration 22Q (127.884921 sec): 3 clusters Score: Raw -273857.667390 + Penalty 4296.699362 = -269560.968029 nChanged 7 SP:Iteration 23Q (127.926988 sec): 3 clusters Score: Raw -273861.671611 + Penalty 4296.699362 = -269564.972249 nChanged 7 SP:Iteration 24Q (127.968924 sec): 3 clusters Score: Raw -273865.664423 + Penalty 4296.699362 = -269568.965062 nChanged 2 SP:Iteration 25Q (128.010832 sec): 3 clusters Score: Raw -273866.821961 + Penalty 4296.699362 = -269570.122599 nChanged 2 SP:Iteration 26Q (128.056146 sec): 3 clusters Score: Raw -273867.550402 + Penalty 4296.699362 = -269570.851040 nChanged 1 SP:Iteration 27Q (128.102822 sec): 3 clusters Score: Raw -273868.161787 + Penalty 4296.699362 = -269571.462426 nChanged 1 SP:Iteration 28Q (128.149349 sec): 3 clusters Score: Raw -273869.069032 + Penalty 4296.699362 = -269572.369670 nChanged 1 SP:Iteration 29Q (128.196011 sec): 3 clusters Score: Raw -273869.934701 + Penalty 4296.699362 = -269573.235339 nChanged 2 SP:Iteration 30Q (128.238601 sec): 3 clusters Score: Raw -273870.842553 + Penalty 4296.699362 = -269574.143192 nChanged 5 SP:Iteration 31Q (128.280038 sec): 3 clusters Score: Raw -273873.827326 + Penalty 4296.699362 = -269577.127964 nChanged 4 SP:Iteration 32Q (128.321735 sec): 3 clusters Score: Raw -273875.183502 + Penalty 4296.699362 = -269578.484140 nChanged 2 SP:Iteration 33Q (128.363660 sec): 3 clusters Score: Raw -273875.831886 + Penalty 4296.699362 = -269579.132524 nChanged 0 SP:Iteration 34F (128.410519 sec): 3 clusters Score: Raw -273875.831886 + Penalty 4296.699362 = -269579.132524 nChanged 0 Trying to split cluster 4 (2534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.452650 sec): 2 clusters Score: Raw -212699.897548 + Penalty 2069.114351 = -210630.783196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.495009 sec): 3 clusters Score: Raw -211701.059316 + Penalty 4138.228703 = -207562.830613 nChanged 849 SP:Iteration 1F (128.574994 sec): 3 clusters Score: Raw -212405.927411 + Penalty 4138.228703 = -208267.698709 nChanged 233 SP:Iteration 2F (128.624083 sec): 3 clusters Score: Raw -212755.820425 + Penalty 4138.228703 = -208617.591723 nChanged 205 SP:Iteration 3F (128.673653 sec): 3 clusters Score: Raw -213054.115423 + Penalty 4138.228703 = -208915.886721 nChanged 182 SP:Iteration 4F (128.721845 sec): 3 clusters Score: Raw -213355.773183 + Penalty 4138.228703 = -209217.544481 nChanged 152 SP:Iteration 5F (128.771709 sec): 3 clusters Score: Raw -213569.458515 + Penalty 4138.228703 = -209431.229813 nChanged 115 SP:Iteration 6Q (128.819153 sec): 3 clusters Score: Raw -213684.118101 + Penalty 4138.228703 = -209545.889399 nChanged 57 SP:Iteration 7Q (128.856938 sec): 3 clusters Score: Raw -213733.536237 + Penalty 4138.228703 = -209595.307535 nChanged 37 SP:Iteration 8Q (128.895062 sec): 3 clusters Score: Raw -213764.986221 + Penalty 4138.228703 = -209626.757518 nChanged 24 SP:Iteration 9Q (128.934088 sec): 3 clusters Score: Raw -213787.472520 + Penalty 4138.228703 = -209649.243817 nChanged 14 SP:Iteration 10Q (128.972075 sec): 3 clusters Score: Raw -213799.161094 + Penalty 4138.228703 = -209660.932391 nChanged 12 SP:Iteration 11Q (129.010565 sec): 3 clusters Score: Raw -213809.621087 + Penalty 4138.228703 = -209671.392385 nChanged 13 SP:Iteration 12Q (129.049288 sec): 3 clusters Score: Raw -213818.340740 + Penalty 4138.228703 = -209680.112038 nChanged 5 SP:Iteration 13Q (129.087475 sec): 3 clusters Score: Raw -213821.914334 + Penalty 4138.228703 = -209683.685632 nChanged 3 SP:Iteration 14Q (129.127483 sec): 3 clusters Score: Raw -213823.129359 + Penalty 4138.228703 = -209684.900656 nChanged 3 SP:Iteration 15Q (129.165825 sec): 3 clusters Score: Raw -213824.405953 + Penalty 4138.228703 = -209686.177250 nChanged 3 SP:Iteration 16Q (129.204459 sec): 3 clusters Score: Raw -213826.626712 + Penalty 4138.228703 = -209688.398010 nChanged 1 SP:Iteration 17Q (129.242991 sec): 3 clusters Score: Raw -213827.046996 + Penalty 4138.228703 = -209688.818293 nChanged 1 SP:Iteration 18Q (129.286651 sec): 3 clusters Score: Raw -213828.367467 + Penalty 4138.228703 = -209690.138765 nChanged 3 SP:Iteration 19Q (129.325474 sec): 3 clusters Score: Raw -213829.692225 + Penalty 4138.228703 = -209691.463522 nChanged 3 SP:Iteration 20F (129.363911 sec): 3 clusters Score: Raw -213830.515237 + Penalty 4138.228703 = -209692.286535 nChanged 1 SP:Iteration 21Q (129.402579 sec): 3 clusters Score: Raw -213831.496418 + Penalty 4138.228703 = -209693.267715 nChanged 1 SP:Iteration 22Q (129.441409 sec): 3 clusters Score: Raw -213832.232885 + Penalty 4138.228703 = -209694.004183 nChanged 0 SP:Iteration 23F (129.479741 sec): 3 clusters Score: Raw -213832.232885 + Penalty 4138.228703 = -209694.004183 nChanged 0 Trying to split cluster 5 (4745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.524527 sec): 2 clusters Score: Raw -433385.022328 + Penalty 2234.719532 = -431150.302797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.577924 sec): 3 clusters Score: Raw -431173.716340 + Penalty 4469.439063 = -426704.277276 nChanged 1797 SP:Iteration 1F (129.638184 sec): 3 clusters Score: Raw -432436.738870 + Penalty 4469.439063 = -427967.299806 nChanged 408 SP:Iteration 2F (129.694936 sec): 3 clusters Score: Raw -432758.578217 + Penalty 4469.439063 = -428289.139154 nChanged 289 SP:Iteration 3F (129.751442 sec): 3 clusters Score: Raw -433015.011441 + Penalty 4469.439063 = -428545.572377 nChanged 277 SP:Iteration 4F (129.804896 sec): 3 clusters Score: Raw -433279.027676 + Penalty 4469.439063 = -428809.588613 nChanged 262 SP:Iteration 5F (129.872775 sec): 3 clusters Score: Raw -433519.288724 + Penalty 4469.439063 = -429049.849661 nChanged 237 SP:Iteration 6Q (129.920018 sec): 3 clusters Score: Raw -433707.022386 + Penalty 4469.439063 = -429237.583322 nChanged 178 SP:Iteration 7Q (129.982940 sec): 3 clusters Score: Raw -433849.292073 + Penalty 4469.439063 = -429379.853010 nChanged 145 SP:Iteration 8Q (130.036470 sec): 3 clusters Score: Raw -433950.629485 + Penalty 4469.439063 = -429481.190421 nChanged 111 SP:Iteration 9Q (130.089561 sec): 3 clusters Score: Raw -434031.835821 + Penalty 4469.439063 = -429562.396757 nChanged 96 SP:Iteration 10Q (130.142656 sec): 3 clusters Score: Raw -434091.923958 + Penalty 4469.439063 = -429622.484894 nChanged 80 SP:Iteration 11Q (130.196230 sec): 3 clusters Score: Raw -434142.881050 + Penalty 4469.439063 = -429673.441987 nChanged 62 SP:Iteration 12Q (130.327921 sec): 3 clusters Score: Raw -434168.982470 + Penalty 4469.439063 = -429699.543407 nChanged 42 SP:Iteration 13Q (130.382295 sec): 3 clusters Score: Raw -434184.333680 + Penalty 4469.439063 = -429714.894616 nChanged 26 SP:Iteration 14Q (130.436501 sec): 3 clusters Score: Raw -434192.816876 + Penalty 4469.439063 = -429723.377813 nChanged 14 SP:Iteration 15Q (130.488220 sec): 3 clusters Score: Raw -434197.561889 + Penalty 4469.439063 = -429728.122826 nChanged 8 SP:Iteration 16Q (130.631672 sec): 3 clusters Score: Raw -434200.599796 + Penalty 4469.439063 = -429731.160733 nChanged 3 SP:Iteration 17Q (130.744544 sec): 3 clusters Score: Raw -434201.363012 + Penalty 4469.439063 = -429731.923948 nChanged 3 SP:Iteration 18Q (130.877244 sec): 3 clusters Score: Raw -434202.106999 + Penalty 4469.439063 = -429732.667936 nChanged 3 SP:Iteration 19Q (130.948635 sec): 3 clusters Score: Raw -434203.149415 + Penalty 4469.439063 = -429733.710351 nChanged 3 SP:Iteration 20F (130.995475 sec): 3 clusters Score: Raw -434204.142762 + Penalty 4469.439063 = -429734.703698 nChanged 3 SP:Iteration 21Q (131.041878 sec): 3 clusters Score: Raw -434204.795770 + Penalty 4469.439063 = -429735.356707 nChanged 1 SP:Iteration 22Q (131.088417 sec): 3 clusters Score: Raw -434204.887061 + Penalty 4469.439063 = -429735.447998 nChanged 0 SP:Iteration 23F (131.139746 sec): 3 clusters Score: Raw -434204.887061 + Penalty 4469.439063 = -429735.447998 nChanged 0 Time taken for this iteration:24.235771 seconds. 5->6 Clusters: Score -1291253.869246, best is -1291584.441589 Starting from 6 clusters... ------ Clustering full data set of 15687 points ------ SP: Assigned 6 initial classes randomly. Deleting Class 5 (3195 points): Lose 1173.290860 but Gain 2550.395132 Iteration 0F (131.357392 sec): 5 clusters Score: Raw -1237460.330876 + Penalty 10201.580530 = -1227258.750346 nChanged 11613 Iteration 1F (131.497941 sec): 5 clusters Score: Raw -1263582.281323 + Penalty 10201.580530 = -1253380.700794 nChanged 4936 Iteration 2F (131.693887 sec): 5 clusters Score: Raw -1286221.635084 + Penalty 10201.580530 = -1276020.054554 nChanged 3293 Iteration 3F (131.852692 sec): 5 clusters Score: Raw -1293815.925329 + Penalty 10201.580530 = -1283614.344800 nChanged 1893 Iteration 4F (132.029399 sec): 5 clusters Score: Raw -1297292.067238 + Penalty 10201.580530 = -1287090.486708 nChanged 1156 Iteration 5F (132.176661 sec): 5 clusters Score: Raw -1298558.703773 + Penalty 10201.580530 = -1288357.123243 nChanged 625 Iteration 6Q (132.310711 sec): 5 clusters Score: Raw -1299043.530063 + Penalty 10201.580530 = -1288841.949533 nChanged 369 Iteration 7Q (132.430573 sec): 5 clusters Score: Raw -1299294.832037 + Penalty 10201.580530 = -1289093.251507 nChanged 258 Iteration 8Q (132.539711 sec): 5 clusters Score: Raw -1299436.700761 + Penalty 10201.580530 = -1289235.120231 nChanged 184 Iteration 9Q (132.665632 sec): 5 clusters Score: Raw -1299529.896833 + Penalty 10201.580530 = -1289328.316304 nChanged 152 Iteration 10Q (132.895676 sec): 5 clusters Score: Raw -1299589.797864 + Penalty 10201.580530 = -1289388.217334 nChanged 122 Iteration 11Q (133.184626 sec): 5 clusters Score: Raw -1299644.302597 + Penalty 10201.580530 = -1289442.722067 nChanged 111 Iteration 12Q (133.433037 sec): 5 clusters Score: Raw -1299690.531755 + Penalty 10201.580530 = -1289488.951225 nChanged 96 Iteration 13Q (133.552742 sec): 5 clusters Score: Raw -1299731.980300 + Penalty 10201.580530 = -1289530.399771 nChanged 94 Iteration 14Q (133.696068 sec): 5 clusters Score: Raw -1299766.335790 + Penalty 10201.580530 = -1289564.755260 nChanged 78 Iteration 15Q (133.826696 sec): 5 clusters Score: Raw -1299792.362617 + Penalty 10201.580530 = -1289590.782087 nChanged 69 Iteration 16Q (133.957283 sec): 5 clusters Score: Raw -1299815.650421 + Penalty 10201.580530 = -1289614.069891 nChanged 64 Iteration 17Q (134.094436 sec): 5 clusters Score: Raw -1299837.158671 + Penalty 10201.580530 = -1289635.578142 nChanged 59 Iteration 18Q (134.270592 sec): 5 clusters Score: Raw -1299859.770474 + Penalty 10201.580530 = -1289658.189944 nChanged 56 Iteration 19Q (134.382608 sec): 5 clusters Score: Raw -1299879.531336 + Penalty 10201.580530 = -1289677.950806 nChanged 39 Writing temp clu file Because OldScore, -1289658.189944, is greater than current (better) Score,-1289677.950806 Compute initial score before splitting: Score: Raw -1299879.531336 + Penalty 10201.580530 = -1289677.950806 Trying to split cluster 1 (3780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.483023 sec): 2 clusters Score: Raw -319048.703919 + Penalty 2174.694532 = -316874.009387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.620215 sec): 3 clusters Score: Raw -317431.914065 + Penalty 4349.389064 = -313082.525001 nChanged 1395 SP:Iteration 1F (134.673991 sec): 3 clusters Score: Raw -318417.969548 + Penalty 4349.389064 = -314068.580484 nChanged 328 SP:Iteration 2F (134.724640 sec): 3 clusters Score: Raw -318876.695404 + Penalty 4349.389064 = -314527.306340 nChanged 294 SP:Iteration 3F (134.775845 sec): 3 clusters Score: Raw -319365.606629 + Penalty 4349.389064 = -315016.217565 nChanged 281 SP:Iteration 4F (134.827053 sec): 3 clusters Score: Raw -319807.649576 + Penalty 4349.389064 = -315458.260512 nChanged 245 SP:Iteration 5F (134.874998 sec): 3 clusters Score: Raw -320159.073869 + Penalty 4349.389064 = -315809.684804 nChanged 197 SP:Iteration 6F (134.917587 sec): 3 clusters Score: Raw -320388.519883 + Penalty 4349.389064 = -316039.130818 nChanged 158 SP:Iteration 7Q (134.960274 sec): 3 clusters Score: Raw -320564.490082 + Penalty 4349.389064 = -316215.101017 nChanged 150 SP:Iteration 8Q (135.002610 sec): 3 clusters Score: Raw -320723.414119 + Penalty 4349.389064 = -316374.025055 nChanged 119 SP:Iteration 9Q (135.047560 sec): 3 clusters Score: Raw -320849.372810 + Penalty 4349.389064 = -316499.983745 nChanged 100 SP:Iteration 10Q (135.094892 sec): 3 clusters Score: Raw -320930.698554 + Penalty 4349.389064 = -316581.309490 nChanged 63 SP:Iteration 11Q (135.142098 sec): 3 clusters Score: Raw -320977.564530 + Penalty 4349.389064 = -316628.175466 nChanged 48 SP:Iteration 12Q (135.189350 sec): 3 clusters Score: Raw -321008.566687 + Penalty 4349.389064 = -316659.177623 nChanged 37 SP:Iteration 13Q (135.234578 sec): 3 clusters Score: Raw -321043.415940 + Penalty 4349.389064 = -316694.026875 nChanged 33 SP:Iteration 14Q (135.279808 sec): 3 clusters Score: Raw -321070.285281 + Penalty 4349.389064 = -316720.896216 nChanged 31 SP:Iteration 15Q (135.325084 sec): 3 clusters Score: Raw -321095.169932 + Penalty 4349.389064 = -316745.780868 nChanged 31 SP:Iteration 16Q (135.471180 sec): 3 clusters Score: Raw -321129.790246 + Penalty 4349.389064 = -316780.401182 nChanged 34 SP:Iteration 17Q (135.607930 sec): 3 clusters Score: Raw -321163.026894 + Penalty 4349.389064 = -316813.637829 nChanged 38 SP:Iteration 18Q (135.719151 sec): 3 clusters Score: Raw -321191.975783 + Penalty 4349.389064 = -316842.586719 nChanged 29 SP:Iteration 19Q (135.766688 sec): 3 clusters Score: Raw -321212.854618 + Penalty 4349.389064 = -316863.465554 nChanged 31 SP:Iteration 20F (135.935616 sec): 3 clusters Score: Raw -321231.757767 + Penalty 4349.389064 = -316882.368703 nChanged 18 SP:Iteration 21Q (136.038721 sec): 3 clusters Score: Raw -321248.261182 + Penalty 4349.389064 = -316898.872117 nChanged 19 SP:Iteration 22Q (136.096935 sec): 3 clusters Score: Raw -321261.073702 + Penalty 4349.389064 = -316911.684637 nChanged 14 SP:Iteration 23Q (136.140265 sec): 3 clusters Score: Raw -321272.197565 + Penalty 4349.389064 = -316922.808501 nChanged 18 SP:Iteration 24Q (136.198153 sec): 3 clusters Score: Raw -321284.077081 + Penalty 4349.389064 = -316934.688016 nChanged 12 SP:Iteration 25Q (136.242228 sec): 3 clusters Score: Raw -321289.866987 + Penalty 4349.389064 = -316940.477923 nChanged 10 SP:Iteration 26Q (136.286783 sec): 3 clusters Score: Raw -321292.692041 + Penalty 4349.389064 = -316943.302977 nChanged 5 SP:Iteration 27Q (136.331973 sec): 3 clusters Score: Raw -321295.984488 + Penalty 4349.389064 = -316946.595424 nChanged 10 SP:Iteration 28Q (136.377086 sec): 3 clusters Score: Raw -321302.219760 + Penalty 4349.389064 = -316952.830695 nChanged 13 SP:Iteration 29Q (136.422052 sec): 3 clusters Score: Raw -321311.981158 + Penalty 4349.389064 = -316962.592094 nChanged 11 SP:Iteration 30Q (136.467562 sec): 3 clusters Score: Raw -321316.939945 + Penalty 4349.389064 = -316967.550881 nChanged 7 SP:Iteration 31Q (136.513100 sec): 3 clusters Score: Raw -321319.895704 + Penalty 4349.389064 = -316970.506640 nChanged 7 SP:Iteration 32Q (136.647562 sec): 3 clusters Score: Raw -321323.576579 + Penalty 4349.389064 = -316974.187515 nChanged 4 SP:Iteration 33Q (136.706590 sec): 3 clusters Score: Raw -321326.650274 + Penalty 4349.389064 = -316977.261210 nChanged 4 SP:Iteration 34Q (136.750300 sec): 3 clusters Score: Raw -321328.392674 + Penalty 4349.389064 = -316979.003609 nChanged 4 SP:Iteration 35Q (136.793664 sec): 3 clusters Score: Raw -321329.815757 + Penalty 4349.389064 = -316980.426693 nChanged 1 SP:Iteration 36Q (136.836420 sec): 3 clusters Score: Raw -321330.113180 + Penalty 4349.389064 = -316980.724115 nChanged 4 SP:Iteration 37Q (136.879196 sec): 3 clusters Score: Raw -321332.395484 + Penalty 4349.389064 = -316983.006420 nChanged 5 SP:Iteration 38Q (136.922465 sec): 3 clusters Score: Raw -321334.365874 + Penalty 4349.389064 = -316984.976810 nChanged 2 SP:Iteration 39Q (136.969596 sec): 3 clusters Score: Raw -321336.528720 + Penalty 4349.389064 = -316987.139655 nChanged 2 SP:Iteration 40F (137.018106 sec): 3 clusters Score: Raw -321337.134299 + Penalty 4349.389064 = -316987.745234 nChanged 2 SP:Iteration 41Q (137.065360 sec): 3 clusters Score: Raw -321337.622589 + Penalty 4349.389064 = -316988.233525 nChanged 1 SP:Iteration 42Q (137.111259 sec): 3 clusters Score: Raw -321337.887266 + Penalty 4349.389064 = -316988.498202 nChanged 1 SP:Iteration 43Q (137.153491 sec): 3 clusters Score: Raw -321338.087760 + Penalty 4349.389064 = -316988.698695 nChanged 1 SP:Iteration 44Q (137.195780 sec): 3 clusters Score: Raw -321338.622948 + Penalty 4349.389064 = -316989.233884 nChanged 0 SP:Iteration 45F (137.238561 sec): 3 clusters Score: Raw -321338.622948 + Penalty 4349.389064 = -316989.233884 nChanged 0 Score: Raw -1302176.868479 + Penalty 12751.975662 = -1289424.892817 Splitting cluster 1 changes total score from -1289677.950806 to -1289424.892817 So it's not getting split. Trying to split cluster 2 (6363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.482539 sec): 2 clusters Score: Raw -575911.111988 + Penalty 2312.179384 = -573598.932604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.638950 sec): 3 clusters Score: Raw -572724.369542 + Penalty 4624.358768 = -568100.010773 nChanged 2478 SP:Iteration 1F (137.770103 sec): 3 clusters Score: Raw -574157.349917 + Penalty 4624.358768 = -569532.991148 nChanged 521 SP:Iteration 2F (137.848783 sec): 3 clusters Score: Raw -574505.088181 + Penalty 4624.358768 = -569880.729412 nChanged 417 SP:Iteration 3F (137.905183 sec): 3 clusters Score: Raw -574885.439474 + Penalty 4624.358768 = -570261.080705 nChanged 407 SP:Iteration 4F (138.007092 sec): 3 clusters Score: Raw -575302.829396 + Penalty 4624.358768 = -570678.470628 nChanged 438 SP:Iteration 5F (138.081177 sec): 3 clusters Score: Raw -575928.719114 + Penalty 4624.358768 = -571304.360346 nChanged 515 SP:Iteration 6F (138.142618 sec): 3 clusters Score: Raw -576793.833562 + Penalty 4624.358768 = -572169.474793 nChanged 533 SP:Iteration 7F (138.203003 sec): 3 clusters Score: Raw -577697.775844 + Penalty 4624.358768 = -573073.417075 nChanged 449 SP:Iteration 8F (138.263590 sec): 3 clusters Score: Raw -578237.765787 + Penalty 4624.358768 = -573613.407019 nChanged 279 SP:Iteration 9Q (138.322325 sec): 3 clusters Score: Raw -578475.247092 + Penalty 4624.358768 = -573850.888324 nChanged 166 SP:Iteration 10Q (138.378877 sec): 3 clusters Score: Raw -578602.877354 + Penalty 4624.358768 = -573978.518585 nChanged 110 SP:Iteration 11Q (138.436631 sec): 3 clusters Score: Raw -578684.828053 + Penalty 4624.358768 = -574060.469285 nChanged 80 SP:Iteration 12Q (138.498221 sec): 3 clusters Score: Raw -578745.127948 + Penalty 4624.358768 = -574120.769179 nChanged 63 SP:Iteration 13Q (138.559871 sec): 3 clusters Score: Raw -578785.107709 + Penalty 4624.358768 = -574160.748940 nChanged 64 SP:Iteration 14Q (138.619723 sec): 3 clusters Score: Raw -578829.295362 + Penalty 4624.358768 = -574204.936594 nChanged 58 SP:Iteration 15Q (138.675324 sec): 3 clusters Score: Raw -578864.176531 + Penalty 4624.358768 = -574239.817762 nChanged 45 SP:Iteration 16Q (138.730695 sec): 3 clusters Score: Raw -578886.960344 + Penalty 4624.358768 = -574262.601576 nChanged 48 SP:Iteration 17Q (138.792089 sec): 3 clusters Score: Raw -578917.624155 + Penalty 4624.358768 = -574293.265386 nChanged 57 SP:Iteration 18Q (138.853050 sec): 3 clusters Score: Raw -578953.266895 + Penalty 4624.358768 = -574328.908126 nChanged 46 SP:Iteration 19Q (138.912563 sec): 3 clusters Score: Raw -578976.490560 + Penalty 4624.358768 = -574352.131791 nChanged 35 SP:Iteration 20F (138.970028 sec): 3 clusters Score: Raw -578995.916545 + Penalty 4624.358768 = -574371.557777 nChanged 28 SP:Iteration 21Q (139.024419 sec): 3 clusters Score: Raw -579008.702863 + Penalty 4624.358768 = -574384.344095 nChanged 26 SP:Iteration 22Q (139.084306 sec): 3 clusters Score: Raw -579020.965190 + Penalty 4624.358768 = -574396.606422 nChanged 20 SP:Iteration 23Q (139.145235 sec): 3 clusters Score: Raw -579030.554591 + Penalty 4624.358768 = -574406.195822 nChanged 18 SP:Iteration 24Q (139.205621 sec): 3 clusters Score: Raw -579038.779533 + Penalty 4624.358768 = -574414.420765 nChanged 14 SP:Iteration 25Q (139.264068 sec): 3 clusters Score: Raw -579043.640673 + Penalty 4624.358768 = -574419.281905 nChanged 8 SP:Iteration 26Q (139.318655 sec): 3 clusters Score: Raw -579046.079921 + Penalty 4624.358768 = -574421.721153 nChanged 6 SP:Iteration 27Q (139.376447 sec): 3 clusters Score: Raw -579048.162555 + Penalty 4624.358768 = -574423.803787 nChanged 3 SP:Iteration 28Q (139.436230 sec): 3 clusters Score: Raw -579048.935663 + Penalty 4624.358768 = -574424.576895 nChanged 5 SP:Iteration 29Q (139.495579 sec): 3 clusters Score: Raw -579050.332457 + Penalty 4624.358768 = -574425.973689 nChanged 5 SP:Iteration 30Q (139.554153 sec): 3 clusters Score: Raw -579051.733821 + Penalty 4624.358768 = -574427.375053 nChanged 8 SP:Iteration 31Q (139.612480 sec): 3 clusters Score: Raw -579054.601037 + Penalty 4624.358768 = -574430.242269 nChanged 9 SP:Iteration 32Q (139.669046 sec): 3 clusters Score: Raw -579057.102414 + Penalty 4624.358768 = -574432.743646 nChanged 6 SP:Iteration 33Q (139.725911 sec): 3 clusters Score: Raw -579059.467469 + Penalty 4624.358768 = -574435.108700 nChanged 10 SP:Iteration 34Q (139.783119 sec): 3 clusters Score: Raw -579063.535784 + Penalty 4624.358768 = -574439.177016 nChanged 11 SP:Iteration 35Q (139.843322 sec): 3 clusters Score: Raw -579067.555685 + Penalty 4624.358768 = -574443.196917 nChanged 7 SP:Iteration 36Q (139.901802 sec): 3 clusters Score: Raw -579069.701941 + Penalty 4624.358768 = -574445.343172 nChanged 6 SP:Iteration 37Q (139.965030 sec): 3 clusters Score: Raw -579071.683114 + Penalty 4624.358768 = -574447.324345 nChanged 9 SP:Iteration 38Q (140.034603 sec): 3 clusters Score: Raw -579074.640136 + Penalty 4624.358768 = -574450.281368 nChanged 8 SP:Iteration 39Q (140.095858 sec): 3 clusters Score: Raw -579076.824562 + Penalty 4624.358768 = -574452.465794 nChanged 6 SP:Iteration 40F (140.155043 sec): 3 clusters Score: Raw -579078.505171 + Penalty 4624.358768 = -574454.146402 nChanged 5 SP:Iteration 41Q (140.210588 sec): 3 clusters Score: Raw -579080.150957 + Penalty 4624.358768 = -574455.792188 nChanged 8 SP:Iteration 42Q (140.265726 sec): 3 clusters Score: Raw -579082.665588 + Penalty 4624.358768 = -574458.306820 nChanged 8 SP:Iteration 43Q (140.321352 sec): 3 clusters Score: Raw -579086.488322 + Penalty 4624.358768 = -574462.129553 nChanged 9 SP:Iteration 44Q (140.381935 sec): 3 clusters Score: Raw -579089.297245 + Penalty 4624.358768 = -574464.938476 nChanged 2 SP:Iteration 45Q (140.442196 sec): 3 clusters Score: Raw -579090.231284 + Penalty 4624.358768 = -574465.872516 nChanged 2 SP:Iteration 46Q (140.500855 sec): 3 clusters Score: Raw -579091.403523 + Penalty 4624.358768 = -574467.044754 nChanged 3 SP:Iteration 47Q (140.554184 sec): 3 clusters Score: Raw -579092.425226 + Penalty 4624.358768 = -574468.066457 nChanged 2 SP:Iteration 48Q (140.607417 sec): 3 clusters Score: Raw -579093.086566 + Penalty 4624.358768 = -574468.727797 nChanged 2 SP:Iteration 49Q (140.664756 sec): 3 clusters Score: Raw -579093.614422 + Penalty 4624.358768 = -574469.255653 nChanged 1 SP:Iteration 50Q (140.724432 sec): 3 clusters Score: Raw -579094.016392 + Penalty 4624.358768 = -574469.657624 nChanged 0 SP:Iteration 51F (140.788010 sec): 3 clusters Score: Raw -579094.016392 + Penalty 4624.358768 = -574469.657624 nChanged 0 Score: Raw -1303069.853854 + Penalty 12751.975662 = -1290317.878192 Splitting cluster 2 changes total score from -1289677.950806 to -1290317.878192 So it's getting split into cluster 5. Trying to split cluster 3 (1924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.044714 sec): 2 clusters Score: Raw -132891.712903 + Penalty 1996.410671 = -130895.302233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.080479 sec): 3 clusters Score: Raw -132233.191903 + Penalty 3992.821341 = -128240.370562 nChanged 622 SP:Iteration 1F (141.115115 sec): 3 clusters Score: Raw -132982.266092 + Penalty 3992.821341 = -128989.444750 nChanged 231 SP:Iteration 2F (141.161008 sec): 3 clusters Score: Raw -133430.598230 + Penalty 3992.821341 = -129437.776889 nChanged 151 SP:Iteration 3F (141.195686 sec): 3 clusters Score: Raw -133732.298496 + Penalty 3992.821341 = -129739.477155 nChanged 105 SP:Iteration 4F (141.229051 sec): 3 clusters Score: Raw -133903.526554 + Penalty 3992.821341 = -129910.705213 nChanged 62 SP:Iteration 5Q (141.262338 sec): 3 clusters Score: Raw -134011.065303 + Penalty 3992.821341 = -130018.243961 nChanged 62 SP:Iteration 6Q (141.295972 sec): 3 clusters Score: Raw -134090.858925 + Penalty 3992.821341 = -130098.037583 nChanged 30 SP:Iteration 7Q (141.329326 sec): 3 clusters Score: Raw -134134.542938 + Penalty 3992.821341 = -130141.721597 nChanged 23 SP:Iteration 8Q (141.362473 sec): 3 clusters Score: Raw -134162.498900 + Penalty 3992.821341 = -130169.677559 nChanged 15 SP:Iteration 9Q (141.395780 sec): 3 clusters Score: Raw -134183.643772 + Penalty 3992.821341 = -130190.822430 nChanged 9 SP:Iteration 10Q (141.428887 sec): 3 clusters Score: Raw -134204.048052 + Penalty 3992.821341 = -130211.226711 nChanged 17 SP:Iteration 11Q (141.544519 sec): 3 clusters Score: Raw -134229.941227 + Penalty 3992.821341 = -130237.119886 nChanged 21 SP:Iteration 12Q (141.607737 sec): 3 clusters Score: Raw -134251.983912 + Penalty 3992.821341 = -130259.162571 nChanged 13 SP:Iteration 13Q (141.641496 sec): 3 clusters Score: Raw -134269.148617 + Penalty 3992.821341 = -130276.327276 nChanged 12 SP:Iteration 14Q (141.676428 sec): 3 clusters Score: Raw -134276.619972 + Penalty 3992.821341 = -130283.798631 nChanged 7 SP:Iteration 15Q (141.816531 sec): 3 clusters Score: Raw -134280.909718 + Penalty 3992.821341 = -130288.088376 nChanged 7 SP:Iteration 16Q (141.881620 sec): 3 clusters Score: Raw -134285.549432 + Penalty 3992.821341 = -130292.728091 nChanged 5 SP:Iteration 17Q (141.923681 sec): 3 clusters Score: Raw -134288.851735 + Penalty 3992.821341 = -130296.030394 nChanged 5 SP:Iteration 18Q (141.960582 sec): 3 clusters Score: Raw -134298.029379 + Penalty 3992.821341 = -130305.208038 nChanged 11 SP:Iteration 19Q (141.997152 sec): 3 clusters Score: Raw -134310.163470 + Penalty 3992.821341 = -130317.342129 nChanged 6 SP:Iteration 20F (142.034187 sec): 3 clusters Score: Raw -134319.236701 + Penalty 3992.821341 = -130326.415360 nChanged 6 SP:Iteration 21Q (142.070941 sec): 3 clusters Score: Raw -134323.574541 + Penalty 3992.821341 = -130330.753199 nChanged 5 SP:Iteration 22Q (142.107661 sec): 3 clusters Score: Raw -134335.195946 + Penalty 3992.821341 = -130342.374604 nChanged 6 SP:Iteration 23Q (142.144063 sec): 3 clusters Score: Raw -134338.081749 + Penalty 3992.821341 = -130345.260408 nChanged 5 SP:Iteration 24Q (142.180200 sec): 3 clusters Score: Raw -134340.155151 + Penalty 3992.821341 = -130347.333810 nChanged 1 SP:Iteration 25Q (142.216467 sec): 3 clusters Score: Raw -134340.806703 + Penalty 3992.821341 = -130347.985362 nChanged 3 SP:Iteration 26Q (142.252488 sec): 3 clusters Score: Raw -134342.438359 + Penalty 3992.821341 = -130349.617018 nChanged 1 SP:Iteration 27Q (142.287991 sec): 3 clusters Score: Raw -134342.893310 + Penalty 3992.821341 = -130350.071968 nChanged 0 SP:Iteration 28F (142.323548 sec): 3 clusters Score: Raw -134342.893310 + Penalty 3992.821341 = -130350.071968 nChanged 0 Trying to split cluster 4 (3618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.365553 sec): 2 clusters Score: Raw -292515.091053 + Penalty 2163.130640 = -290351.960413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.407482 sec): 3 clusters Score: Raw -290877.423143 + Penalty 4326.261280 = -286551.161863 nChanged 1311 SP:Iteration 1F (142.465417 sec): 3 clusters Score: Raw -291717.178790 + Penalty 4326.261280 = -287390.917510 nChanged 316 SP:Iteration 2F (142.522827 sec): 3 clusters Score: Raw -292000.649238 + Penalty 4326.261280 = -287674.387958 nChanged 230 SP:Iteration 3F (142.580394 sec): 3 clusters Score: Raw -292219.401599 + Penalty 4326.261280 = -287893.140320 nChanged 175 SP:Iteration 4Q (142.633424 sec): 3 clusters Score: Raw -292379.174524 + Penalty 4326.261280 = -288052.913244 nChanged 158 SP:Iteration 5Q (142.675328 sec): 3 clusters Score: Raw -292546.363422 + Penalty 4326.261280 = -288220.102142 nChanged 166 SP:Iteration 6Q (142.717460 sec): 3 clusters Score: Raw -292707.182845 + Penalty 4326.261280 = -288380.921565 nChanged 151 SP:Iteration 7Q (142.759477 sec): 3 clusters Score: Raw -292849.444743 + Penalty 4326.261280 = -288523.183463 nChanged 137 SP:Iteration 8Q (142.805317 sec): 3 clusters Score: Raw -292989.346841 + Penalty 4326.261280 = -288663.085561 nChanged 130 SP:Iteration 9Q (142.853212 sec): 3 clusters Score: Raw -293117.519987 + Penalty 4326.261280 = -288791.258707 nChanged 109 SP:Iteration 10Q (142.901174 sec): 3 clusters Score: Raw -293216.146977 + Penalty 4326.261280 = -288889.885697 nChanged 94 SP:Iteration 11Q (142.948789 sec): 3 clusters Score: Raw -293307.236552 + Penalty 4326.261280 = -288980.975273 nChanged 83 SP:Iteration 12Q (143.074415 sec): 3 clusters Score: Raw -293379.693453 + Penalty 4326.261280 = -289053.432173 nChanged 74 SP:Iteration 13Q (143.250903 sec): 3 clusters Score: Raw -293434.190798 + Penalty 4326.261280 = -289107.929518 nChanged 57 SP:Iteration 14Q (143.346941 sec): 3 clusters Score: Raw -293468.801845 + Penalty 4326.261280 = -289142.540565 nChanged 39 SP:Iteration 15Q (143.474414 sec): 3 clusters Score: Raw -293490.227419 + Penalty 4326.261280 = -289163.966139 nChanged 24 SP:Iteration 16Q (143.587826 sec): 3 clusters Score: Raw -293501.435743 + Penalty 4326.261280 = -289175.174463 nChanged 16 SP:Iteration 17Q (143.627650 sec): 3 clusters Score: Raw -293511.088041 + Penalty 4326.261280 = -289184.826761 nChanged 17 SP:Iteration 18Q (143.690042 sec): 3 clusters Score: Raw -293522.074914 + Penalty 4326.261280 = -289195.813635 nChanged 20 SP:Iteration 19Q (143.731829 sec): 3 clusters Score: Raw -293530.188342 + Penalty 4326.261280 = -289203.927062 nChanged 10 SP:Iteration 20F (143.777349 sec): 3 clusters Score: Raw -293535.778306 + Penalty 4326.261280 = -289209.517026 nChanged 12 SP:Iteration 21Q (143.821622 sec): 3 clusters Score: Raw -293542.852873 + Penalty 4326.261280 = -289216.591594 nChanged 15 SP:Iteration 22Q (143.866574 sec): 3 clusters Score: Raw -293552.213822 + Penalty 4326.261280 = -289225.952543 nChanged 13 SP:Iteration 23Q (143.912513 sec): 3 clusters Score: Raw -293557.955849 + Penalty 4326.261280 = -289231.694569 nChanged 11 SP:Iteration 24Q (143.959235 sec): 3 clusters Score: Raw -293562.353801 + Penalty 4326.261280 = -289236.092521 nChanged 5 SP:Iteration 25Q (144.005861 sec): 3 clusters Score: Raw -293567.101021 + Penalty 4326.261280 = -289240.839741 nChanged 10 SP:Iteration 26Q (144.052390 sec): 3 clusters Score: Raw -293573.457011 + Penalty 4326.261280 = -289247.195732 nChanged 13 SP:Iteration 27Q (144.096608 sec): 3 clusters Score: Raw -293579.357247 + Penalty 4326.261280 = -289253.095968 nChanged 11 SP:Iteration 28Q (144.140489 sec): 3 clusters Score: Raw -293583.850241 + Penalty 4326.261280 = -289257.588961 nChanged 11 SP:Iteration 29Q (144.184282 sec): 3 clusters Score: Raw -293588.359016 + Penalty 4326.261280 = -289262.097736 nChanged 6 SP:Iteration 30Q (144.227746 sec): 3 clusters Score: Raw -293590.525205 + Penalty 4326.261280 = -289264.263925 nChanged 3 SP:Iteration 31Q (144.358275 sec): 3 clusters Score: Raw -293591.766781 + Penalty 4326.261280 = -289265.505501 nChanged 3 SP:Iteration 32Q (144.421634 sec): 3 clusters Score: Raw -293592.499320 + Penalty 4326.261280 = -289266.238040 nChanged 1 SP:Iteration 33Q (144.463350 sec): 3 clusters Score: Raw -293592.745340 + Penalty 4326.261280 = -289266.484060 nChanged 0 SP:Iteration 34F (144.505258 sec): 3 clusters Score: Raw -293592.745340 + Penalty 4326.261280 = -289266.484060 nChanged 0 Iteration 20F (144.680699 sec): 6 clusters Score: Raw -1303460.100421 + Penalty 12751.975662 = -1290708.124759 nChanged 474 Iteration 21Q (144.808536 sec): 6 clusters Score: Raw -1303696.525221 + Penalty 12751.975662 = -1290944.549559 nChanged 153 Iteration 22Q (144.970525 sec): 6 clusters Score: Raw -1303757.000697 + Penalty 12751.975662 = -1291005.025035 nChanged 91 Iteration 23Q (145.116401 sec): 6 clusters Score: Raw -1303795.376270 + Penalty 12751.975662 = -1291043.400608 nChanged 74 Iteration 24Q (145.264076 sec): 6 clusters Score: Raw -1303826.558645 + Penalty 12751.975662 = -1291074.582983 nChanged 58 Iteration 25Q (145.418351 sec): 6 clusters Score: Raw -1303853.360949 + Penalty 12751.975662 = -1291101.385287 nChanged 45 Iteration 26Q (145.540589 sec): 6 clusters Score: Raw -1303871.822187 + Penalty 12751.975662 = -1291119.846525 nChanged 30 Iteration 27Q (145.712766 sec): 6 clusters Score: Raw -1303881.498175 + Penalty 12751.975662 = -1291129.522513 nChanged 28 Iteration 28Q (145.886662 sec): 6 clusters Score: Raw -1303891.632151 + Penalty 12751.975662 = -1291139.656489 nChanged 27 Iteration 29Q (146.082565 sec): 6 clusters Score: Raw -1303901.487134 + Penalty 12751.975662 = -1291149.511472 nChanged 28 Iteration 30Q (146.206628 sec): 6 clusters Score: Raw -1303910.742298 + Penalty 12751.975662 = -1291158.766636 nChanged 22 Iteration 31Q (146.357831 sec): 6 clusters Score: Raw -1303917.079527 + Penalty 12751.975662 = -1291165.103864 nChanged 21 Iteration 32Q (146.601220 sec): 6 clusters Score: Raw -1303923.613482 + Penalty 12751.975662 = -1291171.637820 nChanged 26 Iteration 33Q (146.727960 sec): 6 clusters Score: Raw -1303929.229676 + Penalty 12751.975662 = -1291177.254013 nChanged 18 Iteration 34Q (146.880514 sec): 6 clusters Score: Raw -1303934.819097 + Penalty 12751.975662 = -1291182.843435 nChanged 20 Iteration 35Q (147.023608 sec): 6 clusters Score: Raw -1303940.630933 + Penalty 12751.975662 = -1291188.655270 nChanged 17 Iteration 36Q (147.146755 sec): 6 clusters Score: Raw -1303947.787773 + Penalty 12751.975662 = -1291195.812111 nChanged 26 Iteration 37Q (147.300320 sec): 6 clusters Score: Raw -1303958.017892 + Penalty 12751.975662 = -1291206.042230 nChanged 26 Iteration 38Q (147.453514 sec): 6 clusters Score: Raw -1303974.402880 + Penalty 12751.975662 = -1291222.427217 nChanged 43 Iteration 39Q (147.605643 sec): 6 clusters Score: Raw -1304004.965147 + Penalty 12751.975662 = -1291252.989484 nChanged 63 Iteration 40F (147.795946 sec): 6 clusters Score: Raw -1304059.770554 + Penalty 12751.975662 = -1291307.794892 nChanged 89 Iteration 41Q (147.920666 sec): 6 clusters Score: Raw -1304131.543794 + Penalty 12751.975662 = -1291379.568131 nChanged 90 Iteration 42Q (148.071184 sec): 6 clusters Score: Raw -1304190.038721 + Penalty 12751.975662 = -1291438.063059 nChanged 77 Iteration 43Q (148.230593 sec): 6 clusters Score: Raw -1304250.468148 + Penalty 12751.975662 = -1291498.492486 nChanged 75 Iteration 44Q (148.381553 sec): 6 clusters Score: Raw -1304294.165969 + Penalty 12751.975662 = -1291542.190307 nChanged 63 Iteration 45Q (148.722563 sec): 6 clusters Score: Raw -1304324.037956 + Penalty 12751.975662 = -1291572.062293 nChanged 52 Iteration 46Q (148.844050 sec): 6 clusters Score: Raw -1304341.841855 + Penalty 12751.975662 = -1291589.866193 nChanged 32 Iteration 47Q (148.969138 sec): 6 clusters Score: Raw -1304352.055697 + Penalty 12751.975662 = -1291600.080035 nChanged 35 Iteration 48Q (149.148987 sec): 6 clusters Score: Raw -1304363.295698 + Penalty 12751.975662 = -1291611.320036 nChanged 28 Iteration 49Q (149.408821 sec): 6 clusters Score: Raw -1304371.131817 + Penalty 12751.975662 = -1291619.156155 nChanged 20 Iteration 50Q (149.565267 sec): 6 clusters Score: Raw -1304376.508894 + Penalty 12751.975662 = -1291624.533231 nChanged 20 Iteration 51Q (149.739518 sec): 6 clusters Score: Raw -1304381.339575 + Penalty 12751.975662 = -1291629.363913 nChanged 14 Iteration 52Q (149.887930 sec): 6 clusters Score: Raw -1304385.847483 + Penalty 12751.975662 = -1291633.871821 nChanged 11 Iteration 53Q (150.014137 sec): 6 clusters Score: Raw -1304388.389361 + Penalty 12751.975662 = -1291636.413699 nChanged 7 Iteration 54Q (150.164770 sec): 6 clusters Score: Raw -1304389.903978 + Penalty 12751.975662 = -1291637.928316 nChanged 1 Iteration 55Q (150.319538 sec): 6 clusters Score: Raw -1304390.171054 + Penalty 12751.975662 = -1291638.195391 nChanged 1 Iteration 56Q (150.469482 sec): 6 clusters Score: Raw -1304390.539515 + Penalty 12751.975662 = -1291638.563852 nChanged 4 Iteration 57Q (150.620038 sec): 6 clusters Score: Raw -1304391.309169 + Penalty 12751.975662 = -1291639.333507 nChanged 4 Iteration 58Q (150.767646 sec): 6 clusters Score: Raw -1304391.974872 + Penalty 12751.975662 = -1291639.999210 nChanged 6 Writing temp clu file Because OldScore, -1291639.333507, is greater than current (better) Score,-1291639.999210 Compute initial score before splitting: Score: Raw -1304391.974872 + Penalty 12751.975662 = -1291639.999210 Trying to split cluster 1 (3038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (150.861217 sec): 2 clusters Score: Raw -256217.022353 + Penalty 2117.004036 = -254100.018316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.016459 sec): 3 clusters Score: Raw -254987.603329 + Penalty 4234.008073 = -250753.595256 nChanged 1072 SP:Iteration 1F (151.136700 sec): 3 clusters Score: Raw -255672.632784 + Penalty 4234.008073 = -251438.624712 nChanged 246 SP:Iteration 2F (151.176435 sec): 3 clusters Score: Raw -255917.064664 + Penalty 4234.008073 = -251683.056592 nChanged 175 SP:Iteration 3F (151.216758 sec): 3 clusters Score: Raw -256081.830754 + Penalty 4234.008073 = -251847.822681 nChanged 145 SP:Iteration 4Q (151.258495 sec): 3 clusters Score: Raw -256237.145800 + Penalty 4234.008073 = -252003.137727 nChanged 140 SP:Iteration 5Q (151.300592 sec): 3 clusters Score: Raw -256397.866607 + Penalty 4234.008073 = -252163.858535 nChanged 126 SP:Iteration 6Q (151.343527 sec): 3 clusters Score: Raw -256549.491545 + Penalty 4234.008073 = -252315.483472 nChanged 127 SP:Iteration 7Q (151.387383 sec): 3 clusters Score: Raw -256724.588994 + Penalty 4234.008073 = -252490.580921 nChanged 136 SP:Iteration 8Q (151.431124 sec): 3 clusters Score: Raw -256882.067357 + Penalty 4234.008073 = -252648.059284 nChanged 119 SP:Iteration 9Q (151.474992 sec): 3 clusters Score: Raw -257048.368024 + Penalty 4234.008073 = -252814.359951 nChanged 115 SP:Iteration 10Q (151.598448 sec): 3 clusters Score: Raw -257197.142553 + Penalty 4234.008073 = -252963.134481 nChanged 100 SP:Iteration 11Q (151.717373 sec): 3 clusters Score: Raw -257304.136330 + Penalty 4234.008073 = -253070.128257 nChanged 76 SP:Iteration 12Q (151.776708 sec): 3 clusters Score: Raw -257389.790442 + Penalty 4234.008073 = -253155.782369 nChanged 64 SP:Iteration 13Q (151.817076 sec): 3 clusters Score: Raw -257450.615493 + Penalty 4234.008073 = -253216.607420 nChanged 48 SP:Iteration 14Q (151.858629 sec): 3 clusters Score: Raw -257491.959649 + Penalty 4234.008073 = -253257.951576 nChanged 39 SP:Iteration 15Q (151.899908 sec): 3 clusters Score: Raw -257527.303229 + Penalty 4234.008073 = -253293.295156 nChanged 34 SP:Iteration 16Q (151.955137 sec): 3 clusters Score: Raw -257571.369799 + Penalty 4234.008073 = -253337.361727 nChanged 42 SP:Iteration 17Q (152.007160 sec): 3 clusters Score: Raw -257615.412452 + Penalty 4234.008073 = -253381.404379 nChanged 39 SP:Iteration 18Q (152.047988 sec): 3 clusters Score: Raw -257661.134140 + Penalty 4234.008073 = -253427.126068 nChanged 38 SP:Iteration 19Q (152.088862 sec): 3 clusters Score: Raw -257705.418149 + Penalty 4234.008073 = -253471.410077 nChanged 37 SP:Iteration 20F (152.129511 sec): 3 clusters Score: Raw -257745.641486 + Penalty 4234.008073 = -253511.633413 nChanged 37 SP:Iteration 21Q (152.169829 sec): 3 clusters Score: Raw -257779.611174 + Penalty 4234.008073 = -253545.603102 nChanged 39 SP:Iteration 22Q (152.213975 sec): 3 clusters Score: Raw -257821.435289 + Penalty 4234.008073 = -253587.427216 nChanged 29 SP:Iteration 23Q (152.258519 sec): 3 clusters Score: Raw -257846.329662 + Penalty 4234.008073 = -253612.321589 nChanged 27 SP:Iteration 24Q (152.302640 sec): 3 clusters Score: Raw -257869.106210 + Penalty 4234.008073 = -253635.098137 nChanged 25 SP:Iteration 25Q (152.347045 sec): 3 clusters Score: Raw -257891.100340 + Penalty 4234.008073 = -253657.092267 nChanged 21 SP:Iteration 26Q (152.388223 sec): 3 clusters Score: Raw -257901.328414 + Penalty 4234.008073 = -253667.320341 nChanged 14 SP:Iteration 27Q (152.428929 sec): 3 clusters Score: Raw -257908.934679 + Penalty 4234.008073 = -253674.926606 nChanged 8 SP:Iteration 28Q (152.469401 sec): 3 clusters Score: Raw -257914.650839 + Penalty 4234.008073 = -253680.642766 nChanged 6 SP:Iteration 29Q (152.542447 sec): 3 clusters Score: Raw -257918.900721 + Penalty 4234.008073 = -253684.892649 nChanged 5 SP:Iteration 30Q (152.657036 sec): 3 clusters Score: Raw -257921.345008 + Penalty 4234.008073 = -253687.336936 nChanged 2 SP:Iteration 31Q (152.701850 sec): 3 clusters Score: Raw -257921.922228 + Penalty 4234.008073 = -253687.914155 nChanged 3 SP:Iteration 32Q (152.746870 sec): 3 clusters Score: Raw -257923.630942 + Penalty 4234.008073 = -253689.622869 nChanged 5 SP:Iteration 33Q (152.791865 sec): 3 clusters Score: Raw -257925.194365 + Penalty 4234.008073 = -253691.186292 nChanged 1 SP:Iteration 34Q (152.836523 sec): 3 clusters Score: Raw -257925.503721 + Penalty 4234.008073 = -253691.495648 nChanged 1 SP:Iteration 35Q (152.877882 sec): 3 clusters Score: Raw -257925.735804 + Penalty 4234.008073 = -253691.727732 nChanged 0 SP:Iteration 36F (153.000005 sec): 3 clusters Score: Raw -257925.735804 + Penalty 4234.008073 = -253691.727732 nChanged 0 Trying to split cluster 2 (2157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.036040 sec): 2 clusters Score: Raw -195000.300123 + Penalty 2026.589043 = -192973.711080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.073319 sec): 3 clusters Score: Raw -194200.187649 + Penalty 4053.178085 = -190147.009563 nChanged 696 SP:Iteration 1F (153.190876 sec): 3 clusters Score: Raw -194715.817864 + Penalty 4053.178085 = -190662.639779 nChanged 150 SP:Iteration 2F (153.259588 sec): 3 clusters Score: Raw -194855.791428 + Penalty 4053.178085 = -190802.613342 nChanged 100 SP:Iteration 3Q (153.300972 sec): 3 clusters Score: Raw -194953.339817 + Penalty 4053.178085 = -190900.161732 nChanged 81 SP:Iteration 4Q (153.340761 sec): 3 clusters Score: Raw -195022.251418 + Penalty 4053.178085 = -190969.073332 nChanged 64 SP:Iteration 5Q (153.377428 sec): 3 clusters Score: Raw -195081.366357 + Penalty 4053.178085 = -191028.188272 nChanged 51 SP:Iteration 6Q (153.414063 sec): 3 clusters Score: Raw -195122.702611 + Penalty 4053.178085 = -191069.524526 nChanged 37 SP:Iteration 7Q (153.450737 sec): 3 clusters Score: Raw -195149.324156 + Penalty 4053.178085 = -191096.146071 nChanged 23 SP:Iteration 8Q (153.486031 sec): 3 clusters Score: Raw -195175.302580 + Penalty 4053.178085 = -191122.124495 nChanged 26 SP:Iteration 9Q (153.522442 sec): 3 clusters Score: Raw -195196.413072 + Penalty 4053.178085 = -191143.234987 nChanged 22 SP:Iteration 10Q (153.557780 sec): 3 clusters Score: Raw -195214.363714 + Penalty 4053.178085 = -191161.185629 nChanged 17 SP:Iteration 11Q (153.594471 sec): 3 clusters Score: Raw -195229.002878 + Penalty 4053.178085 = -191175.824792 nChanged 22 SP:Iteration 12Q (153.630866 sec): 3 clusters Score: Raw -195245.338123 + Penalty 4053.178085 = -191192.160037 nChanged 18 SP:Iteration 13Q (153.666297 sec): 3 clusters Score: Raw -195259.176690 + Penalty 4053.178085 = -191205.998604 nChanged 24 SP:Iteration 14Q (153.701892 sec): 3 clusters Score: Raw -195279.039606 + Penalty 4053.178085 = -191225.861521 nChanged 17 SP:Iteration 15Q (153.738123 sec): 3 clusters Score: Raw -195292.475354 + Penalty 4053.178085 = -191239.297269 nChanged 16 SP:Iteration 16Q (153.776331 sec): 3 clusters Score: Raw -195303.352551 + Penalty 4053.178085 = -191250.174466 nChanged 16 SP:Iteration 17Q (153.812475 sec): 3 clusters Score: Raw -195316.378834 + Penalty 4053.178085 = -191263.200749 nChanged 14 SP:Iteration 18Q (153.849073 sec): 3 clusters Score: Raw -195329.702496 + Penalty 4053.178085 = -191276.524411 nChanged 20 SP:Iteration 19Q (153.885518 sec): 3 clusters Score: Raw -195348.207104 + Penalty 4053.178085 = -191295.029019 nChanged 11 SP:Iteration 20F (153.993034 sec): 3 clusters Score: Raw -195355.246953 + Penalty 4053.178085 = -191302.068868 nChanged 7 SP:Iteration 21Q (154.135291 sec): 3 clusters Score: Raw -195360.363184 + Penalty 4053.178085 = -191307.185098 nChanged 7 SP:Iteration 22Q (154.255799 sec): 3 clusters Score: Raw -195366.479546 + Penalty 4053.178085 = -191313.301461 nChanged 9 SP:Iteration 23Q (154.354734 sec): 3 clusters Score: Raw -195370.753820 + Penalty 4053.178085 = -191317.575735 nChanged 7 SP:Iteration 24Q (154.393154 sec): 3 clusters Score: Raw -195374.735529 + Penalty 4053.178085 = -191321.557443 nChanged 4 SP:Iteration 25Q (154.431140 sec): 3 clusters Score: Raw -195376.757102 + Penalty 4053.178085 = -191323.579017 nChanged 3 SP:Iteration 26Q (154.469181 sec): 3 clusters Score: Raw -195378.359193 + Penalty 4053.178085 = -191325.181107 nChanged 2 SP:Iteration 27Q (154.508227 sec): 3 clusters Score: Raw -195379.128409 + Penalty 4053.178085 = -191325.950323 nChanged 1 SP:Iteration 28Q (154.544627 sec): 3 clusters Score: Raw -195379.574633 + Penalty 4053.178085 = -191326.396547 nChanged 2 SP:Iteration 29Q (154.580935 sec): 3 clusters Score: Raw -195380.606303 + Penalty 4053.178085 = -191327.428218 nChanged 2 SP:Iteration 30Q (154.617198 sec): 3 clusters Score: Raw -195382.646878 + Penalty 4053.178085 = -191329.468793 nChanged 2 SP:Iteration 31Q (154.654047 sec): 3 clusters Score: Raw -195383.563111 + Penalty 4053.178085 = -191330.385025 nChanged 2 SP:Iteration 32Q (154.690558 sec): 3 clusters Score: Raw -195384.529432 + Penalty 4053.178085 = -191331.351347 nChanged 4 SP:Iteration 33Q (154.726901 sec): 3 clusters Score: Raw -195387.571279 + Penalty 4053.178085 = -191334.393194 nChanged 10 SP:Iteration 34Q (154.763293 sec): 3 clusters Score: Raw -195395.570861 + Penalty 4053.178085 = -191342.392776 nChanged 15 SP:Iteration 35Q (154.799717 sec): 3 clusters Score: Raw -195411.139847 + Penalty 4053.178085 = -191357.961761 nChanged 16 SP:Iteration 36Q (154.835966 sec): 3 clusters Score: Raw -195426.058186 + Penalty 4053.178085 = -191372.880101 nChanged 15 SP:Iteration 37Q (154.872368 sec): 3 clusters Score: Raw -195440.788074 + Penalty 4053.178085 = -191387.609989 nChanged 18 SP:Iteration 38Q (154.908661 sec): 3 clusters Score: Raw -195455.075200 + Penalty 4053.178085 = -191401.897114 nChanged 23 SP:Iteration 39Q (154.944923 sec): 3 clusters Score: Raw -195475.518365 + Penalty 4053.178085 = -191422.340280 nChanged 15 SP:Iteration 40F (154.980862 sec): 3 clusters Score: Raw -195490.285080 + Penalty 4053.178085 = -191437.106995 nChanged 9 SP:Iteration 41Q (155.017396 sec): 3 clusters Score: Raw -195496.858153 + Penalty 4053.178085 = -191443.680068 nChanged 6 SP:Iteration 42Q (155.135542 sec): 3 clusters Score: Raw -195503.328321 + Penalty 4053.178085 = -191450.150235 nChanged 4 SP:Iteration 43Q (155.278037 sec): 3 clusters Score: Raw -195506.073243 + Penalty 4053.178085 = -191452.895158 nChanged 5 SP:Iteration 44Q (155.326012 sec): 3 clusters Score: Raw -195511.397917 + Penalty 4053.178085 = -191458.219832 nChanged 6 SP:Iteration 45Q (155.362307 sec): 3 clusters Score: Raw -195516.233249 + Penalty 4053.178085 = -191463.055164 nChanged 7 SP:Iteration 46Q (155.399417 sec): 3 clusters Score: Raw -195519.999771 + Penalty 4053.178085 = -191466.821686 nChanged 3 SP:Iteration 47Q (155.436455 sec): 3 clusters Score: Raw -195522.566103 + Penalty 4053.178085 = -191469.388018 nChanged 4 SP:Iteration 48Q (155.473550 sec): 3 clusters Score: Raw -195524.741583 + Penalty 4053.178085 = -191471.563497 nChanged 2 SP:Iteration 49Q (155.510301 sec): 3 clusters Score: Raw -195525.754820 + Penalty 4053.178085 = -191472.576734 nChanged 2 SP:Iteration 50Q (155.547432 sec): 3 clusters Score: Raw -195526.764523 + Penalty 4053.178085 = -191473.586438 nChanged 1 SP:Iteration 51Q (155.584490 sec): 3 clusters Score: Raw -195527.211227 + Penalty 4053.178085 = -191474.033142 nChanged 1 SP:Iteration 52Q (155.621042 sec): 3 clusters Score: Raw -195527.542775 + Penalty 4053.178085 = -191474.364689 nChanged 1 SP:Iteration 53Q (155.657367 sec): 3 clusters Score: Raw -195528.213762 + Penalty 4053.178085 = -191475.035677 nChanged 1 SP:Iteration 54Q (155.693485 sec): 3 clusters Score: Raw -195529.173674 + Penalty 4053.178085 = -191475.995589 nChanged 0 SP:Iteration 55F (155.729791 sec): 3 clusters Score: Raw -195529.173674 + Penalty 4053.178085 = -191475.995589 nChanged 0 Trying to split cluster 3 (1835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (155.799988 sec): 2 clusters Score: Raw -126350.881052 + Penalty 1983.907137 = -124366.973916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (155.923898 sec): 3 clusters Score: Raw -125785.840037 + Penalty 3967.814274 = -121818.025763 nChanged 573 SP:Iteration 1F (156.013985 sec): 3 clusters Score: Raw -126394.966044 + Penalty 3967.814274 = -122427.151771 nChanged 167 SP:Iteration 2F (156.046837 sec): 3 clusters Score: Raw -126644.293979 + Penalty 3967.814274 = -122676.479705 nChanged 107 SP:Iteration 3F (156.079681 sec): 3 clusters Score: Raw -126797.357608 + Penalty 3967.814274 = -122829.543334 nChanged 85 SP:Iteration 4Q (156.112681 sec): 3 clusters Score: Raw -126913.427682 + Penalty 3967.814274 = -122945.613408 nChanged 54 SP:Iteration 5Q (156.145714 sec): 3 clusters Score: Raw -126981.097268 + Penalty 3967.814274 = -123013.282994 nChanged 43 SP:Iteration 6Q (156.179484 sec): 3 clusters Score: Raw -127045.957509 + Penalty 3967.814274 = -123078.143236 nChanged 45 SP:Iteration 7Q (156.212904 sec): 3 clusters Score: Raw -127095.262424 + Penalty 3967.814274 = -123127.448151 nChanged 44 SP:Iteration 8Q (156.245391 sec): 3 clusters Score: Raw -127171.019867 + Penalty 3967.814274 = -123203.205593 nChanged 38 SP:Iteration 9Q (156.277995 sec): 3 clusters Score: Raw -127218.913363 + Penalty 3967.814274 = -123251.099089 nChanged 44 SP:Iteration 10Q (156.310402 sec): 3 clusters Score: Raw -127285.332999 + Penalty 3967.814274 = -123317.518726 nChanged 36 SP:Iteration 11Q (156.342904 sec): 3 clusters Score: Raw -127344.786323 + Penalty 3967.814274 = -123376.972050 nChanged 42 SP:Iteration 12Q (156.375252 sec): 3 clusters Score: Raw -127409.288738 + Penalty 3967.814274 = -123441.474464 nChanged 26 SP:Iteration 13Q (156.407606 sec): 3 clusters Score: Raw -127462.117267 + Penalty 3967.814274 = -123494.302993 nChanged 28 SP:Iteration 14Q (156.439666 sec): 3 clusters Score: Raw -127525.665763 + Penalty 3967.814274 = -123557.851490 nChanged 30 SP:Iteration 15Q (156.471717 sec): 3 clusters Score: Raw -127584.999390 + Penalty 3967.814274 = -123617.185117 nChanged 28 SP:Iteration 16Q (156.503851 sec): 3 clusters Score: Raw -127626.600607 + Penalty 3967.814274 = -123658.786333 nChanged 16 SP:Iteration 17Q (156.536011 sec): 3 clusters Score: Raw -127650.052196 + Penalty 3967.814274 = -123682.237923 nChanged 9 SP:Iteration 18Q (156.567981 sec): 3 clusters Score: Raw -127669.552105 + Penalty 3967.814274 = -123701.737832 nChanged 7 SP:Iteration 19Q (156.599996 sec): 3 clusters Score: Raw -127684.521379 + Penalty 3967.814274 = -123716.707105 nChanged 6 SP:Iteration 20F (156.632176 sec): 3 clusters Score: Raw -127698.703642 + Penalty 3967.814274 = -123730.889369 nChanged 14 SP:Iteration 21Q (156.664209 sec): 3 clusters Score: Raw -127726.045960 + Penalty 3967.814274 = -123758.231687 nChanged 20 SP:Iteration 22Q (156.696169 sec): 3 clusters Score: Raw -127747.742767 + Penalty 3967.814274 = -123779.928494 nChanged 16 SP:Iteration 23Q (156.728256 sec): 3 clusters Score: Raw -127768.932636 + Penalty 3967.814274 = -123801.118363 nChanged 16 SP:Iteration 24Q (156.759996 sec): 3 clusters Score: Raw -127786.766805 + Penalty 3967.814274 = -123818.952531 nChanged 15 SP:Iteration 25Q (156.791868 sec): 3 clusters Score: Raw -127802.237802 + Penalty 3967.814274 = -123834.423529 nChanged 8 SP:Iteration 26Q (156.826347 sec): 3 clusters Score: Raw -127813.671925 + Penalty 3967.814274 = -123845.857651 nChanged 8 SP:Iteration 27Q (156.858375 sec): 3 clusters Score: Raw -127819.772933 + Penalty 3967.814274 = -123851.958659 nChanged 3 SP:Iteration 28Q (156.890178 sec): 3 clusters Score: Raw -127821.953877 + Penalty 3967.814274 = -123854.139603 nChanged 1 SP:Iteration 29Q (157.000337 sec): 3 clusters Score: Raw -127822.902785 + Penalty 3967.814274 = -123855.088511 nChanged 1 SP:Iteration 30Q (157.033048 sec): 3 clusters Score: Raw -127823.169427 + Penalty 3967.814274 = -123855.355153 nChanged 1 SP:Iteration 31Q (157.065327 sec): 3 clusters Score: Raw -127823.691008 + Penalty 3967.814274 = -123855.876734 nChanged 0 SP:Iteration 32F (157.098221 sec): 3 clusters Score: Raw -127823.691008 + Penalty 3967.814274 = -123855.876734 nChanged 0 Trying to split cluster 4 (3494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.142533 sec): 2 clusters Score: Raw -281260.838814 + Penalty 2153.923858 = -279106.914956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.185288 sec): 3 clusters Score: Raw -279806.176575 + Penalty 4307.847715 = -275498.328859 nChanged 1256 SP:Iteration 1F (157.227162 sec): 3 clusters Score: Raw -280804.603383 + Penalty 4307.847715 = -276496.755668 nChanged 331 SP:Iteration 2F (157.283584 sec): 3 clusters Score: Raw -281213.703086 + Penalty 4307.847715 = -276905.855371 nChanged 256 SP:Iteration 3F (157.339041 sec): 3 clusters Score: Raw -281567.946055 + Penalty 4307.847715 = -277260.098340 nChanged 230 SP:Iteration 4F (157.394598 sec): 3 clusters Score: Raw -281848.514209 + Penalty 4307.847715 = -277540.666494 nChanged 199 SP:Iteration 5F (157.444661 sec): 3 clusters Score: Raw -282096.658627 + Penalty 4307.847715 = -277788.810911 nChanged 157 SP:Iteration 6Q (157.486837 sec): 3 clusters Score: Raw -282259.924570 + Penalty 4307.847715 = -277952.076855 nChanged 116 SP:Iteration 7Q (157.528916 sec): 3 clusters Score: Raw -282390.518117 + Penalty 4307.847715 = -278082.670402 nChanged 87 SP:Iteration 8Q (157.570946 sec): 3 clusters Score: Raw -282490.224689 + Penalty 4307.847715 = -278182.376973 nChanged 73 SP:Iteration 9Q (157.615204 sec): 3 clusters Score: Raw -282543.630762 + Penalty 4307.847715 = -278235.783047 nChanged 44 SP:Iteration 10Q (157.661402 sec): 3 clusters Score: Raw -282575.765964 + Penalty 4307.847715 = -278267.918249 nChanged 26 SP:Iteration 11Q (157.707577 sec): 3 clusters Score: Raw -282596.301178 + Penalty 4307.847715 = -278288.453463 nChanged 16 SP:Iteration 12Q (157.754131 sec): 3 clusters Score: Raw -282604.483783 + Penalty 4307.847715 = -278296.636068 nChanged 16 SP:Iteration 13Q (157.799063 sec): 3 clusters Score: Raw -282613.086680 + Penalty 4307.847715 = -278305.238964 nChanged 15 SP:Iteration 14Q (157.844048 sec): 3 clusters Score: Raw -282626.186537 + Penalty 4307.847715 = -278318.338822 nChanged 17 SP:Iteration 15Q (157.889027 sec): 3 clusters Score: Raw -282640.418249 + Penalty 4307.847715 = -278332.570534 nChanged 21 SP:Iteration 16Q (157.933766 sec): 3 clusters Score: Raw -282653.428756 + Penalty 4307.847715 = -278345.581041 nChanged 19 SP:Iteration 17Q (157.978683 sec): 3 clusters Score: Raw -282665.510421 + Penalty 4307.847715 = -278357.662706 nChanged 15 SP:Iteration 18Q (158.023457 sec): 3 clusters Score: Raw -282677.829477 + Penalty 4307.847715 = -278369.981761 nChanged 22 SP:Iteration 19Q (158.068181 sec): 3 clusters Score: Raw -282691.646617 + Penalty 4307.847715 = -278383.798902 nChanged 12 SP:Iteration 20F (158.132365 sec): 3 clusters Score: Raw -282699.112022 + Penalty 4307.847715 = -278391.264307 nChanged 11 SP:Iteration 21Q (158.174891 sec): 3 clusters Score: Raw -282705.759979 + Penalty 4307.847715 = -278397.912264 nChanged 9 SP:Iteration 22Q (158.217463 sec): 3 clusters Score: Raw -282710.396152 + Penalty 4307.847715 = -278402.548437 nChanged 9 SP:Iteration 23Q (158.260438 sec): 3 clusters Score: Raw -282714.268512 + Penalty 4307.847715 = -278406.420796 nChanged 7 SP:Iteration 24Q (158.307711 sec): 3 clusters Score: Raw -282717.767825 + Penalty 4307.847715 = -278409.920110 nChanged 5 SP:Iteration 25Q (158.355379 sec): 3 clusters Score: Raw -282720.250816 + Penalty 4307.847715 = -278412.403101 nChanged 4 SP:Iteration 26Q (158.463718 sec): 3 clusters Score: Raw -282721.694442 + Penalty 4307.847715 = -278413.846727 nChanged 2 SP:Iteration 27Q (158.512592 sec): 3 clusters Score: Raw -282722.510747 + Penalty 4307.847715 = -278414.663032 nChanged 2 SP:Iteration 28Q (158.561559 sec): 3 clusters Score: Raw -282724.901627 + Penalty 4307.847715 = -278417.053912 nChanged 1 SP:Iteration 29Q (158.607870 sec): 3 clusters Score: Raw -282725.168287 + Penalty 4307.847715 = -278417.320572 nChanged 1 SP:Iteration 30Q (158.649195 sec): 3 clusters Score: Raw -282725.706417 + Penalty 4307.847715 = -278417.858702 nChanged 0 SP:Iteration 31F (158.691425 sec): 3 clusters Score: Raw -282725.706417 + Penalty 4307.847715 = -278417.858702 nChanged 0 Trying to split cluster 5 (5161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.736124 sec): 2 clusters Score: Raw -469766.643722 + Penalty 2256.905808 = -467509.737914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.783892 sec): 3 clusters Score: Raw -467327.702336 + Penalty 4513.811617 = -462813.890719 nChanged 2026 SP:Iteration 1F (158.832392 sec): 3 clusters Score: Raw -468735.941224 + Penalty 4513.811617 = -464222.129607 nChanged 467 SP:Iteration 2F (158.879920 sec): 3 clusters Score: Raw -469220.224541 + Penalty 4513.811617 = -464706.412924 nChanged 364 SP:Iteration 3F (158.933210 sec): 3 clusters Score: Raw -469641.079194 + Penalty 4513.811617 = -465127.267577 nChanged 341 SP:Iteration 4F (158.994372 sec): 3 clusters Score: Raw -470052.047186 + Penalty 4513.811617 = -465538.235569 nChanged 355 SP:Iteration 5F (159.052206 sec): 3 clusters Score: Raw -470523.797667 + Penalty 4513.811617 = -466009.986050 nChanged 308 SP:Iteration 6F (159.109973 sec): 3 clusters Score: Raw -470834.666898 + Penalty 4513.811617 = -466320.855281 nChanged 208 SP:Iteration 7Q (159.162335 sec): 3 clusters Score: Raw -470990.433405 + Penalty 4513.811617 = -466476.621788 nChanged 172 SP:Iteration 8Q (159.212311 sec): 3 clusters Score: Raw -471108.191817 + Penalty 4513.811617 = -466594.380200 nChanged 133 SP:Iteration 9Q (159.261919 sec): 3 clusters Score: Raw -471196.414640 + Penalty 4513.811617 = -466682.603023 nChanged 110 SP:Iteration 10Q (159.316405 sec): 3 clusters Score: Raw -471277.798322 + Penalty 4513.811617 = -466763.986705 nChanged 88 SP:Iteration 11Q (159.372336 sec): 3 clusters Score: Raw -471341.362379 + Penalty 4513.811617 = -466827.550762 nChanged 71 SP:Iteration 12Q (159.428207 sec): 3 clusters Score: Raw -471394.991671 + Penalty 4513.811617 = -466881.180054 nChanged 57 SP:Iteration 13Q (159.481316 sec): 3 clusters Score: Raw -471427.632634 + Penalty 4513.811617 = -466913.821017 nChanged 42 SP:Iteration 14Q (159.533976 sec): 3 clusters Score: Raw -471454.074954 + Penalty 4513.811617 = -466940.263337 nChanged 42 SP:Iteration 15Q (159.586760 sec): 3 clusters Score: Raw -471473.632316 + Penalty 4513.811617 = -466959.820699 nChanged 24 SP:Iteration 16Q (159.640327 sec): 3 clusters Score: Raw -471484.609934 + Penalty 4513.811617 = -466970.798317 nChanged 17 SP:Iteration 17Q (159.693517 sec): 3 clusters Score: Raw -471493.497747 + Penalty 4513.811617 = -466979.686130 nChanged 18 SP:Iteration 18Q (159.746947 sec): 3 clusters Score: Raw -471501.608242 + Penalty 4513.811617 = -466987.796625 nChanged 15 SP:Iteration 19Q (159.800467 sec): 3 clusters Score: Raw -471508.242412 + Penalty 4513.811617 = -466994.430795 nChanged 13 SP:Iteration 20F (159.854531 sec): 3 clusters Score: Raw -471513.779887 + Penalty 4513.811617 = -466999.968270 nChanged 13 SP:Iteration 21Q (159.907803 sec): 3 clusters Score: Raw -471518.860624 + Penalty 4513.811617 = -467005.049007 nChanged 11 SP:Iteration 22Q (159.960909 sec): 3 clusters Score: Raw -471525.092537 + Penalty 4513.811617 = -467011.280920 nChanged 17 SP:Iteration 23Q (160.014092 sec): 3 clusters Score: Raw -471532.494933 + Penalty 4513.811617 = -467018.683316 nChanged 15 SP:Iteration 24Q (160.075360 sec): 3 clusters Score: Raw -471538.566502 + Penalty 4513.811617 = -467024.754885 nChanged 9 SP:Iteration 25Q (160.234456 sec): 3 clusters Score: Raw -471542.419414 + Penalty 4513.811617 = -467028.607797 nChanged 10 SP:Iteration 26Q (160.258870 sec): 3 clusters Score: Raw -471546.127489 + Penalty 4513.811617 = -467032.315872 nChanged 9 SP:Iteration 27Q (160.321191 sec): 3 clusters Score: Raw -471550.055168 + Penalty 4513.811617 = -467036.243551 nChanged 5 SP:Iteration 28Q (160.364295 sec): 3 clusters Score: Raw -471552.034491 + Penalty 4513.811617 = -467038.222874 nChanged 9 SP:Iteration 29Q (160.423823 sec): 3 clusters Score: Raw -471556.636321 + Penalty 4513.811617 = -467042.824704 nChanged 8 SP:Iteration 30Q (160.481988 sec): 3 clusters Score: Raw -471559.810778 + Penalty 4513.811617 = -467045.999161 nChanged 4 SP:Iteration 31Q (160.536517 sec): 3 clusters Score: Raw -471561.782323 + Penalty 4513.811617 = -467047.970706 nChanged 4 SP:Iteration 32Q (160.591170 sec): 3 clusters Score: Raw -471563.954804 + Penalty 4513.811617 = -467050.143187 nChanged 5 SP:Iteration 33Q (160.645492 sec): 3 clusters Score: Raw -471567.245648 + Penalty 4513.811617 = -467053.434031 nChanged 13 SP:Iteration 34Q (160.698792 sec): 3 clusters Score: Raw -471575.562741 + Penalty 4513.811617 = -467061.751124 nChanged 19 SP:Iteration 35Q (160.752156 sec): 3 clusters Score: Raw -471586.398367 + Penalty 4513.811617 = -467072.586750 nChanged 12 SP:Iteration 36Q (160.805577 sec): 3 clusters Score: Raw -471592.446879 + Penalty 4513.811617 = -467078.635262 nChanged 11 SP:Iteration 37Q (160.858682 sec): 3 clusters Score: Raw -471596.985617 + Penalty 4513.811617 = -467083.174000 nChanged 10 SP:Iteration 38Q (160.911863 sec): 3 clusters Score: Raw -471601.089627 + Penalty 4513.811617 = -467087.278010 nChanged 9 SP:Iteration 39Q (160.965328 sec): 3 clusters Score: Raw -471604.123917 + Penalty 4513.811617 = -467090.312300 nChanged 8 SP:Iteration 40F (161.019750 sec): 3 clusters Score: Raw -471607.136717 + Penalty 4513.811617 = -467093.325100 nChanged 10 SP:Iteration 41Q (161.073086 sec): 3 clusters Score: Raw -471611.223375 + Penalty 4513.811617 = -467097.411758 nChanged 3 SP:Iteration 42Q (161.126062 sec): 3 clusters Score: Raw -471611.877029 + Penalty 4513.811617 = -467098.065412 nChanged 3 SP:Iteration 43Q (161.178761 sec): 3 clusters Score: Raw -471612.463574 + Penalty 4513.811617 = -467098.651957 nChanged 1 SP:Iteration 44Q (161.231564 sec): 3 clusters Score: Raw -471613.309244 + Penalty 4513.811617 = -467099.497627 nChanged 4 SP:Iteration 45Q (161.284856 sec): 3 clusters Score: Raw -471614.754612 + Penalty 4513.811617 = -467100.942995 nChanged 2 SP:Iteration 46Q (161.338091 sec): 3 clusters Score: Raw -471615.293434 + Penalty 4513.811617 = -467101.481817 nChanged 1 SP:Iteration 47Q (161.391354 sec): 3 clusters Score: Raw -471615.567213 + Penalty 4513.811617 = -467101.755596 nChanged 0 SP:Iteration 48F (161.445621 sec): 3 clusters Score: Raw -471615.567213 + Penalty 4513.811617 = -467101.755596 nChanged 0 Iteration 59Q (161.609454 sec): 6 clusters Score: Raw -1304393.525066 + Penalty 12751.975662 = -1291641.549404 nChanged 5 Iteration 60F (161.803544 sec): 6 clusters Score: Raw -1304394.908075 + Penalty 12751.975662 = -1291642.932413 nChanged 4 Iteration 61Q (161.927155 sec): 6 clusters Score: Raw -1304395.886327 + Penalty 12751.975662 = -1291643.910665 nChanged 1 Iteration 62Q (162.079012 sec): 6 clusters Score: Raw -1304396.085110 + Penalty 12751.975662 = -1291644.109448 nChanged 0 Iteration 63F (162.272677 sec): 6 clusters Score: Raw -1304396.085110 + Penalty 12751.975662 = -1291644.109448 nChanged 0 Compute initial score before splitting: Score: Raw -1304396.085110 + Penalty 12751.975662 = -1291644.109448 Trying to split cluster 1 (3037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (162.368435 sec): 2 clusters Score: Raw -256131.565769 + Penalty 2116.917123 = -254014.648646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (162.513916 sec): 3 clusters Score: Raw -254907.570123 + Penalty 4233.834246 = -250673.735878 nChanged 1083 SP:Iteration 1F (162.529248 sec): 3 clusters Score: Raw -255683.380574 + Penalty 4233.834246 = -251449.546328 nChanged 257 SP:Iteration 2F (162.568850 sec): 3 clusters Score: Raw -255914.095882 + Penalty 4233.834246 = -251680.261636 nChanged 182 SP:Iteration 3F (162.612422 sec): 3 clusters Score: Raw -256097.197683 + Penalty 4233.834246 = -251863.363438 nChanged 147 SP:Iteration 4Q (162.658716 sec): 3 clusters Score: Raw -256233.218995 + Penalty 4233.834246 = -251999.384749 nChanged 120 SP:Iteration 5Q (162.704792 sec): 3 clusters Score: Raw -256361.335684 + Penalty 4233.834246 = -252127.501438 nChanged 133 SP:Iteration 6Q (162.750714 sec): 3 clusters Score: Raw -256506.705517 + Penalty 4233.834246 = -252272.871272 nChanged 128 SP:Iteration 7Q (162.876802 sec): 3 clusters Score: Raw -256644.535146 + Penalty 4233.834246 = -252410.700901 nChanged 113 SP:Iteration 8Q (162.984403 sec): 3 clusters Score: Raw -256784.422426 + Penalty 4233.834246 = -252550.588181 nChanged 102 SP:Iteration 9Q (163.086499 sec): 3 clusters Score: Raw -256907.053946 + Penalty 4233.834246 = -252673.219700 nChanged 108 SP:Iteration 10Q (163.146677 sec): 3 clusters Score: Raw -257020.078054 + Penalty 4233.834246 = -252786.243809 nChanged 78 SP:Iteration 11Q (163.187242 sec): 3 clusters Score: Raw -257092.638806 + Penalty 4233.834246 = -252858.804560 nChanged 53 SP:Iteration 12Q (163.227793 sec): 3 clusters Score: Raw -257136.345992 + Penalty 4233.834246 = -252902.511746 nChanged 45 SP:Iteration 13Q (163.268446 sec): 3 clusters Score: Raw -257171.811813 + Penalty 4233.834246 = -252937.977567 nChanged 34 SP:Iteration 14Q (163.308405 sec): 3 clusters Score: Raw -257199.032574 + Penalty 4233.834246 = -252965.198329 nChanged 25 SP:Iteration 15Q (163.350109 sec): 3 clusters Score: Raw -257218.037405 + Penalty 4233.834246 = -252984.203159 nChanged 34 SP:Iteration 16Q (163.392298 sec): 3 clusters Score: Raw -257238.367235 + Penalty 4233.834246 = -253004.532990 nChanged 23 SP:Iteration 17Q (163.434765 sec): 3 clusters Score: Raw -257255.597866 + Penalty 4233.834246 = -253021.763620 nChanged 23 SP:Iteration 18Q (163.476677 sec): 3 clusters Score: Raw -257271.023143 + Penalty 4233.834246 = -253037.188897 nChanged 19 SP:Iteration 19Q (163.518561 sec): 3 clusters Score: Raw -257284.519367 + Penalty 4233.834246 = -253050.685121 nChanged 27 SP:Iteration 20F (163.560755 sec): 3 clusters Score: Raw -257304.629402 + Penalty 4233.834246 = -253070.795156 nChanged 19 SP:Iteration 21Q (163.602626 sec): 3 clusters Score: Raw -257318.941161 + Penalty 4233.834246 = -253085.106916 nChanged 22 SP:Iteration 22Q (163.644709 sec): 3 clusters Score: Raw -257333.720038 + Penalty 4233.834246 = -253099.885792 nChanged 23 SP:Iteration 23Q (163.686997 sec): 3 clusters Score: Raw -257345.912899 + Penalty 4233.834246 = -253112.078654 nChanged 20 SP:Iteration 24Q (163.728681 sec): 3 clusters Score: Raw -257360.325666 + Penalty 4233.834246 = -253126.491420 nChanged 24 SP:Iteration 25Q (163.770301 sec): 3 clusters Score: Raw -257377.516745 + Penalty 4233.834246 = -253143.682499 nChanged 20 SP:Iteration 26Q (163.811889 sec): 3 clusters Score: Raw -257390.216202 + Penalty 4233.834246 = -253156.381956 nChanged 18 SP:Iteration 27Q (163.853147 sec): 3 clusters Score: Raw -257401.334346 + Penalty 4233.834246 = -253167.500101 nChanged 21 SP:Iteration 28Q (163.894399 sec): 3 clusters Score: Raw -257412.922375 + Penalty 4233.834246 = -253179.088130 nChanged 26 SP:Iteration 29Q (163.935772 sec): 3 clusters Score: Raw -257428.451077 + Penalty 4233.834246 = -253194.616831 nChanged 20 SP:Iteration 30Q (163.977401 sec): 3 clusters Score: Raw -257440.943003 + Penalty 4233.834246 = -253207.108758 nChanged 16 SP:Iteration 31Q (164.083547 sec): 3 clusters Score: Raw -257451.911422 + Penalty 4233.834246 = -253218.077176 nChanged 18 SP:Iteration 32Q (164.237931 sec): 3 clusters Score: Raw -257461.315971 + Penalty 4233.834246 = -253227.481726 nChanged 15 SP:Iteration 33Q (164.350657 sec): 3 clusters Score: Raw -257469.223277 + Penalty 4233.834246 = -253235.389032 nChanged 9 SP:Iteration 34Q (164.404146 sec): 3 clusters Score: Raw -257472.221718 + Penalty 4233.834246 = -253238.387472 nChanged 7 SP:Iteration 35Q (164.457481 sec): 3 clusters Score: Raw -257474.394398 + Penalty 4233.834246 = -253240.560153 nChanged 4 SP:Iteration 36Q (164.506825 sec): 3 clusters Score: Raw -257475.933528 + Penalty 4233.834246 = -253242.099282 nChanged 3 SP:Iteration 37Q (164.548262 sec): 3 clusters Score: Raw -257478.424512 + Penalty 4233.834246 = -253244.590266 nChanged 5 SP:Iteration 38Q (164.589851 sec): 3 clusters Score: Raw -257480.140010 + Penalty 4233.834246 = -253246.305765 nChanged 4 SP:Iteration 39Q (164.631136 sec): 3 clusters Score: Raw -257481.541076 + Penalty 4233.834246 = -253247.706831 nChanged 1 SP:Iteration 40F (164.677101 sec): 3 clusters Score: Raw -257481.755193 + Penalty 4233.834246 = -253247.920948 nChanged 0 Trying to split cluster 2 (2160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.718626 sec): 2 clusters Score: Raw -195244.796842 + Penalty 2026.955964 = -193217.840878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.759131 sec): 3 clusters Score: Raw -194423.248605 + Penalty 4053.911928 = -190369.336677 nChanged 667 SP:Iteration 1F (164.798522 sec): 3 clusters Score: Raw -194904.330852 + Penalty 4053.911928 = -190850.418923 nChanged 174 SP:Iteration 2F (164.839952 sec): 3 clusters Score: Raw -195054.316929 + Penalty 4053.911928 = -191000.405000 nChanged 99 SP:Iteration 3Q (164.879758 sec): 3 clusters Score: Raw -195135.470517 + Penalty 4053.911928 = -191081.558589 nChanged 63 SP:Iteration 4Q (164.919240 sec): 3 clusters Score: Raw -195195.585762 + Penalty 4053.911928 = -191141.673833 nChanged 56 SP:Iteration 5Q (164.958357 sec): 3 clusters Score: Raw -195242.032125 + Penalty 4053.911928 = -191188.120196 nChanged 39 SP:Iteration 6Q (164.996316 sec): 3 clusters Score: Raw -195261.541499 + Penalty 4053.911928 = -191207.629571 nChanged 18 SP:Iteration 7Q (165.033479 sec): 3 clusters Score: Raw -195271.618351 + Penalty 4053.911928 = -191217.706423 nChanged 15 SP:Iteration 8Q (165.070129 sec): 3 clusters Score: Raw -195280.793136 + Penalty 4053.911928 = -191226.881207 nChanged 10 SP:Iteration 9Q (165.176023 sec): 3 clusters Score: Raw -195284.917137 + Penalty 4053.911928 = -191231.005209 nChanged 4 SP:Iteration 10Q (165.293138 sec): 3 clusters Score: Raw -195287.487605 + Penalty 4053.911928 = -191233.575677 nChanged 6 SP:Iteration 11Q (165.411418 sec): 3 clusters Score: Raw -195290.373537 + Penalty 4053.911928 = -191236.461608 nChanged 6 SP:Iteration 12Q (165.529240 sec): 3 clusters Score: Raw -195293.316936 + Penalty 4053.911928 = -191239.405007 nChanged 7 SP:Iteration 13Q (165.663969 sec): 3 clusters Score: Raw -195296.138859 + Penalty 4053.911928 = -191242.226931 nChanged 11 SP:Iteration 14Q (165.754944 sec): 3 clusters Score: Raw -195301.582464 + Penalty 4053.911928 = -191247.670535 nChanged 8 SP:Iteration 15Q (165.851106 sec): 3 clusters Score: Raw -195304.552697 + Penalty 4053.911928 = -191250.640769 nChanged 4 SP:Iteration 16Q (165.937368 sec): 3 clusters Score: Raw -195306.451506 + Penalty 4053.911928 = -191252.539577 nChanged 7 SP:Iteration 17Q (165.974038 sec): 3 clusters Score: Raw -195309.635945 + Penalty 4053.911928 = -191255.724017 nChanged 4 SP:Iteration 18Q (166.010847 sec): 3 clusters Score: Raw -195311.216582 + Penalty 4053.911928 = -191257.304654 nChanged 1 SP:Iteration 19Q (166.047606 sec): 3 clusters Score: Raw -195311.537991 + Penalty 4053.911928 = -191257.626063 nChanged 3 SP:Iteration 20F (166.107501 sec): 3 clusters Score: Raw -195313.996051 + Penalty 4053.911928 = -191260.084123 nChanged 1 SP:Iteration 21Q (166.148179 sec): 3 clusters Score: Raw -195314.512159 + Penalty 4053.911928 = -191260.600230 nChanged 1 SP:Iteration 22Q (166.188213 sec): 3 clusters Score: Raw -195314.758339 + Penalty 4053.911928 = -191260.846411 nChanged 0 SP:Iteration 23F (166.229550 sec): 3 clusters Score: Raw -195314.758339 + Penalty 4053.911928 = -191260.846411 nChanged 0 Trying to split cluster 3 (1832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.283781 sec): 2 clusters Score: Raw -126135.805574 + Penalty 1983.475176 = -124152.330398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.317774 sec): 3 clusters Score: Raw -125603.467907 + Penalty 3966.950352 = -121636.517555 nChanged 590 SP:Iteration 1F (166.350419 sec): 3 clusters Score: Raw -126219.343020 + Penalty 3966.950352 = -122252.392668 nChanged 156 SP:Iteration 2F (166.382905 sec): 3 clusters Score: Raw -126471.885188 + Penalty 3966.950352 = -122504.934836 nChanged 121 SP:Iteration 3F (166.415434 sec): 3 clusters Score: Raw -126662.525170 + Penalty 3966.950352 = -122695.574818 nChanged 89 SP:Iteration 4Q (166.448227 sec): 3 clusters Score: Raw -126782.387801 + Penalty 3966.950352 = -122815.437449 nChanged 56 SP:Iteration 5Q (166.484562 sec): 3 clusters Score: Raw -126855.801093 + Penalty 3966.950352 = -122888.850741 nChanged 48 SP:Iteration 6Q (166.516805 sec): 3 clusters Score: Raw -126938.181945 + Penalty 3966.950352 = -122971.231593 nChanged 51 SP:Iteration 7Q (166.549139 sec): 3 clusters Score: Raw -127051.692870 + Penalty 3966.950352 = -123084.742518 nChanged 61 SP:Iteration 8Q (166.581342 sec): 3 clusters Score: Raw -127149.851686 + Penalty 3966.950352 = -123182.901334 nChanged 62 SP:Iteration 9Q (166.613772 sec): 3 clusters Score: Raw -127267.045089 + Penalty 3966.950352 = -123300.094737 nChanged 57 SP:Iteration 10Q (166.650802 sec): 3 clusters Score: Raw -127352.765252 + Penalty 3966.950352 = -123385.814900 nChanged 33 SP:Iteration 11Q (166.683080 sec): 3 clusters Score: Raw -127393.069106 + Penalty 3966.950352 = -123426.118754 nChanged 27 SP:Iteration 12Q (166.715081 sec): 3 clusters Score: Raw -127430.869458 + Penalty 3966.950352 = -123463.919106 nChanged 23 SP:Iteration 13Q (166.762172 sec): 3 clusters Score: Raw -127478.362383 + Penalty 3966.950352 = -123511.412031 nChanged 23 SP:Iteration 14Q (166.795359 sec): 3 clusters Score: Raw -127513.118611 + Penalty 3966.950352 = -123546.168259 nChanged 19 SP:Iteration 15Q (166.827208 sec): 3 clusters Score: Raw -127531.128088 + Penalty 3966.950352 = -123564.177736 nChanged 8 SP:Iteration 16Q (166.859104 sec): 3 clusters Score: Raw -127536.132781 + Penalty 3966.950352 = -123569.182429 nChanged 3 SP:Iteration 17Q (166.896549 sec): 3 clusters Score: Raw -127538.646194 + Penalty 3966.950352 = -123571.695842 nChanged 2 SP:Iteration 18Q (166.928482 sec): 3 clusters Score: Raw -127539.680430 + Penalty 3966.950352 = -123572.730078 nChanged 1 SP:Iteration 19Q (166.960344 sec): 3 clusters Score: Raw -127540.073960 + Penalty 3966.950352 = -123573.123609 nChanged 1 SP:Iteration 20F (166.993652 sec): 3 clusters Score: Raw -127540.520303 + Penalty 3966.950352 = -123573.569951 nChanged 1 SP:Iteration 21Q (167.024542 sec): 3 clusters Score: Raw -127540.810938 + Penalty 3966.950352 = -123573.860586 nChanged 0 SP:Iteration 22F (167.056976 sec): 3 clusters Score: Raw -127540.810938 + Penalty 3966.950352 = -123573.860586 nChanged 0 Trying to split cluster 4 (3491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (167.097496 sec): 2 clusters Score: Raw -280985.596415 + Penalty 2153.697086 = -278831.899329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (167.138891 sec): 3 clusters Score: Raw -279489.591074 + Penalty 4307.394172 = -275182.196903 nChanged 1226 SP:Iteration 1F (167.253706 sec): 3 clusters Score: Raw -280409.855030 + Penalty 4307.394172 = -276102.460858 nChanged 322 SP:Iteration 2F (167.306211 sec): 3 clusters Score: Raw -280759.438582 + Penalty 4307.394172 = -276452.044410 nChanged 246 SP:Iteration 3F (167.353332 sec): 3 clusters Score: Raw -281001.665610 + Penalty 4307.394172 = -276694.271438 nChanged 170 SP:Iteration 4Q (167.401107 sec): 3 clusters Score: Raw -281169.159953 + Penalty 4307.394172 = -276861.765781 nChanged 129 SP:Iteration 5Q (167.448337 sec): 3 clusters Score: Raw -281292.845101 + Penalty 4307.394172 = -276985.450929 nChanged 124 SP:Iteration 6Q (167.494552 sec): 3 clusters Score: Raw -281431.296240 + Penalty 4307.394172 = -277123.902068 nChanged 131 SP:Iteration 7Q (167.536647 sec): 3 clusters Score: Raw -281548.034106 + Penalty 4307.394172 = -277240.639934 nChanged 99 SP:Iteration 8Q (167.578748 sec): 3 clusters Score: Raw -281624.411982 + Penalty 4307.394172 = -277317.017810 nChanged 80 SP:Iteration 9Q (167.621042 sec): 3 clusters Score: Raw -281698.692955 + Penalty 4307.394172 = -277391.298783 nChanged 80 SP:Iteration 10Q (167.663892 sec): 3 clusters Score: Raw -281758.997621 + Penalty 4307.394172 = -277451.603449 nChanged 71 SP:Iteration 11Q (167.709799 sec): 3 clusters Score: Raw -281818.680938 + Penalty 4307.394172 = -277511.286766 nChanged 74 SP:Iteration 12Q (167.755551 sec): 3 clusters Score: Raw -281892.659607 + Penalty 4307.394172 = -277585.265436 nChanged 81 SP:Iteration 13Q (167.801283 sec): 3 clusters Score: Raw -281969.614355 + Penalty 4307.394172 = -277662.220183 nChanged 92 SP:Iteration 14Q (167.846383 sec): 3 clusters Score: Raw -282052.055411 + Penalty 4307.394172 = -277744.661240 nChanged 82 SP:Iteration 15Q (167.890700 sec): 3 clusters Score: Raw -282131.908714 + Penalty 4307.394172 = -277824.514542 nChanged 77 SP:Iteration 16Q (167.935182 sec): 3 clusters Score: Raw -282194.405486 + Penalty 4307.394172 = -277887.011315 nChanged 54 SP:Iteration 17Q (167.979340 sec): 3 clusters Score: Raw -282231.035508 + Penalty 4307.394172 = -277923.641336 nChanged 46 SP:Iteration 18Q (168.115280 sec): 3 clusters Score: Raw -282269.466314 + Penalty 4307.394172 = -277962.072142 nChanged 44 SP:Iteration 19Q (168.214803 sec): 3 clusters Score: Raw -282302.494479 + Penalty 4307.394172 = -277995.100307 nChanged 34 SP:Iteration 20F (168.328197 sec): 3 clusters Score: Raw -282323.612180 + Penalty 4307.394172 = -278016.218009 nChanged 24 SP:Iteration 21Q (168.391773 sec): 3 clusters Score: Raw -282335.542437 + Penalty 4307.394172 = -278028.148265 nChanged 17 SP:Iteration 22Q (168.432770 sec): 3 clusters Score: Raw -282342.070475 + Penalty 4307.394172 = -278034.676303 nChanged 13 SP:Iteration 23Q (168.473715 sec): 3 clusters Score: Raw -282347.934664 + Penalty 4307.394172 = -278040.540493 nChanged 14 SP:Iteration 24Q (168.516168 sec): 3 clusters Score: Raw -282354.331914 + Penalty 4307.394172 = -278046.937743 nChanged 10 SP:Iteration 25Q (168.560240 sec): 3 clusters Score: Raw -282359.487118 + Penalty 4307.394172 = -278052.092947 nChanged 11 SP:Iteration 26Q (168.604694 sec): 3 clusters Score: Raw -282364.395021 + Penalty 4307.394172 = -278057.000850 nChanged 10 SP:Iteration 27Q (168.648800 sec): 3 clusters Score: Raw -282369.457270 + Penalty 4307.394172 = -278062.063098 nChanged 12 SP:Iteration 28Q (168.693503 sec): 3 clusters Score: Raw -282375.755690 + Penalty 4307.394172 = -278068.361518 nChanged 5 SP:Iteration 29Q (168.738250 sec): 3 clusters Score: Raw -282377.919161 + Penalty 4307.394172 = -278070.524989 nChanged 3 SP:Iteration 30Q (168.782929 sec): 3 clusters Score: Raw -282379.171757 + Penalty 4307.394172 = -278071.777586 nChanged 4 SP:Iteration 31Q (168.827595 sec): 3 clusters Score: Raw -282381.660934 + Penalty 4307.394172 = -278074.266763 nChanged 6 SP:Iteration 32Q (168.871922 sec): 3 clusters Score: Raw -282383.877880 + Penalty 4307.394172 = -278076.483708 nChanged 4 SP:Iteration 33Q (168.941993 sec): 3 clusters Score: Raw -282386.334758 + Penalty 4307.394172 = -278078.940587 nChanged 1 SP:Iteration 34Q (169.005404 sec): 3 clusters Score: Raw -282386.569449 + Penalty 4307.394172 = -278079.175277 nChanged 0 SP:Iteration 35F (169.070926 sec): 3 clusters Score: Raw -282386.569449 + Penalty 4307.394172 = -278079.175277 nChanged 0 Trying to split cluster 5 (5165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (169.137382 sec): 2 clusters Score: Raw -470098.519235 + Penalty 2257.110341 = -467841.408894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (169.188117 sec): 3 clusters Score: Raw -467661.899726 + Penalty 4514.220681 = -463147.679044 nChanged 1940 SP:Iteration 1F (169.259846 sec): 3 clusters Score: Raw -469078.664097 + Penalty 4514.220681 = -464564.443416 nChanged 505 SP:Iteration 2F (169.328298 sec): 3 clusters Score: Raw -469767.796374 + Penalty 4514.220681 = -465253.575693 nChanged 476 SP:Iteration 3F (169.390132 sec): 3 clusters Score: Raw -470426.422907 + Penalty 4514.220681 = -465912.202226 nChanged 400 SP:Iteration 4F (169.436719 sec): 3 clusters Score: Raw -470962.661657 + Penalty 4514.220681 = -466448.440975 nChanged 312 SP:Iteration 5F (169.482383 sec): 3 clusters Score: Raw -471323.478853 + Penalty 4514.220681 = -466809.258172 nChanged 208 SP:Iteration 6Q (169.528814 sec): 3 clusters Score: Raw -471528.038153 + Penalty 4514.220681 = -467013.817471 nChanged 163 SP:Iteration 7Q (169.636486 sec): 3 clusters Score: Raw -471657.888941 + Penalty 4514.220681 = -467143.668260 nChanged 96 SP:Iteration 8Q (169.737901 sec): 3 clusters Score: Raw -471735.212164 + Penalty 4514.220681 = -467220.991482 nChanged 76 SP:Iteration 9Q (169.794755 sec): 3 clusters Score: Raw -471789.456928 + Penalty 4514.220681 = -467275.236247 nChanged 47 SP:Iteration 10Q (169.847570 sec): 3 clusters Score: Raw -471814.677014 + Penalty 4514.220681 = -467300.456332 nChanged 41 SP:Iteration 11Q (169.897903 sec): 3 clusters Score: Raw -471839.404011 + Penalty 4514.220681 = -467325.183330 nChanged 29 SP:Iteration 12Q (169.948079 sec): 3 clusters Score: Raw -471858.903791 + Penalty 4514.220681 = -467344.683109 nChanged 33 SP:Iteration 13Q (170.002132 sec): 3 clusters Score: Raw -471877.729490 + Penalty 4514.220681 = -467363.508808 nChanged 20 SP:Iteration 14Q (170.058954 sec): 3 clusters Score: Raw -471888.670836 + Penalty 4514.220681 = -467374.450155 nChanged 20 SP:Iteration 15Q (170.115717 sec): 3 clusters Score: Raw -471900.210535 + Penalty 4514.220681 = -467385.989853 nChanged 16 SP:Iteration 16Q (170.168131 sec): 3 clusters Score: Raw -471910.918176 + Penalty 4514.220681 = -467396.697495 nChanged 19 SP:Iteration 17Q (170.231485 sec): 3 clusters Score: Raw -471923.144132 + Penalty 4514.220681 = -467408.923451 nChanged 14 SP:Iteration 18Q (170.283311 sec): 3 clusters Score: Raw -471928.999424 + Penalty 4514.220681 = -467414.778742 nChanged 12 SP:Iteration 19Q (170.336606 sec): 3 clusters Score: Raw -471936.638869 + Penalty 4514.220681 = -467422.418187 nChanged 10 SP:Iteration 20F (170.391554 sec): 3 clusters Score: Raw -471941.298026 + Penalty 4514.220681 = -467427.077344 nChanged 12 SP:Iteration 21Q (170.445062 sec): 3 clusters Score: Raw -471947.010747 + Penalty 4514.220681 = -467432.790066 nChanged 11 SP:Iteration 22Q (170.498018 sec): 3 clusters Score: Raw -471952.970681 + Penalty 4514.220681 = -467438.750000 nChanged 10 SP:Iteration 23Q (170.550424 sec): 3 clusters Score: Raw -471957.263168 + Penalty 4514.220681 = -467443.042486 nChanged 7 SP:Iteration 24Q (170.602974 sec): 3 clusters Score: Raw -471960.082531 + Penalty 4514.220681 = -467445.861849 nChanged 4 SP:Iteration 25Q (170.655732 sec): 3 clusters Score: Raw -471961.876452 + Penalty 4514.220681 = -467447.655770 nChanged 4 SP:Iteration 26Q (170.809738 sec): 3 clusters Score: Raw -471963.242452 + Penalty 4514.220681 = -467449.021770 nChanged 5 SP:Iteration 27Q (170.948470 sec): 3 clusters Score: Raw -471964.876980 + Penalty 4514.220681 = -467450.656298 nChanged 4 SP:Iteration 28Q (171.038327 sec): 3 clusters Score: Raw -471967.169287 + Penalty 4514.220681 = -467452.948606 nChanged 11 SP:Iteration 29Q (171.089087 sec): 3 clusters Score: Raw -471973.234908 + Penalty 4514.220681 = -467459.014227 nChanged 6 SP:Iteration 30Q (171.141520 sec): 3 clusters Score: Raw -471975.924031 + Penalty 4514.220681 = -467461.703349 nChanged 7 SP:Iteration 31Q (171.193857 sec): 3 clusters Score: Raw -471979.744423 + Penalty 4514.220681 = -467465.523742 nChanged 11 SP:Iteration 32Q (171.245389 sec): 3 clusters Score: Raw -471985.494812 + Penalty 4514.220681 = -467471.274130 nChanged 8 SP:Iteration 33Q (171.296761 sec): 3 clusters Score: Raw -471989.783399 + Penalty 4514.220681 = -467475.562718 nChanged 5 SP:Iteration 34Q (171.348921 sec): 3 clusters Score: Raw -471992.097214 + Penalty 4514.220681 = -467477.876533 nChanged 4 SP:Iteration 35Q (171.401064 sec): 3 clusters Score: Raw -471994.084859 + Penalty 4514.220681 = -467479.864177 nChanged 4 SP:Iteration 36Q (171.453359 sec): 3 clusters Score: Raw -471994.878624 + Penalty 4514.220681 = -467480.657942 nChanged 1 SP:Iteration 37Q (171.527519 sec): 3 clusters Score: Raw -471995.345508 + Penalty 4514.220681 = -467481.124826 nChanged 1 SP:Iteration 38Q (171.595443 sec): 3 clusters Score: Raw -471995.985978 + Penalty 4514.220681 = -467481.765297 nChanged 4 SP:Iteration 39Q (171.646618 sec): 3 clusters Score: Raw -471996.940210 + Penalty 4514.220681 = -467482.719529 nChanged 1 SP:Iteration 40F (171.698489 sec): 3 clusters Score: Raw -471997.320202 + Penalty 4514.220681 = -467483.099520 nChanged 2 SP:Iteration 41Q (171.748005 sec): 3 clusters Score: Raw -471997.704225 + Penalty 4514.220681 = -467483.483543 nChanged 1 SP:Iteration 42Q (171.878871 sec): 3 clusters Score: Raw -471997.786791 + Penalty 4514.220681 = -467483.566109 nChanged 0 SP:Iteration 43F (171.933726 sec): 3 clusters Score: Raw -471997.786791 + Penalty 4514.220681 = -467483.566109 nChanged 0 Time taken for this iteration:40.794255 seconds. 6->6 Clusters: Score -1291644.109448, best is -1291584.441589 THE BEST YET! Starting from 7 clusters... ------ Clustering full data set of 15687 points ------ SP: Assigned 7 initial classes randomly. Deleting Class 6 (2169 points): Lose 709.293264 but Gain 2550.395132 Iteration 0F (172.348124 sec): 6 clusters Score: Raw -1236713.302022 + Penalty 12751.975662 = -1223961.326360 nChanged 12057 Deleting Class 2 (1833 points): Lose 2510.569777 but Gain 2550.395132 Iteration 1F (172.525732 sec): 5 clusters Score: Raw -1270435.292535 + Penalty 10201.580530 = -1260233.712005 nChanged 6923 Iteration 2F (172.701662 sec): 5 clusters Score: Raw -1289500.228237 + Penalty 10201.580530 = -1279298.647707 nChanged 2159 Iteration 3F (172.851080 sec): 5 clusters Score: Raw -1292562.468962 + Penalty 10201.580530 = -1282360.888432 nChanged 1057 Iteration 4F (172.984356 sec): 5 clusters Score: Raw -1293871.647284 + Penalty 10201.580530 = -1283670.066754 nChanged 674 Iteration 5Q (173.153170 sec): 5 clusters Score: Raw -1294581.033557 + Penalty 10201.580530 = -1284379.453027 nChanged 487 Iteration 6Q (173.290236 sec): 5 clusters Score: Raw -1295049.916785 + Penalty 10201.580530 = -1284848.336255 nChanged 378 Iteration 7Q (173.426610 sec): 5 clusters Score: Raw -1295374.219179 + Penalty 10201.580530 = -1285172.638649 nChanged 300 Iteration 8Q (173.560346 sec): 5 clusters Score: Raw -1295596.744154 + Penalty 10201.580530 = -1285395.163624 nChanged 265 Iteration 9Q (173.692156 sec): 5 clusters Score: Raw -1295775.317007 + Penalty 10201.580530 = -1285573.736477 nChanged 240 Iteration 10Q (173.832573 sec): 5 clusters Score: Raw -1295946.407239 + Penalty 10201.580530 = -1285744.826709 nChanged 218 Iteration 11Q (174.044811 sec): 5 clusters Score: Raw -1296094.039933 + Penalty 10201.580530 = -1285892.459404 nChanged 229 Iteration 12Q (174.184397 sec): 5 clusters Score: Raw -1296244.867950 + Penalty 10201.580530 = -1286043.287420 nChanged 201 Iteration 13Q (174.319429 sec): 5 clusters Score: Raw -1296369.525197 + Penalty 10201.580530 = -1286167.944667 nChanged 182 Iteration 14Q (174.442991 sec): 5 clusters Score: Raw -1296493.540490 + Penalty 10201.580530 = -1286291.959961 nChanged 182 Iteration 15Q (174.555889 sec): 5 clusters Score: Raw -1296622.950044 + Penalty 10201.580530 = -1286421.369514 nChanged 173 Iteration 16Q (174.681778 sec): 5 clusters Score: Raw -1296755.506868 + Penalty 10201.580530 = -1286553.926339 nChanged 183 Iteration 17Q (174.798519 sec): 5 clusters Score: Raw -1296896.467127 + Penalty 10201.580530 = -1286694.886598 nChanged 180 Iteration 18Q (174.918024 sec): 5 clusters Score: Raw -1297035.500769 + Penalty 10201.580530 = -1286833.920239 nChanged 166 Iteration 19Q (175.058885 sec): 5 clusters Score: Raw -1297157.398330 + Penalty 10201.580530 = -1286955.817801 nChanged 140 Writing temp clu file Because OldScore, -1286833.920239, is greater than current (better) Score,-1286955.817801 Compute initial score before splitting: Score: Raw -1297157.398330 + Penalty 10201.580530 = -1286955.817801 Trying to split cluster 1 (2922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.161573 sec): 2 clusters Score: Raw -250637.423807 + Penalty 2106.726228 = -248530.697579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.243441 sec): 3 clusters Score: Raw -249438.608225 + Penalty 4213.452457 = -245225.155768 nChanged 1024 SP:Iteration 1F (175.292228 sec): 3 clusters Score: Raw -250233.366939 + Penalty 4213.452457 = -246019.914482 nChanged 282 SP:Iteration 2F (175.341971 sec): 3 clusters Score: Raw -250602.174007 + Penalty 4213.452457 = -246388.721550 nChanged 224 SP:Iteration 3F (175.386978 sec): 3 clusters Score: Raw -250900.869224 + Penalty 4213.452457 = -246687.416767 nChanged 177 SP:Iteration 4F (175.439516 sec): 3 clusters Score: Raw -251162.980989 + Penalty 4213.452457 = -246949.528532 nChanged 168 SP:Iteration 5F (175.479443 sec): 3 clusters Score: Raw -251437.694314 + Penalty 4213.452457 = -247224.241857 nChanged 150 SP:Iteration 6F (175.602605 sec): 3 clusters Score: Raw -251694.305997 + Penalty 4213.452457 = -247480.853540 nChanged 133 SP:Iteration 7Q (175.732385 sec): 3 clusters Score: Raw -251905.050050 + Penalty 4213.452457 = -247691.597593 nChanged 91 SP:Iteration 8Q (175.787210 sec): 3 clusters Score: Raw -252048.911580 + Penalty 4213.452457 = -247835.459123 nChanged 82 SP:Iteration 9Q (175.829186 sec): 3 clusters Score: Raw -252171.678574 + Penalty 4213.452457 = -247958.226117 nChanged 67 SP:Iteration 10Q (175.870480 sec): 3 clusters Score: Raw -252272.295696 + Penalty 4213.452457 = -248058.843239 nChanged 68 SP:Iteration 11Q (175.910489 sec): 3 clusters Score: Raw -252353.088239 + Penalty 4213.452457 = -248139.635783 nChanged 38 SP:Iteration 12Q (175.950611 sec): 3 clusters Score: Raw -252394.134048 + Penalty 4213.452457 = -248180.681591 nChanged 32 SP:Iteration 13Q (175.990357 sec): 3 clusters Score: Raw -252419.299141 + Penalty 4213.452457 = -248205.846684 nChanged 16 SP:Iteration 14Q (176.029952 sec): 3 clusters Score: Raw -252430.305677 + Penalty 4213.452457 = -248216.853220 nChanged 7 SP:Iteration 15Q (176.071191 sec): 3 clusters Score: Raw -252434.500260 + Penalty 4213.452457 = -248221.047803 nChanged 5 SP:Iteration 16Q (176.202305 sec): 3 clusters Score: Raw -252436.947945 + Penalty 4213.452457 = -248223.495488 nChanged 3 SP:Iteration 17Q (176.266037 sec): 3 clusters Score: Raw -252437.789810 + Penalty 4213.452457 = -248224.337353 nChanged 3 SP:Iteration 18Q (176.305248 sec): 3 clusters Score: Raw -252439.116372 + Penalty 4213.452457 = -248225.663915 nChanged 3 SP:Iteration 19Q (176.409634 sec): 3 clusters Score: Raw -252440.533725 + Penalty 4213.452457 = -248227.081268 nChanged 3 SP:Iteration 20F (176.475472 sec): 3 clusters Score: Raw -252442.246979 + Penalty 4213.452457 = -248228.794523 nChanged 3 SP:Iteration 21Q (176.519141 sec): 3 clusters Score: Raw -252443.561792 + Penalty 4213.452457 = -248230.109335 nChanged 1 SP:Iteration 22Q (176.560223 sec): 3 clusters Score: Raw -252444.169743 + Penalty 4213.452457 = -248230.717286 nChanged 1 SP:Iteration 23Q (176.599137 sec): 3 clusters Score: Raw -252444.513285 + Penalty 4213.452457 = -248231.060829 nChanged 1 SP:Iteration 24Q (176.637892 sec): 3 clusters Score: Raw -252445.075646 + Penalty 4213.452457 = -248231.623189 nChanged 1 SP:Iteration 25Q (176.676959 sec): 3 clusters Score: Raw -252445.539190 + Penalty 4213.452457 = -248232.086733 nChanged 0 SP:Iteration 26F (176.716818 sec): 3 clusters Score: Raw -252445.539190 + Penalty 4213.452457 = -248232.086733 nChanged 0 Trying to split cluster 3 (2093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (176.754848 sec): 2 clusters Score: Raw -161604.484967 + Penalty 2018.637383 = -159585.847584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (176.792214 sec): 3 clusters Score: Raw -160913.650579 + Penalty 4037.274765 = -156876.375813 nChanged 674 SP:Iteration 1F (176.828522 sec): 3 clusters Score: Raw -161590.413391 + Penalty 4037.274765 = -157553.138625 nChanged 166 SP:Iteration 2F (176.865033 sec): 3 clusters Score: Raw -161850.581092 + Penalty 4037.274765 = -157813.306326 nChanged 127 SP:Iteration 3F (176.901865 sec): 3 clusters Score: Raw -162069.109098 + Penalty 4037.274765 = -158031.834333 nChanged 111 SP:Iteration 4F (176.938586 sec): 3 clusters Score: Raw -162217.323674 + Penalty 4037.274765 = -158180.048909 nChanged 69 SP:Iteration 5Q (176.978333 sec): 3 clusters Score: Raw -162306.687328 + Penalty 4037.274765 = -158269.412562 nChanged 57 SP:Iteration 6Q (177.014929 sec): 3 clusters Score: Raw -162374.378506 + Penalty 4037.274765 = -158337.103740 nChanged 37 SP:Iteration 7Q (177.050797 sec): 3 clusters Score: Raw -162423.875701 + Penalty 4037.274765 = -158386.600936 nChanged 24 SP:Iteration 8Q (177.086424 sec): 3 clusters Score: Raw -162446.175429 + Penalty 4037.274765 = -158408.900663 nChanged 31 SP:Iteration 9Q (177.122505 sec): 3 clusters Score: Raw -162484.255302 + Penalty 4037.274765 = -158446.980537 nChanged 23 SP:Iteration 10Q (177.158241 sec): 3 clusters Score: Raw -162512.663238 + Penalty 4037.274765 = -158475.388473 nChanged 20 SP:Iteration 11Q (177.194104 sec): 3 clusters Score: Raw -162542.564836 + Penalty 4037.274765 = -158505.290071 nChanged 29 SP:Iteration 12Q (177.229648 sec): 3 clusters Score: Raw -162581.286847 + Penalty 4037.274765 = -158544.012081 nChanged 24 SP:Iteration 13Q (177.265268 sec): 3 clusters Score: Raw -162614.102648 + Penalty 4037.274765 = -158576.827883 nChanged 22 SP:Iteration 14Q (177.300848 sec): 3 clusters Score: Raw -162655.137537 + Penalty 4037.274765 = -158617.862771 nChanged 31 SP:Iteration 15Q (177.336373 sec): 3 clusters Score: Raw -162693.378926 + Penalty 4037.274765 = -158656.104161 nChanged 18 SP:Iteration 16Q (177.371964 sec): 3 clusters Score: Raw -162711.391063 + Penalty 4037.274765 = -158674.116297 nChanged 13 SP:Iteration 17Q (177.407406 sec): 3 clusters Score: Raw -162729.367854 + Penalty 4037.274765 = -158692.093089 nChanged 11 SP:Iteration 18Q (177.443031 sec): 3 clusters Score: Raw -162742.401162 + Penalty 4037.274765 = -158705.126397 nChanged 13 SP:Iteration 19Q (177.478750 sec): 3 clusters Score: Raw -162755.291157 + Penalty 4037.274765 = -158718.016391 nChanged 14 SP:Iteration 20F (177.514497 sec): 3 clusters Score: Raw -162766.532016 + Penalty 4037.274765 = -158729.257251 nChanged 9 SP:Iteration 21Q (177.549734 sec): 3 clusters Score: Raw -162771.497149 + Penalty 4037.274765 = -158734.222383 nChanged 9 SP:Iteration 22Q (177.653809 sec): 3 clusters Score: Raw -162776.866099 + Penalty 4037.274765 = -158739.591333 nChanged 7 SP:Iteration 23Q (177.765371 sec): 3 clusters Score: Raw -162781.064022 + Penalty 4037.274765 = -158743.789257 nChanged 5 SP:Iteration 24Q (177.881487 sec): 3 clusters Score: Raw -162784.107957 + Penalty 4037.274765 = -158746.833191 nChanged 3 SP:Iteration 25Q (177.970928 sec): 3 clusters Score: Raw -162785.501337 + Penalty 4037.274765 = -158748.226572 nChanged 2 SP:Iteration 26Q (178.006538 sec): 3 clusters Score: Raw -162786.761189 + Penalty 4037.274765 = -158749.486424 nChanged 1 SP:Iteration 27Q (178.042003 sec): 3 clusters Score: Raw -162787.415782 + Penalty 4037.274765 = -158750.141017 nChanged 2 SP:Iteration 28Q (178.077410 sec): 3 clusters Score: Raw -162788.571182 + Penalty 4037.274765 = -158751.296417 nChanged 3 SP:Iteration 29Q (178.113045 sec): 3 clusters Score: Raw -162791.166076 + Penalty 4037.274765 = -158753.891311 nChanged 1 SP:Iteration 30Q (178.148440 sec): 3 clusters Score: Raw -162791.839708 + Penalty 4037.274765 = -158754.564943 nChanged 4 SP:Iteration 31Q (178.183944 sec): 3 clusters Score: Raw -162794.157859 + Penalty 4037.274765 = -158756.883093 nChanged 1 SP:Iteration 32Q (178.219367 sec): 3 clusters Score: Raw -162795.684747 + Penalty 4037.274765 = -158758.409982 nChanged 1 SP:Iteration 33Q (178.254703 sec): 3 clusters Score: Raw -162797.679563 + Penalty 4037.274765 = -158760.404797 nChanged 0 SP:Iteration 34F (178.290177 sec): 3 clusters Score: Raw -162797.679563 + Penalty 4037.274765 = -158760.404797 nChanged 0 Trying to split cluster 4 (2535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.327127 sec): 2 clusters Score: Raw -183183.760493 + Penalty 2069.218514 = -181114.541979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.365374 sec): 3 clusters Score: Raw -182320.367101 + Penalty 4138.437028 = -178181.930073 nChanged 862 SP:Iteration 1F (178.403152 sec): 3 clusters Score: Raw -183442.997609 + Penalty 4138.437028 = -179304.560582 nChanged 393 SP:Iteration 2F (178.443050 sec): 3 clusters Score: Raw -184612.736687 + Penalty 4138.437028 = -180474.299660 nChanged 325 SP:Iteration 3F (178.485388 sec): 3 clusters Score: Raw -185485.658444 + Penalty 4138.437028 = -181347.221416 nChanged 176 SP:Iteration 4F (178.527963 sec): 3 clusters Score: Raw -185804.995932 + Penalty 4138.437028 = -181666.558904 nChanged 89 SP:Iteration 5Q (178.569699 sec): 3 clusters Score: Raw -185912.091677 + Penalty 4138.437028 = -181773.654650 nChanged 38 SP:Iteration 6Q (178.611340 sec): 3 clusters Score: Raw -185947.613495 + Penalty 4138.437028 = -181809.176467 nChanged 18 SP:Iteration 7Q (178.651857 sec): 3 clusters Score: Raw -185958.350445 + Penalty 4138.437028 = -181819.913417 nChanged 5 SP:Iteration 8Q (178.689123 sec): 3 clusters Score: Raw -185961.139380 + Penalty 4138.437028 = -181822.702352 nChanged 4 SP:Iteration 9Q (178.726537 sec): 3 clusters Score: Raw -185964.090288 + Penalty 4138.437028 = -181825.653260 nChanged 3 SP:Iteration 10Q (178.763994 sec): 3 clusters Score: Raw -185966.830633 + Penalty 4138.437028 = -181828.393606 nChanged 3 SP:Iteration 11Q (178.801281 sec): 3 clusters Score: Raw -185968.418331 + Penalty 4138.437028 = -181829.981304 nChanged 4 SP:Iteration 12Q (178.839001 sec): 3 clusters Score: Raw -185970.891691 + Penalty 4138.437028 = -181832.454663 nChanged 1 SP:Iteration 13Q (178.877022 sec): 3 clusters Score: Raw -185971.525346 + Penalty 4138.437028 = -181833.088319 nChanged 0 SP:Iteration 14F (178.915461 sec): 3 clusters Score: Raw -185971.525346 + Penalty 4138.437028 = -181833.088319 nChanged 0 Score: Raw -1299997.577011 + Penalty 12751.975662 = -1287245.601349 Splitting cluster 4 changes total score from -1286955.817801 to -1287245.601349 So it's getting split into cluster 2. Trying to split cluster 5 (8135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.231226 sec): 2 clusters Score: Raw -720886.957718 + Penalty 2377.037789 = -718509.919929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.282319 sec): 3 clusters Score: Raw -716738.392490 + Penalty 4754.075578 = -711984.316911 nChanged 3287 SP:Iteration 1F (179.351356 sec): 3 clusters Score: Raw -718846.763203 + Penalty 4754.075578 = -714092.687625 nChanged 773 SP:Iteration 2F (179.503567 sec): 3 clusters Score: Raw -719755.242577 + Penalty 4754.075578 = -715001.166998 nChanged 765 SP:Iteration 3F (179.592382 sec): 3 clusters Score: Raw -720834.093517 + Penalty 4754.075578 = -716080.017939 nChanged 755 SP:Iteration 4F (179.655973 sec): 3 clusters Score: Raw -721849.529554 + Penalty 4754.075578 = -717095.453975 nChanged 619 SP:Iteration 5F (179.735039 sec): 3 clusters Score: Raw -722572.129298 + Penalty 4754.075578 = -717818.053720 nChanged 424 SP:Iteration 6F (179.811430 sec): 3 clusters Score: Raw -723024.901394 + Penalty 4754.075578 = -718270.825815 nChanged 239 SP:Iteration 7Q (179.874956 sec): 3 clusters Score: Raw -723278.561281 + Penalty 4754.075578 = -718524.485702 nChanged 177 SP:Iteration 8Q (179.940070 sec): 3 clusters Score: Raw -723459.420942 + Penalty 4754.075578 = -718705.345364 nChanged 127 SP:Iteration 9Q (180.011635 sec): 3 clusters Score: Raw -723587.696664 + Penalty 4754.075578 = -718833.621085 nChanged 110 SP:Iteration 10Q (180.081969 sec): 3 clusters Score: Raw -723687.934485 + Penalty 4754.075578 = -718933.858906 nChanged 97 SP:Iteration 11Q (180.145890 sec): 3 clusters Score: Raw -723767.032145 + Penalty 4754.075578 = -719012.956566 nChanged 75 SP:Iteration 12Q (180.210129 sec): 3 clusters Score: Raw -723821.626126 + Penalty 4754.075578 = -719067.550548 nChanged 61 SP:Iteration 13Q (180.279958 sec): 3 clusters Score: Raw -723854.195215 + Penalty 4754.075578 = -719100.119637 nChanged 44 SP:Iteration 14Q (180.349655 sec): 3 clusters Score: Raw -723878.277871 + Penalty 4754.075578 = -719124.202293 nChanged 29 SP:Iteration 15Q (180.413067 sec): 3 clusters Score: Raw -723890.657143 + Penalty 4754.075578 = -719136.581564 nChanged 24 SP:Iteration 16Q (180.476342 sec): 3 clusters Score: Raw -723900.681113 + Penalty 4754.075578 = -719146.605535 nChanged 19 SP:Iteration 17Q (180.544525 sec): 3 clusters Score: Raw -723907.825479 + Penalty 4754.075578 = -719153.749901 nChanged 13 SP:Iteration 18Q (180.613985 sec): 3 clusters Score: Raw -723912.750380 + Penalty 4754.075578 = -719158.674802 nChanged 13 SP:Iteration 19Q (180.681946 sec): 3 clusters Score: Raw -723917.099700 + Penalty 4754.075578 = -719163.024122 nChanged 9 SP:Iteration 20F (180.750758 sec): 3 clusters Score: Raw -723919.637738 + Penalty 4754.075578 = -719165.562160 nChanged 7 SP:Iteration 21Q (180.817693 sec): 3 clusters Score: Raw -723922.492593 + Penalty 4754.075578 = -719168.417015 nChanged 12 SP:Iteration 22Q (180.884881 sec): 3 clusters Score: Raw -723926.399024 + Penalty 4754.075578 = -719172.323446 nChanged 13 SP:Iteration 23Q (180.951637 sec): 3 clusters Score: Raw -723930.770646 + Penalty 4754.075578 = -719176.695068 nChanged 11 SP:Iteration 24Q (181.018767 sec): 3 clusters Score: Raw -723935.413979 + Penalty 4754.075578 = -719181.338400 nChanged 4 SP:Iteration 25Q (181.085677 sec): 3 clusters Score: Raw -723936.929037 + Penalty 4754.075578 = -719182.853458 nChanged 5 SP:Iteration 26Q (181.151964 sec): 3 clusters Score: Raw -723938.530249 + Penalty 4754.075578 = -719184.454671 nChanged 1 SP:Iteration 27Q (181.217835 sec): 3 clusters Score: Raw -723938.767003 + Penalty 4754.075578 = -719184.691424 nChanged 2 SP:Iteration 28Q (181.391167 sec): 3 clusters Score: Raw -723939.051407 + Penalty 4754.075578 = -719184.975829 nChanged 0 SP:Iteration 29F (181.499335 sec): 3 clusters Score: Raw -723939.051407 + Penalty 4754.075578 = -719184.975829 nChanged 0 Score: Raw -1303049.670701 + Penalty 15302.370795 = -1287747.299906 Splitting cluster 5 changes total score from -1286955.817801 to -1287747.299906 So it's getting split into cluster 6. Iteration 20F (182.062130 sec): 7 clusters Score: Raw -1303844.433278 + Penalty 15302.370795 = -1288542.062483 nChanged 711 Iteration 21Q (182.469973 sec): 7 clusters Score: Raw -1304486.420213 + Penalty 15302.370795 = -1289184.049418 nChanged 339 Iteration 22Q (182.854900 sec): 7 clusters Score: Raw -1304739.628182 + Penalty 15302.370795 = -1289437.257388 nChanged 266 Iteration 23Q (183.137889 sec): 7 clusters Score: Raw -1304912.194457 + Penalty 15302.370795 = -1289609.823662 nChanged 215 Iteration 24Q (183.292445 sec): 7 clusters Score: Raw -1305033.562793 + Penalty 15302.370795 = -1289731.191999 nChanged 168 Iteration 25Q (183.476146 sec): 7 clusters Score: Raw -1305111.866685 + Penalty 15302.370795 = -1289809.495890 nChanged 100 Iteration 26Q (183.639169 sec): 7 clusters Score: Raw -1305160.465805 + Penalty 15302.370795 = -1289858.095010 nChanged 85 Iteration 27Q (183.781261 sec): 7 clusters Score: Raw -1305195.273110 + Penalty 15302.370795 = -1289892.902315 nChanged 64 Iteration 28Q (183.956992 sec): 7 clusters Score: Raw -1305222.403694 + Penalty 15302.370795 = -1289920.032900 nChanged 50 Iteration 29Q (184.149683 sec): 7 clusters Score: Raw -1305247.949593 + Penalty 15302.370795 = -1289945.578798 nChanged 53 Iteration 30Q (184.558166 sec): 7 clusters Score: Raw -1305267.384815 + Penalty 15302.370795 = -1289965.014020 nChanged 42 Iteration 31Q (184.702434 sec): 7 clusters Score: Raw -1305282.042619 + Penalty 15302.370795 = -1289979.671825 nChanged 39 Iteration 32Q (184.873672 sec): 7 clusters Score: Raw -1305296.454332 + Penalty 15302.370795 = -1289994.083537 nChanged 33 Iteration 33Q (185.017272 sec): 7 clusters Score: Raw -1305308.366305 + Penalty 15302.370795 = -1290005.995511 nChanged 34 Iteration 34Q (185.193996 sec): 7 clusters Score: Raw -1305323.092460 + Penalty 15302.370795 = -1290020.721666 nChanged 34 Iteration 35Q (185.357053 sec): 7 clusters Score: Raw -1305337.400240 + Penalty 15302.370795 = -1290035.029445 nChanged 32 Iteration 36Q (185.759140 sec): 7 clusters Score: Raw -1305351.821905 + Penalty 15302.370795 = -1290049.451110 nChanged 36 Iteration 37Q (185.949701 sec): 7 clusters Score: Raw -1305364.397495 + Penalty 15302.370795 = -1290062.026700 nChanged 34 Iteration 38Q (186.103945 sec): 7 clusters Score: Raw -1305379.365890 + Penalty 15302.370795 = -1290076.995096 nChanged 35 Iteration 39Q (186.264773 sec): 7 clusters Score: Raw -1305398.223952 + Penalty 15302.370795 = -1290095.853157 nChanged 47 Iteration 40F (186.582532 sec): 7 clusters Score: Raw -1305415.538042 + Penalty 15302.370795 = -1290113.167247 nChanged 32 Iteration 41Q (187.059138 sec): 7 clusters Score: Raw -1305429.555671 + Penalty 15302.370795 = -1290127.184877 nChanged 27 Iteration 42Q (187.408281 sec): 7 clusters Score: Raw -1305444.019046 + Penalty 15302.370795 = -1290141.648251 nChanged 38 Iteration 43Q (187.558104 sec): 7 clusters Score: Raw -1305462.647363 + Penalty 15302.370795 = -1290160.276568 nChanged 32 Iteration 44Q (187.710059 sec): 7 clusters Score: Raw -1305479.188187 + Penalty 15302.370795 = -1290176.817393 nChanged 39 Iteration 45Q (187.885370 sec): 7 clusters Score: Raw -1305498.841441 + Penalty 15302.370795 = -1290196.470646 nChanged 28 Iteration 46Q (188.057846 sec): 7 clusters Score: Raw -1305511.665775 + Penalty 15302.370795 = -1290209.294980 nChanged 24 Iteration 47Q (188.225149 sec): 7 clusters Score: Raw -1305521.484300 + Penalty 15302.370795 = -1290219.113505 nChanged 22 Iteration 48Q (188.369641 sec): 7 clusters Score: Raw -1305530.150671 + Penalty 15302.370795 = -1290227.779877 nChanged 12 Iteration 49Q (188.732234 sec): 7 clusters Score: Raw -1305533.918916 + Penalty 15302.370795 = -1290231.548121 nChanged 14 Iteration 50Q (188.891997 sec): 7 clusters Score: Raw -1305538.245881 + Penalty 15302.370795 = -1290235.875087 nChanged 19 Iteration 51Q (189.080454 sec): 7 clusters Score: Raw -1305543.941213 + Penalty 15302.370795 = -1290241.570418 nChanged 16 Iteration 52Q (189.243520 sec): 7 clusters Score: Raw -1305550.099036 + Penalty 15302.370795 = -1290247.728241 nChanged 20 Iteration 53Q (189.400195 sec): 7 clusters Score: Raw -1305560.326308 + Penalty 15302.370795 = -1290257.955513 nChanged 21 Iteration 54Q (189.581415 sec): 7 clusters Score: Raw -1305568.521009 + Penalty 15302.370795 = -1290266.150215 nChanged 13 Iteration 55Q (189.745160 sec): 7 clusters Score: Raw -1305572.445783 + Penalty 15302.370795 = -1290270.074988 nChanged 9 Iteration 56Q (189.917170 sec): 7 clusters Score: Raw -1305575.280751 + Penalty 15302.370795 = -1290272.909957 nChanged 6 Iteration 57Q (190.173858 sec): 7 clusters Score: Raw -1305578.103617 + Penalty 15302.370795 = -1290275.732822 nChanged 10 Iteration 58Q (190.324010 sec): 7 clusters Score: Raw -1305582.313362 + Penalty 15302.370795 = -1290279.942568 nChanged 11 Writing temp clu file Because OldScore, -1290275.732822, is greater than current (better) Score,-1290279.942568 Compute initial score before splitting: Score: Raw -1305582.313362 + Penalty 15302.370795 = -1290279.942568 Trying to split cluster 1 (2862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (190.443126 sec): 2 clusters Score: Raw -245982.442121 + Penalty 2101.248853 = -243881.193267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (190.570680 sec): 3 clusters Score: Raw -244817.234959 + Penalty 4202.497707 = -240614.737252 nChanged 971 SP:Iteration 1F (190.612679 sec): 3 clusters Score: Raw -245570.920089 + Penalty 4202.497707 = -241368.422382 nChanged 226 SP:Iteration 2F (190.712960 sec): 3 clusters Score: Raw -245757.270520 + Penalty 4202.497707 = -241554.772813 nChanged 142 SP:Iteration 3Q (190.836111 sec): 3 clusters Score: Raw -245894.016483 + Penalty 4202.497707 = -241691.518776 nChanged 117 SP:Iteration 4Q (190.959936 sec): 3 clusters Score: Raw -246011.136021 + Penalty 4202.497707 = -241808.638314 nChanged 125 SP:Iteration 5Q (191.022683 sec): 3 clusters Score: Raw -246164.253206 + Penalty 4202.497707 = -241961.755499 nChanged 130 SP:Iteration 6Q (191.062718 sec): 3 clusters Score: Raw -246346.715901 + Penalty 4202.497707 = -242144.218194 nChanged 151 SP:Iteration 7F (191.102160 sec): 3 clusters Score: Raw -246603.843773 + Penalty 4202.497707 = -242401.346066 nChanged 151 SP:Iteration 8F (191.142055 sec): 3 clusters Score: Raw -246906.911868 + Penalty 4202.497707 = -242704.414161 nChanged 144 SP:Iteration 9F (191.181226 sec): 3 clusters Score: Raw -247200.897992 + Penalty 4202.497707 = -242998.400285 nChanged 124 SP:Iteration 10Q (191.220921 sec): 3 clusters Score: Raw -247411.266834 + Penalty 4202.497707 = -243208.769127 nChanged 86 SP:Iteration 11Q (191.260818 sec): 3 clusters Score: Raw -247505.944324 + Penalty 4202.497707 = -243303.446617 nChanged 44 SP:Iteration 12Q (191.302373 sec): 3 clusters Score: Raw -247550.212199 + Penalty 4202.497707 = -243347.714492 nChanged 32 SP:Iteration 13Q (191.343570 sec): 3 clusters Score: Raw -247576.808468 + Penalty 4202.497707 = -243374.310761 nChanged 16 SP:Iteration 14Q (191.384823 sec): 3 clusters Score: Raw -247590.289446 + Penalty 4202.497707 = -243387.791739 nChanged 12 SP:Iteration 15Q (191.426059 sec): 3 clusters Score: Raw -247600.955331 + Penalty 4202.497707 = -243398.457624 nChanged 7 SP:Iteration 16Q (191.465351 sec): 3 clusters Score: Raw -247607.562813 + Penalty 4202.497707 = -243405.065106 nChanged 4 SP:Iteration 17Q (191.532239 sec): 3 clusters Score: Raw -247610.342007 + Penalty 4202.497707 = -243407.844300 nChanged 4 SP:Iteration 18Q (191.571003 sec): 3 clusters Score: Raw -247613.261846 + Penalty 4202.497707 = -243410.764139 nChanged 1 SP:Iteration 19Q (191.611137 sec): 3 clusters Score: Raw -247613.495729 + Penalty 4202.497707 = -243410.998022 nChanged 0 SP:Iteration 20F (191.653228 sec): 3 clusters Score: Raw -247613.495729 + Penalty 4202.497707 = -243410.998022 nChanged 0 Trying to split cluster 2 (3077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.722944 sec): 2 clusters Score: Raw -244833.583184 + Penalty 2120.371539 = -242713.211645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.889568 sec): 3 clusters Score: Raw -243547.070780 + Penalty 4240.743078 = -239306.327701 nChanged 1062 SP:Iteration 1F (192.006341 sec): 3 clusters Score: Raw -244290.795315 + Penalty 4240.743078 = -240050.052237 nChanged 247 SP:Iteration 2F (192.046671 sec): 3 clusters Score: Raw -244528.008639 + Penalty 4240.743078 = -240287.265561 nChanged 184 SP:Iteration 3F (192.087025 sec): 3 clusters Score: Raw -244675.387042 + Penalty 4240.743078 = -240434.643963 nChanged 140 SP:Iteration 4Q (192.128134 sec): 3 clusters Score: Raw -244812.127076 + Penalty 4240.743078 = -240571.383998 nChanged 128 SP:Iteration 5Q (192.223135 sec): 3 clusters Score: Raw -244941.840720 + Penalty 4240.743078 = -240701.097642 nChanged 130 SP:Iteration 6Q (192.266489 sec): 3 clusters Score: Raw -245089.236190 + Penalty 4240.743078 = -240848.493112 nChanged 129 SP:Iteration 7Q (192.310021 sec): 3 clusters Score: Raw -245220.947639 + Penalty 4240.743078 = -240980.204561 nChanged 114 SP:Iteration 8Q (192.353211 sec): 3 clusters Score: Raw -245348.816508 + Penalty 4240.743078 = -241108.073430 nChanged 117 SP:Iteration 9Q (192.393741 sec): 3 clusters Score: Raw -245487.500804 + Penalty 4240.743078 = -241246.757726 nChanged 108 SP:Iteration 10Q (192.434312 sec): 3 clusters Score: Raw -245596.319026 + Penalty 4240.743078 = -241355.575948 nChanged 79 SP:Iteration 11Q (192.474793 sec): 3 clusters Score: Raw -245670.187036 + Penalty 4240.743078 = -241429.443958 nChanged 65 SP:Iteration 12Q (192.515339 sec): 3 clusters Score: Raw -245715.967402 + Penalty 4240.743078 = -241475.224324 nChanged 43 SP:Iteration 13Q (192.558260 sec): 3 clusters Score: Raw -245745.420651 + Penalty 4240.743078 = -241504.677573 nChanged 34 SP:Iteration 14Q (192.601405 sec): 3 clusters Score: Raw -245766.630991 + Penalty 4240.743078 = -241525.887913 nChanged 20 SP:Iteration 15Q (192.643997 sec): 3 clusters Score: Raw -245779.527253 + Penalty 4240.743078 = -241538.784175 nChanged 26 SP:Iteration 16Q (192.698963 sec): 3 clusters Score: Raw -245796.291655 + Penalty 4240.743078 = -241555.548576 nChanged 17 SP:Iteration 17Q (192.739522 sec): 3 clusters Score: Raw -245806.323804 + Penalty 4240.743078 = -241565.580725 nChanged 19 SP:Iteration 18Q (192.780168 sec): 3 clusters Score: Raw -245815.505052 + Penalty 4240.743078 = -241574.761974 nChanged 15 SP:Iteration 19Q (192.820710 sec): 3 clusters Score: Raw -245825.117498 + Penalty 4240.743078 = -241584.374419 nChanged 12 SP:Iteration 20F (192.861095 sec): 3 clusters Score: Raw -245830.928934 + Penalty 4240.743078 = -241590.185855 nChanged 10 SP:Iteration 21Q (192.903605 sec): 3 clusters Score: Raw -245834.946498 + Penalty 4240.743078 = -241594.203420 nChanged 7 SP:Iteration 22Q (192.946163 sec): 3 clusters Score: Raw -245839.358701 + Penalty 4240.743078 = -241598.615622 nChanged 5 SP:Iteration 23Q (192.989019 sec): 3 clusters Score: Raw -245840.273272 + Penalty 4240.743078 = -241599.530194 nChanged 2 SP:Iteration 24Q (193.031580 sec): 3 clusters Score: Raw -245840.755527 + Penalty 4240.743078 = -241600.012448 nChanged 1 SP:Iteration 25Q (193.072810 sec): 3 clusters Score: Raw -245841.077214 + Penalty 4240.743078 = -241600.334136 nChanged 1 SP:Iteration 26Q (193.113373 sec): 3 clusters Score: Raw -245841.567831 + Penalty 4240.743078 = -241600.824753 nChanged 0 SP:Iteration 27F (193.153883 sec): 3 clusters Score: Raw -245841.567831 + Penalty 4240.743078 = -241600.824753 nChanged 0 Trying to split cluster 3 (1307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.188399 sec): 2 clusters Score: Raw -102180.523223 + Penalty 1894.329284 = -100286.193938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.302081 sec): 3 clusters Score: Raw -101803.504897 + Penalty 3788.658569 = -98014.846329 nChanged 379 SP:Iteration 1F (193.331730 sec): 3 clusters Score: Raw -102220.800050 + Penalty 3788.658569 = -98432.141481 nChanged 115 SP:Iteration 2F (193.356966 sec): 3 clusters Score: Raw -102352.559446 + Penalty 3788.658569 = -98563.900877 nChanged 48 SP:Iteration 3Q (193.382185 sec): 3 clusters Score: Raw -102409.218462 + Penalty 3788.658569 = -98620.559893 nChanged 31 SP:Iteration 4Q (193.407530 sec): 3 clusters Score: Raw -102444.737314 + Penalty 3788.658569 = -98656.078745 nChanged 15 SP:Iteration 5Q (193.432816 sec): 3 clusters Score: Raw -102459.755985 + Penalty 3788.658569 = -98671.097416 nChanged 7 SP:Iteration 6Q (193.458195 sec): 3 clusters Score: Raw -102467.102887 + Penalty 3788.658569 = -98678.444318 nChanged 5 SP:Iteration 7Q (193.483614 sec): 3 clusters Score: Raw -102474.497360 + Penalty 3788.658569 = -98685.838791 nChanged 8 SP:Iteration 8Q (193.508906 sec): 3 clusters Score: Raw -102482.463924 + Penalty 3788.658569 = -98693.805355 nChanged 3 SP:Iteration 9Q (193.534176 sec): 3 clusters Score: Raw -102489.359549 + Penalty 3788.658569 = -98700.700980 nChanged 7 SP:Iteration 10Q (193.559447 sec): 3 clusters Score: Raw -102502.151722 + Penalty 3788.658569 = -98713.493153 nChanged 6 SP:Iteration 11Q (193.584739 sec): 3 clusters Score: Raw -102510.843756 + Penalty 3788.658569 = -98722.185187 nChanged 9 SP:Iteration 12Q (193.609982 sec): 3 clusters Score: Raw -102523.763094 + Penalty 3788.658569 = -98735.104525 nChanged 4 SP:Iteration 13Q (193.635074 sec): 3 clusters Score: Raw -102526.488396 + Penalty 3788.658569 = -98737.829827 nChanged 1 SP:Iteration 14Q (193.660817 sec): 3 clusters Score: Raw -102529.116004 + Penalty 3788.658569 = -98740.457435 nChanged 2 SP:Iteration 15Q (193.686019 sec): 3 clusters Score: Raw -102531.327555 + Penalty 3788.658569 = -98742.668987 nChanged 0 SP:Iteration 16F (193.711161 sec): 3 clusters Score: Raw -102531.327555 + Penalty 3788.658569 = -98742.668987 nChanged 0 Trying to split cluster 4 (1112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.743617 sec): 2 clusters Score: Raw -75266.545301 + Penalty 1851.673685 = -73414.871615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.766937 sec): 3 clusters Score: Raw -75032.114966 + Penalty 3703.347371 = -71328.767596 nChanged 294 SP:Iteration 1F (193.789235 sec): 3 clusters Score: Raw -75361.171297 + Penalty 3703.347371 = -71657.823926 nChanged 77 SP:Iteration 2F (193.811550 sec): 3 clusters Score: Raw -75464.247143 + Penalty 3703.347371 = -71760.899772 nChanged 41 SP:Iteration 3Q (193.834565 sec): 3 clusters Score: Raw -75526.858882 + Penalty 3703.347371 = -71823.511511 nChanged 33 SP:Iteration 4Q (193.857042 sec): 3 clusters Score: Raw -75572.221855 + Penalty 3703.347371 = -71868.874484 nChanged 29 SP:Iteration 5Q (193.881278 sec): 3 clusters Score: Raw -75613.656653 + Penalty 3703.347371 = -71910.309282 nChanged 19 SP:Iteration 6Q (193.903827 sec): 3 clusters Score: Raw -75635.538104 + Penalty 3703.347371 = -71932.190733 nChanged 18 SP:Iteration 7Q (193.926356 sec): 3 clusters Score: Raw -75656.552658 + Penalty 3703.347371 = -71953.205287 nChanged 14 SP:Iteration 8Q (193.948965 sec): 3 clusters Score: Raw -75670.917815 + Penalty 3703.347371 = -71967.570444 nChanged 7 SP:Iteration 9Q (193.971373 sec): 3 clusters Score: Raw -75676.886174 + Penalty 3703.347371 = -71973.538803 nChanged 5 SP:Iteration 10Q (193.993783 sec): 3 clusters Score: Raw -75681.451202 + Penalty 3703.347371 = -71978.103832 nChanged 4 SP:Iteration 11Q (194.016227 sec): 3 clusters Score: Raw -75684.710177 + Penalty 3703.347371 = -71981.362807 nChanged 1 SP:Iteration 12Q (194.038604 sec): 3 clusters Score: Raw -75686.009694 + Penalty 3703.347371 = -71982.662323 nChanged 1 SP:Iteration 13Q (194.157509 sec): 3 clusters Score: Raw -75687.049847 + Penalty 3703.347371 = -71983.702476 nChanged 1 SP:Iteration 14Q (194.182193 sec): 3 clusters Score: Raw -75692.789503 + Penalty 3703.347371 = -71989.442132 nChanged 4 SP:Iteration 15Q (194.204684 sec): 3 clusters Score: Raw -75696.174601 + Penalty 3703.347371 = -71992.827230 nChanged 1 SP:Iteration 16Q (194.227060 sec): 3 clusters Score: Raw -75697.714516 + Penalty 3703.347371 = -71994.367146 nChanged 2 SP:Iteration 17Q (194.249508 sec): 3 clusters Score: Raw -75703.022830 + Penalty 3703.347371 = -71999.675460 nChanged 5 SP:Iteration 18Q (194.271918 sec): 3 clusters Score: Raw -75708.489055 + Penalty 3703.347371 = -72005.141684 nChanged 3 SP:Iteration 19Q (194.294264 sec): 3 clusters Score: Raw -75711.172954 + Penalty 3703.347371 = -72007.825583 nChanged 2 SP:Iteration 20F (194.317491 sec): 3 clusters Score: Raw -75711.985361 + Penalty 3703.347371 = -72008.637991 nChanged 0 Trying to split cluster 5 (5383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (194.365714 sec): 2 clusters Score: Raw -488146.171850 + Penalty 2268.024295 = -485878.147554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (194.412784 sec): 3 clusters Score: Raw -485547.021727 + Penalty 4536.048591 = -481010.973136 nChanged 2158 SP:Iteration 1F (194.458939 sec): 3 clusters Score: Raw -487069.624288 + Penalty 4536.048591 = -482533.575698 nChanged 564 SP:Iteration 2F (194.505134 sec): 3 clusters Score: Raw -487733.042139 + Penalty 4536.048591 = -483196.993548 nChanged 493 SP:Iteration 3F (194.637802 sec): 3 clusters Score: Raw -488437.810372 + Penalty 4536.048591 = -483901.761782 nChanged 445 SP:Iteration 4F (194.802292 sec): 3 clusters Score: Raw -489169.948809 + Penalty 4536.048591 = -484633.900218 nChanged 349 SP:Iteration 5F (194.894688 sec): 3 clusters Score: Raw -489758.945079 + Penalty 4536.048591 = -485222.896489 nChanged 288 SP:Iteration 6F (195.033725 sec): 3 clusters Score: Raw -490127.051707 + Penalty 4536.048591 = -485591.003117 nChanged 189 SP:Iteration 7Q (195.163140 sec): 3 clusters Score: Raw -490329.048096 + Penalty 4536.048591 = -485792.999505 nChanged 113 SP:Iteration 8Q (195.240515 sec): 3 clusters Score: Raw -490448.371826 + Penalty 4536.048591 = -485912.323235 nChanged 80 SP:Iteration 9Q (195.293243 sec): 3 clusters Score: Raw -490514.860334 + Penalty 4536.048591 = -485978.811744 nChanged 59 SP:Iteration 10Q (195.346443 sec): 3 clusters Score: Raw -490555.921398 + Penalty 4536.048591 = -486019.872807 nChanged 38 SP:Iteration 11Q (195.400013 sec): 3 clusters Score: Raw -490579.705128 + Penalty 4536.048591 = -486043.656537 nChanged 29 SP:Iteration 12Q (195.453515 sec): 3 clusters Score: Raw -490596.730835 + Penalty 4536.048591 = -486060.682245 nChanged 22 SP:Iteration 13Q (195.506093 sec): 3 clusters Score: Raw -490609.173833 + Penalty 4536.048591 = -486073.125243 nChanged 17 SP:Iteration 14Q (195.559549 sec): 3 clusters Score: Raw -490616.934814 + Penalty 4536.048591 = -486080.886223 nChanged 14 SP:Iteration 15Q (195.668516 sec): 3 clusters Score: Raw -490622.676971 + Penalty 4536.048591 = -486086.628380 nChanged 9 SP:Iteration 16Q (195.720357 sec): 3 clusters Score: Raw -490626.708022 + Penalty 4536.048591 = -486090.659431 nChanged 10 SP:Iteration 17Q (195.772621 sec): 3 clusters Score: Raw -490631.427439 + Penalty 4536.048591 = -486095.378848 nChanged 12 SP:Iteration 18Q (195.906411 sec): 3 clusters Score: Raw -490636.367556 + Penalty 4536.048591 = -486100.318966 nChanged 9 SP:Iteration 19Q (195.987750 sec): 3 clusters Score: Raw -490639.557231 + Penalty 4536.048591 = -486103.508641 nChanged 14 SP:Iteration 20F (196.204957 sec): 3 clusters Score: Raw -490644.933059 + Penalty 4536.048591 = -486108.884468 nChanged 9 SP:Iteration 21Q (196.280830 sec): 3 clusters Score: Raw -490647.718340 + Penalty 4536.048591 = -486111.669749 nChanged 5 SP:Iteration 22Q (196.433079 sec): 3 clusters Score: Raw -490649.249470 + Penalty 4536.048591 = -486113.200880 nChanged 2 SP:Iteration 23Q (196.584740 sec): 3 clusters Score: Raw -490650.084075 + Penalty 4536.048591 = -486114.035484 nChanged 3 SP:Iteration 24Q (196.733264 sec): 3 clusters Score: Raw -490651.136184 + Penalty 4536.048591 = -486115.087594 nChanged 2 SP:Iteration 25Q (196.866428 sec): 3 clusters Score: Raw -490652.051380 + Penalty 4536.048591 = -486116.002790 nChanged 5 SP:Iteration 26Q (196.914515 sec): 3 clusters Score: Raw -490653.536269 + Penalty 4536.048591 = -486117.487679 nChanged 5 SP:Iteration 27Q (196.962697 sec): 3 clusters Score: Raw -490655.416996 + Penalty 4536.048591 = -486119.368405 nChanged 3 SP:Iteration 28Q (197.016513 sec): 3 clusters Score: Raw -490656.259040 + Penalty 4536.048591 = -486120.210449 nChanged 1 SP:Iteration 29Q (197.070367 sec): 3 clusters Score: Raw -490656.446235 + Penalty 4536.048591 = -486120.397645 nChanged 1 SP:Iteration 30Q (197.123998 sec): 3 clusters Score: Raw -490656.560698 + Penalty 4536.048591 = -486120.512108 nChanged 1 SP:Iteration 31Q (197.177934 sec): 3 clusters Score: Raw -490656.823687 + Penalty 4536.048591 = -486120.775097 nChanged 1 SP:Iteration 32Q (197.231287 sec): 3 clusters Score: Raw -490657.211892 + Penalty 4536.048591 = -486121.163301 nChanged 2 SP:Iteration 33Q (197.283737 sec): 3 clusters Score: Raw -490658.059395 + Penalty 4536.048591 = -486122.010805 nChanged 0 SP:Iteration 34F (197.337575 sec): 3 clusters Score: Raw -490658.059395 + Penalty 4536.048591 = -486122.010805 nChanged 0 Score: Raw -1308102.300072 + Penalty 17852.765927 = -1290249.534145 Splitting cluster 5 changes total score from -1290279.942568 to -1290249.534145 So it's not getting split. Trying to split cluster 6 (1944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (197.618583 sec): 2 clusters Score: Raw -175082.424641 + Penalty 1999.140788 = -173083.283853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (197.676643 sec): 3 clusters Score: Raw -174401.736149 + Penalty 3998.281576 = -170403.454573 nChanged 618 SP:Iteration 1F (197.713161 sec): 3 clusters Score: Raw -174900.399888 + Penalty 3998.281576 = -170902.118312 nChanged 154 SP:Iteration 2F (197.749243 sec): 3 clusters Score: Raw -175040.292064 + Penalty 3998.281576 = -171042.010487 nChanged 89 SP:Iteration 3Q (197.785522 sec): 3 clusters Score: Raw -175121.842229 + Penalty 3998.281576 = -171123.560652 nChanged 45 SP:Iteration 4Q (197.822024 sec): 3 clusters Score: Raw -175170.422553 + Penalty 3998.281576 = -171172.140977 nChanged 49 SP:Iteration 5Q (197.856632 sec): 3 clusters Score: Raw -175224.585363 + Penalty 3998.281576 = -171226.303787 nChanged 50 SP:Iteration 6Q (197.890711 sec): 3 clusters Score: Raw -175266.644938 + Penalty 3998.281576 = -171268.363362 nChanged 29 SP:Iteration 7Q (197.924781 sec): 3 clusters Score: Raw -175289.484467 + Penalty 3998.281576 = -171291.202891 nChanged 21 SP:Iteration 8Q (197.958667 sec): 3 clusters Score: Raw -175307.184167 + Penalty 3998.281576 = -171308.902591 nChanged 18 SP:Iteration 9Q (197.992859 sec): 3 clusters Score: Raw -175322.838520 + Penalty 3998.281576 = -171324.556943 nChanged 19 SP:Iteration 10Q (198.026687 sec): 3 clusters Score: Raw -175334.365145 + Penalty 3998.281576 = -171336.083569 nChanged 9 SP:Iteration 11Q (198.060643 sec): 3 clusters Score: Raw -175342.612351 + Penalty 3998.281576 = -171344.330775 nChanged 9 SP:Iteration 12Q (198.096687 sec): 3 clusters Score: Raw -175347.793963 + Penalty 3998.281576 = -171349.512387 nChanged 6 SP:Iteration 13Q (198.130572 sec): 3 clusters Score: Raw -175351.025327 + Penalty 3998.281576 = -171352.743751 nChanged 4 SP:Iteration 14Q (198.164337 sec): 3 clusters Score: Raw -175354.435689 + Penalty 3998.281576 = -171356.154113 nChanged 4 SP:Iteration 15Q (198.198287 sec): 3 clusters Score: Raw -175358.156377 + Penalty 3998.281576 = -171359.874801 nChanged 8 SP:Iteration 16Q (198.318297 sec): 3 clusters Score: Raw -175364.012365 + Penalty 3998.281576 = -171365.730789 nChanged 8 SP:Iteration 17Q (198.440393 sec): 3 clusters Score: Raw -175373.470845 + Penalty 3998.281576 = -171375.189269 nChanged 12 SP:Iteration 18Q (198.495320 sec): 3 clusters Score: Raw -175380.504493 + Penalty 3998.281576 = -171382.222917 nChanged 7 SP:Iteration 19Q (198.529900 sec): 3 clusters Score: Raw -175386.074097 + Penalty 3998.281576 = -171387.792521 nChanged 10 SP:Iteration 20F (198.563726 sec): 3 clusters Score: Raw -175391.660144 + Penalty 3998.281576 = -171393.378568 nChanged 6 SP:Iteration 21Q (198.597653 sec): 3 clusters Score: Raw -175394.270325 + Penalty 3998.281576 = -171395.988749 nChanged 3 SP:Iteration 22Q (198.631499 sec): 3 clusters Score: Raw -175395.441211 + Penalty 3998.281576 = -171397.159634 nChanged 3 SP:Iteration 23Q (198.665229 sec): 3 clusters Score: Raw -175397.196542 + Penalty 3998.281576 = -171398.914966 nChanged 0 SP:Iteration 24F (198.702471 sec): 3 clusters Score: Raw -175397.196542 + Penalty 3998.281576 = -171398.914966 nChanged 0 Iteration 59Q (198.855140 sec): 7 clusters Score: Raw -1305591.975196 + Penalty 15302.370795 = -1290289.604401 nChanged 16 Iteration 60F (199.051388 sec): 7 clusters Score: Raw -1305600.907588 + Penalty 15302.370795 = -1290298.536793 nChanged 10 Iteration 61Q (199.232530 sec): 7 clusters Score: Raw -1305604.784793 + Penalty 15302.370795 = -1290302.413999 nChanged 9 Iteration 62Q (199.409532 sec): 7 clusters Score: Raw -1305607.489094 + Penalty 15302.370795 = -1290305.118300 nChanged 3 Iteration 63Q (199.555678 sec): 7 clusters Score: Raw -1305609.302019 + Penalty 15302.370795 = -1290306.931224 nChanged 4 Iteration 64Q (199.734725 sec): 7 clusters Score: Raw -1305610.364844 + Penalty 15302.370795 = -1290307.994049 nChanged 7 Iteration 65Q (199.898576 sec): 7 clusters Score: Raw -1305612.501260 + Penalty 15302.370795 = -1290310.130465 nChanged 5 Iteration 66Q (200.059502 sec): 7 clusters Score: Raw -1305613.857794 + Penalty 15302.370795 = -1290311.486999 nChanged 5 Iteration 67Q (200.204360 sec): 7 clusters Score: Raw -1305615.769850 + Penalty 15302.370795 = -1290313.399055 nChanged 1 Iteration 68Q (200.384722 sec): 7 clusters Score: Raw -1305615.857131 + Penalty 15302.370795 = -1290313.486336 nChanged 1 Iteration 69Q (200.549718 sec): 7 clusters Score: Raw -1305616.007947 + Penalty 15302.370795 = -1290313.637153 nChanged 1 Iteration 70Q (200.747196 sec): 7 clusters Score: Raw -1305616.213471 + Penalty 15302.370795 = -1290313.842676 nChanged 0 Iteration 71F (200.949236 sec): 7 clusters Score: Raw -1305616.213471 + Penalty 15302.370795 = -1290313.842676 nChanged 0 Compute initial score before splitting: Score: Raw -1305616.213471 + Penalty 15302.370795 = -1290313.842676 Trying to split cluster 1 (2876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.014148 sec): 2 clusters Score: Raw -247088.828922 + Penalty 2102.537110 = -244986.291812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.064073 sec): 3 clusters Score: Raw -245920.757720 + Penalty 4205.074220 = -241715.683500 nChanged 971 SP:Iteration 1F (201.116498 sec): 3 clusters Score: Raw -246794.349729 + Penalty 4205.074220 = -242589.275509 nChanged 291 SP:Iteration 2F (201.155222 sec): 3 clusters Score: Raw -247170.668395 + Penalty 4205.074220 = -242965.594176 nChanged 223 SP:Iteration 3F (201.194162 sec): 3 clusters Score: Raw -247494.436101 + Penalty 4205.074220 = -243289.361882 nChanged 204 SP:Iteration 4F (201.232770 sec): 3 clusters Score: Raw -247840.649440 + Penalty 4205.074220 = -243635.575220 nChanged 170 SP:Iteration 5F (201.271376 sec): 3 clusters Score: Raw -248155.054466 + Penalty 4205.074220 = -243949.980247 nChanged 144 SP:Iteration 6F (201.311691 sec): 3 clusters Score: Raw -248388.811769 + Penalty 4205.074220 = -244183.737549 nChanged 103 SP:Iteration 7Q (201.436252 sec): 3 clusters Score: Raw -248514.798463 + Penalty 4205.074220 = -244309.724243 nChanged 60 SP:Iteration 8Q (201.479838 sec): 3 clusters Score: Raw -248580.210906 + Penalty 4205.074220 = -244375.136686 nChanged 48 SP:Iteration 9Q (201.523550 sec): 3 clusters Score: Raw -248624.168835 + Penalty 4205.074220 = -244419.094616 nChanged 29 SP:Iteration 10Q (201.566965 sec): 3 clusters Score: Raw -248646.992207 + Penalty 4205.074220 = -244441.917987 nChanged 21 SP:Iteration 11Q (201.610170 sec): 3 clusters Score: Raw -248659.307080 + Penalty 4205.074220 = -244454.232861 nChanged 13 SP:Iteration 12Q (201.650993 sec): 3 clusters Score: Raw -248667.222848 + Penalty 4205.074220 = -244462.148629 nChanged 9 SP:Iteration 13Q (201.689824 sec): 3 clusters Score: Raw -248672.669909 + Penalty 4205.074220 = -244467.595689 nChanged 9 SP:Iteration 14Q (201.728859 sec): 3 clusters Score: Raw -248678.841241 + Penalty 4205.074220 = -244473.767022 nChanged 8 SP:Iteration 15Q (201.767672 sec): 3 clusters Score: Raw -248682.751077 + Penalty 4205.074220 = -244477.676858 nChanged 4 SP:Iteration 16Q (201.806259 sec): 3 clusters Score: Raw -248684.931422 + Penalty 4205.074220 = -244479.857202 nChanged 2 SP:Iteration 17Q (201.844922 sec): 3 clusters Score: Raw -248685.685443 + Penalty 4205.074220 = -244480.611223 nChanged 1 SP:Iteration 18Q (201.885565 sec): 3 clusters Score: Raw -248686.180696 + Penalty 4205.074220 = -244481.106476 nChanged 0 SP:Iteration 19F (201.927507 sec): 3 clusters Score: Raw -248686.180696 + Penalty 4205.074220 = -244481.106476 nChanged 0 Trying to split cluster 2 (3094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.968149 sec): 2 clusters Score: Raw -246216.310431 + Penalty 2121.826088 = -244094.484343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.016752 sec): 3 clusters Score: Raw -244934.704198 + Penalty 4243.652176 = -240691.052022 nChanged 1096 SP:Iteration 1F (202.064791 sec): 3 clusters Score: Raw -245780.481427 + Penalty 4243.652176 = -241536.829251 nChanged 271 SP:Iteration 2F (202.112779 sec): 3 clusters Score: Raw -246050.545383 + Penalty 4243.652176 = -241806.893206 nChanged 179 SP:Iteration 3F (202.151337 sec): 3 clusters Score: Raw -246221.851558 + Penalty 4243.652176 = -241978.199382 nChanged 146 SP:Iteration 4Q (202.191352 sec): 3 clusters Score: Raw -246353.217441 + Penalty 4243.652176 = -242109.565265 nChanged 107 SP:Iteration 5Q (202.231238 sec): 3 clusters Score: Raw -246450.900578 + Penalty 4243.652176 = -242207.248401 nChanged 85 SP:Iteration 6Q (202.271204 sec): 3 clusters Score: Raw -246514.317803 + Penalty 4243.652176 = -242270.665626 nChanged 58 SP:Iteration 7Q (202.314773 sec): 3 clusters Score: Raw -246566.057565 + Penalty 4243.652176 = -242322.405389 nChanged 55 SP:Iteration 8Q (202.359116 sec): 3 clusters Score: Raw -246616.188774 + Penalty 4243.652176 = -242372.536598 nChanged 46 SP:Iteration 9Q (202.403174 sec): 3 clusters Score: Raw -246657.576325 + Penalty 4243.652176 = -242413.924148 nChanged 42 SP:Iteration 10Q (202.447200 sec): 3 clusters Score: Raw -246692.018665 + Penalty 4243.652176 = -242448.366489 nChanged 37 SP:Iteration 11Q (202.489731 sec): 3 clusters Score: Raw -246722.802686 + Penalty 4243.652176 = -242479.150509 nChanged 36 SP:Iteration 12Q (202.530752 sec): 3 clusters Score: Raw -246750.323679 + Penalty 4243.652176 = -242506.671503 nChanged 39 SP:Iteration 13Q (202.571390 sec): 3 clusters Score: Raw -246773.917530 + Penalty 4243.652176 = -242530.265354 nChanged 30 SP:Iteration 14Q (202.612104 sec): 3 clusters Score: Raw -246798.308974 + Penalty 4243.652176 = -242554.656798 nChanged 32 SP:Iteration 15Q (202.742645 sec): 3 clusters Score: Raw -246818.321910 + Penalty 4243.652176 = -242574.669734 nChanged 26 SP:Iteration 16Q (202.853868 sec): 3 clusters Score: Raw -246836.444924 + Penalty 4243.652176 = -242592.792747 nChanged 29 SP:Iteration 17Q (202.980203 sec): 3 clusters Score: Raw -246857.327052 + Penalty 4243.652176 = -242613.674876 nChanged 24 SP:Iteration 18Q (203.135863 sec): 3 clusters Score: Raw -246875.173142 + Penalty 4243.652176 = -242631.520966 nChanged 20 SP:Iteration 19Q (203.231147 sec): 3 clusters Score: Raw -246895.704874 + Penalty 4243.652176 = -242652.052698 nChanged 22 SP:Iteration 20F (203.358378 sec): 3 clusters Score: Raw -246912.259459 + Penalty 4243.652176 = -242668.607283 nChanged 22 SP:Iteration 21Q (203.401916 sec): 3 clusters Score: Raw -246925.125223 + Penalty 4243.652176 = -242681.473046 nChanged 18 SP:Iteration 22Q (203.444951 sec): 3 clusters Score: Raw -246937.559409 + Penalty 4243.652176 = -242693.907233 nChanged 14 SP:Iteration 23Q (203.486248 sec): 3 clusters Score: Raw -246943.071617 + Penalty 4243.652176 = -242699.419441 nChanged 11 SP:Iteration 24Q (203.527315 sec): 3 clusters Score: Raw -246949.293196 + Penalty 4243.652176 = -242705.641019 nChanged 9 SP:Iteration 25Q (203.568417 sec): 3 clusters Score: Raw -246953.599125 + Penalty 4243.652176 = -242709.946949 nChanged 10 SP:Iteration 26Q (203.611184 sec): 3 clusters Score: Raw -246958.473119 + Penalty 4243.652176 = -242714.820942 nChanged 11 SP:Iteration 27Q (203.655374 sec): 3 clusters Score: Raw -246965.211017 + Penalty 4243.652176 = -242721.558841 nChanged 10 SP:Iteration 28Q (203.699199 sec): 3 clusters Score: Raw -246970.777485 + Penalty 4243.652176 = -242727.125309 nChanged 10 SP:Iteration 29Q (203.743011 sec): 3 clusters Score: Raw -246975.690815 + Penalty 4243.652176 = -242732.038639 nChanged 6 SP:Iteration 30Q (203.785989 sec): 3 clusters Score: Raw -246978.327561 + Penalty 4243.652176 = -242734.675385 nChanged 6 SP:Iteration 31Q (203.826689 sec): 3 clusters Score: Raw -246980.979765 + Penalty 4243.652176 = -242737.327589 nChanged 4 SP:Iteration 32Q (203.867408 sec): 3 clusters Score: Raw -246982.208444 + Penalty 4243.652176 = -242738.556267 nChanged 4 SP:Iteration 33Q (203.908345 sec): 3 clusters Score: Raw -246983.905781 + Penalty 4243.652176 = -242740.253605 nChanged 5 SP:Iteration 34Q (203.949911 sec): 3 clusters Score: Raw -246985.657448 + Penalty 4243.652176 = -242742.005271 nChanged 1 SP:Iteration 35Q (203.991827 sec): 3 clusters Score: Raw -246985.806825 + Penalty 4243.652176 = -242742.154649 nChanged 1 SP:Iteration 36Q (204.034380 sec): 3 clusters Score: Raw -246986.035656 + Penalty 4243.652176 = -242742.383479 nChanged 0 SP:Iteration 37F (204.077130 sec): 3 clusters Score: Raw -246986.035656 + Penalty 4243.652176 = -242742.383479 nChanged 0 Trying to split cluster 3 (1278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (204.113609 sec): 2 clusters Score: Raw -99897.090283 + Penalty 1888.405632 = -98008.684651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (204.139388 sec): 3 clusters Score: Raw -99553.010317 + Penalty 3776.811263 = -95776.199054 nChanged 368 SP:Iteration 1F (204.164273 sec): 3 clusters Score: Raw -99951.131954 + Penalty 3776.811263 = -96174.320690 nChanged 88 SP:Iteration 2F (204.189078 sec): 3 clusters Score: Raw -100061.941063 + Penalty 3776.811263 = -96285.129800 nChanged 58 SP:Iteration 3Q (204.214144 sec): 3 clusters Score: Raw -100141.976277 + Penalty 3776.811263 = -96365.165014 nChanged 49 SP:Iteration 4Q (204.246845 sec): 3 clusters Score: Raw -100237.012863 + Penalty 3776.811263 = -96460.201600 nChanged 47 SP:Iteration 5Q (204.272361 sec): 3 clusters Score: Raw -100305.517492 + Penalty 3776.811263 = -96528.706229 nChanged 43 SP:Iteration 6Q (204.297646 sec): 3 clusters Score: Raw -100377.164955 + Penalty 3776.811263 = -96600.353692 nChanged 34 SP:Iteration 7Q (204.322834 sec): 3 clusters Score: Raw -100428.407968 + Penalty 3776.811263 = -96651.596705 nChanged 29 SP:Iteration 8Q (204.347876 sec): 3 clusters Score: Raw -100472.843233 + Penalty 3776.811263 = -96696.031969 nChanged 32 SP:Iteration 9Q (204.457567 sec): 3 clusters Score: Raw -100523.349183 + Penalty 3776.811263 = -96746.537920 nChanged 26 SP:Iteration 10Q (204.486463 sec): 3 clusters Score: Raw -100563.433056 + Penalty 3776.811263 = -96786.621793 nChanged 14 SP:Iteration 11Q (204.511436 sec): 3 clusters Score: Raw -100580.632120 + Penalty 3776.811263 = -96803.820857 nChanged 10 SP:Iteration 12Q (204.536414 sec): 3 clusters Score: Raw -100595.671543 + Penalty 3776.811263 = -96818.860279 nChanged 7 SP:Iteration 13Q (204.561321 sec): 3 clusters Score: Raw -100606.415299 + Penalty 3776.811263 = -96829.604036 nChanged 9 SP:Iteration 14Q (204.586083 sec): 3 clusters Score: Raw -100612.827630 + Penalty 3776.811263 = -96836.016367 nChanged 4 SP:Iteration 15Q (204.610805 sec): 3 clusters Score: Raw -100618.691301 + Penalty 3776.811263 = -96841.880038 nChanged 3 SP:Iteration 16Q (204.635406 sec): 3 clusters Score: Raw -100626.699910 + Penalty 3776.811263 = -96849.888647 nChanged 5 SP:Iteration 17Q (204.659920 sec): 3 clusters Score: Raw -100634.765531 + Penalty 3776.811263 = -96857.954268 nChanged 6 SP:Iteration 18Q (204.684624 sec): 3 clusters Score: Raw -100645.738795 + Penalty 3776.811263 = -96868.927532 nChanged 7 SP:Iteration 19Q (204.709201 sec): 3 clusters Score: Raw -100653.308946 + Penalty 3776.811263 = -96876.497683 nChanged 6 SP:Iteration 20F (204.733793 sec): 3 clusters Score: Raw -100660.827356 + Penalty 3776.811263 = -96884.016093 nChanged 4 SP:Iteration 21Q (204.758523 sec): 3 clusters Score: Raw -100664.695478 + Penalty 3776.811263 = -96887.884215 nChanged 1 SP:Iteration 22Q (204.783071 sec): 3 clusters Score: Raw -100665.636941 + Penalty 3776.811263 = -96888.825678 nChanged 1 SP:Iteration 23Q (204.807642 sec): 3 clusters Score: Raw -100666.903833 + Penalty 3776.811263 = -96890.092570 nChanged 0 SP:Iteration 24F (204.832168 sec): 3 clusters Score: Raw -100666.903833 + Penalty 3776.811263 = -96890.092570 nChanged 0 Trying to split cluster 4 (1116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (204.864648 sec): 2 clusters Score: Raw -75579.971019 + Penalty 1852.621622 = -73727.349397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (204.887752 sec): 3 clusters Score: Raw -75365.458897 + Penalty 3705.243243 = -71660.215654 nChanged 292 SP:Iteration 1F (204.910165 sec): 3 clusters Score: Raw -75739.951018 + Penalty 3705.243243 = -72034.707774 nChanged 88 SP:Iteration 2F (204.932556 sec): 3 clusters Score: Raw -75920.117572 + Penalty 3705.243243 = -72214.874328 nChanged 64 SP:Iteration 3F (204.954872 sec): 3 clusters Score: Raw -76030.558063 + Penalty 3705.243243 = -72325.314819 nChanged 31 SP:Iteration 4Q (204.977297 sec): 3 clusters Score: Raw -76081.224836 + Penalty 3705.243243 = -72375.981593 nChanged 22 SP:Iteration 5Q (204.999770 sec): 3 clusters Score: Raw -76110.359013 + Penalty 3705.243243 = -72405.115770 nChanged 18 SP:Iteration 6Q (205.022270 sec): 3 clusters Score: Raw -76149.854027 + Penalty 3705.243243 = -72444.610783 nChanged 13 SP:Iteration 7Q (205.044684 sec): 3 clusters Score: Raw -76165.541989 + Penalty 3705.243243 = -72460.298745 nChanged 7 SP:Iteration 8Q (205.067235 sec): 3 clusters Score: Raw -76172.336891 + Penalty 3705.243243 = -72467.093647 nChanged 6 SP:Iteration 9Q (205.089579 sec): 3 clusters Score: Raw -76183.339484 + Penalty 3705.243243 = -72478.096241 nChanged 2 SP:Iteration 10Q (205.111838 sec): 3 clusters Score: Raw -76186.410572 + Penalty 3705.243243 = -72481.167329 nChanged 5 SP:Iteration 11Q (205.134216 sec): 3 clusters Score: Raw -76195.382909 + Penalty 3705.243243 = -72490.139666 nChanged 1 SP:Iteration 12Q (205.156546 sec): 3 clusters Score: Raw -76202.661199 + Penalty 3705.243243 = -72497.417956 nChanged 2 SP:Iteration 13Q (205.179037 sec): 3 clusters Score: Raw -76208.168052 + Penalty 3705.243243 = -72502.924808 nChanged 5 SP:Iteration 14Q (205.312735 sec): 3 clusters Score: Raw -76219.691203 + Penalty 3705.243243 = -72514.447959 nChanged 4 SP:Iteration 15Q (205.369907 sec): 3 clusters Score: Raw -76226.747413 + Penalty 3705.243243 = -72521.504169 nChanged 1 SP:Iteration 16Q (205.393703 sec): 3 clusters Score: Raw -76227.453988 + Penalty 3705.243243 = -72522.210744 nChanged 0 SP:Iteration 17F (205.416485 sec): 3 clusters Score: Raw -76227.453988 + Penalty 3705.243243 = -72522.210744 nChanged 0 Trying to split cluster 5 (5383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.473307 sec): 2 clusters Score: Raw -488197.891174 + Penalty 2268.024295 = -485929.866878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.545509 sec): 3 clusters Score: Raw -485614.482169 + Penalty 4536.048591 = -481078.433578 nChanged 2097 SP:Iteration 1F (205.592458 sec): 3 clusters Score: Raw -486872.342725 + Penalty 4536.048591 = -482336.294135 nChanged 469 SP:Iteration 2F (205.639596 sec): 3 clusters Score: Raw -487254.453343 + Penalty 4536.048591 = -482718.404752 nChanged 353 SP:Iteration 3F (205.686799 sec): 3 clusters Score: Raw -487548.035864 + Penalty 4536.048591 = -483011.987273 nChanged 309 SP:Iteration 4F (205.733559 sec): 3 clusters Score: Raw -487855.504575 + Penalty 4536.048591 = -483319.455984 nChanged 334 SP:Iteration 5F (205.780574 sec): 3 clusters Score: Raw -488246.309724 + Penalty 4536.048591 = -483710.261133 nChanged 357 SP:Iteration 6F (205.827586 sec): 3 clusters Score: Raw -488738.515084 + Penalty 4536.048591 = -484202.466494 nChanged 344 SP:Iteration 7F (205.874644 sec): 3 clusters Score: Raw -489249.532770 + Penalty 4536.048591 = -484713.484180 nChanged 347 SP:Iteration 8F (205.921864 sec): 3 clusters Score: Raw -489837.138305 + Penalty 4536.048591 = -485301.089714 nChanged 281 SP:Iteration 9F (205.968680 sec): 3 clusters Score: Raw -490294.773344 + Penalty 4536.048591 = -485758.724753 nChanged 181 SP:Iteration 10Q (206.015525 sec): 3 clusters Score: Raw -490527.002016 + Penalty 4536.048591 = -485990.953426 nChanged 108 SP:Iteration 11Q (206.061802 sec): 3 clusters Score: Raw -490624.539276 + Penalty 4536.048591 = -486088.490685 nChanged 56 SP:Iteration 12Q (206.107605 sec): 3 clusters Score: Raw -490663.236643 + Penalty 4536.048591 = -486127.188052 nChanged 36 SP:Iteration 13Q (206.153412 sec): 3 clusters Score: Raw -490687.222191 + Penalty 4536.048591 = -486151.173600 nChanged 22 SP:Iteration 14Q (206.199495 sec): 3 clusters Score: Raw -490699.131063 + Penalty 4536.048591 = -486163.082472 nChanged 16 SP:Iteration 15Q (206.245687 sec): 3 clusters Score: Raw -490707.090511 + Penalty 4536.048591 = -486171.041920 nChanged 15 SP:Iteration 16Q (206.292102 sec): 3 clusters Score: Raw -490715.173673 + Penalty 4536.048591 = -486179.125083 nChanged 13 SP:Iteration 17Q (206.339916 sec): 3 clusters Score: Raw -490721.544837 + Penalty 4536.048591 = -486185.496247 nChanged 10 SP:Iteration 18Q (206.389728 sec): 3 clusters Score: Raw -490725.584492 + Penalty 4536.048591 = -486189.535902 nChanged 11 SP:Iteration 19Q (206.446608 sec): 3 clusters Score: Raw -490729.316134 + Penalty 4536.048591 = -486193.267543 nChanged 8 SP:Iteration 20F (206.506421 sec): 3 clusters Score: Raw -490732.458850 + Penalty 4536.048591 = -486196.410259 nChanged 9 SP:Iteration 21Q (206.560515 sec): 3 clusters Score: Raw -490735.526816 + Penalty 4536.048591 = -486199.478226 nChanged 8 SP:Iteration 22Q (206.611974 sec): 3 clusters Score: Raw -490738.518411 + Penalty 4536.048591 = -486202.469820 nChanged 8 SP:Iteration 23Q (206.663235 sec): 3 clusters Score: Raw -490741.434725 + Penalty 4536.048591 = -486205.386135 nChanged 4 SP:Iteration 24Q (206.715568 sec): 3 clusters Score: Raw -490742.965253 + Penalty 4536.048591 = -486206.916663 nChanged 3 SP:Iteration 25Q (206.768606 sec): 3 clusters Score: Raw -490743.621248 + Penalty 4536.048591 = -486207.572657 nChanged 3 SP:Iteration 26Q (206.887278 sec): 3 clusters Score: Raw -490744.430629 + Penalty 4536.048591 = -486208.382039 nChanged 1 SP:Iteration 27Q (206.947729 sec): 3 clusters Score: Raw -490744.603101 + Penalty 4536.048591 = -486208.554511 nChanged 0 SP:Iteration 28F (207.002333 sec): 3 clusters Score: Raw -490744.603101 + Penalty 4536.048591 = -486208.554511 nChanged 0 Score: Raw -1308162.925398 + Penalty 17852.765927 = -1290310.159471 Splitting cluster 5 changes total score from -1290313.842676 to -1290310.159471 So it's not getting split. Trying to split cluster 6 (1938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.309072 sec): 2 clusters Score: Raw -174514.477407 + Penalty 1998.324713 = -172516.152694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.343818 sec): 3 clusters Score: Raw -173845.736901 + Penalty 3996.649426 = -169849.087475 nChanged 596 SP:Iteration 1F (207.383357 sec): 3 clusters Score: Raw -174313.242304 + Penalty 3996.649426 = -170316.592877 nChanged 146 SP:Iteration 2F (207.552023 sec): 3 clusters Score: Raw -174452.332925 + Penalty 3996.649426 = -170455.683499 nChanged 80 SP:Iteration 3Q (207.589709 sec): 3 clusters Score: Raw -174518.010487 + Penalty 3996.649426 = -170521.361061 nChanged 51 SP:Iteration 4Q (207.626668 sec): 3 clusters Score: Raw -174562.006979 + Penalty 3996.649426 = -170565.357553 nChanged 34 SP:Iteration 5Q (207.667382 sec): 3 clusters Score: Raw -174588.914387 + Penalty 3996.649426 = -170592.264961 nChanged 21 SP:Iteration 6Q (207.708098 sec): 3 clusters Score: Raw -174605.761916 + Penalty 3996.649426 = -170609.112490 nChanged 23 SP:Iteration 7Q (207.748345 sec): 3 clusters Score: Raw -174625.183281 + Penalty 3996.649426 = -170628.533855 nChanged 14 SP:Iteration 8Q (207.785315 sec): 3 clusters Score: Raw -174638.705820 + Penalty 3996.649426 = -170642.056394 nChanged 17 SP:Iteration 9Q (207.821672 sec): 3 clusters Score: Raw -174654.100907 + Penalty 3996.649426 = -170657.451480 nChanged 19 SP:Iteration 10Q (207.857973 sec): 3 clusters Score: Raw -174672.905570 + Penalty 3996.649426 = -170676.256144 nChanged 20 SP:Iteration 11Q (207.894265 sec): 3 clusters Score: Raw -174685.538549 + Penalty 3996.649426 = -170688.889123 nChanged 16 SP:Iteration 12Q (207.930331 sec): 3 clusters Score: Raw -174696.263717 + Penalty 3996.649426 = -170699.614290 nChanged 14 SP:Iteration 13Q (207.965970 sec): 3 clusters Score: Raw -174707.957580 + Penalty 3996.649426 = -170711.308153 nChanged 12 SP:Iteration 14Q (208.002375 sec): 3 clusters Score: Raw -174716.959925 + Penalty 3996.649426 = -170720.310499 nChanged 11 SP:Iteration 15Q (208.037908 sec): 3 clusters Score: Raw -174724.563282 + Penalty 3996.649426 = -170727.913856 nChanged 10 SP:Iteration 16Q (208.073344 sec): 3 clusters Score: Raw -174732.682843 + Penalty 3996.649426 = -170736.033417 nChanged 14 SP:Iteration 17Q (208.108852 sec): 3 clusters Score: Raw -174741.848386 + Penalty 3996.649426 = -170745.198959 nChanged 11 SP:Iteration 18Q (208.143916 sec): 3 clusters Score: Raw -174750.204451 + Penalty 3996.649426 = -170753.555024 nChanged 8 SP:Iteration 19Q (208.178896 sec): 3 clusters Score: Raw -174754.806702 + Penalty 3996.649426 = -170758.157276 nChanged 8 SP:Iteration 20F (208.293571 sec): 3 clusters Score: Raw -174759.539537 + Penalty 3996.649426 = -170762.890111 nChanged 7 SP:Iteration 21Q (208.410644 sec): 3 clusters Score: Raw -174763.775065 + Penalty 3996.649426 = -170767.125639 nChanged 5 SP:Iteration 22Q (208.526806 sec): 3 clusters Score: Raw -174765.948563 + Penalty 3996.649426 = -170769.299136 nChanged 1 SP:Iteration 23Q (208.643512 sec): 3 clusters Score: Raw -174766.655682 + Penalty 3996.649426 = -170770.006256 nChanged 2 SP:Iteration 24Q (208.734852 sec): 3 clusters Score: Raw -174767.598354 + Penalty 3996.649426 = -170770.948927 nChanged 0 SP:Iteration 25F (208.825070 sec): 3 clusters Score: Raw -174767.598354 + Penalty 3996.649426 = -170770.948927 nChanged 0 Time taken for this iteration:36.884408 seconds. 7->7 Clusters: Score -1290313.842676, best is -1291644.109448 Starting from 8 clusters... ------ Clustering full data set of 15687 points ------ SP: Assigned 8 initial classes randomly. Deleting Class 7 (1506 points): Lose 731.324948 but Gain 2550.395132 Iteration 0F (209.114290 sec): 7 clusters Score: Raw -1236322.158589 + Penalty 15302.370795 = -1221019.787794 nChanged 12359 Deleting Class 6 (1845 points): Lose 2430.340595 but Gain 2550.395132 Iteration 1F (209.470057 sec): 6 clusters Score: Raw -1270408.354363 + Penalty 12751.975662 = -1257656.378701 nChanged 6554 Iteration 2F (209.711428 sec): 6 clusters Score: Raw -1289201.007697 + Penalty 12751.975662 = -1276449.032035 nChanged 2864 Iteration 3F (209.901985 sec): 6 clusters Score: Raw -1295514.131970 + Penalty 12751.975662 = -1282762.156307 nChanged 2003 Iteration 4F (210.088131 sec): 6 clusters Score: Raw -1298944.265137 + Penalty 12751.975662 = -1286192.289475 nChanged 1222 Iteration 5F (210.253503 sec): 6 clusters Score: Raw -1300337.680028 + Penalty 12751.975662 = -1287585.704366 nChanged 693 Iteration 6Q (210.422127 sec): 6 clusters Score: Raw -1300942.004437 + Penalty 12751.975662 = -1288190.028774 nChanged 426 Iteration 7Q (210.570553 sec): 6 clusters Score: Raw -1301243.826072 + Penalty 12751.975662 = -1288491.850410 nChanged 304 Iteration 8Q (210.725719 sec): 6 clusters Score: Raw -1301415.574013 + Penalty 12751.975662 = -1288663.598351 nChanged 232 Iteration 9Q (210.860580 sec): 6 clusters Score: Raw -1301534.757805 + Penalty 12751.975662 = -1288782.782143 nChanged 160 Iteration 10Q (211.010420 sec): 6 clusters Score: Raw -1301616.437372 + Penalty 12751.975662 = -1288864.461710 nChanged 124 Iteration 11Q (211.168933 sec): 6 clusters Score: Raw -1301666.344901 + Penalty 12751.975662 = -1288914.369239 nChanged 95 Iteration 12Q (211.326686 sec): 6 clusters Score: Raw -1301701.767866 + Penalty 12751.975662 = -1288949.792203 nChanged 81 Iteration 13Q (211.477861 sec): 6 clusters Score: Raw -1301739.546606 + Penalty 12751.975662 = -1288987.570944 nChanged 78 Iteration 14Q (211.629514 sec): 6 clusters Score: Raw -1301778.747239 + Penalty 12751.975662 = -1289026.771577 nChanged 71 Iteration 15Q (211.764237 sec): 6 clusters Score: Raw -1301808.485240 + Penalty 12751.975662 = -1289056.509578 nChanged 53 Iteration 16Q (211.912319 sec): 6 clusters Score: Raw -1301832.651606 + Penalty 12751.975662 = -1289080.675944 nChanged 38 Iteration 17Q (212.072780 sec): 6 clusters Score: Raw -1301850.658146 + Penalty 12751.975662 = -1289098.682484 nChanged 42 Iteration 18Q (212.228688 sec): 6 clusters Score: Raw -1301867.843027 + Penalty 12751.975662 = -1289115.867365 nChanged 41 Iteration 19Q (212.378735 sec): 6 clusters Score: Raw -1301885.543524 + Penalty 12751.975662 = -1289133.567862 nChanged 38 Writing temp clu file Because OldScore, -1289115.867365, is greater than current (better) Score,-1289133.567862 Compute initial score before splitting: Score: Raw -1301885.543524 + Penalty 12751.975662 = -1289133.567862 Trying to split cluster 1 (3237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.440739 sec): 2 clusters Score: Raw -275883.994019 + Penalty 2133.754195 = -273750.239824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.496856 sec): 3 clusters Score: Raw -274519.986873 + Penalty 4267.508390 = -270252.478483 nChanged 1147 SP:Iteration 1F (212.552229 sec): 3 clusters Score: Raw -275386.692548 + Penalty 4267.508390 = -271119.184158 nChanged 329 SP:Iteration 2F (212.593566 sec): 3 clusters Score: Raw -275724.369470 + Penalty 4267.508390 = -271456.861080 nChanged 209 SP:Iteration 3F (212.634873 sec): 3 clusters Score: Raw -275927.293466 + Penalty 4267.508390 = -271659.785076 nChanged 140 SP:Iteration 4Q (212.676586 sec): 3 clusters Score: Raw -276039.872329 + Penalty 4267.508390 = -271772.363939 nChanged 118 SP:Iteration 5Q (212.802341 sec): 3 clusters Score: Raw -276145.748808 + Penalty 4267.508390 = -271878.240418 nChanged 116 SP:Iteration 6Q (212.912795 sec): 3 clusters Score: Raw -276285.176380 + Penalty 4267.508390 = -272017.667989 nChanged 115 SP:Iteration 7Q (212.955079 sec): 3 clusters Score: Raw -276456.053288 + Penalty 4267.508390 = -272188.544898 nChanged 117 SP:Iteration 8Q (212.997061 sec): 3 clusters Score: Raw -276641.296830 + Penalty 4267.508390 = -272373.788440 nChanged 93 SP:Iteration 9Q (213.038693 sec): 3 clusters Score: Raw -276758.736210 + Penalty 4267.508390 = -272491.227819 nChanged 74 SP:Iteration 10Q (213.080275 sec): 3 clusters Score: Raw -276835.947690 + Penalty 4267.508390 = -272568.439300 nChanged 64 SP:Iteration 11Q (213.121813 sec): 3 clusters Score: Raw -276900.314762 + Penalty 4267.508390 = -272632.806372 nChanged 59 SP:Iteration 12Q (213.163570 sec): 3 clusters Score: Raw -276964.211572 + Penalty 4267.508390 = -272696.703182 nChanged 57 SP:Iteration 13Q (213.205891 sec): 3 clusters Score: Raw -277027.176490 + Penalty 4267.508390 = -272759.668100 nChanged 67 SP:Iteration 14Q (213.249988 sec): 3 clusters Score: Raw -277099.468073 + Penalty 4267.508390 = -272831.959682 nChanged 74 SP:Iteration 15Q (213.294160 sec): 3 clusters Score: Raw -277180.645782 + Penalty 4267.508390 = -272913.137392 nChanged 79 SP:Iteration 16Q (213.338084 sec): 3 clusters Score: Raw -277290.238212 + Penalty 4267.508390 = -273022.729822 nChanged 83 SP:Iteration 17Q (213.381666 sec): 3 clusters Score: Raw -277389.344229 + Penalty 4267.508390 = -273121.835839 nChanged 67 SP:Iteration 18Q (213.422833 sec): 3 clusters Score: Raw -277493.419924 + Penalty 4267.508390 = -273225.911534 nChanged 58 SP:Iteration 19Q (213.464558 sec): 3 clusters Score: Raw -277554.118676 + Penalty 4267.508390 = -273286.610286 nChanged 43 SP:Iteration 20F (213.506141 sec): 3 clusters Score: Raw -277594.989525 + Penalty 4267.508390 = -273327.481135 nChanged 37 SP:Iteration 21Q (213.547309 sec): 3 clusters Score: Raw -277628.110839 + Penalty 4267.508390 = -273360.602449 nChanged 26 SP:Iteration 22Q (213.588566 sec): 3 clusters Score: Raw -277648.026012 + Penalty 4267.508390 = -273380.517622 nChanged 23 SP:Iteration 23Q (213.632035 sec): 3 clusters Score: Raw -277662.731097 + Penalty 4267.508390 = -273395.222707 nChanged 16 SP:Iteration 24Q (213.759767 sec): 3 clusters Score: Raw -277674.723548 + Penalty 4267.508390 = -273407.215158 nChanged 22 SP:Iteration 25Q (213.800745 sec): 3 clusters Score: Raw -277686.080170 + Penalty 4267.508390 = -273418.571780 nChanged 12 SP:Iteration 26Q (213.841770 sec): 3 clusters Score: Raw -277693.037036 + Penalty 4267.508390 = -273425.528646 nChanged 10 SP:Iteration 27Q (213.882774 sec): 3 clusters Score: Raw -277697.784891 + Penalty 4267.508390 = -273430.276501 nChanged 8 SP:Iteration 28Q (213.925276 sec): 3 clusters Score: Raw -277702.159060 + Penalty 4267.508390 = -273434.650670 nChanged 7 SP:Iteration 29Q (213.967939 sec): 3 clusters Score: Raw -277705.806034 + Penalty 4267.508390 = -273438.297643 nChanged 5 SP:Iteration 30Q (214.010582 sec): 3 clusters Score: Raw -277708.002863 + Penalty 4267.508390 = -273440.494473 nChanged 6 SP:Iteration 31Q (214.053331 sec): 3 clusters Score: Raw -277711.207463 + Penalty 4267.508390 = -273443.699073 nChanged 7 SP:Iteration 32Q (214.095358 sec): 3 clusters Score: Raw -277715.514596 + Penalty 4267.508390 = -273448.006206 nChanged 10 SP:Iteration 33Q (214.137103 sec): 3 clusters Score: Raw -277720.115829 + Penalty 4267.508390 = -273452.607439 nChanged 7 SP:Iteration 34Q (214.178800 sec): 3 clusters Score: Raw -277723.098110 + Penalty 4267.508390 = -273455.589720 nChanged 3 SP:Iteration 35Q (214.220383 sec): 3 clusters Score: Raw -277724.630859 + Penalty 4267.508390 = -273457.122468 nChanged 2 SP:Iteration 36Q (214.263208 sec): 3 clusters Score: Raw -277725.647497 + Penalty 4267.508390 = -273458.139107 nChanged 1 SP:Iteration 37Q (214.427624 sec): 3 clusters Score: Raw -277725.927858 + Penalty 4267.508390 = -273458.419468 nChanged 1 SP:Iteration 38Q (214.486196 sec): 3 clusters Score: Raw -277726.372162 + Penalty 4267.508390 = -273458.863772 nChanged 2 SP:Iteration 39Q (214.532750 sec): 3 clusters Score: Raw -277727.719595 + Penalty 4267.508390 = -273460.211205 nChanged 2 SP:Iteration 40F (214.576011 sec): 3 clusters Score: Raw -277728.163814 + Penalty 4267.508390 = -273460.655424 nChanged 1 SP:Iteration 41Q (214.618547 sec): 3 clusters Score: Raw -277728.306864 + Penalty 4267.508390 = -273460.798474 nChanged 0 SP:Iteration 42F (214.673723 sec): 3 clusters Score: Raw -277728.306864 + Penalty 4267.508390 = -273460.798474 nChanged 0 Trying to split cluster 2 (2576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.763946 sec): 2 clusters Score: Raw -211583.406480 + Penalty 2073.454175 = -209509.952305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.887677 sec): 3 clusters Score: Raw -210535.752924 + Penalty 4146.908350 = -206388.844574 nChanged 889 SP:Iteration 1F (214.931484 sec): 3 clusters Score: Raw -211204.747673 + Penalty 4146.908350 = -207057.839323 nChanged 215 SP:Iteration 2F (214.972363 sec): 3 clusters Score: Raw -211408.182206 + Penalty 4146.908350 = -207261.273856 nChanged 121 SP:Iteration 3Q (215.010799 sec): 3 clusters Score: Raw -211523.345219 + Penalty 4146.908350 = -207376.436869 nChanged 107 SP:Iteration 4Q (215.049143 sec): 3 clusters Score: Raw -211622.570698 + Penalty 4146.908350 = -207475.662348 nChanged 93 SP:Iteration 5Q (215.087679 sec): 3 clusters Score: Raw -211702.070862 + Penalty 4146.908350 = -207555.162512 nChanged 75 SP:Iteration 6Q (215.126146 sec): 3 clusters Score: Raw -211772.057472 + Penalty 4146.908350 = -207625.149122 nChanged 74 SP:Iteration 7Q (215.165715 sec): 3 clusters Score: Raw -211831.805991 + Penalty 4146.908350 = -207684.897641 nChanged 47 SP:Iteration 8Q (215.205299 sec): 3 clusters Score: Raw -211870.503913 + Penalty 4146.908350 = -207723.595563 nChanged 42 SP:Iteration 9Q (215.244539 sec): 3 clusters Score: Raw -211909.562578 + Penalty 4146.908350 = -207762.654228 nChanged 46 SP:Iteration 10Q (215.283993 sec): 3 clusters Score: Raw -211949.367838 + Penalty 4146.908350 = -207802.459488 nChanged 36 SP:Iteration 11Q (215.323355 sec): 3 clusters Score: Raw -211976.437026 + Penalty 4146.908350 = -207829.528676 nChanged 29 SP:Iteration 12Q (215.362123 sec): 3 clusters Score: Raw -211998.133023 + Penalty 4146.908350 = -207851.224673 nChanged 24 SP:Iteration 13Q (215.400851 sec): 3 clusters Score: Raw -212011.953875 + Penalty 4146.908350 = -207865.045525 nChanged 29 SP:Iteration 14Q (215.439636 sec): 3 clusters Score: Raw -212035.387081 + Penalty 4146.908350 = -207888.478731 nChanged 23 SP:Iteration 15Q (215.478826 sec): 3 clusters Score: Raw -212054.109121 + Penalty 4146.908350 = -207907.200771 nChanged 28 SP:Iteration 16Q (215.517678 sec): 3 clusters Score: Raw -212077.733235 + Penalty 4146.908350 = -207930.824885 nChanged 24 SP:Iteration 17Q (215.556493 sec): 3 clusters Score: Raw -212092.652668 + Penalty 4146.908350 = -207945.744318 nChanged 18 SP:Iteration 18Q (215.595504 sec): 3 clusters Score: Raw -212107.568536 + Penalty 4146.908350 = -207960.660186 nChanged 18 SP:Iteration 19Q (215.634404 sec): 3 clusters Score: Raw -212121.726718 + Penalty 4146.908350 = -207974.818368 nChanged 11 SP:Iteration 20F (215.673154 sec): 3 clusters Score: Raw -212127.630887 + Penalty 4146.908350 = -207980.722537 nChanged 6 SP:Iteration 21Q (215.712029 sec): 3 clusters Score: Raw -212131.478557 + Penalty 4146.908350 = -207984.570207 nChanged 4 SP:Iteration 22Q (215.750948 sec): 3 clusters Score: Raw -212133.210418 + Penalty 4146.908350 = -207986.302068 nChanged 2 SP:Iteration 23Q (215.789757 sec): 3 clusters Score: Raw -212134.792208 + Penalty 4146.908350 = -207987.883858 nChanged 4 SP:Iteration 24Q (215.906342 sec): 3 clusters Score: Raw -212138.525880 + Penalty 4146.908350 = -207991.617530 nChanged 10 SP:Iteration 25Q (215.949572 sec): 3 clusters Score: Raw -212148.072842 + Penalty 4146.908350 = -208001.164492 nChanged 14 SP:Iteration 26Q (215.991489 sec): 3 clusters Score: Raw -212157.952598 + Penalty 4146.908350 = -208011.044248 nChanged 11 SP:Iteration 27Q (216.029564 sec): 3 clusters Score: Raw -212166.641459 + Penalty 4146.908350 = -208019.733109 nChanged 11 SP:Iteration 28Q (216.067651 sec): 3 clusters Score: Raw -212173.677086 + Penalty 4146.908350 = -208026.768736 nChanged 12 SP:Iteration 29Q (216.105853 sec): 3 clusters Score: Raw -212181.602340 + Penalty 4146.908350 = -208034.693990 nChanged 11 SP:Iteration 30Q (216.145371 sec): 3 clusters Score: Raw -212188.849961 + Penalty 4146.908350 = -208041.941611 nChanged 8 SP:Iteration 31Q (216.186270 sec): 3 clusters Score: Raw -212192.185008 + Penalty 4146.908350 = -208045.276658 nChanged 5 SP:Iteration 32Q (216.227322 sec): 3 clusters Score: Raw -212195.642344 + Penalty 4146.908350 = -208048.733994 nChanged 7 SP:Iteration 33Q (216.268359 sec): 3 clusters Score: Raw -212202.129024 + Penalty 4146.908350 = -208055.220673 nChanged 10 SP:Iteration 34Q (216.309264 sec): 3 clusters Score: Raw -212208.616142 + Penalty 4146.908350 = -208061.707792 nChanged 4 SP:Iteration 35Q (216.349209 sec): 3 clusters Score: Raw -212211.299302 + Penalty 4146.908350 = -208064.390952 nChanged 2 SP:Iteration 36Q (216.387139 sec): 3 clusters Score: Raw -212211.690113 + Penalty 4146.908350 = -208064.781763 nChanged 1 SP:Iteration 37Q (216.425049 sec): 3 clusters Score: Raw -212212.623851 + Penalty 4146.908350 = -208065.715501 nChanged 4 SP:Iteration 38Q (216.462827 sec): 3 clusters Score: Raw -212214.887872 + Penalty 4146.908350 = -208067.979522 nChanged 3 SP:Iteration 39Q (216.500587 sec): 3 clusters Score: Raw -212216.729599 + Penalty 4146.908350 = -208069.821249 nChanged 3 SP:Iteration 40F (216.540868 sec): 3 clusters Score: Raw -212218.458290 + Penalty 4146.908350 = -208071.549940 nChanged 5 SP:Iteration 41Q (216.581559 sec): 3 clusters Score: Raw -212220.902960 + Penalty 4146.908350 = -208073.994609 nChanged 5 SP:Iteration 42Q (216.622132 sec): 3 clusters Score: Raw -212223.746973 + Penalty 4146.908350 = -208076.838623 nChanged 5 SP:Iteration 43Q (216.663895 sec): 3 clusters Score: Raw -212225.540243 + Penalty 4146.908350 = -208078.631893 nChanged 1 SP:Iteration 44Q (216.704268 sec): 3 clusters Score: Raw -212226.623709 + Penalty 4146.908350 = -208079.715359 nChanged 1 SP:Iteration 45Q (216.742288 sec): 3 clusters Score: Raw -212227.654193 + Penalty 4146.908350 = -208080.745843 nChanged 2 SP:Iteration 46Q (216.780406 sec): 3 clusters Score: Raw -212228.917610 + Penalty 4146.908350 = -208082.009260 nChanged 0 SP:Iteration 47F (216.818310 sec): 3 clusters Score: Raw -212228.917610 + Penalty 4146.908350 = -208082.009260 nChanged 0 Trying to split cluster 3 (1826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.852995 sec): 2 clusters Score: Raw -141273.553207 + Penalty 1982.609128 = -139290.944079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.886012 sec): 3 clusters Score: Raw -140681.497872 + Penalty 3965.218256 = -136716.279616 nChanged 553 SP:Iteration 1F (216.918965 sec): 3 clusters Score: Raw -141196.977399 + Penalty 3965.218256 = -137231.759143 nChanged 153 SP:Iteration 2F (216.952005 sec): 3 clusters Score: Raw -141376.650130 + Penalty 3965.218256 = -137411.431874 nChanged 85 SP:Iteration 3Q (216.985220 sec): 3 clusters Score: Raw -141469.325131 + Penalty 3965.218256 = -137504.106874 nChanged 58 SP:Iteration 4Q (217.018280 sec): 3 clusters Score: Raw -141526.850498 + Penalty 3965.218256 = -137561.632242 nChanged 34 SP:Iteration 5Q (217.050679 sec): 3 clusters Score: Raw -141561.611156 + Penalty 3965.218256 = -137596.392900 nChanged 30 SP:Iteration 6Q (217.168042 sec): 3 clusters Score: Raw -141598.275518 + Penalty 3965.218256 = -137633.057262 nChanged 18 SP:Iteration 7Q (217.200648 sec): 3 clusters Score: Raw -141614.841709 + Penalty 3965.218256 = -137649.623453 nChanged 18 SP:Iteration 8Q (217.234320 sec): 3 clusters Score: Raw -141630.017336 + Penalty 3965.218256 = -137664.799080 nChanged 15 SP:Iteration 9Q (217.267835 sec): 3 clusters Score: Raw -141641.434559 + Penalty 3965.218256 = -137676.216302 nChanged 4 SP:Iteration 10Q (217.301253 sec): 3 clusters Score: Raw -141645.538094 + Penalty 3965.218256 = -137680.319838 nChanged 6 SP:Iteration 11Q (217.335008 sec): 3 clusters Score: Raw -141649.958857 + Penalty 3965.218256 = -137684.740601 nChanged 5 SP:Iteration 12Q (217.368550 sec): 3 clusters Score: Raw -141651.994017 + Penalty 3965.218256 = -137686.775761 nChanged 3 SP:Iteration 13Q (217.401272 sec): 3 clusters Score: Raw -141654.658318 + Penalty 3965.218256 = -137689.440062 nChanged 6 SP:Iteration 14Q (217.433491 sec): 3 clusters Score: Raw -141662.231032 + Penalty 3965.218256 = -137697.012776 nChanged 9 SP:Iteration 15Q (217.465826 sec): 3 clusters Score: Raw -141668.068458 + Penalty 3965.218256 = -137702.850201 nChanged 5 SP:Iteration 16Q (217.498080 sec): 3 clusters Score: Raw -141674.225056 + Penalty 3965.218256 = -137709.006800 nChanged 5 SP:Iteration 17Q (217.530315 sec): 3 clusters Score: Raw -141677.144877 + Penalty 3965.218256 = -137711.926621 nChanged 7 SP:Iteration 18Q (217.562731 sec): 3 clusters Score: Raw -141681.467622 + Penalty 3965.218256 = -137716.249366 nChanged 2 SP:Iteration 19Q (217.595010 sec): 3 clusters Score: Raw -141681.786315 + Penalty 3965.218256 = -137716.568058 nChanged 1 SP:Iteration 20F (217.627179 sec): 3 clusters Score: Raw -141682.539839 + Penalty 3965.218256 = -137717.321583 nChanged 0 Trying to split cluster 4 (6719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (217.679578 sec): 2 clusters Score: Raw -605303.663456 + Penalty 2326.551378 = -602977.112078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (217.751233 sec): 3 clusters Score: Raw -601934.756063 + Penalty 4653.102756 = -597281.653307 nChanged 2705 SP:Iteration 1F (217.820828 sec): 3 clusters Score: Raw -603602.121991 + Penalty 4653.102756 = -598949.019235 nChanged 595 SP:Iteration 2F (217.889266 sec): 3 clusters Score: Raw -604120.437549 + Penalty 4653.102756 = -599467.334793 nChanged 493 SP:Iteration 3F (217.952353 sec): 3 clusters Score: Raw -604683.715930 + Penalty 4653.102756 = -600030.613174 nChanged 501 SP:Iteration 4F (218.009775 sec): 3 clusters Score: Raw -605325.017854 + Penalty 4653.102756 = -600671.915098 nChanged 452 SP:Iteration 5F (218.067353 sec): 3 clusters Score: Raw -605861.997236 + Penalty 4653.102756 = -601208.894480 nChanged 405 SP:Iteration 6F (218.125967 sec): 3 clusters Score: Raw -606304.235166 + Penalty 4653.102756 = -601651.132410 nChanged 306 SP:Iteration 7Q (218.187074 sec): 3 clusters Score: Raw -606617.718344 + Penalty 4653.102756 = -601964.615588 nChanged 249 SP:Iteration 8Q (218.256408 sec): 3 clusters Score: Raw -606862.822382 + Penalty 4653.102756 = -602209.719626 nChanged 235 SP:Iteration 9Q (218.325391 sec): 3 clusters Score: Raw -607102.281627 + Penalty 4653.102756 = -602449.178871 nChanged 203 SP:Iteration 10Q (218.388050 sec): 3 clusters Score: Raw -607322.931759 + Penalty 4653.102756 = -602669.829003 nChanged 170 SP:Iteration 11Q (218.515349 sec): 3 clusters Score: Raw -607514.498424 + Penalty 4653.102756 = -602861.395668 nChanged 163 SP:Iteration 12Q (218.703719 sec): 3 clusters Score: Raw -607725.226453 + Penalty 4653.102756 = -603072.123697 nChanged 140 SP:Iteration 13Q (218.804703 sec): 3 clusters Score: Raw -607929.866254 + Penalty 4653.102756 = -603276.763498 nChanged 129 SP:Iteration 14Q (218.862390 sec): 3 clusters Score: Raw -608090.101981 + Penalty 4653.102756 = -603436.999225 nChanged 98 SP:Iteration 15Q (218.948637 sec): 3 clusters Score: Raw -608180.207279 + Penalty 4653.102756 = -603527.104523 nChanged 68 SP:Iteration 16Q (219.038535 sec): 3 clusters Score: Raw -608226.158733 + Penalty 4653.102756 = -603573.055977 nChanged 57 SP:Iteration 17Q (219.091042 sec): 3 clusters Score: Raw -608250.920740 + Penalty 4653.102756 = -603597.817984 nChanged 35 SP:Iteration 18Q (219.142706 sec): 3 clusters Score: Raw -608261.786902 + Penalty 4653.102756 = -603608.684146 nChanged 12 SP:Iteration 19Q (219.199948 sec): 3 clusters Score: Raw -608265.383178 + Penalty 4653.102756 = -603612.280422 nChanged 5 SP:Iteration 20F (219.267288 sec): 3 clusters Score: Raw -608266.908274 + Penalty 4653.102756 = -603613.805519 nChanged 5 SP:Iteration 21Q (219.331333 sec): 3 clusters Score: Raw -608267.981390 + Penalty 4653.102756 = -603614.878634 nChanged 3 SP:Iteration 22Q (219.393774 sec): 3 clusters Score: Raw -608268.443741 + Penalty 4653.102756 = -603615.340986 nChanged 4 SP:Iteration 23Q (219.452962 sec): 3 clusters Score: Raw -608269.295542 + Penalty 4653.102756 = -603616.192786 nChanged 1 SP:Iteration 24Q (219.552949 sec): 3 clusters Score: Raw -608269.449524 + Penalty 4653.102756 = -603616.346768 nChanged 1 SP:Iteration 25Q (219.615392 sec): 3 clusters Score: Raw -608269.768242 + Penalty 4653.102756 = -603616.665487 nChanged 0 SP:Iteration 26F (219.676165 sec): 3 clusters Score: Raw -608269.768242 + Penalty 4653.102756 = -603616.665487 nChanged 0 Score: Raw -1304862.771599 + Penalty 15302.370795 = -1289560.400805 Splitting cluster 4 changes total score from -1289133.567862 to -1289560.400805 So it's getting split into cluster 6. Trying to split cluster 5 (1327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.936838 sec): 2 clusters Score: Raw -90529.300547 + Penalty 1898.338473 = -88630.962074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.963273 sec): 3 clusters Score: Raw -90195.348137 + Penalty 3796.676946 = -86398.671191 nChanged 409 SP:Iteration 1F (220.002660 sec): 3 clusters Score: Raw -90699.750599 + Penalty 3796.676946 = -86903.073653 nChanged 131 SP:Iteration 2F (220.030487 sec): 3 clusters Score: Raw -90962.594239 + Penalty 3796.676946 = -87165.917292 nChanged 90 SP:Iteration 3F (220.058309 sec): 3 clusters Score: Raw -91201.919031 + Penalty 3796.676946 = -87405.242085 nChanged 83 SP:Iteration 4F (220.085744 sec): 3 clusters Score: Raw -91404.416559 + Penalty 3796.676946 = -87607.739612 nChanged 71 SP:Iteration 5F (220.113396 sec): 3 clusters Score: Raw -91593.912823 + Penalty 3796.676946 = -87797.235876 nChanged 50 SP:Iteration 6Q (220.145667 sec): 3 clusters Score: Raw -91730.753704 + Penalty 3796.676946 = -87934.076757 nChanged 40 SP:Iteration 7Q (220.172574 sec): 3 clusters Score: Raw -91837.670944 + Penalty 3796.676946 = -88040.993998 nChanged 28 SP:Iteration 8Q (220.197681 sec): 3 clusters Score: Raw -91894.843484 + Penalty 3796.676946 = -88098.166538 nChanged 27 SP:Iteration 9Q (220.222602 sec): 3 clusters Score: Raw -91947.782082 + Penalty 3796.676946 = -88151.105135 nChanged 13 SP:Iteration 10Q (220.247504 sec): 3 clusters Score: Raw -91971.330937 + Penalty 3796.676946 = -88174.653990 nChanged 7 SP:Iteration 11Q (220.272523 sec): 3 clusters Score: Raw -91980.586580 + Penalty 3796.676946 = -88183.909634 nChanged 4 SP:Iteration 12Q (220.298870 sec): 3 clusters Score: Raw -91983.815121 + Penalty 3796.676946 = -88187.138175 nChanged 1 SP:Iteration 13Q (220.323751 sec): 3 clusters Score: Raw -91984.428395 + Penalty 3796.676946 = -88187.751449 nChanged 2 SP:Iteration 14Q (220.348565 sec): 3 clusters Score: Raw -91985.849894 + Penalty 3796.676946 = -88189.172948 nChanged 1 SP:Iteration 15Q (220.373770 sec): 3 clusters Score: Raw -91986.771176 + Penalty 3796.676946 = -88190.094230 nChanged 0 SP:Iteration 16F (220.488981 sec): 3 clusters Score: Raw -91986.771176 + Penalty 3796.676946 = -88190.094230 nChanged 0 Iteration 20F (220.726105 sec): 7 clusters Score: Raw -1305212.263914 + Penalty 15302.370795 = -1289909.893119 nChanged 470 Iteration 21Q (220.902236 sec): 7 clusters Score: Raw -1305424.377154 + Penalty 15302.370795 = -1290122.006360 nChanged 165 Iteration 22Q (221.045421 sec): 7 clusters Score: Raw -1305483.635869 + Penalty 15302.370795 = -1290181.265074 nChanged 94 Iteration 23Q (221.225508 sec): 7 clusters Score: Raw -1305518.813605 + Penalty 15302.370795 = -1290216.442811 nChanged 61 Iteration 24Q (221.399135 sec): 7 clusters Score: Raw -1305539.174794 + Penalty 15302.370795 = -1290236.803999 nChanged 43 Iteration 25Q (221.563871 sec): 7 clusters Score: Raw -1305552.701926 + Penalty 15302.370795 = -1290250.331132 nChanged 37 Iteration 26Q (221.706289 sec): 7 clusters Score: Raw -1305563.454815 + Penalty 15302.370795 = -1290261.084020 nChanged 28 Iteration 27Q (221.886723 sec): 7 clusters Score: Raw -1305572.464486 + Penalty 15302.370795 = -1290270.093692 nChanged 26 Iteration 28Q (222.076039 sec): 7 clusters Score: Raw -1305580.145105 + Penalty 15302.370795 = -1290277.774310 nChanged 23 Iteration 29Q (222.243587 sec): 7 clusters Score: Raw -1305587.359696 + Penalty 15302.370795 = -1290284.988902 nChanged 21 Iteration 30Q (222.391596 sec): 7 clusters Score: Raw -1305593.493145 + Penalty 15302.370795 = -1290291.122350 nChanged 14 Iteration 31Q (222.575365 sec): 7 clusters Score: Raw -1305597.282071 + Penalty 15302.370795 = -1290294.911276 nChanged 8 Iteration 32Q (222.740490 sec): 7 clusters Score: Raw -1305598.803017 + Penalty 15302.370795 = -1290296.432223 nChanged 6 Iteration 33Q (222.902592 sec): 7 clusters Score: Raw -1305599.928742 + Penalty 15302.370795 = -1290297.557947 nChanged 2 Iteration 34Q (223.047842 sec): 7 clusters Score: Raw -1305600.213254 + Penalty 15302.370795 = -1290297.842459 nChanged 2 Iteration 35Q (223.229426 sec): 7 clusters Score: Raw -1305600.566126 + Penalty 15302.370795 = -1290298.195331 nChanged 1 Iteration 36Q (223.395136 sec): 7 clusters Score: Raw -1305601.057409 + Penalty 15302.370795 = -1290298.686614 nChanged 4 Iteration 37Q (223.557612 sec): 7 clusters Score: Raw -1305602.118971 + Penalty 15302.370795 = -1290299.748176 nChanged 2 Iteration 38Q (223.703708 sec): 7 clusters Score: Raw -1305602.507085 + Penalty 15302.370795 = -1290300.136290 nChanged 1 Iteration 39Q (223.884868 sec): 7 clusters Score: Raw -1305602.706003 + Penalty 15302.370795 = -1290300.335208 nChanged 2 Iteration 40F (224.097750 sec): 7 clusters Score: Raw -1305603.202230 + Penalty 15302.370795 = -1290300.831436 nChanged 1 Iteration 41Q (224.256596 sec): 7 clusters Score: Raw -1305603.367251 + Penalty 15302.370795 = -1290300.996456 nChanged 2 Iteration 42Q (224.437362 sec): 7 clusters Score: Raw -1305604.033256 + Penalty 15302.370795 = -1290301.662462 nChanged 2 Iteration 43Q (224.603536 sec): 7 clusters Score: Raw -1305604.868653 + Penalty 15302.370795 = -1290302.497859 nChanged 1 Iteration 44Q (224.748980 sec): 7 clusters Score: Raw -1305605.714437 + Penalty 15302.370795 = -1290303.343642 nChanged 2 Iteration 45Q (224.925139 sec): 7 clusters Score: Raw -1305606.260570 + Penalty 15302.370795 = -1290303.889776 nChanged 0 Iteration 46F (225.149613 sec): 7 clusters Score: Raw -1305606.260570 + Penalty 15302.370795 = -1290303.889776 nChanged 0 Compute initial score before splitting: Score: Raw -1305606.260570 + Penalty 15302.370795 = -1290303.889776 Trying to split cluster 1 (3093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.196951 sec): 2 clusters Score: Raw -262714.612677 + Penalty 2121.740748 = -260592.871929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.299286 sec): 3 clusters Score: Raw -261448.068440 + Penalty 4243.481496 = -257204.586944 nChanged 1078 SP:Iteration 1F (225.385473 sec): 3 clusters Score: Raw -262169.579711 + Penalty 4243.481496 = -257926.098215 nChanged 263 SP:Iteration 2F (225.535371 sec): 3 clusters Score: Raw -262388.096528 + Penalty 4243.481496 = -258144.615032 nChanged 157 SP:Iteration 3F (225.640251 sec): 3 clusters Score: Raw -262536.573009 + Penalty 4243.481496 = -258293.091513 nChanged 131 SP:Iteration 4Q (225.758806 sec): 3 clusters Score: Raw -262667.164264 + Penalty 4243.481496 = -258423.682769 nChanged 125 SP:Iteration 5Q (225.805168 sec): 3 clusters Score: Raw -262820.007524 + Penalty 4243.481496 = -258576.526028 nChanged 127 SP:Iteration 6Q (225.853682 sec): 3 clusters Score: Raw -262994.674591 + Penalty 4243.481496 = -258751.193095 nChanged 141 SP:Iteration 7Q (225.896871 sec): 3 clusters Score: Raw -263197.250440 + Penalty 4243.481496 = -258953.768944 nChanged 159 SP:Iteration 8F (225.949963 sec): 3 clusters Score: Raw -263434.426492 + Penalty 4243.481496 = -259190.944996 nChanged 146 SP:Iteration 9Q (226.078659 sec): 3 clusters Score: Raw -263642.972897 + Penalty 4243.481496 = -259399.491401 nChanged 132 SP:Iteration 10Q (226.207359 sec): 3 clusters Score: Raw -263834.514947 + Penalty 4243.481496 = -259591.033451 nChanged 107 SP:Iteration 11Q (226.343276 sec): 3 clusters Score: Raw -263988.176891 + Penalty 4243.481496 = -259744.695395 nChanged 106 SP:Iteration 12Q (226.384080 sec): 3 clusters Score: Raw -264146.599205 + Penalty 4243.481496 = -259903.117709 nChanged 85 SP:Iteration 13Q (226.424444 sec): 3 clusters Score: Raw -264278.994191 + Penalty 4243.481496 = -260035.512695 nChanged 68 SP:Iteration 14Q (226.464604 sec): 3 clusters Score: Raw -264358.021681 + Penalty 4243.481496 = -260114.540185 nChanged 42 SP:Iteration 15Q (226.504575 sec): 3 clusters Score: Raw -264395.840309 + Penalty 4243.481496 = -260152.358813 nChanged 28 SP:Iteration 16Q (226.548249 sec): 3 clusters Score: Raw -264412.587650 + Penalty 4243.481496 = -260169.106154 nChanged 19 SP:Iteration 17Q (226.593037 sec): 3 clusters Score: Raw -264427.675706 + Penalty 4243.481496 = -260184.194210 nChanged 20 SP:Iteration 18Q (226.637114 sec): 3 clusters Score: Raw -264441.916681 + Penalty 4243.481496 = -260198.435185 nChanged 12 SP:Iteration 19Q (226.681326 sec): 3 clusters Score: Raw -264449.095371 + Penalty 4243.481496 = -260205.613876 nChanged 9 SP:Iteration 20F (226.723097 sec): 3 clusters Score: Raw -264454.004261 + Penalty 4243.481496 = -260210.522765 nChanged 3 SP:Iteration 21Q (226.763085 sec): 3 clusters Score: Raw -264456.168700 + Penalty 4243.481496 = -260212.687204 nChanged 4 SP:Iteration 22Q (226.802799 sec): 3 clusters Score: Raw -264458.931158 + Penalty 4243.481496 = -260215.449662 nChanged 0 SP:Iteration 23F (226.843143 sec): 3 clusters Score: Raw -264458.931158 + Penalty 4243.481496 = -260215.449662 nChanged 0 Trying to split cluster 2 (2445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.881662 sec): 2 clusters Score: Raw -201239.553664 + Penalty 2059.675306 = -199179.878358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.925336 sec): 3 clusters Score: Raw -200319.397321 + Penalty 4119.350612 = -196200.046709 nChanged 822 SP:Iteration 1F (226.966218 sec): 3 clusters Score: Raw -200964.016830 + Penalty 4119.350612 = -196844.666218 nChanged 214 SP:Iteration 2F (227.006854 sec): 3 clusters Score: Raw -201192.114725 + Penalty 4119.350612 = -197072.764113 nChanged 131 SP:Iteration 3F (227.048458 sec): 3 clusters Score: Raw -201329.396115 + Penalty 4119.350612 = -197210.045502 nChanged 111 SP:Iteration 4Q (227.090843 sec): 3 clusters Score: Raw -201442.422751 + Penalty 4119.350612 = -197323.072139 nChanged 97 SP:Iteration 5Q (227.132480 sec): 3 clusters Score: Raw -201543.351336 + Penalty 4119.350612 = -197424.000724 nChanged 95 SP:Iteration 6Q (227.174104 sec): 3 clusters Score: Raw -201631.242935 + Penalty 4119.350612 = -197511.892322 nChanged 63 SP:Iteration 7Q (227.235737 sec): 3 clusters Score: Raw -201683.151643 + Penalty 4119.350612 = -197563.801031 nChanged 47 SP:Iteration 8Q (227.356186 sec): 3 clusters Score: Raw -201728.174731 + Penalty 4119.350612 = -197608.824119 nChanged 49 SP:Iteration 9Q (227.479289 sec): 3 clusters Score: Raw -201779.620308 + Penalty 4119.350612 = -197660.269696 nChanged 51 SP:Iteration 10Q (227.604345 sec): 3 clusters Score: Raw -201827.766625 + Penalty 4119.350612 = -197708.416012 nChanged 36 SP:Iteration 11Q (227.643827 sec): 3 clusters Score: Raw -201858.581156 + Penalty 4119.350612 = -197739.230543 nChanged 31 SP:Iteration 12Q (227.684247 sec): 3 clusters Score: Raw -201884.699656 + Penalty 4119.350612 = -197765.349044 nChanged 26 SP:Iteration 13Q (227.722956 sec): 3 clusters Score: Raw -201910.904806 + Penalty 4119.350612 = -197791.554194 nChanged 30 SP:Iteration 14Q (227.761167 sec): 3 clusters Score: Raw -201937.604047 + Penalty 4119.350612 = -197818.253435 nChanged 29 SP:Iteration 15Q (227.799249 sec): 3 clusters Score: Raw -201964.093120 + Penalty 4119.350612 = -197844.742507 nChanged 21 SP:Iteration 16Q (227.837365 sec): 3 clusters Score: Raw -201983.986810 + Penalty 4119.350612 = -197864.636198 nChanged 20 SP:Iteration 17Q (227.875521 sec): 3 clusters Score: Raw -201998.326677 + Penalty 4119.350612 = -197878.976065 nChanged 21 SP:Iteration 18Q (227.913782 sec): 3 clusters Score: Raw -202014.659408 + Penalty 4119.350612 = -197895.308795 nChanged 21 SP:Iteration 19Q (227.952129 sec): 3 clusters Score: Raw -202032.866710 + Penalty 4119.350612 = -197913.516098 nChanged 19 SP:Iteration 20F (227.990263 sec): 3 clusters Score: Raw -202046.512217 + Penalty 4119.350612 = -197927.161604 nChanged 14 SP:Iteration 21Q (228.028312 sec): 3 clusters Score: Raw -202059.235921 + Penalty 4119.350612 = -197939.885309 nChanged 20 SP:Iteration 22Q (228.066865 sec): 3 clusters Score: Raw -202069.893278 + Penalty 4119.350612 = -197950.542666 nChanged 6 SP:Iteration 23Q (228.105083 sec): 3 clusters Score: Raw -202073.478331 + Penalty 4119.350612 = -197954.127719 nChanged 4 SP:Iteration 24Q (228.143478 sec): 3 clusters Score: Raw -202077.064277 + Penalty 4119.350612 = -197957.713665 nChanged 8 SP:Iteration 25Q (228.181864 sec): 3 clusters Score: Raw -202081.041479 + Penalty 4119.350612 = -197961.690867 nChanged 4 SP:Iteration 26Q (228.220216 sec): 3 clusters Score: Raw -202083.326627 + Penalty 4119.350612 = -197963.976015 nChanged 4 SP:Iteration 27Q (228.259040 sec): 3 clusters Score: Raw -202084.587355 + Penalty 4119.350612 = -197965.236743 nChanged 3 SP:Iteration 28Q (228.297512 sec): 3 clusters Score: Raw -202085.486643 + Penalty 4119.350612 = -197966.136031 nChanged 3 SP:Iteration 29Q (228.335918 sec): 3 clusters Score: Raw -202088.076597 + Penalty 4119.350612 = -197968.725985 nChanged 4 SP:Iteration 30Q (228.374252 sec): 3 clusters Score: Raw -202090.347565 + Penalty 4119.350612 = -197970.996953 nChanged 5 SP:Iteration 31Q (228.412473 sec): 3 clusters Score: Raw -202092.356122 + Penalty 4119.350612 = -197973.005510 nChanged 2 SP:Iteration 32Q (228.450753 sec): 3 clusters Score: Raw -202092.938639 + Penalty 4119.350612 = -197973.588027 nChanged 2 SP:Iteration 33Q (228.489343 sec): 3 clusters Score: Raw -202093.521899 + Penalty 4119.350612 = -197974.171286 nChanged 0 SP:Iteration 34F (228.527673 sec): 3 clusters Score: Raw -202093.521899 + Penalty 4119.350612 = -197974.171286 nChanged 0 Trying to split cluster 3 (1859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (228.563226 sec): 2 clusters Score: Raw -143995.089939 + Penalty 1987.337613 = -142007.752326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (228.597284 sec): 3 clusters Score: Raw -143374.793791 + Penalty 3974.675226 = -139400.118566 nChanged 560 SP:Iteration 1F (228.716983 sec): 3 clusters Score: Raw -143833.708491 + Penalty 3974.675226 = -139859.033266 nChanged 139 SP:Iteration 2F (228.833679 sec): 3 clusters Score: Raw -143970.602831 + Penalty 3974.675226 = -139995.927606 nChanged 77 SP:Iteration 3Q (228.928797 sec): 3 clusters Score: Raw -144051.259877 + Penalty 3974.675226 = -140076.584652 nChanged 54 SP:Iteration 4Q (229.050834 sec): 3 clusters Score: Raw -144093.349647 + Penalty 3974.675226 = -140118.674421 nChanged 44 SP:Iteration 5Q (229.152445 sec): 3 clusters Score: Raw -144132.691837 + Penalty 3974.675226 = -140158.016611 nChanged 30 SP:Iteration 6Q (229.189028 sec): 3 clusters Score: Raw -144166.261444 + Penalty 3974.675226 = -140191.586219 nChanged 38 SP:Iteration 7Q (229.225333 sec): 3 clusters Score: Raw -144194.890144 + Penalty 3974.675226 = -140220.214919 nChanged 21 SP:Iteration 8Q (229.258317 sec): 3 clusters Score: Raw -144215.655565 + Penalty 3974.675226 = -140240.980340 nChanged 22 SP:Iteration 9Q (229.291368 sec): 3 clusters Score: Raw -144239.678326 + Penalty 3974.675226 = -140265.003100 nChanged 21 SP:Iteration 10Q (229.324585 sec): 3 clusters Score: Raw -144269.011311 + Penalty 3974.675226 = -140294.336085 nChanged 28 SP:Iteration 11Q (229.357788 sec): 3 clusters Score: Raw -144311.202878 + Penalty 3974.675226 = -140336.527652 nChanged 35 SP:Iteration 12Q (229.391782 sec): 3 clusters Score: Raw -144369.519835 + Penalty 3974.675226 = -140394.844610 nChanged 41 SP:Iteration 13Q (229.424770 sec): 3 clusters Score: Raw -144416.436548 + Penalty 3974.675226 = -140441.761322 nChanged 42 SP:Iteration 14Q (229.457336 sec): 3 clusters Score: Raw -144461.897606 + Penalty 3974.675226 = -140487.222380 nChanged 33 SP:Iteration 15Q (229.490068 sec): 3 clusters Score: Raw -144497.639523 + Penalty 3974.675226 = -140522.964297 nChanged 33 SP:Iteration 16Q (229.522094 sec): 3 clusters Score: Raw -144530.544395 + Penalty 3974.675226 = -140555.869169 nChanged 30 SP:Iteration 17Q (229.554985 sec): 3 clusters Score: Raw -144566.576338 + Penalty 3974.675226 = -140591.901113 nChanged 34 SP:Iteration 18Q (229.587601 sec): 3 clusters Score: Raw -144602.385716 + Penalty 3974.675226 = -140627.710491 nChanged 36 SP:Iteration 19Q (229.620360 sec): 3 clusters Score: Raw -144641.499405 + Penalty 3974.675226 = -140666.824179 nChanged 33 SP:Iteration 20F (229.653064 sec): 3 clusters Score: Raw -144679.434872 + Penalty 3974.675226 = -140704.759646 nChanged 37 SP:Iteration 21Q (229.686143 sec): 3 clusters Score: Raw -144719.439213 + Penalty 3974.675226 = -140744.763987 nChanged 31 SP:Iteration 22Q (229.718492 sec): 3 clusters Score: Raw -144755.417034 + Penalty 3974.675226 = -140780.741808 nChanged 28 SP:Iteration 23Q (229.753760 sec): 3 clusters Score: Raw -144780.384484 + Penalty 3974.675226 = -140805.709259 nChanged 16 SP:Iteration 24Q (229.816898 sec): 3 clusters Score: Raw -144797.397165 + Penalty 3974.675226 = -140822.721939 nChanged 12 SP:Iteration 25Q (229.855141 sec): 3 clusters Score: Raw -144809.204579 + Penalty 3974.675226 = -140834.529354 nChanged 7 SP:Iteration 26Q (229.894264 sec): 3 clusters Score: Raw -144813.978201 + Penalty 3974.675226 = -140839.302975 nChanged 6 SP:Iteration 27Q (230.009921 sec): 3 clusters Score: Raw -144819.695954 + Penalty 3974.675226 = -140845.020729 nChanged 4 SP:Iteration 28Q (230.122447 sec): 3 clusters Score: Raw -144824.137143 + Penalty 3974.675226 = -140849.461917 nChanged 6 SP:Iteration 29Q (230.237302 sec): 3 clusters Score: Raw -144827.889644 + Penalty 3974.675226 = -140853.214419 nChanged 5 SP:Iteration 30Q (230.353743 sec): 3 clusters Score: Raw -144830.838500 + Penalty 3974.675226 = -140856.163275 nChanged 1 SP:Iteration 31Q (230.470740 sec): 3 clusters Score: Raw -144831.160319 + Penalty 3974.675226 = -140856.485094 nChanged 1 SP:Iteration 32Q (230.585461 sec): 3 clusters Score: Raw -144831.512667 + Penalty 3974.675226 = -140856.837441 nChanged 0 SP:Iteration 33F (230.677111 sec): 3 clusters Score: Raw -144831.512667 + Penalty 3974.675226 = -140856.837441 nChanged 0 Trying to split cluster 4 (3021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (230.723232 sec): 2 clusters Score: Raw -271421.704312 + Penalty 2115.522600 = -269306.181712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (230.791099 sec): 3 clusters Score: Raw -270182.852848 + Penalty 4231.045200 = -265951.807648 nChanged 1048 SP:Iteration 1F (230.841653 sec): 3 clusters Score: Raw -270916.573615 + Penalty 4231.045200 = -266685.528415 nChanged 266 SP:Iteration 2F (230.886344 sec): 3 clusters Score: Raw -271169.245763 + Penalty 4231.045200 = -266938.200563 nChanged 186 SP:Iteration 3F (230.925189 sec): 3 clusters Score: Raw -271327.933514 + Penalty 4231.045200 = -267096.888315 nChanged 117 SP:Iteration 4Q (230.964851 sec): 3 clusters Score: Raw -271439.025426 + Penalty 4231.045200 = -267207.980227 nChanged 100 SP:Iteration 5Q (231.004538 sec): 3 clusters Score: Raw -271533.145798 + Penalty 4231.045200 = -267302.100598 nChanged 109 SP:Iteration 6Q (231.046141 sec): 3 clusters Score: Raw -271634.191474 + Penalty 4231.045200 = -267403.146275 nChanged 87 SP:Iteration 7Q (231.089246 sec): 3 clusters Score: Raw -271729.929691 + Penalty 4231.045200 = -267498.884491 nChanged 97 SP:Iteration 8Q (231.132305 sec): 3 clusters Score: Raw -271852.485785 + Penalty 4231.045200 = -267621.440585 nChanged 85 SP:Iteration 9Q (231.175173 sec): 3 clusters Score: Raw -271937.816055 + Penalty 4231.045200 = -267706.770855 nChanged 69 SP:Iteration 10Q (231.217117 sec): 3 clusters Score: Raw -271987.369459 + Penalty 4231.045200 = -267756.324260 nChanged 60 SP:Iteration 11Q (231.257367 sec): 3 clusters Score: Raw -272031.903340 + Penalty 4231.045200 = -267800.858140 nChanged 48 SP:Iteration 12Q (231.297684 sec): 3 clusters Score: Raw -272071.646988 + Penalty 4231.045200 = -267840.601788 nChanged 47 SP:Iteration 13Q (231.338043 sec): 3 clusters Score: Raw -272104.924227 + Penalty 4231.045200 = -267873.879027 nChanged 39 SP:Iteration 14Q (231.378098 sec): 3 clusters Score: Raw -272132.161590 + Penalty 4231.045200 = -267901.116390 nChanged 38 SP:Iteration 15Q (231.418524 sec): 3 clusters Score: Raw -272158.953588 + Penalty 4231.045200 = -267927.908388 nChanged 40 SP:Iteration 16Q (231.540987 sec): 3 clusters Score: Raw -272187.409036 + Penalty 4231.045200 = -267956.363836 nChanged 41 SP:Iteration 17Q (231.656989 sec): 3 clusters Score: Raw -272221.762997 + Penalty 4231.045200 = -267990.717798 nChanged 36 SP:Iteration 18Q (231.768142 sec): 3 clusters Score: Raw -272254.097772 + Penalty 4231.045200 = -268023.052572 nChanged 41 SP:Iteration 19Q (231.828433 sec): 3 clusters Score: Raw -272294.700699 + Penalty 4231.045200 = -268063.655500 nChanged 47 SP:Iteration 20F (231.868057 sec): 3 clusters Score: Raw -272337.004372 + Penalty 4231.045200 = -268105.959172 nChanged 45 SP:Iteration 21Q (231.908359 sec): 3 clusters Score: Raw -272372.060013 + Penalty 4231.045200 = -268141.014813 nChanged 40 SP:Iteration 22Q (231.963635 sec): 3 clusters Score: Raw -272405.164752 + Penalty 4231.045200 = -268174.119553 nChanged 35 SP:Iteration 23Q (232.003926 sec): 3 clusters Score: Raw -272435.547561 + Penalty 4231.045200 = -268204.502362 nChanged 33 SP:Iteration 24Q (232.043990 sec): 3 clusters Score: Raw -272467.487962 + Penalty 4231.045200 = -268236.442763 nChanged 34 SP:Iteration 25Q (232.085843 sec): 3 clusters Score: Raw -272501.390022 + Penalty 4231.045200 = -268270.344823 nChanged 32 SP:Iteration 26Q (232.128014 sec): 3 clusters Score: Raw -272531.009126 + Penalty 4231.045200 = -268299.963927 nChanged 41 SP:Iteration 27Q (232.169978 sec): 3 clusters Score: Raw -272579.625049 + Penalty 4231.045200 = -268348.579850 nChanged 36 SP:Iteration 28Q (232.211924 sec): 3 clusters Score: Raw -272615.818661 + Penalty 4231.045200 = -268384.773461 nChanged 35 SP:Iteration 29Q (232.253458 sec): 3 clusters Score: Raw -272682.051548 + Penalty 4231.045200 = -268451.006349 nChanged 48 SP:Iteration 30Q (232.377969 sec): 3 clusters Score: Raw -272765.920160 + Penalty 4231.045200 = -268534.874960 nChanged 40 SP:Iteration 31Q (232.446563 sec): 3 clusters Score: Raw -272846.722978 + Penalty 4231.045200 = -268615.677779 nChanged 43 SP:Iteration 32Q (232.490414 sec): 3 clusters Score: Raw -272917.360410 + Penalty 4231.045200 = -268686.315210 nChanged 35 SP:Iteration 33Q (232.535054 sec): 3 clusters Score: Raw -272970.010242 + Penalty 4231.045200 = -268738.965042 nChanged 29 SP:Iteration 34Q (232.577646 sec): 3 clusters Score: Raw -273000.254153 + Penalty 4231.045200 = -268769.208953 nChanged 14 SP:Iteration 35Q (232.615742 sec): 3 clusters Score: Raw -273013.222702 + Penalty 4231.045200 = -268782.177503 nChanged 10 SP:Iteration 36Q (232.653945 sec): 3 clusters Score: Raw -273019.842205 + Penalty 4231.045200 = -268788.797005 nChanged 8 SP:Iteration 37Q (232.692296 sec): 3 clusters Score: Raw -273024.768225 + Penalty 4231.045200 = -268793.723025 nChanged 4 SP:Iteration 38Q (232.731153 sec): 3 clusters Score: Raw -273026.815775 + Penalty 4231.045200 = -268795.770575 nChanged 3 SP:Iteration 39Q (232.773183 sec): 3 clusters Score: Raw -273028.004434 + Penalty 4231.045200 = -268796.959234 nChanged 6 SP:Iteration 40F (232.815118 sec): 3 clusters Score: Raw -273033.447719 + Penalty 4231.045200 = -268802.402520 nChanged 8 SP:Iteration 41Q (232.857139 sec): 3 clusters Score: Raw -273038.979772 + Penalty 4231.045200 = -268807.934572 nChanged 11 SP:Iteration 42Q (232.899291 sec): 3 clusters Score: Raw -273051.117401 + Penalty 4231.045200 = -268820.072201 nChanged 13 SP:Iteration 43Q (232.939519 sec): 3 clusters Score: Raw -273073.173961 + Penalty 4231.045200 = -268842.128761 nChanged 26 SP:Iteration 44Q (233.058096 sec): 3 clusters Score: Raw -273124.759444 + Penalty 4231.045200 = -268893.714244 nChanged 40 SP:Iteration 45Q (233.205545 sec): 3 clusters Score: Raw -273208.595788 + Penalty 4231.045200 = -268977.550589 nChanged 46 SP:Iteration 46Q (233.221952 sec): 3 clusters Score: Raw -273313.721724 + Penalty 4231.045200 = -269082.676524 nChanged 50 SP:Iteration 47Q (233.263398 sec): 3 clusters Score: Raw -273430.013960 + Penalty 4231.045200 = -269198.968760 nChanged 39 SP:Iteration 48Q (233.305448 sec): 3 clusters Score: Raw -273522.136749 + Penalty 4231.045200 = -269291.091549 nChanged 37 SP:Iteration 49Q (233.347739 sec): 3 clusters Score: Raw -273577.956697 + Penalty 4231.045200 = -269346.911497 nChanged 13 SP:Iteration 50Q (233.389832 sec): 3 clusters Score: Raw -273587.322423 + Penalty 4231.045200 = -269356.277223 nChanged 4 SP:Iteration 51Q (233.430047 sec): 3 clusters Score: Raw -273590.353732 + Penalty 4231.045200 = -269359.308532 nChanged 3 SP:Iteration 52Q (233.468259 sec): 3 clusters Score: Raw -273594.336971 + Penalty 4231.045200 = -269363.291771 nChanged 3 SP:Iteration 53Q (233.506360 sec): 3 clusters Score: Raw -273596.771458 + Penalty 4231.045200 = -269365.726258 nChanged 1 SP:Iteration 54Q (233.544625 sec): 3 clusters Score: Raw -273596.972214 + Penalty 4231.045200 = -269365.927015 nChanged 0 SP:Iteration 55F (233.584811 sec): 3 clusters Score: Raw -273596.972214 + Penalty 4231.045200 = -269365.927015 nChanged 0 Score: Raw -1307781.528473 + Penalty 17852.765927 = -1289928.762546 Splitting cluster 4 changes total score from -1290303.889776 to -1289928.762546 So it's not getting split. Trying to split cluster 5 (1319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.876177 sec): 2 clusters Score: Raw -89949.460488 + Penalty 1896.742096 = -88052.718392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.902588 sec): 3 clusters Score: Raw -89629.961302 + Penalty 3793.484193 = -85836.477110 nChanged 352 SP:Iteration 1F (233.928052 sec): 3 clusters Score: Raw -90013.539411 + Penalty 3793.484193 = -86220.055218 nChanged 135 SP:Iteration 2F (233.954575 sec): 3 clusters Score: Raw -90273.662370 + Penalty 3793.484193 = -86480.178177 nChanged 97 SP:Iteration 3F (234.102608 sec): 3 clusters Score: Raw -90494.396141 + Penalty 3793.484193 = -86700.911948 nChanged 80 SP:Iteration 4F (234.209511 sec): 3 clusters Score: Raw -90694.172348 + Penalty 3793.484193 = -86900.688156 nChanged 70 SP:Iteration 5F (234.242158 sec): 3 clusters Score: Raw -90854.346324 + Penalty 3793.484193 = -87060.862131 nChanged 60 SP:Iteration 6Q (234.267388 sec): 3 clusters Score: Raw -90978.527375 + Penalty 3793.484193 = -87185.043182 nChanged 50 SP:Iteration 7Q (234.292491 sec): 3 clusters Score: Raw -91087.414769 + Penalty 3793.484193 = -87293.930577 nChanged 36 SP:Iteration 8Q (234.318517 sec): 3 clusters Score: Raw -91152.840903 + Penalty 3793.484193 = -87359.356710 nChanged 27 SP:Iteration 9Q (234.346267 sec): 3 clusters Score: Raw -91194.117043 + Penalty 3793.484193 = -87400.632851 nChanged 22 SP:Iteration 10Q (234.374134 sec): 3 clusters Score: Raw -91226.621386 + Penalty 3793.484193 = -87433.137193 nChanged 15 SP:Iteration 11Q (234.399106 sec): 3 clusters Score: Raw -91247.538191 + Penalty 3793.484193 = -87454.053998 nChanged 13 SP:Iteration 12Q (234.423974 sec): 3 clusters Score: Raw -91261.142311 + Penalty 3793.484193 = -87467.658118 nChanged 10 SP:Iteration 13Q (234.450688 sec): 3 clusters Score: Raw -91270.264584 + Penalty 3793.484193 = -87476.780391 nChanged 3 SP:Iteration 14Q (234.475631 sec): 3 clusters Score: Raw -91274.131944 + Penalty 3793.484193 = -87480.647751 nChanged 3 SP:Iteration 15Q (234.501789 sec): 3 clusters Score: Raw -91277.894385 + Penalty 3793.484193 = -87484.410192 nChanged 4 SP:Iteration 16Q (234.526841 sec): 3 clusters Score: Raw -91283.508533 + Penalty 3793.484193 = -87490.024341 nChanged 6 SP:Iteration 17Q (234.551794 sec): 3 clusters Score: Raw -91293.047364 + Penalty 3793.484193 = -87499.563171 nChanged 5 SP:Iteration 18Q (234.576895 sec): 3 clusters Score: Raw -91298.866190 + Penalty 3793.484193 = -87505.381997 nChanged 3 SP:Iteration 19Q (234.601755 sec): 3 clusters Score: Raw -91301.999325 + Penalty 3793.484193 = -87508.515133 nChanged 3 SP:Iteration 20F (234.627104 sec): 3 clusters Score: Raw -91304.641577 + Penalty 3793.484193 = -87511.157384 nChanged 4 SP:Iteration 21Q (234.651927 sec): 3 clusters Score: Raw -91310.316546 + Penalty 3793.484193 = -87516.832353 nChanged 5 SP:Iteration 22Q (234.690241 sec): 3 clusters Score: Raw -91318.692839 + Penalty 3793.484193 = -87525.208646 nChanged 2 SP:Iteration 23Q (234.716659 sec): 3 clusters Score: Raw -91328.609307 + Penalty 3793.484193 = -87535.125114 nChanged 0 SP:Iteration 24F (234.747177 sec): 3 clusters Score: Raw -91328.609307 + Penalty 3793.484193 = -87535.125114 nChanged 0 Trying to split cluster 6 (3948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.790267 sec): 2 clusters Score: Raw -363518.505800 + Penalty 2186.174602 = -361332.331198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.835973 sec): 3 clusters Score: Raw -361776.286928 + Penalty 4372.349203 = -357403.937725 nChanged 1416 SP:Iteration 1F (234.899259 sec): 3 clusters Score: Raw -362664.712744 + Penalty 4372.349203 = -358292.363540 nChanged 338 SP:Iteration 2F (234.961075 sec): 3 clusters Score: Raw -362931.319197 + Penalty 4372.349203 = -358558.969993 nChanged 230 SP:Iteration 3F (235.021772 sec): 3 clusters Score: Raw -363117.263080 + Penalty 4372.349203 = -358744.913877 nChanged 173 SP:Iteration 4Q (235.064921 sec): 3 clusters Score: Raw -363239.332304 + Penalty 4372.349203 = -358866.983101 nChanged 136 SP:Iteration 5Q (235.123704 sec): 3 clusters Score: Raw -363339.856310 + Penalty 4372.349203 = -358967.507107 nChanged 116 SP:Iteration 6Q (235.166456 sec): 3 clusters Score: Raw -363421.405860 + Penalty 4372.349203 = -359049.056656 nChanged 93 SP:Iteration 7Q (235.215732 sec): 3 clusters Score: Raw -363488.806303 + Penalty 4372.349203 = -359116.457100 nChanged 85 SP:Iteration 8Q (235.350926 sec): 3 clusters Score: Raw -363543.003329 + Penalty 4372.349203 = -359170.654125 nChanged 82 SP:Iteration 9Q (235.405577 sec): 3 clusters Score: Raw -363602.070528 + Penalty 4372.349203 = -359229.721324 nChanged 82 SP:Iteration 10Q (235.459475 sec): 3 clusters Score: Raw -363660.214482 + Penalty 4372.349203 = -359287.865278 nChanged 75 SP:Iteration 11Q (235.509358 sec): 3 clusters Score: Raw -363712.467567 + Penalty 4372.349203 = -359340.118363 nChanged 78 SP:Iteration 12Q (235.580128 sec): 3 clusters Score: Raw -363767.552377 + Penalty 4372.349203 = -359395.203174 nChanged 62 SP:Iteration 13Q (235.707175 sec): 3 clusters Score: Raw -363815.914738 + Penalty 4372.349203 = -359443.565534 nChanged 57 SP:Iteration 14Q (235.838956 sec): 3 clusters Score: Raw -363857.573472 + Penalty 4372.349203 = -359485.224268 nChanged 58 SP:Iteration 15Q (235.908139 sec): 3 clusters Score: Raw -363890.877752 + Penalty 4372.349203 = -359518.528549 nChanged 50 SP:Iteration 16Q (235.952114 sec): 3 clusters Score: Raw -363916.045278 + Penalty 4372.349203 = -359543.696075 nChanged 33 SP:Iteration 17Q (236.002010 sec): 3 clusters Score: Raw -363934.759530 + Penalty 4372.349203 = -359562.410327 nChanged 30 SP:Iteration 18Q (236.050608 sec): 3 clusters Score: Raw -363954.176877 + Penalty 4372.349203 = -359581.827673 nChanged 33 SP:Iteration 19Q (236.099336 sec): 3 clusters Score: Raw -363969.864730 + Penalty 4372.349203 = -359597.515526 nChanged 19 SP:Iteration 20F (236.147025 sec): 3 clusters Score: Raw -363977.101372 + Penalty 4372.349203 = -359604.752168 nChanged 9 SP:Iteration 21Q (236.192946 sec): 3 clusters Score: Raw -363981.593137 + Penalty 4372.349203 = -359609.243934 nChanged 14 SP:Iteration 22Q (236.237752 sec): 3 clusters Score: Raw -363988.115126 + Penalty 4372.349203 = -359615.765923 nChanged 10 SP:Iteration 23Q (236.282409 sec): 3 clusters Score: Raw -363991.435869 + Penalty 4372.349203 = -359619.086666 nChanged 5 SP:Iteration 24Q (236.331082 sec): 3 clusters Score: Raw -363993.692476 + Penalty 4372.349203 = -359621.343273 nChanged 8 SP:Iteration 25Q (236.380482 sec): 3 clusters Score: Raw -363997.231629 + Penalty 4372.349203 = -359624.882426 nChanged 4 SP:Iteration 26Q (236.429734 sec): 3 clusters Score: Raw -363998.447735 + Penalty 4372.349203 = -359626.098531 nChanged 3 SP:Iteration 27Q (236.559254 sec): 3 clusters Score: Raw -364000.483195 + Penalty 4372.349203 = -359628.133991 nChanged 6 SP:Iteration 28Q (236.629952 sec): 3 clusters Score: Raw -364004.370829 + Penalty 4372.349203 = -359632.021626 nChanged 7 SP:Iteration 29Q (236.677948 sec): 3 clusters Score: Raw -364008.272589 + Penalty 4372.349203 = -359635.923386 nChanged 10 SP:Iteration 30Q (236.725947 sec): 3 clusters Score: Raw -364013.598683 + Penalty 4372.349203 = -359641.249479 nChanged 6 SP:Iteration 31Q (236.774493 sec): 3 clusters Score: Raw -364015.391482 + Penalty 4372.349203 = -359643.042279 nChanged 2 SP:Iteration 32Q (236.821389 sec): 3 clusters Score: Raw -364015.769171 + Penalty 4372.349203 = -359643.419968 nChanged 1 SP:Iteration 33Q (236.867669 sec): 3 clusters Score: Raw -364016.188794 + Penalty 4372.349203 = -359643.839591 nChanged 1 SP:Iteration 34Q (236.914357 sec): 3 clusters Score: Raw -364016.370786 + Penalty 4372.349203 = -359644.021582 nChanged 1 SP:Iteration 35Q (236.960970 sec): 3 clusters Score: Raw -364016.947013 + Penalty 4372.349203 = -359644.597809 nChanged 0 SP:Iteration 36F (237.021922 sec): 3 clusters Score: Raw -364016.947013 + Penalty 4372.349203 = -359644.597809 nChanged 0 Time taken for this iteration:28.172362 seconds. 8->7 Clusters: Score -1290303.889776, best is -1291644.109448 Starting from 9 clusters... ------ Clustering full data set of 15687 points ------ SP: Assigned 9 initial classes randomly. Deleting Class 2 (1881 points): Lose 601.078508 but Gain 2550.395132 Iteration 0F (237.372419 sec): 8 clusters Score: Raw -1235887.515749 + Penalty 17852.765927 = -1218034.749822 nChanged 12629 Deleting Class 4 (1457 points): Lose 2166.942552 but Gain 2550.395132 Iteration 1F (237.573017 sec): 7 clusters Score: Raw -1273434.568916 + Penalty 15302.370795 = -1258132.198122 nChanged 6363 Iteration 2F (237.761488 sec): 7 clusters Score: Raw -1288769.064661 + Penalty 15302.370795 = -1273466.693866 nChanged 2879 Iteration 3F (237.956775 sec): 7 clusters Score: Raw -1293902.777207 + Penalty 15302.370795 = -1278600.406413 nChanged 1994 Iteration 4F (238.173965 sec): 7 clusters Score: Raw -1297090.185065 + Penalty 15302.370795 = -1281787.814270 nChanged 1407 Iteration 5F (238.369299 sec): 7 clusters Score: Raw -1298981.590427 + Penalty 15302.370795 = -1283679.219632 nChanged 1077 Iteration 6F (238.591944 sec): 7 clusters Score: Raw -1300239.170166 + Penalty 15302.370795 = -1284936.799371 nChanged 805 Iteration 7F (238.785254 sec): 7 clusters Score: Raw -1301058.524297 + Penalty 15302.370795 = -1285756.153502 nChanged 579 Iteration 8Q (238.969256 sec): 7 clusters Score: Raw -1301550.826253 + Penalty 15302.370795 = -1286248.455459 nChanged 413 Iteration 9Q (239.142055 sec): 7 clusters Score: Raw -1301901.844285 + Penalty 15302.370795 = -1286599.473490 nChanged 352 Iteration 10Q (239.286806 sec): 7 clusters Score: Raw -1302192.373522 + Penalty 15302.370795 = -1286890.002728 nChanged 319 Iteration 11Q (239.468329 sec): 7 clusters Score: Raw -1302438.817529 + Penalty 15302.370795 = -1287136.446734 nChanged 255 Iteration 12Q (239.633669 sec): 7 clusters Score: Raw -1302633.483652 + Penalty 15302.370795 = -1287331.112857 nChanged 232 Iteration 13Q (239.796399 sec): 7 clusters Score: Raw -1302817.212576 + Penalty 15302.370795 = -1287514.841781 nChanged 238 Iteration 14Q (239.941491 sec): 7 clusters Score: Raw -1302994.829641 + Penalty 15302.370795 = -1287692.458846 nChanged 222 Iteration 15Q (240.121207 sec): 7 clusters Score: Raw -1303160.596635 + Penalty 15302.370795 = -1287858.225840 nChanged 233 Iteration 16Q (240.284957 sec): 7 clusters Score: Raw -1303349.955132 + Penalty 15302.370795 = -1288047.584338 nChanged 219 Iteration 17Q (240.445272 sec): 7 clusters Score: Raw -1303510.437242 + Penalty 15302.370795 = -1288208.066447 nChanged 203 Iteration 18Q (240.585118 sec): 7 clusters Score: Raw -1303622.045632 + Penalty 15302.370795 = -1288319.674837 nChanged 177 Iteration 19Q (240.765667 sec): 7 clusters Score: Raw -1303711.237202 + Penalty 15302.370795 = -1288408.866407 nChanged 146 Writing temp clu file Because OldScore, -1288319.674837, is greater than current (better) Score,-1288408.866407 Compute initial score before splitting: Score: Raw -1303711.237202 + Penalty 15302.370795 = -1288408.866407 Trying to split cluster 1 (2581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (240.875152 sec): 2 clusters Score: Raw -218570.335142 + Penalty 2073.966101 = -216496.369041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (241.000175 sec): 3 clusters Score: Raw -217503.559740 + Penalty 4147.932201 = -213355.627539 nChanged 903 SP:Iteration 1F (241.122236 sec): 3 clusters Score: Raw -218183.910752 + Penalty 4147.932201 = -214035.978551 nChanged 220 SP:Iteration 2F (241.244475 sec): 3 clusters Score: Raw -218388.422457 + Penalty 4147.932201 = -214240.490256 nChanged 134 SP:Iteration 3F (241.306591 sec): 3 clusters Score: Raw -218536.377103 + Penalty 4147.932201 = -214388.444901 nChanged 122 SP:Iteration 4Q (241.346466 sec): 3 clusters Score: Raw -218691.015856 + Penalty 4147.932201 = -214543.083655 nChanged 115 SP:Iteration 5Q (241.386104 sec): 3 clusters Score: Raw -218808.114498 + Penalty 4147.932201 = -214660.182296 nChanged 108 SP:Iteration 6Q (241.425895 sec): 3 clusters Score: Raw -218930.261073 + Penalty 4147.932201 = -214782.328871 nChanged 82 SP:Iteration 7Q (241.466190 sec): 3 clusters Score: Raw -219019.305571 + Penalty 4147.932201 = -214871.373370 nChanged 58 SP:Iteration 8Q (241.584468 sec): 3 clusters Score: Raw -219073.452849 + Penalty 4147.932201 = -214925.520647 nChanged 49 SP:Iteration 9Q (241.630557 sec): 3 clusters Score: Raw -219115.409167 + Penalty 4147.932201 = -214967.476966 nChanged 52 SP:Iteration 10Q (241.674425 sec): 3 clusters Score: Raw -219163.151350 + Penalty 4147.932201 = -215015.219149 nChanged 45 SP:Iteration 11Q (241.717934 sec): 3 clusters Score: Raw -219210.024390 + Penalty 4147.932201 = -215062.092189 nChanged 44 SP:Iteration 12Q (241.758763 sec): 3 clusters Score: Raw -219251.619730 + Penalty 4147.932201 = -215103.687528 nChanged 41 SP:Iteration 13Q (241.797006 sec): 3 clusters Score: Raw -219282.332479 + Penalty 4147.932201 = -215134.400277 nChanged 29 SP:Iteration 14Q (241.835148 sec): 3 clusters Score: Raw -219302.083352 + Penalty 4147.932201 = -215154.151151 nChanged 17 SP:Iteration 15Q (241.873585 sec): 3 clusters Score: Raw -219311.810701 + Penalty 4147.932201 = -215163.878499 nChanged 13 SP:Iteration 16Q (241.912204 sec): 3 clusters Score: Raw -219319.929348 + Penalty 4147.932201 = -215171.997147 nChanged 12 SP:Iteration 17Q (241.951165 sec): 3 clusters Score: Raw -219326.114748 + Penalty 4147.932201 = -215178.182546 nChanged 8 SP:Iteration 18Q (241.989926 sec): 3 clusters Score: Raw -219331.576197 + Penalty 4147.932201 = -215183.643996 nChanged 10 SP:Iteration 19Q (242.028675 sec): 3 clusters Score: Raw -219336.992397 + Penalty 4147.932201 = -215189.060196 nChanged 11 SP:Iteration 20F (242.145409 sec): 3 clusters Score: Raw -219343.835284 + Penalty 4147.932201 = -215195.903083 nChanged 10 SP:Iteration 21Q (242.256353 sec): 3 clusters Score: Raw -219351.679856 + Penalty 4147.932201 = -215203.747655 nChanged 8 SP:Iteration 22Q (242.378339 sec): 3 clusters Score: Raw -219358.389767 + Penalty 4147.932201 = -215210.457566 nChanged 9 SP:Iteration 23Q (242.461097 sec): 3 clusters Score: Raw -219363.589459 + Penalty 4147.932201 = -215215.657258 nChanged 9 SP:Iteration 24Q (242.499276 sec): 3 clusters Score: Raw -219368.304614 + Penalty 4147.932201 = -215220.372413 nChanged 10 SP:Iteration 25Q (242.538045 sec): 3 clusters Score: Raw -219373.525400 + Penalty 4147.932201 = -215225.593199 nChanged 5 SP:Iteration 26Q (242.577024 sec): 3 clusters Score: Raw -219376.586735 + Penalty 4147.932201 = -215228.654534 nChanged 4 SP:Iteration 27Q (242.615549 sec): 3 clusters Score: Raw -219377.964400 + Penalty 4147.932201 = -215230.032198 nChanged 4 SP:Iteration 28Q (242.653722 sec): 3 clusters Score: Raw -219379.728766 + Penalty 4147.932201 = -215231.796564 nChanged 4 SP:Iteration 29Q (242.772491 sec): 3 clusters Score: Raw -219382.472126 + Penalty 4147.932201 = -215234.539925 nChanged 4 SP:Iteration 30Q (242.861634 sec): 3 clusters Score: Raw -219385.384020 + Penalty 4147.932201 = -215237.451819 nChanged 8 SP:Iteration 31Q (242.900266 sec): 3 clusters Score: Raw -219390.117282 + Penalty 4147.932201 = -215242.185081 nChanged 5 SP:Iteration 32Q (242.939062 sec): 3 clusters Score: Raw -219393.208237 + Penalty 4147.932201 = -215245.276036 nChanged 4 SP:Iteration 33Q (242.977307 sec): 3 clusters Score: Raw -219395.373235 + Penalty 4147.932201 = -215247.441034 nChanged 5 SP:Iteration 34Q (243.015533 sec): 3 clusters Score: Raw -219397.821178 + Penalty 4147.932201 = -215249.888977 nChanged 5 SP:Iteration 35Q (243.053871 sec): 3 clusters Score: Raw -219401.602922 + Penalty 4147.932201 = -215253.670721 nChanged 10 SP:Iteration 36Q (243.092123 sec): 3 clusters Score: Raw -219407.740625 + Penalty 4147.932201 = -215259.808423 nChanged 5 SP:Iteration 37Q (243.131230 sec): 3 clusters Score: Raw -219410.712590 + Penalty 4147.932201 = -215262.780388 nChanged 1 SP:Iteration 38Q (243.171493 sec): 3 clusters Score: Raw -219411.135758 + Penalty 4147.932201 = -215263.203556 nChanged 2 SP:Iteration 39Q (243.211776 sec): 3 clusters Score: Raw -219411.615951 + Penalty 4147.932201 = -215263.683749 nChanged 0 SP:Iteration 40F (243.317889 sec): 3 clusters Score: Raw -219411.615951 + Penalty 4147.932201 = -215263.683749 nChanged 0 Trying to split cluster 3 (1887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (243.359991 sec): 2 clusters Score: Raw -149176.297406 + Penalty 1991.284296 = -147185.013110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (243.396770 sec): 3 clusters Score: Raw -148523.687812 + Penalty 3982.568592 = -144541.119220 nChanged 576 SP:Iteration 1F (243.432273 sec): 3 clusters Score: Raw -149049.604330 + Penalty 3982.568592 = -145067.035738 nChanged 167 SP:Iteration 2F (243.467883 sec): 3 clusters Score: Raw -149291.165578 + Penalty 3982.568592 = -145308.596986 nChanged 104 SP:Iteration 3F (243.503340 sec): 3 clusters Score: Raw -149421.094050 + Penalty 3982.568592 = -145438.525458 nChanged 86 SP:Iteration 4Q (243.538738 sec): 3 clusters Score: Raw -149521.596971 + Penalty 3982.568592 = -145539.028379 nChanged 65 SP:Iteration 5Q (243.576359 sec): 3 clusters Score: Raw -149601.944830 + Penalty 3982.568592 = -145619.376238 nChanged 50 SP:Iteration 6Q (243.609980 sec): 3 clusters Score: Raw -149658.615761 + Penalty 3982.568592 = -145676.047169 nChanged 47 SP:Iteration 7Q (243.643372 sec): 3 clusters Score: Raw -149719.678277 + Penalty 3982.568592 = -145737.109685 nChanged 47 SP:Iteration 8Q (243.676538 sec): 3 clusters Score: Raw -149788.271205 + Penalty 3982.568592 = -145805.702613 nChanged 45 SP:Iteration 9Q (243.709760 sec): 3 clusters Score: Raw -149852.088090 + Penalty 3982.568592 = -145869.519498 nChanged 44 SP:Iteration 10Q (243.743301 sec): 3 clusters Score: Raw -149895.728133 + Penalty 3982.568592 = -145913.159542 nChanged 19 SP:Iteration 11Q (243.776144 sec): 3 clusters Score: Raw -149915.136181 + Penalty 3982.568592 = -145932.567589 nChanged 14 SP:Iteration 12Q (243.808993 sec): 3 clusters Score: Raw -149930.165163 + Penalty 3982.568592 = -145947.596571 nChanged 13 SP:Iteration 13Q (243.841743 sec): 3 clusters Score: Raw -149943.681261 + Penalty 3982.568592 = -145961.112669 nChanged 18 SP:Iteration 14Q (243.874834 sec): 3 clusters Score: Raw -149964.231139 + Penalty 3982.568592 = -145981.662547 nChanged 15 SP:Iteration 15Q (243.907636 sec): 3 clusters Score: Raw -149975.809642 + Penalty 3982.568592 = -145993.241050 nChanged 13 SP:Iteration 16Q (243.940343 sec): 3 clusters Score: Raw -149985.363027 + Penalty 3982.568592 = -146002.794435 nChanged 12 SP:Iteration 17Q (243.973138 sec): 3 clusters Score: Raw -149995.376297 + Penalty 3982.568592 = -146012.807705 nChanged 13 SP:Iteration 18Q (244.005941 sec): 3 clusters Score: Raw -150014.173897 + Penalty 3982.568592 = -146031.605305 nChanged 23 SP:Iteration 19Q (244.038632 sec): 3 clusters Score: Raw -150046.381580 + Penalty 3982.568592 = -146063.812988 nChanged 25 SP:Iteration 20F (244.071722 sec): 3 clusters Score: Raw -150087.177964 + Penalty 3982.568592 = -146104.609372 nChanged 28 SP:Iteration 21Q (244.104674 sec): 3 clusters Score: Raw -150130.860844 + Penalty 3982.568592 = -146148.292252 nChanged 31 SP:Iteration 22Q (244.137658 sec): 3 clusters Score: Raw -150176.147668 + Penalty 3982.568592 = -146193.579076 nChanged 28 SP:Iteration 23Q (244.170295 sec): 3 clusters Score: Raw -150211.176338 + Penalty 3982.568592 = -146228.607746 nChanged 24 SP:Iteration 24Q (244.204530 sec): 3 clusters Score: Raw -150234.793452 + Penalty 3982.568592 = -146252.224860 nChanged 20 SP:Iteration 25Q (244.237367 sec): 3 clusters Score: Raw -150254.375229 + Penalty 3982.568592 = -146271.806637 nChanged 19 SP:Iteration 26Q (244.270196 sec): 3 clusters Score: Raw -150277.690505 + Penalty 3982.568592 = -146295.121914 nChanged 20 SP:Iteration 27Q (244.302722 sec): 3 clusters Score: Raw -150295.309804 + Penalty 3982.568592 = -146312.741212 nChanged 15 SP:Iteration 28Q (244.335480 sec): 3 clusters Score: Raw -150309.751524 + Penalty 3982.568592 = -146327.182932 nChanged 6 SP:Iteration 29Q (244.453213 sec): 3 clusters Score: Raw -150315.026928 + Penalty 3982.568592 = -146332.458336 nChanged 5 SP:Iteration 30Q (244.581874 sec): 3 clusters Score: Raw -150320.179133 + Penalty 3982.568592 = -146337.610541 nChanged 9 SP:Iteration 31Q (244.621043 sec): 3 clusters Score: Raw -150331.547941 + Penalty 3982.568592 = -146348.979349 nChanged 13 SP:Iteration 32Q (244.658817 sec): 3 clusters Score: Raw -150344.111035 + Penalty 3982.568592 = -146361.542443 nChanged 7 SP:Iteration 33Q (244.691668 sec): 3 clusters Score: Raw -150350.138465 + Penalty 3982.568592 = -146367.569873 nChanged 6 SP:Iteration 34Q (244.726375 sec): 3 clusters Score: Raw -150357.222444 + Penalty 3982.568592 = -146374.653852 nChanged 3 SP:Iteration 35Q (244.759477 sec): 3 clusters Score: Raw -150359.768094 + Penalty 3982.568592 = -146377.199502 nChanged 6 SP:Iteration 36Q (244.792615 sec): 3 clusters Score: Raw -150366.797160 + Penalty 3982.568592 = -146384.228568 nChanged 4 SP:Iteration 37Q (244.825633 sec): 3 clusters Score: Raw -150368.808946 + Penalty 3982.568592 = -146386.240354 nChanged 4 SP:Iteration 38Q (244.858209 sec): 3 clusters Score: Raw -150372.957804 + Penalty 3982.568592 = -146390.389212 nChanged 5 SP:Iteration 39Q (244.890942 sec): 3 clusters Score: Raw -150377.086876 + Penalty 3982.568592 = -146394.518284 nChanged 1 SP:Iteration 40F (244.923723 sec): 3 clusters Score: Raw -150377.634632 + Penalty 3982.568592 = -146395.066040 nChanged 1 SP:Iteration 41Q (244.956385 sec): 3 clusters Score: Raw -150378.427217 + Penalty 3982.568592 = -146395.858625 nChanged 2 SP:Iteration 42Q (244.988941 sec): 3 clusters Score: Raw -150380.198849 + Penalty 3982.568592 = -146397.630257 nChanged 2 SP:Iteration 43Q (245.021707 sec): 3 clusters Score: Raw -150382.559636 + Penalty 3982.568592 = -146399.991044 nChanged 1 SP:Iteration 44Q (245.054265 sec): 3 clusters Score: Raw -150382.875691 + Penalty 3982.568592 = -146400.307099 nChanged 1 SP:Iteration 45Q (245.086698 sec): 3 clusters Score: Raw -150383.005357 + Penalty 3982.568592 = -146400.436765 nChanged 0 SP:Iteration 46F (245.119521 sec): 3 clusters Score: Raw -150383.005357 + Penalty 3982.568592 = -146400.436765 nChanged 0 Trying to split cluster 5 (1299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (245.152683 sec): 2 clusters Score: Raw -88168.894412 + Penalty 1892.708404 = -86276.186008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (245.183826 sec): 3 clusters Score: Raw -87854.456866 + Penalty 3785.416809 = -84069.040057 nChanged 403 SP:Iteration 1F (245.209242 sec): 3 clusters Score: Raw -88290.580887 + Penalty 3785.416809 = -84505.164079 nChanged 95 SP:Iteration 2F (245.234424 sec): 3 clusters Score: Raw -88434.098410 + Penalty 3785.416809 = -84648.681601 nChanged 65 SP:Iteration 3F (245.259638 sec): 3 clusters Score: Raw -88529.243272 + Penalty 3785.416809 = -84743.826463 nChanged 39 SP:Iteration 4Q (245.284927 sec): 3 clusters Score: Raw -88599.246695 + Penalty 3785.416809 = -84813.829886 nChanged 33 SP:Iteration 5Q (245.310156 sec): 3 clusters Score: Raw -88653.993188 + Penalty 3785.416809 = -84868.576380 nChanged 38 SP:Iteration 6Q (245.335520 sec): 3 clusters Score: Raw -88715.712233 + Penalty 3785.416809 = -84930.295425 nChanged 41 SP:Iteration 7Q (245.360786 sec): 3 clusters Score: Raw -88777.448963 + Penalty 3785.416809 = -84992.032154 nChanged 34 SP:Iteration 8Q (245.385979 sec): 3 clusters Score: Raw -88840.818384 + Penalty 3785.416809 = -85055.401575 nChanged 32 SP:Iteration 9Q (245.410883 sec): 3 clusters Score: Raw -88887.409524 + Penalty 3785.416809 = -85101.992715 nChanged 31 SP:Iteration 10Q (245.435758 sec): 3 clusters Score: Raw -88941.031337 + Penalty 3785.416809 = -85155.614528 nChanged 30 SP:Iteration 11Q (245.460666 sec): 3 clusters Score: Raw -88983.999039 + Penalty 3785.416809 = -85198.582230 nChanged 27 SP:Iteration 12Q (245.568459 sec): 3 clusters Score: Raw -89026.617934 + Penalty 3785.416809 = -85241.201125 nChanged 25 SP:Iteration 13Q (245.598848 sec): 3 clusters Score: Raw -89075.138022 + Penalty 3785.416809 = -85289.721214 nChanged 13 SP:Iteration 14Q (245.625990 sec): 3 clusters Score: Raw -89093.705105 + Penalty 3785.416809 = -85308.288296 nChanged 11 SP:Iteration 15Q (245.653121 sec): 3 clusters Score: Raw -89109.769849 + Penalty 3785.416809 = -85324.353040 nChanged 9 SP:Iteration 16Q (245.680033 sec): 3 clusters Score: Raw -89120.016287 + Penalty 3785.416809 = -85334.599478 nChanged 7 SP:Iteration 17Q (245.707012 sec): 3 clusters Score: Raw -89127.966210 + Penalty 3785.416809 = -85342.549401 nChanged 4 SP:Iteration 18Q (245.734850 sec): 3 clusters Score: Raw -89133.124311 + Penalty 3785.416809 = -85347.707503 nChanged 4 SP:Iteration 19Q (245.759754 sec): 3 clusters Score: Raw -89137.738983 + Penalty 3785.416809 = -85352.322174 nChanged 6 SP:Iteration 20F (245.834388 sec): 3 clusters Score: Raw -89152.546885 + Penalty 3785.416809 = -85367.130076 nChanged 5 SP:Iteration 21Q (245.859202 sec): 3 clusters Score: Raw -89166.334741 + Penalty 3785.416809 = -85380.917932 nChanged 5 SP:Iteration 22Q (245.883855 sec): 3 clusters Score: Raw -89172.579699 + Penalty 3785.416809 = -85387.162890 nChanged 6 SP:Iteration 23Q (245.914672 sec): 3 clusters Score: Raw -89178.953371 + Penalty 3785.416809 = -85393.536562 nChanged 5 SP:Iteration 24Q (245.939239 sec): 3 clusters Score: Raw -89189.208588 + Penalty 3785.416809 = -85403.791779 nChanged 3 SP:Iteration 25Q (245.966285 sec): 3 clusters Score: Raw -89192.410172 + Penalty 3785.416809 = -85406.993364 nChanged 1 SP:Iteration 26Q (245.991013 sec): 3 clusters Score: Raw -89193.384764 + Penalty 3785.416809 = -85407.967955 nChanged 1 SP:Iteration 27Q (246.015691 sec): 3 clusters Score: Raw -89194.577207 + Penalty 3785.416809 = -85409.160398 nChanged 1 SP:Iteration 28Q (246.039296 sec): 3 clusters Score: Raw -89195.295368 + Penalty 3785.416809 = -85409.878560 nChanged 2 SP:Iteration 29Q (246.063915 sec): 3 clusters Score: Raw -89200.224185 + Penalty 3785.416809 = -85414.807376 nChanged 2 SP:Iteration 30Q (246.088526 sec): 3 clusters Score: Raw -89202.441776 + Penalty 3785.416809 = -85417.024967 nChanged 1 SP:Iteration 31Q (246.113324 sec): 3 clusters Score: Raw -89204.636711 + Penalty 3785.416809 = -85419.219902 nChanged 3 SP:Iteration 32Q (246.138010 sec): 3 clusters Score: Raw -89209.401773 + Penalty 3785.416809 = -85423.984965 nChanged 2 SP:Iteration 33Q (246.168760 sec): 3 clusters Score: Raw -89222.728732 + Penalty 3785.416809 = -85437.311924 nChanged 5 SP:Iteration 34Q (246.193642 sec): 3 clusters Score: Raw -89229.045473 + Penalty 3785.416809 = -85443.628664 nChanged 7 SP:Iteration 35Q (246.218270 sec): 3 clusters Score: Raw -89239.347169 + Penalty 3785.416809 = -85453.930361 nChanged 4 SP:Iteration 36Q (246.256997 sec): 3 clusters Score: Raw -89243.759052 + Penalty 3785.416809 = -85458.342244 nChanged 3 SP:Iteration 37Q (246.281614 sec): 3 clusters Score: Raw -89250.776813 + Penalty 3785.416809 = -85465.360004 nChanged 3 SP:Iteration 38Q (246.306216 sec): 3 clusters Score: Raw -89253.347088 + Penalty 3785.416809 = -85467.930279 nChanged 1 SP:Iteration 39Q (246.330789 sec): 3 clusters Score: Raw -89255.706642 + Penalty 3785.416809 = -85470.289833 nChanged 0 SP:Iteration 40F (246.355543 sec): 3 clusters Score: Raw -89255.706642 + Penalty 3785.416809 = -85470.289833 nChanged 0 Trying to split cluster 6 (6125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (246.426993 sec): 2 clusters Score: Raw -554445.780603 + Penalty 2302.115385 = -552143.665218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (246.503895 sec): 3 clusters Score: Raw -551452.755375 + Penalty 4604.230771 = -546848.524604 nChanged 2359 SP:Iteration 1F (246.652433 sec): 3 clusters Score: Raw -553006.440165 + Penalty 4604.230771 = -548402.209394 nChanged 578 SP:Iteration 2F (246.717653 sec): 3 clusters Score: Raw -553497.947278 + Penalty 4604.230771 = -548893.716507 nChanged 457 SP:Iteration 3F (246.897732 sec): 3 clusters Score: Raw -553960.738589 + Penalty 4604.230771 = -549356.507818 nChanged 435 SP:Iteration 4F (246.942563 sec): 3 clusters Score: Raw -554381.652293 + Penalty 4604.230771 = -549777.421522 nChanged 349 SP:Iteration 5F (247.000944 sec): 3 clusters Score: Raw -554677.750590 + Penalty 4604.230771 = -550073.519819 nChanged 305 SP:Iteration 6Q (247.112085 sec): 3 clusters Score: Raw -554942.351052 + Penalty 4604.230771 = -550338.120281 nChanged 242 SP:Iteration 7Q (247.260676 sec): 3 clusters Score: Raw -555165.115017 + Penalty 4604.230771 = -550560.884246 nChanged 202 SP:Iteration 8Q (247.312967 sec): 3 clusters Score: Raw -555350.294199 + Penalty 4604.230771 = -550746.063428 nChanged 184 SP:Iteration 9Q (247.366680 sec): 3 clusters Score: Raw -555514.075021 + Penalty 4604.230771 = -550909.844251 nChanged 142 SP:Iteration 10Q (247.420242 sec): 3 clusters Score: Raw -555630.190550 + Penalty 4604.230771 = -551025.959780 nChanged 132 SP:Iteration 11Q (247.496641 sec): 3 clusters Score: Raw -555760.268288 + Penalty 4604.230771 = -551156.037518 nChanged 131 SP:Iteration 12Q (247.560981 sec): 3 clusters Score: Raw -555899.649360 + Penalty 4604.230771 = -551295.418589 nChanged 144 SP:Iteration 13Q (247.624721 sec): 3 clusters Score: Raw -556023.515052 + Penalty 4604.230771 = -551419.284281 nChanged 146 SP:Iteration 14Q (247.683864 sec): 3 clusters Score: Raw -556111.654748 + Penalty 4604.230771 = -551507.423978 nChanged 115 SP:Iteration 15Q (247.735471 sec): 3 clusters Score: Raw -556172.689858 + Penalty 4604.230771 = -551568.459087 nChanged 92 SP:Iteration 16Q (247.787232 sec): 3 clusters Score: Raw -556217.975531 + Penalty 4604.230771 = -551613.744761 nChanged 79 SP:Iteration 17Q (247.846433 sec): 3 clusters Score: Raw -556258.787564 + Penalty 4604.230771 = -551654.556793 nChanged 80 SP:Iteration 18Q (247.907893 sec): 3 clusters Score: Raw -556294.624553 + Penalty 4604.230771 = -551690.393782 nChanged 76 SP:Iteration 19Q (247.968888 sec): 3 clusters Score: Raw -556327.234948 + Penalty 4604.230771 = -551723.004177 nChanged 60 SP:Iteration 20F (248.029403 sec): 3 clusters Score: Raw -556347.057261 + Penalty 4604.230771 = -551742.826491 nChanged 52 SP:Iteration 21Q (248.084464 sec): 3 clusters Score: Raw -556367.048751 + Penalty 4604.230771 = -551762.817981 nChanged 56 SP:Iteration 22Q (248.142643 sec): 3 clusters Score: Raw -556395.612073 + Penalty 4604.230771 = -551791.381302 nChanged 63 SP:Iteration 23Q (248.202986 sec): 3 clusters Score: Raw -556425.054767 + Penalty 4604.230771 = -551820.823996 nChanged 69 SP:Iteration 24Q (248.263395 sec): 3 clusters Score: Raw -556460.521443 + Penalty 4604.230771 = -551856.290672 nChanged 82 SP:Iteration 25Q (248.321168 sec): 3 clusters Score: Raw -556503.146678 + Penalty 4604.230771 = -551898.915907 nChanged 88 SP:Iteration 26Q (248.378752 sec): 3 clusters Score: Raw -556560.363183 + Penalty 4604.230771 = -551956.132413 nChanged 104 SP:Iteration 27Q (248.435576 sec): 3 clusters Score: Raw -556630.854629 + Penalty 4604.230771 = -552026.623859 nChanged 119 SP:Iteration 28Q (248.491126 sec): 3 clusters Score: Raw -556726.423764 + Penalty 4604.230771 = -552122.192993 nChanged 141 SP:Iteration 29Q (248.547611 sec): 3 clusters Score: Raw -556832.685086 + Penalty 4604.230771 = -552228.454316 nChanged 134 SP:Iteration 30Q (248.611248 sec): 3 clusters Score: Raw -556944.027231 + Penalty 4604.230771 = -552339.796460 nChanged 118 SP:Iteration 31Q (248.675501 sec): 3 clusters Score: Raw -557043.687460 + Penalty 4604.230771 = -552439.456689 nChanged 112 SP:Iteration 32Q (248.733685 sec): 3 clusters Score: Raw -557127.582007 + Penalty 4604.230771 = -552523.351236 nChanged 92 SP:Iteration 33Q (248.887681 sec): 3 clusters Score: Raw -557187.890289 + Penalty 4604.230771 = -552583.659518 nChanged 67 SP:Iteration 34Q (248.962378 sec): 3 clusters Score: Raw -557228.922635 + Penalty 4604.230771 = -552624.691864 nChanged 48 SP:Iteration 35Q (249.024581 sec): 3 clusters Score: Raw -557254.198917 + Penalty 4604.230771 = -552649.968146 nChanged 36 SP:Iteration 36Q (249.073656 sec): 3 clusters Score: Raw -557270.766446 + Penalty 4604.230771 = -552666.535675 nChanged 38 SP:Iteration 37Q (249.122567 sec): 3 clusters Score: Raw -557286.479464 + Penalty 4604.230771 = -552682.248693 nChanged 34 SP:Iteration 38Q (249.170547 sec): 3 clusters Score: Raw -557300.147952 + Penalty 4604.230771 = -552695.917182 nChanged 34 SP:Iteration 39Q (249.218396 sec): 3 clusters Score: Raw -557313.798663 + Penalty 4604.230771 = -552709.567892 nChanged 29 SP:Iteration 40F (249.270294 sec): 3 clusters Score: Raw -557323.587909 + Penalty 4604.230771 = -552719.357139 nChanged 27 SP:Iteration 41Q (249.325702 sec): 3 clusters Score: Raw -557335.105521 + Penalty 4604.230771 = -552730.874750 nChanged 26 SP:Iteration 42Q (249.390550 sec): 3 clusters Score: Raw -557344.621348 + Penalty 4604.230771 = -552740.390577 nChanged 22 SP:Iteration 43Q (249.446990 sec): 3 clusters Score: Raw -557352.766998 + Penalty 4604.230771 = -552748.536228 nChanged 14 SP:Iteration 44Q (249.503292 sec): 3 clusters Score: Raw -557360.774372 + Penalty 4604.230771 = -552756.543601 nChanged 22 SP:Iteration 45Q (249.559436 sec): 3 clusters Score: Raw -557372.530254 + Penalty 4604.230771 = -552768.299483 nChanged 23 SP:Iteration 46Q (249.615690 sec): 3 clusters Score: Raw -557384.831363 + Penalty 4604.230771 = -552780.600593 nChanged 22 SP:Iteration 47Q (249.759310 sec): 3 clusters Score: Raw -557394.590854 + Penalty 4604.230771 = -552790.360083 nChanged 19 SP:Iteration 48Q (249.887611 sec): 3 clusters Score: Raw -557404.946497 + Penalty 4604.230771 = -552800.715726 nChanged 24 SP:Iteration 49Q (249.936491 sec): 3 clusters Score: Raw -557416.391008 + Penalty 4604.230771 = -552812.160238 nChanged 20 SP:Iteration 50Q (250.084741 sec): 3 clusters Score: Raw -557426.855417 + Penalty 4604.230771 = -552822.624646 nChanged 18 SP:Iteration 51Q (250.144131 sec): 3 clusters Score: Raw -557434.835395 + Penalty 4604.230771 = -552830.604624 nChanged 11 SP:Iteration 52Q (250.198910 sec): 3 clusters Score: Raw -557438.735165 + Penalty 4604.230771 = -552834.504394 nChanged 10 SP:Iteration 53Q (250.254964 sec): 3 clusters Score: Raw -557441.106160 + Penalty 4604.230771 = -552836.875390 nChanged 4 SP:Iteration 54Q (250.312769 sec): 3 clusters Score: Raw -557442.097310 + Penalty 4604.230771 = -552837.866540 nChanged 4 SP:Iteration 55Q (250.373941 sec): 3 clusters Score: Raw -557444.172810 + Penalty 4604.230771 = -552839.942039 nChanged 6 SP:Iteration 56Q (250.434673 sec): 3 clusters Score: Raw -557447.022739 + Penalty 4604.230771 = -552842.791969 nChanged 7 SP:Iteration 57Q (250.495375 sec): 3 clusters Score: Raw -557450.669294 + Penalty 4604.230771 = -552846.438523 nChanged 8 SP:Iteration 58Q (250.554563 sec): 3 clusters Score: Raw -557453.782824 + Penalty 4604.230771 = -552849.552053 nChanged 6 SP:Iteration 59Q (250.609745 sec): 3 clusters Score: Raw -557457.172552 + Penalty 4604.230771 = -552852.941781 nChanged 14 SP:Iteration 60F (250.668697 sec): 3 clusters Score: Raw -557463.610112 + Penalty 4604.230771 = -552859.379341 nChanged 13 SP:Iteration 61Q (250.724788 sec): 3 clusters Score: Raw -557468.611996 + Penalty 4604.230771 = -552864.381225 nChanged 8 SP:Iteration 62Q (250.783570 sec): 3 clusters Score: Raw -557471.204423 + Penalty 4604.230771 = -552866.973652 nChanged 7 SP:Iteration 63Q (250.842516 sec): 3 clusters Score: Raw -557473.243919 + Penalty 4604.230771 = -552869.013148 nChanged 3 SP:Iteration 64Q (250.901217 sec): 3 clusters Score: Raw -557474.038919 + Penalty 4604.230771 = -552869.808148 nChanged 1 SP:Iteration 65Q (251.050508 sec): 3 clusters Score: Raw -557474.186023 + Penalty 4604.230771 = -552869.955252 nChanged 1 SP:Iteration 66Q (251.177283 sec): 3 clusters Score: Raw -557474.504723 + Penalty 4604.230771 = -552870.273952 nChanged 2 SP:Iteration 67Q (251.241946 sec): 3 clusters Score: Raw -557475.292383 + Penalty 4604.230771 = -552871.061612 nChanged 1 SP:Iteration 68Q (251.307061 sec): 3 clusters Score: Raw -557475.569891 + Penalty 4604.230771 = -552871.339120 nChanged 1 SP:Iteration 69Q (251.363307 sec): 3 clusters Score: Raw -557475.799159 + Penalty 4604.230771 = -552871.568388 nChanged 1 SP:Iteration 70Q (251.411849 sec): 3 clusters Score: Raw -557476.228773 + Penalty 4604.230771 = -552871.998002 nChanged 3 SP:Iteration 71Q (251.462740 sec): 3 clusters Score: Raw -557477.072030 + Penalty 4604.230771 = -552872.841259 nChanged 2 SP:Iteration 72Q (251.521186 sec): 3 clusters Score: Raw -557477.862554 + Penalty 4604.230771 = -552873.631783 nChanged 2 SP:Iteration 73Q (251.579876 sec): 3 clusters Score: Raw -557478.518097 + Penalty 4604.230771 = -552874.287326 nChanged 2 SP:Iteration 74Q (251.639923 sec): 3 clusters Score: Raw -557479.538325 + Penalty 4604.230771 = -552875.307554 nChanged 2 SP:Iteration 75Q (251.700071 sec): 3 clusters Score: Raw -557480.118661 + Penalty 4604.230771 = -552875.887891 nChanged 1 SP:Iteration 76Q (251.759925 sec): 3 clusters Score: Raw -557480.311891 + Penalty 4604.230771 = -552876.081121 nChanged 0 SP:Iteration 77F (251.821257 sec): 3 clusters Score: Raw -557480.311891 + Penalty 4604.230771 = -552876.081121 nChanged 0 Score: Raw -1306798.825962 + Penalty 17852.765927 = -1288946.060035 Splitting cluster 6 changes total score from -1288408.866407 to -1288946.060035 So it's getting split into cluster 2. Trying to split cluster 7 (2261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.121012 sec): 2 clusters Score: Raw -197076.272536 + Penalty 2039.020493 = -195037.252043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.157875 sec): 3 clusters Score: Raw -196219.047635 + Penalty 4078.040985 = -192141.006649 nChanged 785 SP:Iteration 1F (252.223863 sec): 3 clusters Score: Raw -196915.766107 + Penalty 4078.040985 = -192837.725121 nChanged 209 SP:Iteration 2F (252.263753 sec): 3 clusters Score: Raw -197135.371694 + Penalty 4078.040985 = -193057.330709 nChanged 116 SP:Iteration 3F (252.303458 sec): 3 clusters Score: Raw -197247.026200 + Penalty 4078.040985 = -193168.985215 nChanged 81 SP:Iteration 4Q (252.340981 sec): 3 clusters Score: Raw -197330.146708 + Penalty 4078.040985 = -193252.105722 nChanged 66 SP:Iteration 5Q (252.377804 sec): 3 clusters Score: Raw -197397.556735 + Penalty 4078.040985 = -193319.515749 nChanged 60 SP:Iteration 6Q (252.414735 sec): 3 clusters Score: Raw -197484.364837 + Penalty 4078.040985 = -193406.323851 nChanged 69 SP:Iteration 7Q (252.459252 sec): 3 clusters Score: Raw -197589.747805 + Penalty 4078.040985 = -193511.706820 nChanged 75 SP:Iteration 8Q (252.496168 sec): 3 clusters Score: Raw -197693.289257 + Penalty 4078.040985 = -193615.248271 nChanged 69 SP:Iteration 9Q (252.532930 sec): 3 clusters Score: Raw -197788.350029 + Penalty 4078.040985 = -193710.309044 nChanged 67 SP:Iteration 10Q (252.614966 sec): 3 clusters Score: Raw -197913.231505 + Penalty 4078.040985 = -193835.190520 nChanged 79 SP:Iteration 11Q (252.652915 sec): 3 clusters Score: Raw -198064.449106 + Penalty 4078.040985 = -193986.408120 nChanged 87 SP:Iteration 12Q (252.715707 sec): 3 clusters Score: Raw -198168.790473 + Penalty 4078.040985 = -194090.749488 nChanged 70 SP:Iteration 13Q (252.752964 sec): 3 clusters Score: Raw -198252.910963 + Penalty 4078.040985 = -194174.869977 nChanged 55 SP:Iteration 14Q (252.790307 sec): 3 clusters Score: Raw -198314.257680 + Penalty 4078.040985 = -194236.216694 nChanged 48 SP:Iteration 15Q (252.916681 sec): 3 clusters Score: Raw -198382.883435 + Penalty 4078.040985 = -194304.842450 nChanged 51 SP:Iteration 16Q (252.959021 sec): 3 clusters Score: Raw -198430.185511 + Penalty 4078.040985 = -194352.144526 nChanged 32 SP:Iteration 17Q (253.012229 sec): 3 clusters Score: Raw -198459.172507 + Penalty 4078.040985 = -194381.131522 nChanged 18 SP:Iteration 18Q (253.048560 sec): 3 clusters Score: Raw -198476.557791 + Penalty 4078.040985 = -194398.516806 nChanged 13 SP:Iteration 19Q (253.084897 sec): 3 clusters Score: Raw -198485.233810 + Penalty 4078.040985 = -194407.192824 nChanged 10 SP:Iteration 20F (253.122747 sec): 3 clusters Score: Raw -198492.757370 + Penalty 4078.040985 = -194414.716384 nChanged 11 SP:Iteration 21Q (253.160168 sec): 3 clusters Score: Raw -198498.894026 + Penalty 4078.040985 = -194420.853041 nChanged 6 SP:Iteration 22Q (253.203628 sec): 3 clusters Score: Raw -198502.382996 + Penalty 4078.040985 = -194424.342011 nChanged 7 SP:Iteration 23Q (253.244206 sec): 3 clusters Score: Raw -198506.231770 + Penalty 4078.040985 = -194428.190785 nChanged 3 SP:Iteration 24Q (253.281327 sec): 3 clusters Score: Raw -198507.096970 + Penalty 4078.040985 = -194429.055985 nChanged 1 SP:Iteration 25Q (253.318645 sec): 3 clusters Score: Raw -198507.796015 + Penalty 4078.040985 = -194429.755030 nChanged 0 SP:Iteration 26F (253.355829 sec): 3 clusters Score: Raw -198507.796015 + Penalty 4078.040985 = -194429.755030 nChanged 0 Trying to split cluster 8 (1532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.418543 sec): 2 clusters Score: Raw -121932.864800 + Penalty 1936.262948 = -119996.601851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.529820 sec): 3 clusters Score: Raw -121444.199007 + Penalty 3872.525897 = -117571.673110 nChanged 426 SP:Iteration 1F (253.644819 sec): 3 clusters Score: Raw -121859.789236 + Penalty 3872.525897 = -117987.263339 nChanged 119 SP:Iteration 2F (253.761087 sec): 3 clusters Score: Raw -122013.192514 + Penalty 3872.525897 = -118140.666617 nChanged 66 SP:Iteration 3Q (253.875740 sec): 3 clusters Score: Raw -122088.734529 + Penalty 3872.525897 = -118216.208632 nChanged 47 SP:Iteration 4Q (253.914270 sec): 3 clusters Score: Raw -122151.087354 + Penalty 3872.525897 = -118278.561457 nChanged 39 SP:Iteration 5Q (253.942503 sec): 3 clusters Score: Raw -122207.448590 + Penalty 3872.525897 = -118334.922693 nChanged 26 SP:Iteration 6Q (253.970654 sec): 3 clusters Score: Raw -122245.001071 + Penalty 3872.525897 = -118372.475174 nChanged 19 SP:Iteration 7Q (253.999813 sec): 3 clusters Score: Raw -122272.176152 + Penalty 3872.525897 = -118399.650255 nChanged 25 SP:Iteration 8Q (254.028714 sec): 3 clusters Score: Raw -122300.035367 + Penalty 3872.525897 = -118427.509470 nChanged 19 SP:Iteration 9Q (254.057396 sec): 3 clusters Score: Raw -122325.628007 + Penalty 3872.525897 = -118453.102110 nChanged 24 SP:Iteration 10Q (254.085727 sec): 3 clusters Score: Raw -122358.366998 + Penalty 3872.525897 = -118485.841101 nChanged 17 SP:Iteration 11Q (254.113895 sec): 3 clusters Score: Raw -122381.893703 + Penalty 3872.525897 = -118509.367806 nChanged 17 SP:Iteration 12Q (254.141997 sec): 3 clusters Score: Raw -122401.816444 + Penalty 3872.525897 = -118529.290547 nChanged 14 SP:Iteration 13Q (254.170086 sec): 3 clusters Score: Raw -122415.359452 + Penalty 3872.525897 = -118542.833555 nChanged 6 SP:Iteration 14Q (254.197944 sec): 3 clusters Score: Raw -122422.183012 + Penalty 3872.525897 = -118549.657115 nChanged 8 SP:Iteration 15Q (254.225927 sec): 3 clusters Score: Raw -122432.328423 + Penalty 3872.525897 = -118559.802526 nChanged 12 SP:Iteration 16Q (254.254043 sec): 3 clusters Score: Raw -122442.101510 + Penalty 3872.525897 = -118569.575613 nChanged 5 SP:Iteration 17Q (254.281984 sec): 3 clusters Score: Raw -122445.963210 + Penalty 3872.525897 = -118573.437313 nChanged 3 SP:Iteration 18Q (254.419657 sec): 3 clusters Score: Raw -122449.849112 + Penalty 3872.525897 = -118577.323215 nChanged 4 SP:Iteration 19Q (254.454190 sec): 3 clusters Score: Raw -122453.243476 + Penalty 3872.525897 = -118580.717579 nChanged 2 SP:Iteration 20F (254.482758 sec): 3 clusters Score: Raw -122454.399725 + Penalty 3872.525897 = -118581.873828 nChanged 2 SP:Iteration 21Q (254.511141 sec): 3 clusters Score: Raw -122457.229267 + Penalty 3872.525897 = -118584.703370 nChanged 4 SP:Iteration 22Q (254.539514 sec): 3 clusters Score: Raw -122461.079379 + Penalty 3872.525897 = -118588.553482 nChanged 1 SP:Iteration 23Q (254.567804 sec): 3 clusters Score: Raw -122461.548553 + Penalty 3872.525897 = -118589.022656 nChanged 1 SP:Iteration 24Q (254.596284 sec): 3 clusters Score: Raw -122462.010445 + Penalty 3872.525897 = -118589.484548 nChanged 0 SP:Iteration 25F (254.713063 sec): 3 clusters Score: Raw -122462.010445 + Penalty 3872.525897 = -118589.484548 nChanged 0 Iteration 20F (255.198693 sec): 8 clusters Score: Raw -1307219.259415 + Penalty 17852.765927 = -1289366.493488 nChanged 543 Iteration 21Q (255.362296 sec): 8 clusters Score: Raw -1307573.682515 + Penalty 17852.765927 = -1289720.916588 nChanged 297 Iteration 22Q (255.562547 sec): 8 clusters Score: Raw -1307747.929302 + Penalty 17852.765927 = -1289895.163375 nChanged 206 Iteration 23Q (255.742692 sec): 8 clusters Score: Raw -1307872.747153 + Penalty 17852.765927 = -1290019.981226 nChanged 171 Iteration 24Q (255.903570 sec): 8 clusters Score: Raw -1307964.280241 + Penalty 17852.765927 = -1290111.514314 nChanged 118 Iteration 25Q (256.096496 sec): 8 clusters Score: Raw -1308023.007774 + Penalty 17852.765927 = -1290170.241846 nChanged 93 Iteration 26Q (256.626638 sec): 8 clusters Score: Raw -1308068.509850 + Penalty 17852.765927 = -1290215.743923 nChanged 90 Iteration 27Q (256.827816 sec): 8 clusters Score: Raw -1308107.536294 + Penalty 17852.765927 = -1290254.770367 nChanged 76 Iteration 28Q (256.997411 sec): 8 clusters Score: Raw -1308139.039621 + Penalty 17852.765927 = -1290286.273694 nChanged 70 Iteration 29Q (257.181399 sec): 8 clusters Score: Raw -1308164.069081 + Penalty 17852.765927 = -1290311.303154 nChanged 65 Iteration 30Q (257.363833 sec): 8 clusters Score: Raw -1308188.860464 + Penalty 17852.765927 = -1290336.094537 nChanged 53 Iteration 31Q (257.536721 sec): 8 clusters Score: Raw -1308208.486469 + Penalty 17852.765927 = -1290355.720542 nChanged 36 Iteration 32Q (257.695055 sec): 8 clusters Score: Raw -1308222.614225 + Penalty 17852.765927 = -1290369.848298 nChanged 33 Iteration 33Q (258.248843 sec): 8 clusters Score: Raw -1308233.871813 + Penalty 17852.765927 = -1290381.105886 nChanged 26 Iteration 34Q (258.400869 sec): 8 clusters Score: Raw -1308242.357753 + Penalty 17852.765927 = -1290389.591826 nChanged 15 Iteration 35Q (258.567405 sec): 8 clusters Score: Raw -1308247.826835 + Penalty 17852.765927 = -1290395.060908 nChanged 7 Iteration 36Q (258.758468 sec): 8 clusters Score: Raw -1308250.052318 + Penalty 17852.765927 = -1290397.286391 nChanged 6 Iteration 37Q (258.925145 sec): 8 clusters Score: Raw -1308252.126854 + Penalty 17852.765927 = -1290399.360927 nChanged 9 Iteration 38Q (259.085926 sec): 8 clusters Score: Raw -1308254.605747 + Penalty 17852.765927 = -1290401.839820 nChanged 7 Iteration 39Q (259.286107 sec): 8 clusters Score: Raw -1308256.109975 + Penalty 17852.765927 = -1290403.344048 nChanged 3 Iteration 40F (259.735993 sec): 8 clusters Score: Raw -1308256.807149 + Penalty 17852.765927 = -1290404.041222 nChanged 3 Iteration 41Q (260.010327 sec): 8 clusters Score: Raw -1308257.655842 + Penalty 17852.765927 = -1290404.889915 nChanged 2 Iteration 42Q (260.164509 sec): 8 clusters Score: Raw -1308258.508219 + Penalty 17852.765927 = -1290405.742291 nChanged 2 Iteration 43Q (260.329735 sec): 8 clusters Score: Raw -1308259.192476 + Penalty 17852.765927 = -1290406.426549 nChanged 2 Iteration 44Q (260.519587 sec): 8 clusters Score: Raw -1308260.742438 + Penalty 17852.765927 = -1290407.976511 nChanged 3 Iteration 45Q (260.855174 sec): 8 clusters Score: Raw -1308261.553272 + Penalty 17852.765927 = -1290408.787345 nChanged 1 Iteration 46Q (261.154573 sec): 8 clusters Score: Raw -1308262.220143 + Penalty 17852.765927 = -1290409.454216 nChanged 5 Iteration 47Q (261.568621 sec): 8 clusters Score: Raw -1308264.563408 + Penalty 17852.765927 = -1290411.797481 nChanged 10 Iteration 48Q (261.753550 sec): 8 clusters Score: Raw -1308267.998149 + Penalty 17852.765927 = -1290415.232222 nChanged 7 Iteration 49Q (261.940216 sec): 8 clusters Score: Raw -1308270.470177 + Penalty 17852.765927 = -1290417.704250 nChanged 14 Iteration 50Q (262.100379 sec): 8 clusters Score: Raw -1308276.901910 + Penalty 17852.765927 = -1290424.135983 nChanged 20 Iteration 51Q (262.290578 sec): 8 clusters Score: Raw -1308283.242378 + Penalty 17852.765927 = -1290430.476451 nChanged 20 Iteration 52Q (262.467612 sec): 8 clusters Score: Raw -1308289.991700 + Penalty 17852.765927 = -1290437.225773 nChanged 17 Iteration 53Q (262.675198 sec): 8 clusters Score: Raw -1308296.027684 + Penalty 17852.765927 = -1290443.261757 nChanged 18 Iteration 54Q (263.142971 sec): 8 clusters Score: Raw -1308301.915217 + Penalty 17852.765927 = -1290449.149290 nChanged 16 Iteration 55Q (263.339272 sec): 8 clusters Score: Raw -1308308.516768 + Penalty 17852.765927 = -1290455.750841 nChanged 16 Iteration 56Q (263.494178 sec): 8 clusters Score: Raw -1308315.048682 + Penalty 17852.765927 = -1290462.282755 nChanged 13 Iteration 57Q (263.670786 sec): 8 clusters Score: Raw -1308320.693444 + Penalty 17852.765927 = -1290467.927517 nChanged 15 Iteration 58Q (263.831481 sec): 8 clusters Score: Raw -1308327.356602 + Penalty 17852.765927 = -1290474.590675 nChanged 17 Writing temp clu file Because OldScore, -1290467.927517, is greater than current (better) Score,-1290474.590675 Compute initial score before splitting: Score: Raw -1308327.356602 + Penalty 17852.765927 = -1290474.590675 Trying to split cluster 1 (2271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (263.909343 sec): 2 clusters Score: Raw -189436.032204 + Penalty 2040.185543 = -187395.846661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (264.050210 sec): 3 clusters Score: Raw -188598.098195 + Penalty 4080.371086 = -184517.727108 nChanged 712 SP:Iteration 1F (264.141203 sec): 3 clusters Score: Raw -189140.513094 + Penalty 4080.371086 = -185060.142008 nChanged 178 SP:Iteration 2F (264.179087 sec): 3 clusters Score: Raw -189333.371828 + Penalty 4080.371086 = -185253.000742 nChanged 122 SP:Iteration 3F (264.216962 sec): 3 clusters Score: Raw -189462.117873 + Penalty 4080.371086 = -185381.746787 nChanged 88 SP:Iteration 4Q (264.255224 sec): 3 clusters Score: Raw -189558.307318 + Penalty 4080.371086 = -185477.936232 nChanged 79 SP:Iteration 5Q (264.293430 sec): 3 clusters Score: Raw -189646.577491 + Penalty 4080.371086 = -185566.206405 nChanged 67 SP:Iteration 6Q (264.331685 sec): 3 clusters Score: Raw -189730.000509 + Penalty 4080.371086 = -185649.629423 nChanged 62 SP:Iteration 7Q (264.369314 sec): 3 clusters Score: Raw -189792.148639 + Penalty 4080.371086 = -185711.777552 nChanged 47 SP:Iteration 8Q (264.407540 sec): 3 clusters Score: Raw -189829.399564 + Penalty 4080.371086 = -185749.028478 nChanged 39 SP:Iteration 9Q (264.446055 sec): 3 clusters Score: Raw -189863.695677 + Penalty 4080.371086 = -185783.324591 nChanged 40 SP:Iteration 10Q (264.484146 sec): 3 clusters Score: Raw -189901.418497 + Penalty 4080.371086 = -185821.047411 nChanged 37 SP:Iteration 11Q (264.522566 sec): 3 clusters Score: Raw -189935.305101 + Penalty 4080.371086 = -185854.934014 nChanged 21 SP:Iteration 12Q (264.559886 sec): 3 clusters Score: Raw -189954.421670 + Penalty 4080.371086 = -185874.050584 nChanged 14 SP:Iteration 13Q (264.597392 sec): 3 clusters Score: Raw -189965.330654 + Penalty 4080.371086 = -185884.959568 nChanged 6 SP:Iteration 14Q (264.700131 sec): 3 clusters Score: Raw -189969.132280 + Penalty 4080.371086 = -185888.761193 nChanged 10 SP:Iteration 15Q (264.820645 sec): 3 clusters Score: Raw -189980.567876 + Penalty 4080.371086 = -185900.196789 nChanged 14 SP:Iteration 16Q (264.937993 sec): 3 clusters Score: Raw -189989.773356 + Penalty 4080.371086 = -185909.402270 nChanged 9 SP:Iteration 17Q (265.054806 sec): 3 clusters Score: Raw -189995.595912 + Penalty 4080.371086 = -185915.224825 nChanged 8 SP:Iteration 18Q (265.183872 sec): 3 clusters Score: Raw -190001.274317 + Penalty 4080.371086 = -185920.903230 nChanged 7 SP:Iteration 19Q (265.302284 sec): 3 clusters Score: Raw -190005.505144 + Penalty 4080.371086 = -185925.134058 nChanged 5 SP:Iteration 20F (265.340582 sec): 3 clusters Score: Raw -190009.530251 + Penalty 4080.371086 = -185929.159164 nChanged 4 SP:Iteration 21Q (265.379370 sec): 3 clusters Score: Raw -190012.282151 + Penalty 4080.371086 = -185931.911065 nChanged 2 SP:Iteration 22Q (265.418227 sec): 3 clusters Score: Raw -190013.249342 + Penalty 4080.371086 = -185932.878256 nChanged 0 SP:Iteration 23F (265.457227 sec): 3 clusters Score: Raw -190013.249342 + Penalty 4080.371086 = -185932.878256 nChanged 0 Trying to split cluster 2 (2284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (265.497762 sec): 2 clusters Score: Raw -205758.968278 + Penalty 2041.692463 = -203717.275815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (265.536421 sec): 3 clusters Score: Raw -204881.893962 + Penalty 4083.384925 = -200798.509037 nChanged 730 SP:Iteration 1F (265.573647 sec): 3 clusters Score: Raw -205435.780644 + Penalty 4083.384925 = -201352.395719 nChanged 166 SP:Iteration 2F (265.612203 sec): 3 clusters Score: Raw -205621.588871 + Penalty 4083.384925 = -201538.203946 nChanged 142 SP:Iteration 3F (265.650560 sec): 3 clusters Score: Raw -205783.662238 + Penalty 4083.384925 = -201700.277312 nChanged 115 SP:Iteration 4F (265.687323 sec): 3 clusters Score: Raw -205905.900921 + Penalty 4083.384925 = -201822.515995 nChanged 94 SP:Iteration 5Q (265.724558 sec): 3 clusters Score: Raw -206019.728140 + Penalty 4083.384925 = -201936.343214 nChanged 88 SP:Iteration 6Q (265.761750 sec): 3 clusters Score: Raw -206120.583022 + Penalty 4083.384925 = -202037.198097 nChanged 59 SP:Iteration 7Q (265.799133 sec): 3 clusters Score: Raw -206212.527504 + Penalty 4083.384925 = -202129.142579 nChanged 72 SP:Iteration 8Q (265.836322 sec): 3 clusters Score: Raw -206309.121998 + Penalty 4083.384925 = -202225.737073 nChanged 69 SP:Iteration 9Q (265.873951 sec): 3 clusters Score: Raw -206389.079078 + Penalty 4083.384925 = -202305.694153 nChanged 62 SP:Iteration 10Q (265.911456 sec): 3 clusters Score: Raw -206461.587453 + Penalty 4083.384925 = -202378.202527 nChanged 60 SP:Iteration 11Q (265.948931 sec): 3 clusters Score: Raw -206526.841527 + Penalty 4083.384925 = -202443.456602 nChanged 54 SP:Iteration 12Q (265.986457 sec): 3 clusters Score: Raw -206576.933247 + Penalty 4083.384925 = -202493.548322 nChanged 42 SP:Iteration 13Q (266.023740 sec): 3 clusters Score: Raw -206620.134187 + Penalty 4083.384925 = -202536.749261 nChanged 37 SP:Iteration 14Q (266.060767 sec): 3 clusters Score: Raw -206664.404621 + Penalty 4083.384925 = -202581.019695 nChanged 36 SP:Iteration 15Q (266.097662 sec): 3 clusters Score: Raw -206693.870092 + Penalty 4083.384925 = -202610.485167 nChanged 26 SP:Iteration 16Q (266.134284 sec): 3 clusters Score: Raw -206715.896535 + Penalty 4083.384925 = -202632.511609 nChanged 17 SP:Iteration 17Q (266.171127 sec): 3 clusters Score: Raw -206729.975658 + Penalty 4083.384925 = -202646.590733 nChanged 5 SP:Iteration 18Q (266.227144 sec): 3 clusters Score: Raw -206732.472168 + Penalty 4083.384925 = -202649.087242 nChanged 1 SP:Iteration 19Q (266.264454 sec): 3 clusters Score: Raw -206733.199046 + Penalty 4083.384925 = -202649.814120 nChanged 2 SP:Iteration 20F (266.392818 sec): 3 clusters Score: Raw -206735.948194 + Penalty 4083.384925 = -202652.563268 nChanged 2 SP:Iteration 21Q (266.432990 sec): 3 clusters Score: Raw -206737.655669 + Penalty 4083.384925 = -202654.270743 nChanged 4 SP:Iteration 22Q (266.472625 sec): 3 clusters Score: Raw -206740.344941 + Penalty 4083.384925 = -202656.960016 nChanged 2 SP:Iteration 23Q (266.512342 sec): 3 clusters Score: Raw -206741.740427 + Penalty 4083.384925 = -202658.355501 nChanged 2 SP:Iteration 24Q (266.550074 sec): 3 clusters Score: Raw -206742.572843 + Penalty 4083.384925 = -202659.187918 nChanged 1 SP:Iteration 25Q (266.587076 sec): 3 clusters Score: Raw -206743.901827 + Penalty 4083.384925 = -202660.516902 nChanged 0 SP:Iteration 26F (266.623863 sec): 3 clusters Score: Raw -206743.901827 + Penalty 4083.384925 = -202660.516902 nChanged 0 Trying to split cluster 3 (1586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (266.657901 sec): 2 clusters Score: Raw -124946.456169 + Penalty 1945.408186 = -123001.047983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (266.688773 sec): 3 clusters Score: Raw -124427.172619 + Penalty 3890.816372 = -120536.356247 nChanged 465 SP:Iteration 1F (266.718440 sec): 3 clusters Score: Raw -124854.720066 + Penalty 3890.816372 = -120963.903693 nChanged 128 SP:Iteration 2F (266.748130 sec): 3 clusters Score: Raw -124990.877752 + Penalty 3890.816372 = -121100.061380 nChanged 64 SP:Iteration 3Q (266.777999 sec): 3 clusters Score: Raw -125055.699310 + Penalty 3890.816372 = -121164.882938 nChanged 46 SP:Iteration 4Q (266.807979 sec): 3 clusters Score: Raw -125107.610606 + Penalty 3890.816372 = -121216.794234 nChanged 28 SP:Iteration 5Q (266.837705 sec): 3 clusters Score: Raw -125134.227266 + Penalty 3890.816372 = -121243.410893 nChanged 24 SP:Iteration 6Q (266.867000 sec): 3 clusters Score: Raw -125162.440390 + Penalty 3890.816372 = -121271.624017 nChanged 19 SP:Iteration 7Q (266.896196 sec): 3 clusters Score: Raw -125180.313829 + Penalty 3890.816372 = -121289.497457 nChanged 21 SP:Iteration 8Q (266.925389 sec): 3 clusters Score: Raw -125206.246440 + Penalty 3890.816372 = -121315.430068 nChanged 23 SP:Iteration 9Q (266.954306 sec): 3 clusters Score: Raw -125225.114811 + Penalty 3890.816372 = -121334.298439 nChanged 21 SP:Iteration 10Q (266.983337 sec): 3 clusters Score: Raw -125246.145294 + Penalty 3890.816372 = -121355.328922 nChanged 25 SP:Iteration 11Q (267.012330 sec): 3 clusters Score: Raw -125275.388913 + Penalty 3890.816372 = -121384.572540 nChanged 25 SP:Iteration 12Q (267.041280 sec): 3 clusters Score: Raw -125299.805059 + Penalty 3890.816372 = -121408.988686 nChanged 16 SP:Iteration 13Q (267.070382 sec): 3 clusters Score: Raw -125320.987059 + Penalty 3890.816372 = -121430.170686 nChanged 18 SP:Iteration 14Q (267.099406 sec): 3 clusters Score: Raw -125342.057328 + Penalty 3890.816372 = -121451.240956 nChanged 24 SP:Iteration 15Q (267.128477 sec): 3 clusters Score: Raw -125370.156234 + Penalty 3890.816372 = -121479.339862 nChanged 20 SP:Iteration 16Q (267.157441 sec): 3 clusters Score: Raw -125399.493392 + Penalty 3890.816372 = -121508.677019 nChanged 19 SP:Iteration 17Q (267.186524 sec): 3 clusters Score: Raw -125425.528293 + Penalty 3890.816372 = -121534.711920 nChanged 23 SP:Iteration 18Q (267.215467 sec): 3 clusters Score: Raw -125454.879532 + Penalty 3890.816372 = -121564.063160 nChanged 20 SP:Iteration 19Q (267.244506 sec): 3 clusters Score: Raw -125476.822054 + Penalty 3890.816372 = -121586.005682 nChanged 16 SP:Iteration 20F (267.273519 sec): 3 clusters Score: Raw -125487.279699 + Penalty 3890.816372 = -121596.463327 nChanged 9 SP:Iteration 21Q (267.302585 sec): 3 clusters Score: Raw -125497.082319 + Penalty 3890.816372 = -121606.265946 nChanged 8 SP:Iteration 22Q (267.331496 sec): 3 clusters Score: Raw -125503.082376 + Penalty 3890.816372 = -121612.266004 nChanged 4 SP:Iteration 23Q (267.439038 sec): 3 clusters Score: Raw -125510.208811 + Penalty 3890.816372 = -121619.392438 nChanged 5 SP:Iteration 24Q (267.525696 sec): 3 clusters Score: Raw -125515.302872 + Penalty 3890.816372 = -121624.486500 nChanged 6 SP:Iteration 25Q (267.555188 sec): 3 clusters Score: Raw -125521.349074 + Penalty 3890.816372 = -121630.532701 nChanged 9 SP:Iteration 26Q (267.584298 sec): 3 clusters Score: Raw -125528.536128 + Penalty 3890.816372 = -121637.719755 nChanged 8 SP:Iteration 27Q (267.613865 sec): 3 clusters Score: Raw -125535.320034 + Penalty 3890.816372 = -121644.503662 nChanged 5 SP:Iteration 28Q (267.643239 sec): 3 clusters Score: Raw -125539.246453 + Penalty 3890.816372 = -121648.430081 nChanged 6 SP:Iteration 29Q (267.672188 sec): 3 clusters Score: Raw -125544.466444 + Penalty 3890.816372 = -121653.650072 nChanged 5 SP:Iteration 30Q (267.701140 sec): 3 clusters Score: Raw -125547.669024 + Penalty 3890.816372 = -121656.852652 nChanged 4 SP:Iteration 31Q (267.730189 sec): 3 clusters Score: Raw -125556.591118 + Penalty 3890.816372 = -121665.774745 nChanged 11 SP:Iteration 32Q (267.758995 sec): 3 clusters Score: Raw -125566.956164 + Penalty 3890.816372 = -121676.139792 nChanged 9 SP:Iteration 33Q (267.788446 sec): 3 clusters Score: Raw -125578.794304 + Penalty 3890.816372 = -121687.977931 nChanged 15 SP:Iteration 34Q (267.817691 sec): 3 clusters Score: Raw -125598.681650 + Penalty 3890.816372 = -121707.865278 nChanged 19 SP:Iteration 35Q (267.846542 sec): 3 clusters Score: Raw -125624.099264 + Penalty 3890.816372 = -121733.282892 nChanged 23 SP:Iteration 36Q (267.875300 sec): 3 clusters Score: Raw -125660.684111 + Penalty 3890.816372 = -121769.867739 nChanged 20 SP:Iteration 37Q (267.903995 sec): 3 clusters Score: Raw -125683.932214 + Penalty 3890.816372 = -121793.115841 nChanged 13 SP:Iteration 38Q (267.932709 sec): 3 clusters Score: Raw -125703.790843 + Penalty 3890.816372 = -121812.974471 nChanged 10 SP:Iteration 39Q (267.961989 sec): 3 clusters Score: Raw -125720.752254 + Penalty 3890.816372 = -121829.935881 nChanged 18 SP:Iteration 40F (267.991190 sec): 3 clusters Score: Raw -125745.149738 + Penalty 3890.816372 = -121854.333366 nChanged 19 SP:Iteration 41Q (268.019966 sec): 3 clusters Score: Raw -125767.700531 + Penalty 3890.816372 = -121876.884159 nChanged 12 SP:Iteration 42Q (268.048750 sec): 3 clusters Score: Raw -125777.465122 + Penalty 3890.816372 = -121886.648749 nChanged 6 SP:Iteration 43Q (268.077440 sec): 3 clusters Score: Raw -125783.483649 + Penalty 3890.816372 = -121892.667276 nChanged 7 SP:Iteration 44Q (268.106132 sec): 3 clusters Score: Raw -125791.212280 + Penalty 3890.816372 = -121900.395907 nChanged 4 SP:Iteration 45Q (268.135159 sec): 3 clusters Score: Raw -125794.315414 + Penalty 3890.816372 = -121903.499042 nChanged 2 SP:Iteration 46Q (268.164148 sec): 3 clusters Score: Raw -125797.720397 + Penalty 3890.816372 = -121906.904024 nChanged 4 SP:Iteration 47Q (268.193008 sec): 3 clusters Score: Raw -125803.189341 + Penalty 3890.816372 = -121912.372969 nChanged 4 SP:Iteration 48Q (268.221644 sec): 3 clusters Score: Raw -125808.386135 + Penalty 3890.816372 = -121917.569762 nChanged 4 SP:Iteration 49Q (268.250244 sec): 3 clusters Score: Raw -125812.960885 + Penalty 3890.816372 = -121922.144513 nChanged 5 SP:Iteration 50Q (268.278907 sec): 3 clusters Score: Raw -125817.712241 + Penalty 3890.816372 = -121926.895869 nChanged 5 SP:Iteration 51Q (268.309311 sec): 3 clusters Score: Raw -125821.588923 + Penalty 3890.816372 = -121930.772550 nChanged 1 SP:Iteration 52Q (268.338307 sec): 3 clusters Score: Raw -125823.169541 + Penalty 3890.816372 = -121932.353169 nChanged 1 SP:Iteration 53Q (268.367056 sec): 3 clusters Score: Raw -125825.050443 + Penalty 3890.816372 = -121934.234070 nChanged 3 SP:Iteration 54Q (268.395660 sec): 3 clusters Score: Raw -125827.605470 + Penalty 3890.816372 = -121936.789097 nChanged 4 SP:Iteration 55Q (268.508197 sec): 3 clusters Score: Raw -125831.476803 + Penalty 3890.816372 = -121940.660431 nChanged 2 SP:Iteration 56Q (268.584032 sec): 3 clusters Score: Raw -125833.369168 + Penalty 3890.816372 = -121942.552796 nChanged 1 SP:Iteration 57Q (268.613805 sec): 3 clusters Score: Raw -125834.048680 + Penalty 3890.816372 = -121943.232308 nChanged 1 SP:Iteration 58Q (268.643235 sec): 3 clusters Score: Raw -125834.918358 + Penalty 3890.816372 = -121944.101985 nChanged 1 SP:Iteration 59Q (268.672635 sec): 3 clusters Score: Raw -125835.239938 + Penalty 3890.816372 = -121944.423566 nChanged 0 SP:Iteration 60F (268.702291 sec): 3 clusters Score: Raw -125835.239938 + Penalty 3890.816372 = -121944.423566 nChanged 0 Trying to split cluster 5 (1225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (268.735510 sec): 2 clusters Score: Raw -82770.625831 + Penalty 1877.223776 = -80893.402054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (268.760369 sec): 3 clusters Score: Raw -82482.246539 + Penalty 3754.447553 = -78727.798986 nChanged 331 SP:Iteration 1F (268.784245 sec): 3 clusters Score: Raw -82852.912547 + Penalty 3754.447553 = -79098.464994 nChanged 96 SP:Iteration 2F (268.808018 sec): 3 clusters Score: Raw -82996.056171 + Penalty 3754.447553 = -79241.608619 nChanged 55 SP:Iteration 3Q (268.832050 sec): 3 clusters Score: Raw -83073.426600 + Penalty 3754.447553 = -79318.979047 nChanged 25 SP:Iteration 4Q (268.856126 sec): 3 clusters Score: Raw -83108.241950 + Penalty 3754.447553 = -79353.794397 nChanged 22 SP:Iteration 5Q (268.880068 sec): 3 clusters Score: Raw -83146.146880 + Penalty 3754.447553 = -79391.699327 nChanged 27 SP:Iteration 6Q (268.904256 sec): 3 clusters Score: Raw -83191.872144 + Penalty 3754.447553 = -79437.424591 nChanged 25 SP:Iteration 7Q (268.928421 sec): 3 clusters Score: Raw -83221.443911 + Penalty 3754.447553 = -79466.996358 nChanged 18 SP:Iteration 8Q (268.952576 sec): 3 clusters Score: Raw -83243.178332 + Penalty 3754.447553 = -79488.730779 nChanged 14 SP:Iteration 9Q (268.976625 sec): 3 clusters Score: Raw -83265.895045 + Penalty 3754.447553 = -79511.447492 nChanged 16 SP:Iteration 10Q (269.015556 sec): 3 clusters Score: Raw -83284.418393 + Penalty 3754.447553 = -79529.970840 nChanged 8 SP:Iteration 11Q (269.039688 sec): 3 clusters Score: Raw -83293.714563 + Penalty 3754.447553 = -79539.267011 nChanged 11 SP:Iteration 12Q (269.063677 sec): 3 clusters Score: Raw -83306.765282 + Penalty 3754.447553 = -79552.317729 nChanged 6 SP:Iteration 13Q (269.087634 sec): 3 clusters Score: Raw -83314.142739 + Penalty 3754.447553 = -79559.695186 nChanged 4 SP:Iteration 14Q (269.111509 sec): 3 clusters Score: Raw -83319.504823 + Penalty 3754.447553 = -79565.057270 nChanged 5 SP:Iteration 15Q (269.135330 sec): 3 clusters Score: Raw -83325.232349 + Penalty 3754.447553 = -79570.784796 nChanged 8 SP:Iteration 16Q (269.159204 sec): 3 clusters Score: Raw -83335.970348 + Penalty 3754.447553 = -79581.522795 nChanged 8 SP:Iteration 17Q (269.182967 sec): 3 clusters Score: Raw -83349.514899 + Penalty 3754.447553 = -79595.067346 nChanged 5 SP:Iteration 18Q (269.206898 sec): 3 clusters Score: Raw -83353.818446 + Penalty 3754.447553 = -79599.370893 nChanged 2 SP:Iteration 19Q (269.230693 sec): 3 clusters Score: Raw -83356.133466 + Penalty 3754.447553 = -79601.685913 nChanged 2 SP:Iteration 20F (269.255855 sec): 3 clusters Score: Raw -83359.039763 + Penalty 3754.447553 = -79604.592210 nChanged 2 SP:Iteration 21Q (269.279868 sec): 3 clusters Score: Raw -83361.131080 + Penalty 3754.447553 = -79606.683527 nChanged 3 SP:Iteration 22Q (269.303784 sec): 3 clusters Score: Raw -83370.044744 + Penalty 3754.447553 = -79615.597191 nChanged 3 SP:Iteration 23Q (269.327579 sec): 3 clusters Score: Raw -83373.422707 + Penalty 3754.447553 = -79618.975154 nChanged 2 SP:Iteration 24Q (269.451499 sec): 3 clusters Score: Raw -83376.026516 + Penalty 3754.447553 = -79621.578963 nChanged 4 SP:Iteration 25Q (269.475215 sec): 3 clusters Score: Raw -83382.261551 + Penalty 3754.447553 = -79627.813998 nChanged 3 SP:Iteration 26Q (269.499680 sec): 3 clusters Score: Raw -83384.724361 + Penalty 3754.447553 = -79630.276808 nChanged 1 SP:Iteration 27Q (269.524098 sec): 3 clusters Score: Raw -83385.308245 + Penalty 3754.447553 = -79630.860692 nChanged 1 SP:Iteration 28Q (269.548563 sec): 3 clusters Score: Raw -83385.849548 + Penalty 3754.447553 = -79631.401995 nChanged 0 SP:Iteration 29F (269.573090 sec): 3 clusters Score: Raw -83385.849548 + Penalty 3754.447553 = -79631.401995 nChanged 0 Trying to split cluster 6 (4495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (269.622920 sec): 2 clusters Score: Raw -411919.393418 + Penalty 2220.430330 = -409698.963088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (269.667936 sec): 3 clusters Score: Raw -409830.513384 + Penalty 4440.860660 = -405389.652724 nChanged 1684 SP:Iteration 1F (269.717319 sec): 3 clusters Score: Raw -410814.101973 + Penalty 4440.860660 = -406373.241313 nChanged 364 SP:Iteration 2F (269.786694 sec): 3 clusters Score: Raw -411080.279513 + Penalty 4440.860660 = -406639.418853 nChanged 271 SP:Iteration 3F (269.851785 sec): 3 clusters Score: Raw -411288.649954 + Penalty 4440.860660 = -406847.789294 nChanged 209 SP:Iteration 4Q (269.898097 sec): 3 clusters Score: Raw -411449.992665 + Penalty 4440.860660 = -407009.132005 nChanged 187 SP:Iteration 5Q (269.943993 sec): 3 clusters Score: Raw -411605.369270 + Penalty 4440.860660 = -407164.508610 nChanged 195 SP:Iteration 6Q (269.991761 sec): 3 clusters Score: Raw -411783.787187 + Penalty 4440.860660 = -407342.926527 nChanged 182 SP:Iteration 7Q (270.046402 sec): 3 clusters Score: Raw -411925.577641 + Penalty 4440.860660 = -407484.716981 nChanged 165 SP:Iteration 8Q (270.100399 sec): 3 clusters Score: Raw -412047.688435 + Penalty 4440.860660 = -407606.827775 nChanged 166 SP:Iteration 9Q (270.154285 sec): 3 clusters Score: Raw -412177.965658 + Penalty 4440.860660 = -407737.104998 nChanged 160 SP:Iteration 10Q (270.203607 sec): 3 clusters Score: Raw -412305.422486 + Penalty 4440.860660 = -407864.561826 nChanged 134 SP:Iteration 11Q (270.253193 sec): 3 clusters Score: Raw -412410.690711 + Penalty 4440.860660 = -407969.830052 nChanged 149 SP:Iteration 12Q (270.302590 sec): 3 clusters Score: Raw -412526.672698 + Penalty 4440.860660 = -408085.812038 nChanged 119 SP:Iteration 13Q (270.467692 sec): 3 clusters Score: Raw -412624.764970 + Penalty 4440.860660 = -408183.904310 nChanged 103 SP:Iteration 14Q (270.574626 sec): 3 clusters Score: Raw -412705.059564 + Penalty 4440.860660 = -408264.198904 nChanged 76 SP:Iteration 15Q (270.623627 sec): 3 clusters Score: Raw -412765.287547 + Penalty 4440.860660 = -408324.426887 nChanged 78 SP:Iteration 16Q (270.672673 sec): 3 clusters Score: Raw -412821.859330 + Penalty 4440.860660 = -408380.998670 nChanged 61 SP:Iteration 17Q (270.721905 sec): 3 clusters Score: Raw -412869.056622 + Penalty 4440.860660 = -408428.195962 nChanged 41 SP:Iteration 18Q (270.770636 sec): 3 clusters Score: Raw -412893.121890 + Penalty 4440.860660 = -408452.261230 nChanged 30 SP:Iteration 19Q (270.819984 sec): 3 clusters Score: Raw -412910.342772 + Penalty 4440.860660 = -408469.482112 nChanged 26 SP:Iteration 20F (270.954689 sec): 3 clusters Score: Raw -412926.048864 + Penalty 4440.860660 = -408485.188204 nChanged 18 SP:Iteration 21Q (271.089115 sec): 3 clusters Score: Raw -412935.370094 + Penalty 4440.860660 = -408494.509434 nChanged 15 SP:Iteration 22Q (271.135439 sec): 3 clusters Score: Raw -412942.616897 + Penalty 4440.860660 = -408501.756237 nChanged 10 SP:Iteration 23Q (271.182078 sec): 3 clusters Score: Raw -412946.982058 + Penalty 4440.860660 = -408506.121398 nChanged 3 SP:Iteration 24Q (271.335389 sec): 3 clusters Score: Raw -412947.855402 + Penalty 4440.860660 = -408506.994742 nChanged 2 SP:Iteration 25Q (271.389093 sec): 3 clusters Score: Raw -412948.873096 + Penalty 4440.860660 = -408508.012436 nChanged 3 SP:Iteration 26Q (271.446009 sec): 3 clusters Score: Raw -412950.091309 + Penalty 4440.860660 = -408509.230649 nChanged 1 SP:Iteration 27Q (271.502938 sec): 3 clusters Score: Raw -412950.496601 + Penalty 4440.860660 = -408509.635941 nChanged 2 SP:Iteration 28Q (271.555232 sec): 3 clusters Score: Raw -412951.329172 + Penalty 4440.860660 = -408510.468512 nChanged 3 SP:Iteration 29Q (271.607745 sec): 3 clusters Score: Raw -412951.998857 + Penalty 4440.860660 = -408511.138197 nChanged 3 SP:Iteration 30Q (271.660158 sec): 3 clusters Score: Raw -412953.650174 + Penalty 4440.860660 = -408512.789514 nChanged 4 SP:Iteration 31Q (271.711537 sec): 3 clusters Score: Raw -412955.559477 + Penalty 4440.860660 = -408514.698817 nChanged 5 SP:Iteration 32Q (271.763530 sec): 3 clusters Score: Raw -412958.428055 + Penalty 4440.860660 = -408517.567395 nChanged 2 SP:Iteration 33Q (271.816622 sec): 3 clusters Score: Raw -412959.840555 + Penalty 4440.860660 = -408518.979895 nChanged 4 SP:Iteration 34Q (271.865333 sec): 3 clusters Score: Raw -412963.217066 + Penalty 4440.860660 = -408522.356406 nChanged 12 SP:Iteration 35Q (271.913917 sec): 3 clusters Score: Raw -412970.961405 + Penalty 4440.860660 = -408530.100745 nChanged 16 SP:Iteration 36Q (271.962167 sec): 3 clusters Score: Raw -412979.738831 + Penalty 4440.860660 = -408538.878171 nChanged 8 SP:Iteration 37Q (272.013316 sec): 3 clusters Score: Raw -412983.583516 + Penalty 4440.860660 = -408542.722856 nChanged 7 SP:Iteration 38Q (272.064947 sec): 3 clusters Score: Raw -412988.643735 + Penalty 4440.860660 = -408547.783075 nChanged 13 SP:Iteration 39Q (272.118458 sec): 3 clusters Score: Raw -412995.439186 + Penalty 4440.860660 = -408554.578526 nChanged 10 SP:Iteration 40F (272.170356 sec): 3 clusters Score: Raw -413000.541652 + Penalty 4440.860660 = -408559.680992 nChanged 5 SP:Iteration 41Q (272.219959 sec): 3 clusters Score: Raw -413002.828316 + Penalty 4440.860660 = -408561.967656 nChanged 3 SP:Iteration 42Q (272.269837 sec): 3 clusters Score: Raw -413004.430006 + Penalty 4440.860660 = -408563.569346 nChanged 4 SP:Iteration 43Q (272.320004 sec): 3 clusters Score: Raw -413005.618421 + Penalty 4440.860660 = -408564.757762 nChanged 5 SP:Iteration 44Q (272.370677 sec): 3 clusters Score: Raw -413007.280575 + Penalty 4440.860660 = -408566.419915 nChanged 3 SP:Iteration 45Q (272.421095 sec): 3 clusters Score: Raw -413009.698604 + Penalty 4440.860660 = -408568.837944 nChanged 5 SP:Iteration 46Q (272.471622 sec): 3 clusters Score: Raw -413011.932951 + Penalty 4440.860660 = -408571.072292 nChanged 2 SP:Iteration 47Q (272.521921 sec): 3 clusters Score: Raw -413012.828487 + Penalty 4440.860660 = -408571.967827 nChanged 0 SP:Iteration 48F (272.573341 sec): 3 clusters Score: Raw -413012.828487 + Penalty 4440.860660 = -408571.967827 nChanged 0 Trying to split cluster 7 (2284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (272.614765 sec): 2 clusters Score: Raw -199440.638047 + Penalty 2041.692463 = -197398.945584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (272.655804 sec): 3 clusters Score: Raw -198569.380813 + Penalty 4083.384925 = -194485.995887 nChanged 750 SP:Iteration 1F (272.695852 sec): 3 clusters Score: Raw -199195.207621 + Penalty 4083.384925 = -195111.822695 nChanged 206 SP:Iteration 2F (272.735699 sec): 3 clusters Score: Raw -199432.308509 + Penalty 4083.384925 = -195348.923584 nChanged 148 SP:Iteration 3F (272.773882 sec): 3 clusters Score: Raw -199623.788946 + Penalty 4083.384925 = -195540.404021 nChanged 100 SP:Iteration 4Q (272.811016 sec): 3 clusters Score: Raw -199796.925617 + Penalty 4083.384925 = -195713.540691 nChanged 115 SP:Iteration 5F (272.938591 sec): 3 clusters Score: Raw -199994.076543 + Penalty 4083.384925 = -195910.691618 nChanged 119 SP:Iteration 6F (272.983388 sec): 3 clusters Score: Raw -200215.436510 + Penalty 4083.384925 = -196132.051585 nChanged 117 SP:Iteration 7F (273.027748 sec): 3 clusters Score: Raw -200436.503000 + Penalty 4083.384925 = -196353.118075 nChanged 95 SP:Iteration 8Q (273.150933 sec): 3 clusters Score: Raw -200584.992432 + Penalty 4083.384925 = -196501.607507 nChanged 71 SP:Iteration 9Q (273.267010 sec): 3 clusters Score: Raw -200687.252499 + Penalty 4083.384925 = -196603.867574 nChanged 60 SP:Iteration 10Q (273.381295 sec): 3 clusters Score: Raw -200757.829302 + Penalty 4083.384925 = -196674.444376 nChanged 36 SP:Iteration 11Q (273.488390 sec): 3 clusters Score: Raw -200795.211405 + Penalty 4083.384925 = -196711.826479 nChanged 27 SP:Iteration 12Q (273.595327 sec): 3 clusters Score: Raw -200819.066941 + Penalty 4083.384925 = -196735.682016 nChanged 21 SP:Iteration 13Q (273.705142 sec): 3 clusters Score: Raw -200834.689309 + Penalty 4083.384925 = -196751.304383 nChanged 12 SP:Iteration 14Q (273.788451 sec): 3 clusters Score: Raw -200846.167553 + Penalty 4083.384925 = -196762.782628 nChanged 5 SP:Iteration 15Q (273.825098 sec): 3 clusters Score: Raw -200849.221882 + Penalty 4083.384925 = -196765.836957 nChanged 2 SP:Iteration 16Q (273.862169 sec): 3 clusters Score: Raw -200849.918570 + Penalty 4083.384925 = -196766.533644 nChanged 1 SP:Iteration 17Q (273.899205 sec): 3 clusters Score: Raw -200850.424389 + Penalty 4083.384925 = -196767.039463 nChanged 1 SP:Iteration 18Q (273.936550 sec): 3 clusters Score: Raw -200851.253376 + Penalty 4083.384925 = -196767.868451 nChanged 1 SP:Iteration 19Q (273.973666 sec): 3 clusters Score: Raw -200851.972841 + Penalty 4083.384925 = -196768.587916 nChanged 1 SP:Iteration 20F (274.010969 sec): 3 clusters Score: Raw -200852.359058 + Penalty 4083.384925 = -196768.974133 nChanged 1 SP:Iteration 21Q (274.048095 sec): 3 clusters Score: Raw -200853.194318 + Penalty 4083.384925 = -196769.809392 nChanged 3 SP:Iteration 22Q (274.085147 sec): 3 clusters Score: Raw -200855.232327 + Penalty 4083.384925 = -196771.847402 nChanged 0 SP:Iteration 23F (274.122337 sec): 3 clusters Score: Raw -200855.232327 + Penalty 4083.384925 = -196771.847402 nChanged 0 Trying to split cluster 8 (1540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (274.155976 sec): 2 clusters Score: Raw -123215.221552 + Penalty 1937.637952 = -121277.583601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (274.184964 sec): 3 clusters Score: Raw -122744.593665 + Penalty 3875.275903 = -118869.317762 nChanged 460 SP:Iteration 1F (274.213538 sec): 3 clusters Score: Raw -123206.189427 + Penalty 3875.275903 = -119330.913524 nChanged 124 SP:Iteration 2F (274.241361 sec): 3 clusters Score: Raw -123346.858495 + Penalty 3875.275903 = -119471.582592 nChanged 59 SP:Iteration 3Q (274.270471 sec): 3 clusters Score: Raw -123411.978947 + Penalty 3875.275903 = -119536.703044 nChanged 41 SP:Iteration 4Q (274.299433 sec): 3 clusters Score: Raw -123454.214414 + Penalty 3875.275903 = -119578.938511 nChanged 27 SP:Iteration 5Q (274.328395 sec): 3 clusters Score: Raw -123482.355577 + Penalty 3875.275903 = -119607.079674 nChanged 21 SP:Iteration 6Q (274.357208 sec): 3 clusters Score: Raw -123502.232044 + Penalty 3875.275903 = -119626.956141 nChanged 14 SP:Iteration 7Q (274.386112 sec): 3 clusters Score: Raw -123514.054480 + Penalty 3875.275903 = -119638.778577 nChanged 4 SP:Iteration 8Q (274.415037 sec): 3 clusters Score: Raw -123516.356223 + Penalty 3875.275903 = -119641.080320 nChanged 7 SP:Iteration 9Q (274.443670 sec): 3 clusters Score: Raw -123523.051570 + Penalty 3875.275903 = -119647.775667 nChanged 8 SP:Iteration 10Q (274.471939 sec): 3 clusters Score: Raw -123531.676679 + Penalty 3875.275903 = -119656.400776 nChanged 7 SP:Iteration 11Q (274.589847 sec): 3 clusters Score: Raw -123541.676895 + Penalty 3875.275903 = -119666.400992 nChanged 11 SP:Iteration 12Q (274.715919 sec): 3 clusters Score: Raw -123553.482546 + Penalty 3875.275903 = -119678.206643 nChanged 2 SP:Iteration 13Q (274.745070 sec): 3 clusters Score: Raw -123557.761101 + Penalty 3875.275903 = -119682.485197 nChanged 4 SP:Iteration 14Q (274.773818 sec): 3 clusters Score: Raw -123562.697315 + Penalty 3875.275903 = -119687.421412 nChanged 5 SP:Iteration 15Q (274.804664 sec): 3 clusters Score: Raw -123567.427741 + Penalty 3875.275903 = -119692.151838 nChanged 4 SP:Iteration 16Q (274.835938 sec): 3 clusters Score: Raw -123569.398129 + Penalty 3875.275903 = -119694.122226 nChanged 2 SP:Iteration 17Q (274.867229 sec): 3 clusters Score: Raw -123572.188418 + Penalty 3875.275903 = -119696.912515 nChanged 5 SP:Iteration 18Q (274.898394 sec): 3 clusters Score: Raw -123577.620397 + Penalty 3875.275903 = -119702.344494 nChanged 2 SP:Iteration 19Q (274.929835 sec): 3 clusters Score: Raw -123581.271777 + Penalty 3875.275903 = -119705.995874 nChanged 1 SP:Iteration 20F (274.960827 sec): 3 clusters Score: Raw -123581.656104 + Penalty 3875.275903 = -119706.380201 nChanged 1 SP:Iteration 21Q (274.991045 sec): 3 clusters Score: Raw -123582.250541 + Penalty 3875.275903 = -119706.974637 nChanged 0 SP:Iteration 22F (275.019106 sec): 3 clusters Score: Raw -123582.250541 + Penalty 3875.275903 = -119706.974637 nChanged 0 Iteration 59Q (275.211538 sec): 8 clusters Score: Raw -1308335.005515 + Penalty 17852.765927 = -1290482.239588 nChanged 16 Iteration 60F (275.447765 sec): 8 clusters Score: Raw -1308341.769427 + Penalty 17852.765927 = -1290489.003500 nChanged 13 Iteration 61Q (275.619443 sec): 8 clusters Score: Raw -1308347.519080 + Penalty 17852.765927 = -1290494.753153 nChanged 15 Iteration 62Q (275.807284 sec): 8 clusters Score: Raw -1308354.512344 + Penalty 17852.765927 = -1290501.746417 nChanged 17 Iteration 63Q (275.964104 sec): 8 clusters Score: Raw -1308359.978457 + Penalty 17852.765927 = -1290507.212530 nChanged 11 Iteration 64Q (276.154454 sec): 8 clusters Score: Raw -1308364.202446 + Penalty 17852.765927 = -1290511.436519 nChanged 8 Iteration 65Q (276.332111 sec): 8 clusters Score: Raw -1308366.829045 + Penalty 17852.765927 = -1290514.063118 nChanged 6 Iteration 66Q (276.486176 sec): 8 clusters Score: Raw -1308368.968146 + Penalty 17852.765927 = -1290516.202219 nChanged 3 Iteration 67Q (277.002984 sec): 8 clusters Score: Raw -1308370.514129 + Penalty 17852.765927 = -1290517.748202 nChanged 4 Iteration 68Q (277.298295 sec): 8 clusters Score: Raw -1308372.094775 + Penalty 17852.765927 = -1290519.328848 nChanged 3 Iteration 69Q (277.488576 sec): 8 clusters Score: Raw -1308374.010586 + Penalty 17852.765927 = -1290521.244659 nChanged 5 Iteration 70Q (277.678766 sec): 8 clusters Score: Raw -1308375.925726 + Penalty 17852.765927 = -1290523.159799 nChanged 2 Iteration 71Q (277.837703 sec): 8 clusters Score: Raw -1308376.605159 + Penalty 17852.765927 = -1290523.839232 nChanged 2 Iteration 72Q (278.016532 sec): 8 clusters Score: Raw -1308377.045385 + Penalty 17852.765927 = -1290524.279458 nChanged 0 Iteration 73F (278.263971 sec): 8 clusters Score: Raw -1308377.045385 + Penalty 17852.765927 = -1290524.279458 nChanged 0 Compute initial score before splitting: Score: Raw -1308377.045385 + Penalty 17852.765927 = -1290524.279458 Trying to split cluster 1 (2276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (278.300846 sec): 2 clusters Score: Raw -189472.902928 + Penalty 2040.766146 = -187432.136782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (278.338229 sec): 3 clusters Score: Raw -188608.097639 + Penalty 4081.532292 = -184526.565347 nChanged 738 SP:Iteration 1F (278.381078 sec): 3 clusters Score: Raw -189208.325401 + Penalty 4081.532292 = -185126.793109 nChanged 214 SP:Iteration 2F (278.546270 sec): 3 clusters Score: Raw -189457.166729 + Penalty 4081.532292 = -185375.634437 nChanged 135 SP:Iteration 3F (278.572724 sec): 3 clusters Score: Raw -189616.402907 + Penalty 4081.532292 = -185534.870615 nChanged 94 SP:Iteration 4Q (278.609832 sec): 3 clusters Score: Raw -189715.829229 + Penalty 4081.532292 = -185634.296937 nChanged 76 SP:Iteration 5Q (278.646898 sec): 3 clusters Score: Raw -189797.316806 + Penalty 4081.532292 = -185715.784514 nChanged 66 SP:Iteration 6Q (278.684747 sec): 3 clusters Score: Raw -189868.427851 + Penalty 4081.532292 = -185786.895559 nChanged 56 SP:Iteration 7Q (278.722436 sec): 3 clusters Score: Raw -189919.519417 + Penalty 4081.532292 = -185837.987125 nChanged 40 SP:Iteration 8Q (278.761557 sec): 3 clusters Score: Raw -189957.518524 + Penalty 4081.532292 = -185875.986232 nChanged 37 SP:Iteration 9Q (278.800552 sec): 3 clusters Score: Raw -189987.215351 + Penalty 4081.532292 = -185905.683059 nChanged 21 SP:Iteration 10Q (278.840277 sec): 3 clusters Score: Raw -190000.961881 + Penalty 4081.532292 = -185919.429589 nChanged 12 SP:Iteration 11Q (278.878329 sec): 3 clusters Score: Raw -190008.152674 + Penalty 4081.532292 = -185926.620382 nChanged 12 SP:Iteration 12Q (278.915125 sec): 3 clusters Score: Raw -190016.485676 + Penalty 4081.532292 = -185934.953384 nChanged 18 SP:Iteration 13Q (278.952181 sec): 3 clusters Score: Raw -190028.014910 + Penalty 4081.532292 = -185946.482618 nChanged 10 SP:Iteration 14Q (278.988986 sec): 3 clusters Score: Raw -190033.748413 + Penalty 4081.532292 = -185952.216121 nChanged 4 SP:Iteration 15Q (279.025724 sec): 3 clusters Score: Raw -190037.124384 + Penalty 4081.532292 = -185955.592092 nChanged 4 SP:Iteration 16Q (279.062688 sec): 3 clusters Score: Raw -190038.521136 + Penalty 4081.532292 = -185956.988844 nChanged 3 SP:Iteration 17Q (279.099470 sec): 3 clusters Score: Raw -190040.879788 + Penalty 4081.532292 = -185959.347496 nChanged 3 SP:Iteration 18Q (279.136207 sec): 3 clusters Score: Raw -190043.586520 + Penalty 4081.532292 = -185962.054228 nChanged 4 SP:Iteration 19Q (279.173012 sec): 3 clusters Score: Raw -190046.369243 + Penalty 4081.532292 = -185964.836951 nChanged 1 SP:Iteration 20F (279.209487 sec): 3 clusters Score: Raw -190046.818232 + Penalty 4081.532292 = -185965.285941 nChanged 0 Trying to split cluster 2 (2307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (279.245296 sec): 2 clusters Score: Raw -207738.693182 + Penalty 2044.337660 = -205694.355521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (279.283473 sec): 3 clusters Score: Raw -206852.313479 + Penalty 4088.675320 = -202763.638159 nChanged 744 SP:Iteration 1F (279.321301 sec): 3 clusters Score: Raw -207445.292606 + Penalty 4088.675320 = -203356.617286 nChanged 196 SP:Iteration 2F (279.358763 sec): 3 clusters Score: Raw -207654.830946 + Penalty 4088.675320 = -203566.155626 nChanged 127 SP:Iteration 3F (279.398167 sec): 3 clusters Score: Raw -207794.428715 + Penalty 4088.675320 = -203705.753394 nChanged 90 SP:Iteration 4Q (279.440097 sec): 3 clusters Score: Raw -207904.179658 + Penalty 4088.675320 = -203815.504337 nChanged 87 SP:Iteration 5Q (279.480083 sec): 3 clusters Score: Raw -207994.730997 + Penalty 4088.675320 = -203906.055677 nChanged 81 SP:Iteration 6Q (279.519670 sec): 3 clusters Score: Raw -208100.309067 + Penalty 4088.675320 = -204011.633746 nChanged 81 SP:Iteration 7Q (279.559136 sec): 3 clusters Score: Raw -208198.183226 + Penalty 4088.675320 = -204109.507906 nChanged 77 SP:Iteration 8Q (279.597760 sec): 3 clusters Score: Raw -208287.579603 + Penalty 4088.675320 = -204198.904283 nChanged 77 SP:Iteration 9Q (279.634816 sec): 3 clusters Score: Raw -208378.206261 + Penalty 4088.675320 = -204289.530940 nChanged 82 SP:Iteration 10Q (279.671664 sec): 3 clusters Score: Raw -208483.904723 + Penalty 4088.675320 = -204395.229403 nChanged 73 SP:Iteration 11Q (279.799491 sec): 3 clusters Score: Raw -208572.302599 + Penalty 4088.675320 = -204483.627278 nChanged 53 SP:Iteration 12Q (279.916257 sec): 3 clusters Score: Raw -208626.241734 + Penalty 4088.675320 = -204537.566413 nChanged 39 SP:Iteration 13Q (280.033213 sec): 3 clusters Score: Raw -208670.053293 + Penalty 4088.675320 = -204581.377973 nChanged 26 SP:Iteration 14Q (280.150423 sec): 3 clusters Score: Raw -208692.350435 + Penalty 4088.675320 = -204603.675114 nChanged 15 SP:Iteration 15Q (280.241725 sec): 3 clusters Score: Raw -208707.520566 + Penalty 4088.675320 = -204618.845245 nChanged 11 SP:Iteration 16Q (280.358559 sec): 3 clusters Score: Raw -208717.093428 + Penalty 4088.675320 = -204628.418108 nChanged 14 SP:Iteration 17Q (280.475263 sec): 3 clusters Score: Raw -208731.297048 + Penalty 4088.675320 = -204642.621727 nChanged 17 SP:Iteration 18Q (280.590878 sec): 3 clusters Score: Raw -208742.816444 + Penalty 4088.675320 = -204654.141124 nChanged 9 SP:Iteration 19Q (280.707460 sec): 3 clusters Score: Raw -208749.224735 + Penalty 4088.675320 = -204660.549414 nChanged 5 SP:Iteration 20F (280.801904 sec): 3 clusters Score: Raw -208751.252539 + Penalty 4088.675320 = -204662.577219 nChanged 4 SP:Iteration 21Q (280.918716 sec): 3 clusters Score: Raw -208753.638638 + Penalty 4088.675320 = -204664.963318 nChanged 0 SP:Iteration 22F (280.955716 sec): 3 clusters Score: Raw -208753.638638 + Penalty 4088.675320 = -204664.963318 nChanged 0 Trying to split cluster 3 (1565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (280.989641 sec): 2 clusters Score: Raw -123355.003688 + Penalty 1941.889251 = -121413.114437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (281.023526 sec): 3 clusters Score: Raw -122831.749765 + Penalty 3883.778502 = -118947.971263 nChanged 448 SP:Iteration 1F (281.056450 sec): 3 clusters Score: Raw -123282.605482 + Penalty 3883.778502 = -119398.826979 nChanged 143 SP:Iteration 2F (281.088651 sec): 3 clusters Score: Raw -123436.011901 + Penalty 3883.778502 = -119552.233398 nChanged 66 SP:Iteration 3Q (281.118149 sec): 3 clusters Score: Raw -123513.492550 + Penalty 3883.778502 = -119629.714048 nChanged 55 SP:Iteration 4Q (281.147783 sec): 3 clusters Score: Raw -123577.167793 + Penalty 3883.778502 = -119693.389291 nChanged 50 SP:Iteration 5Q (281.177351 sec): 3 clusters Score: Raw -123647.500284 + Penalty 3883.778502 = -119763.721782 nChanged 26 SP:Iteration 6Q (281.206714 sec): 3 clusters Score: Raw -123683.664714 + Penalty 3883.778502 = -119799.886212 nChanged 23 SP:Iteration 7Q (281.236086 sec): 3 clusters Score: Raw -123705.044958 + Penalty 3883.778502 = -119821.266456 nChanged 16 SP:Iteration 8Q (281.265273 sec): 3 clusters Score: Raw -123726.442843 + Penalty 3883.778502 = -119842.664341 nChanged 21 SP:Iteration 9Q (281.294092 sec): 3 clusters Score: Raw -123747.867138 + Penalty 3883.778502 = -119864.088635 nChanged 14 SP:Iteration 10Q (281.322713 sec): 3 clusters Score: Raw -123761.565559 + Penalty 3883.778502 = -119877.787056 nChanged 13 SP:Iteration 11Q (281.351659 sec): 3 clusters Score: Raw -123777.590736 + Penalty 3883.778502 = -119893.812233 nChanged 16 SP:Iteration 12Q (281.380458 sec): 3 clusters Score: Raw -123794.382367 + Penalty 3883.778502 = -119910.603864 nChanged 14 SP:Iteration 13Q (281.409170 sec): 3 clusters Score: Raw -123811.477815 + Penalty 3883.778502 = -119927.699313 nChanged 14 SP:Iteration 14Q (281.437719 sec): 3 clusters Score: Raw -123825.465784 + Penalty 3883.778502 = -119941.687282 nChanged 15 SP:Iteration 15Q (281.466461 sec): 3 clusters Score: Raw -123845.029370 + Penalty 3883.778502 = -119961.250867 nChanged 20 SP:Iteration 16Q (281.495062 sec): 3 clusters Score: Raw -123870.754320 + Penalty 3883.778502 = -119986.975818 nChanged 23 SP:Iteration 17Q (281.523593 sec): 3 clusters Score: Raw -123895.504349 + Penalty 3883.778502 = -120011.725847 nChanged 17 SP:Iteration 18Q (281.671403 sec): 3 clusters Score: Raw -123913.905324 + Penalty 3883.778502 = -120030.126822 nChanged 16 SP:Iteration 19Q (281.715828 sec): 3 clusters Score: Raw -123931.718081 + Penalty 3883.778502 = -120047.939578 nChanged 22 SP:Iteration 20F (281.745612 sec): 3 clusters Score: Raw -123960.426125 + Penalty 3883.778502 = -120076.647623 nChanged 20 SP:Iteration 21Q (281.774984 sec): 3 clusters Score: Raw -123985.130259 + Penalty 3883.778502 = -120101.351757 nChanged 19 SP:Iteration 22Q (281.803570 sec): 3 clusters Score: Raw -124012.099762 + Penalty 3883.778502 = -120128.321259 nChanged 24 SP:Iteration 23Q (281.832214 sec): 3 clusters Score: Raw -124036.226232 + Penalty 3883.778502 = -120152.447730 nChanged 25 SP:Iteration 24Q (281.860816 sec): 3 clusters Score: Raw -124063.979379 + Penalty 3883.778502 = -120180.200877 nChanged 19 SP:Iteration 25Q (281.889269 sec): 3 clusters Score: Raw -124085.445399 + Penalty 3883.778502 = -120201.666897 nChanged 15 SP:Iteration 26Q (281.917830 sec): 3 clusters Score: Raw -124101.773303 + Penalty 3883.778502 = -120217.994801 nChanged 14 SP:Iteration 27Q (281.946268 sec): 3 clusters Score: Raw -124119.039438 + Penalty 3883.778502 = -120235.260936 nChanged 17 SP:Iteration 28Q (281.975979 sec): 3 clusters Score: Raw -124137.462704 + Penalty 3883.778502 = -120253.684201 nChanged 14 SP:Iteration 29Q (282.004487 sec): 3 clusters Score: Raw -124152.175616 + Penalty 3883.778502 = -120268.397114 nChanged 11 SP:Iteration 30Q (282.032978 sec): 3 clusters Score: Raw -124162.565498 + Penalty 3883.778502 = -120278.786995 nChanged 10 SP:Iteration 31Q (282.061289 sec): 3 clusters Score: Raw -124173.241711 + Penalty 3883.778502 = -120289.463209 nChanged 6 SP:Iteration 32Q (282.089581 sec): 3 clusters Score: Raw -124177.889112 + Penalty 3883.778502 = -120294.110609 nChanged 6 SP:Iteration 33Q (282.118110 sec): 3 clusters Score: Raw -124181.365995 + Penalty 3883.778502 = -120297.587493 nChanged 7 SP:Iteration 34Q (282.146433 sec): 3 clusters Score: Raw -124191.178665 + Penalty 3883.778502 = -120307.400162 nChanged 4 SP:Iteration 35Q (282.175000 sec): 3 clusters Score: Raw -124198.111138 + Penalty 3883.778502 = -120314.332635 nChanged 7 SP:Iteration 36Q (282.203370 sec): 3 clusters Score: Raw -124205.031489 + Penalty 3883.778502 = -120321.252987 nChanged 8 SP:Iteration 37Q (282.231729 sec): 3 clusters Score: Raw -124212.783584 + Penalty 3883.778502 = -120329.005082 nChanged 3 SP:Iteration 38Q (282.261390 sec): 3 clusters Score: Raw -124218.006397 + Penalty 3883.778502 = -120334.227895 nChanged 6 SP:Iteration 39Q (282.289980 sec): 3 clusters Score: Raw -124224.986157 + Penalty 3883.778502 = -120341.207655 nChanged 3 SP:Iteration 40F (282.318638 sec): 3 clusters Score: Raw -124227.770645 + Penalty 3883.778502 = -120343.992143 nChanged 5 SP:Iteration 41Q (282.346824 sec): 3 clusters Score: Raw -124234.126472 + Penalty 3883.778502 = -120350.347970 nChanged 6 SP:Iteration 42Q (282.390941 sec): 3 clusters Score: Raw -124240.667525 + Penalty 3883.778502 = -120356.889022 nChanged 6 SP:Iteration 43Q (282.419462 sec): 3 clusters Score: Raw -124246.552870 + Penalty 3883.778502 = -120362.774368 nChanged 4 SP:Iteration 44Q (282.447678 sec): 3 clusters Score: Raw -124251.004389 + Penalty 3883.778502 = -120367.225887 nChanged 5 SP:Iteration 45Q (282.475971 sec): 3 clusters Score: Raw -124258.640203 + Penalty 3883.778502 = -120374.861701 nChanged 7 SP:Iteration 46Q (282.504130 sec): 3 clusters Score: Raw -124268.530020 + Penalty 3883.778502 = -120384.751517 nChanged 6 SP:Iteration 47Q (282.532405 sec): 3 clusters Score: Raw -124281.106453 + Penalty 3883.778502 = -120397.327950 nChanged 8 SP:Iteration 48Q (282.560780 sec): 3 clusters Score: Raw -124288.114717 + Penalty 3883.778502 = -120404.336215 nChanged 7 SP:Iteration 49Q (282.589005 sec): 3 clusters Score: Raw -124295.143381 + Penalty 3883.778502 = -120411.364878 nChanged 2 SP:Iteration 50Q (282.706579 sec): 3 clusters Score: Raw -124296.143783 + Penalty 3883.778502 = -120412.365280 nChanged 1 SP:Iteration 51Q (282.819615 sec): 3 clusters Score: Raw -124296.567799 + Penalty 3883.778502 = -120412.789297 nChanged 0 SP:Iteration 52F (282.941942 sec): 3 clusters Score: Raw -124296.567799 + Penalty 3883.778502 = -120412.789297 nChanged 0 Trying to split cluster 5 (1220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (282.955342 sec): 2 clusters Score: Raw -82405.155088 + Penalty 1876.144020 = -80529.011068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (282.980278 sec): 3 clusters Score: Raw -82105.118166 + Penalty 3752.288041 = -78352.830125 nChanged 328 SP:Iteration 1F (283.004176 sec): 3 clusters Score: Raw -82471.310887 + Penalty 3752.288041 = -78719.022846 nChanged 88 SP:Iteration 2F (283.112699 sec): 3 clusters Score: Raw -82627.548167 + Penalty 3752.288041 = -78875.260126 nChanged 52 SP:Iteration 3Q (283.228811 sec): 3 clusters Score: Raw -82726.060161 + Penalty 3752.288041 = -78973.772120 nChanged 43 SP:Iteration 4Q (283.343372 sec): 3 clusters Score: Raw -82791.382676 + Penalty 3752.288041 = -79039.094635 nChanged 26 SP:Iteration 5Q (283.433582 sec): 3 clusters Score: Raw -82837.342332 + Penalty 3752.288041 = -79085.054291 nChanged 25 SP:Iteration 6Q (283.543008 sec): 3 clusters Score: Raw -82884.592254 + Penalty 3752.288041 = -79132.304214 nChanged 30 SP:Iteration 7Q (283.649949 sec): 3 clusters Score: Raw -82929.257127 + Penalty 3752.288041 = -79176.969086 nChanged 28 SP:Iteration 8Q (283.740171 sec): 3 clusters Score: Raw -82956.453338 + Penalty 3752.288041 = -79204.165297 nChanged 21 SP:Iteration 9Q (283.879854 sec): 3 clusters Score: Raw -82985.348327 + Penalty 3752.288041 = -79233.060286 nChanged 13 SP:Iteration 10Q (283.961028 sec): 3 clusters Score: Raw -83006.415645 + Penalty 3752.288041 = -79254.127605 nChanged 11 SP:Iteration 11Q (284.077784 sec): 3 clusters Score: Raw -83020.848286 + Penalty 3752.288041 = -79268.560245 nChanged 8 SP:Iteration 12Q (284.191280 sec): 3 clusters Score: Raw -83034.550724 + Penalty 3752.288041 = -79282.262683 nChanged 12 SP:Iteration 13Q (284.247589 sec): 3 clusters Score: Raw -83057.339044 + Penalty 3752.288041 = -79305.051003 nChanged 15 SP:Iteration 14Q (284.271497 sec): 3 clusters Score: Raw -83074.155172 + Penalty 3752.288041 = -79321.867131 nChanged 8 SP:Iteration 15Q (284.295561 sec): 3 clusters Score: Raw -83081.246971 + Penalty 3752.288041 = -79328.958930 nChanged 3 SP:Iteration 16Q (284.319375 sec): 3 clusters Score: Raw -83084.724585 + Penalty 3752.288041 = -79332.436544 nChanged 3 SP:Iteration 17Q (284.343140 sec): 3 clusters Score: Raw -83088.133671 + Penalty 3752.288041 = -79335.845630 nChanged 5 SP:Iteration 18Q (284.367087 sec): 3 clusters Score: Raw -83097.286903 + Penalty 3752.288041 = -79344.998863 nChanged 6 SP:Iteration 19Q (284.390935 sec): 3 clusters Score: Raw -83105.269113 + Penalty 3752.288041 = -79352.981072 nChanged 6 SP:Iteration 20F (284.414647 sec): 3 clusters Score: Raw -83113.400849 + Penalty 3752.288041 = -79361.112808 nChanged 6 SP:Iteration 21Q (284.438486 sec): 3 clusters Score: Raw -83119.873809 + Penalty 3752.288041 = -79367.585768 nChanged 0 SP:Iteration 22F (284.462304 sec): 3 clusters Score: Raw -83119.873809 + Penalty 3752.288041 = -79367.585768 nChanged 0 Trying to split cluster 6 (4502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (284.507181 sec): 2 clusters Score: Raw -412544.459060 + Penalty 2220.841134 = -410323.617926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (284.655545 sec): 3 clusters Score: Raw -410392.261935 + Penalty 4441.682267 = -405950.579668 nChanged 1717 SP:Iteration 1F (284.725059 sec): 3 clusters Score: Raw -411487.943948 + Penalty 4441.682267 = -407046.261681 nChanged 381 SP:Iteration 2F (284.890447 sec): 3 clusters Score: Raw -411772.811753 + Penalty 4441.682267 = -407331.129486 nChanged 269 SP:Iteration 3F (285.010092 sec): 3 clusters Score: Raw -411966.670464 + Penalty 4441.682267 = -407524.988196 nChanged 207 SP:Iteration 4Q (285.035321 sec): 3 clusters Score: Raw -412123.997454 + Penalty 4441.682267 = -407682.315186 nChanged 194 SP:Iteration 5Q (285.088890 sec): 3 clusters Score: Raw -412272.472872 + Penalty 4441.682267 = -407830.790605 nChanged 180 SP:Iteration 6Q (285.150196 sec): 3 clusters Score: Raw -412409.398711 + Penalty 4441.682267 = -407967.716444 nChanged 158 SP:Iteration 7Q (285.210996 sec): 3 clusters Score: Raw -412533.547254 + Penalty 4441.682267 = -408091.864986 nChanged 169 SP:Iteration 8Q (285.270253 sec): 3 clusters Score: Raw -412660.158911 + Penalty 4441.682267 = -408218.476644 nChanged 158 SP:Iteration 9Q (285.317480 sec): 3 clusters Score: Raw -412781.513558 + Penalty 4441.682267 = -408339.831290 nChanged 146 SP:Iteration 10Q (285.364650 sec): 3 clusters Score: Raw -412903.229822 + Penalty 4441.682267 = -408461.547555 nChanged 150 SP:Iteration 11Q (285.411621 sec): 3 clusters Score: Raw -413011.892786 + Penalty 4441.682267 = -408570.210519 nChanged 122 SP:Iteration 12Q (285.465969 sec): 3 clusters Score: Raw -413099.321002 + Penalty 4441.682267 = -408657.638735 nChanged 108 SP:Iteration 13Q (285.520265 sec): 3 clusters Score: Raw -413170.026592 + Penalty 4441.682267 = -408728.344325 nChanged 88 SP:Iteration 14Q (285.574198 sec): 3 clusters Score: Raw -413223.682929 + Penalty 4441.682267 = -408782.000661 nChanged 64 SP:Iteration 15Q (285.627129 sec): 3 clusters Score: Raw -413253.225988 + Penalty 4441.682267 = -408811.543721 nChanged 44 SP:Iteration 16Q (285.677624 sec): 3 clusters Score: Raw -413272.038748 + Penalty 4441.682267 = -408830.356481 nChanged 35 SP:Iteration 17Q (285.727974 sec): 3 clusters Score: Raw -413287.495083 + Penalty 4441.682267 = -408845.812815 nChanged 35 SP:Iteration 18Q (285.847274 sec): 3 clusters Score: Raw -413304.027468 + Penalty 4441.682267 = -408862.345201 nChanged 34 SP:Iteration 19Q (285.899792 sec): 3 clusters Score: Raw -413320.221541 + Penalty 4441.682267 = -408878.539274 nChanged 29 SP:Iteration 20F (285.950816 sec): 3 clusters Score: Raw -413334.233894 + Penalty 4441.682267 = -408892.551626 nChanged 24 SP:Iteration 21Q (286.001629 sec): 3 clusters Score: Raw -413346.438943 + Penalty 4441.682267 = -408904.756676 nChanged 28 SP:Iteration 22Q (286.052338 sec): 3 clusters Score: Raw -413357.726427 + Penalty 4441.682267 = -408916.044160 nChanged 21 SP:Iteration 23Q (286.104900 sec): 3 clusters Score: Raw -413367.794271 + Penalty 4441.682267 = -408926.112004 nChanged 17 SP:Iteration 24Q (286.157229 sec): 3 clusters Score: Raw -413375.131630 + Penalty 4441.682267 = -408933.449363 nChanged 20 SP:Iteration 25Q (286.280674 sec): 3 clusters Score: Raw -413382.537718 + Penalty 4441.682267 = -408940.855450 nChanged 16 SP:Iteration 26Q (286.332287 sec): 3 clusters Score: Raw -413388.471684 + Penalty 4441.682267 = -408946.789417 nChanged 17 SP:Iteration 27Q (286.384116 sec): 3 clusters Score: Raw -413393.376988 + Penalty 4441.682267 = -408951.694721 nChanged 5 SP:Iteration 28Q (286.433212 sec): 3 clusters Score: Raw -413394.130820 + Penalty 4441.682267 = -408952.448552 nChanged 2 SP:Iteration 29Q (286.483128 sec): 3 clusters Score: Raw -413394.413187 + Penalty 4441.682267 = -408952.730919 nChanged 1 SP:Iteration 30Q (286.532430 sec): 3 clusters Score: Raw -413394.676512 + Penalty 4441.682267 = -408952.994245 nChanged 0 SP:Iteration 31F (286.585995 sec): 3 clusters Score: Raw -413394.676512 + Penalty 4441.682267 = -408952.994245 nChanged 0 Trying to split cluster 7 (2281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (286.629142 sec): 2 clusters Score: Raw -199242.563287 + Penalty 2041.345475 = -197201.217813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (286.791579 sec): 3 clusters Score: Raw -198423.876183 + Penalty 4082.690949 = -194341.185234 nChanged 750 SP:Iteration 1F (286.890618 sec): 3 clusters Score: Raw -199006.485773 + Penalty 4082.690949 = -194923.794823 nChanged 172 SP:Iteration 2F (286.920847 sec): 3 clusters Score: Raw -199164.999553 + Penalty 4082.690949 = -195082.308604 nChanged 110 SP:Iteration 3Q (286.960736 sec): 3 clusters Score: Raw -199278.989306 + Penalty 4082.690949 = -195196.298357 nChanged 76 SP:Iteration 4Q (287.001860 sec): 3 clusters Score: Raw -199361.412412 + Penalty 4082.690949 = -195278.721462 nChanged 72 SP:Iteration 5Q (287.040355 sec): 3 clusters Score: Raw -199448.394737 + Penalty 4082.690949 = -195365.703788 nChanged 70 SP:Iteration 6Q (287.078563 sec): 3 clusters Score: Raw -199526.576800 + Penalty 4082.690949 = -195443.885850 nChanged 86 SP:Iteration 7Q (287.117033 sec): 3 clusters Score: Raw -199660.301374 + Penalty 4082.690949 = -195577.610425 nChanged 105 SP:Iteration 8Q (287.154951 sec): 3 clusters Score: Raw -199829.715652 + Penalty 4082.690949 = -195747.024703 nChanged 115 SP:Iteration 9F (287.191975 sec): 3 clusters Score: Raw -200017.709627 + Penalty 4082.690949 = -195935.018678 nChanged 99 SP:Iteration 10Q (287.230574 sec): 3 clusters Score: Raw -200167.896813 + Penalty 4082.690949 = -196085.205864 nChanged 85 SP:Iteration 11Q (287.269184 sec): 3 clusters Score: Raw -200293.183079 + Penalty 4082.690949 = -196210.492130 nChanged 65 SP:Iteration 12Q (287.307850 sec): 3 clusters Score: Raw -200384.929349 + Penalty 4082.690949 = -196302.238400 nChanged 60 SP:Iteration 13Q (287.346038 sec): 3 clusters Score: Raw -200439.469808 + Penalty 4082.690949 = -196356.778859 nChanged 41 SP:Iteration 14Q (287.382772 sec): 3 clusters Score: Raw -200487.754796 + Penalty 4082.690949 = -196405.063847 nChanged 43 SP:Iteration 15Q (287.419370 sec): 3 clusters Score: Raw -200530.807101 + Penalty 4082.690949 = -196448.116152 nChanged 36 SP:Iteration 16Q (287.456008 sec): 3 clusters Score: Raw -200563.556365 + Penalty 4082.690949 = -196480.865415 nChanged 24 SP:Iteration 17Q (287.492738 sec): 3 clusters Score: Raw -200582.311451 + Penalty 4082.690949 = -196499.620502 nChanged 13 SP:Iteration 18Q (287.529381 sec): 3 clusters Score: Raw -200591.486096 + Penalty 4082.690949 = -196508.795147 nChanged 10 SP:Iteration 19Q (287.565699 sec): 3 clusters Score: Raw -200596.684444 + Penalty 4082.690949 = -196513.993494 nChanged 6 SP:Iteration 20F (287.602550 sec): 3 clusters Score: Raw -200601.562969 + Penalty 4082.690949 = -196518.872020 nChanged 8 SP:Iteration 21Q (287.638870 sec): 3 clusters Score: Raw -200607.546377 + Penalty 4082.690949 = -196524.855428 nChanged 8 SP:Iteration 22Q (287.675321 sec): 3 clusters Score: Raw -200616.163342 + Penalty 4082.690949 = -196533.472393 nChanged 9 SP:Iteration 23Q (287.711878 sec): 3 clusters Score: Raw -200624.650828 + Penalty 4082.690949 = -196541.959878 nChanged 4 SP:Iteration 24Q (287.749264 sec): 3 clusters Score: Raw -200625.779327 + Penalty 4082.690949 = -196543.088377 nChanged 1 SP:Iteration 25Q (287.786703 sec): 3 clusters Score: Raw -200626.196306 + Penalty 4082.690949 = -196543.505357 nChanged 2 SP:Iteration 26Q (287.823871 sec): 3 clusters Score: Raw -200627.081473 + Penalty 4082.690949 = -196544.390524 nChanged 0 SP:Iteration 27F (287.861663 sec): 3 clusters Score: Raw -200627.081473 + Penalty 4082.690949 = -196544.390524 nChanged 0 Trying to split cluster 8 (1534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (287.920821 sec): 2 clusters Score: Raw -122753.003817 + Penalty 1936.607371 = -120816.396446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (287.949817 sec): 3 clusters Score: Raw -122240.194559 + Penalty 3873.214742 = -118366.979817 nChanged 443 SP:Iteration 1F (287.977811 sec): 3 clusters Score: Raw -122676.475128 + Penalty 3873.214742 = -118803.260386 nChanged 143 SP:Iteration 2F (288.094242 sec): 3 clusters Score: Raw -122832.295337 + Penalty 3873.214742 = -118959.080595 nChanged 72 SP:Iteration 3Q (288.212640 sec): 3 clusters Score: Raw -122909.110621 + Penalty 3873.214742 = -119035.895878 nChanged 54 SP:Iteration 4Q (288.322425 sec): 3 clusters Score: Raw -122962.178960 + Penalty 3873.214742 = -119088.964218 nChanged 35 SP:Iteration 5Q (288.351057 sec): 3 clusters Score: Raw -122995.299487 + Penalty 3873.214742 = -119122.084745 nChanged 22 SP:Iteration 6Q (288.379381 sec): 3 clusters Score: Raw -123011.651379 + Penalty 3873.214742 = -119138.436636 nChanged 13 SP:Iteration 7Q (288.407696 sec): 3 clusters Score: Raw -123020.775425 + Penalty 3873.214742 = -119147.560683 nChanged 5 SP:Iteration 8Q (288.435872 sec): 3 clusters Score: Raw -123023.803314 + Penalty 3873.214742 = -119150.588572 nChanged 2 SP:Iteration 9Q (288.464332 sec): 3 clusters Score: Raw -123025.919725 + Penalty 3873.214742 = -119152.704982 nChanged 2 SP:Iteration 10Q (288.492504 sec): 3 clusters Score: Raw -123027.344425 + Penalty 3873.214742 = -119154.129683 nChanged 1 SP:Iteration 11Q (288.520686 sec): 3 clusters Score: Raw -123029.151983 + Penalty 3873.214742 = -119155.937241 nChanged 3 SP:Iteration 12Q (288.549156 sec): 3 clusters Score: Raw -123032.135235 + Penalty 3873.214742 = -119158.920492 nChanged 2 SP:Iteration 13Q (288.578519 sec): 3 clusters Score: Raw -123034.820570 + Penalty 3873.214742 = -119161.605828 nChanged 2 SP:Iteration 14Q (288.606788 sec): 3 clusters Score: Raw -123037.357875 + Penalty 3873.214742 = -119164.143132 nChanged 6 SP:Iteration 15Q (288.634950 sec): 3 clusters Score: Raw -123041.162566 + Penalty 3873.214742 = -119167.947824 nChanged 1 SP:Iteration 16Q (288.663250 sec): 3 clusters Score: Raw -123041.950971 + Penalty 3873.214742 = -119168.736229 nChanged 1 SP:Iteration 17Q (288.691397 sec): 3 clusters Score: Raw -123042.845522 + Penalty 3873.214742 = -119169.630780 nChanged 1 SP:Iteration 18Q (288.719629 sec): 3 clusters Score: Raw -123043.550929 + Penalty 3873.214742 = -119170.336187 nChanged 1 SP:Iteration 19Q (288.747852 sec): 3 clusters Score: Raw -123044.388979 + Penalty 3873.214742 = -119171.174237 nChanged 1 SP:Iteration 20F (288.775763 sec): 3 clusters Score: Raw -123045.605837 + Penalty 3873.214742 = -119172.391094 nChanged 0 Time taken for this iteration:51.753410 seconds. 9->8 Clusters: Score -1290524.279458, best is -1291644.109448 Starting from 10 clusters... ------ Clustering full data set of 15687 points ------ SP: Assigned 10 initial classes randomly. Deleting Class 4 (1485 points): Lose 530.653797 but Gain 2550.395132 Iteration 0F (289.093229 sec): 9 clusters Score: Raw -1234366.738364 + Penalty 20403.161059 = -1213963.577304 nChanged 12769 Deleting Class 8 (948 points): Lose 1379.663683 but Gain 2550.395132 Iteration 1F (289.339289 sec): 8 clusters Score: Raw -1269324.371501 + Penalty 17852.765927 = -1251471.605574 nChanged 6461 Deleting Class 7 (889 points): Lose 1703.664165 but Gain 2550.395132 Iteration 2F (289.617972 sec): 7 clusters Score: Raw -1288857.064286 + Penalty 15302.370795 = -1273554.693491 nChanged 4046 Iteration 3F (289.800559 sec): 7 clusters Score: Raw -1296788.011094 + Penalty 15302.370795 = -1281485.640300 nChanged 1994 Iteration 4F (289.982411 sec): 7 clusters Score: Raw -1299909.115333 + Penalty 15302.370795 = -1284606.744539 nChanged 1257 Iteration 5F (290.171564 sec): 7 clusters Score: Raw -1301346.670550 + Penalty 15302.370795 = -1286044.299756 nChanged 833 Iteration 6F (290.387861 sec): 7 clusters Score: Raw -1302214.914971 + Penalty 15302.370795 = -1286912.544176 nChanged 642 Iteration 7Q (290.552303 sec): 7 clusters Score: Raw -1302934.113176 + Penalty 15302.370795 = -1287631.742381 nChanged 590 Iteration 8Q (290.695453 sec): 7 clusters Score: Raw -1303585.196467 + Penalty 15302.370795 = -1288282.825672 nChanged 537 Iteration 9Q (290.875776 sec): 7 clusters Score: Raw -1304139.536649 + Penalty 15302.370795 = -1288837.165854 nChanged 455 Iteration 10Q (291.102402 sec): 7 clusters Score: Raw -1304535.685931 + Penalty 15302.370795 = -1289233.315136 nChanged 326 Iteration 11Q (291.239492 sec): 7 clusters Score: Raw -1304753.129840 + Penalty 15302.370795 = -1289450.759045 nChanged 227 Iteration 12Q (291.408320 sec): 7 clusters Score: Raw -1304878.990220 + Penalty 15302.370795 = -1289576.619426 nChanged 148 Iteration 13Q (291.553661 sec): 7 clusters Score: Raw -1304952.978994 + Penalty 15302.370795 = -1289650.608199 nChanged 128 Iteration 14Q (291.749231 sec): 7 clusters Score: Raw -1305012.100682 + Penalty 15302.370795 = -1289709.729888 nChanged 99 Iteration 15Q (291.980529 sec): 7 clusters Score: Raw -1305048.085460 + Penalty 15302.370795 = -1289745.714665 nChanged 58 Iteration 16Q (292.138447 sec): 7 clusters Score: Raw -1305071.871316 + Penalty 15302.370795 = -1289769.500521 nChanged 47 Iteration 17Q (292.315884 sec): 7 clusters Score: Raw -1305089.992055 + Penalty 15302.370795 = -1289787.621260 nChanged 35 Iteration 18Q (292.483416 sec): 7 clusters Score: Raw -1305102.521027 + Penalty 15302.370795 = -1289800.150232 nChanged 27 Iteration 19Q (292.620974 sec): 7 clusters Score: Raw -1305110.777435 + Penalty 15302.370795 = -1289808.406640 nChanged 28 Writing temp clu file Because OldScore, -1289800.150232, is greater than current (better) Score,-1289808.406640 Compute initial score before splitting: Score: Raw -1305110.777435 + Penalty 15302.370795 = -1289808.406640 Trying to split cluster 1 (3177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (292.701564 sec): 2 clusters Score: Raw -255454.619182 + Penalty 2128.814855 = -253325.804327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (292.754371 sec): 3 clusters Score: Raw -254154.680621 + Penalty 4257.629711 = -249897.050910 nChanged 1150 SP:Iteration 1F (292.800113 sec): 3 clusters Score: Raw -255140.764433 + Penalty 4257.629711 = -250883.134722 nChanged 312 SP:Iteration 2F (292.840471 sec): 3 clusters Score: Raw -255492.872605 + Penalty 4257.629711 = -251235.242894 nChanged 210 SP:Iteration 3F (292.880790 sec): 3 clusters Score: Raw -255718.773566 + Penalty 4257.629711 = -251461.143855 nChanged 142 SP:Iteration 4Q (292.921774 sec): 3 clusters Score: Raw -255866.969488 + Penalty 4257.629711 = -251609.339777 nChanged 105 SP:Iteration 5Q (292.968882 sec): 3 clusters Score: Raw -255978.726895 + Penalty 4257.629711 = -251721.097184 nChanged 93 SP:Iteration 6Q (293.016492 sec): 3 clusters Score: Raw -256070.169579 + Penalty 4257.629711 = -251812.539869 nChanged 86 SP:Iteration 7Q (293.064094 sec): 3 clusters Score: Raw -256165.318998 + Penalty 4257.629711 = -251907.689287 nChanged 81 SP:Iteration 8Q (293.111737 sec): 3 clusters Score: Raw -256248.597942 + Penalty 4257.629711 = -251990.968231 nChanged 83 SP:Iteration 9Q (293.151795 sec): 3 clusters Score: Raw -256319.930507 + Penalty 4257.629711 = -252062.300796 nChanged 69 SP:Iteration 10Q (293.191985 sec): 3 clusters Score: Raw -256391.647808 + Penalty 4257.629711 = -252134.018097 nChanged 56 SP:Iteration 11Q (293.231957 sec): 3 clusters Score: Raw -256435.372589 + Penalty 4257.629711 = -252177.742878 nChanged 39 SP:Iteration 12Q (293.272112 sec): 3 clusters Score: Raw -256465.868896 + Penalty 4257.629711 = -252208.239185 nChanged 38 SP:Iteration 13Q (293.317506 sec): 3 clusters Score: Raw -256492.725516 + Penalty 4257.629711 = -252235.095805 nChanged 32 SP:Iteration 14Q (293.363020 sec): 3 clusters Score: Raw -256515.521355 + Penalty 4257.629711 = -252257.891644 nChanged 29 SP:Iteration 15Q (293.409537 sec): 3 clusters Score: Raw -256549.134833 + Penalty 4257.629711 = -252291.505122 nChanged 36 SP:Iteration 16Q (293.454939 sec): 3 clusters Score: Raw -256581.999826 + Penalty 4257.629711 = -252324.370115 nChanged 36 SP:Iteration 17Q (293.495601 sec): 3 clusters Score: Raw -256610.295349 + Penalty 4257.629711 = -252352.665639 nChanged 35 SP:Iteration 18Q (293.609912 sec): 3 clusters Score: Raw -256641.875908 + Penalty 4257.629711 = -252384.246197 nChanged 33 SP:Iteration 19Q (293.678961 sec): 3 clusters Score: Raw -256674.319601 + Penalty 4257.629711 = -252416.689890 nChanged 33 SP:Iteration 20F (293.727503 sec): 3 clusters Score: Raw -256705.035683 + Penalty 4257.629711 = -252447.405972 nChanged 33 SP:Iteration 21Q (293.772389 sec): 3 clusters Score: Raw -256735.110858 + Penalty 4257.629711 = -252477.481147 nChanged 37 SP:Iteration 22Q (293.812916 sec): 3 clusters Score: Raw -256762.646902 + Penalty 4257.629711 = -252505.017191 nChanged 23 SP:Iteration 23Q (293.853441 sec): 3 clusters Score: Raw -256781.491065 + Penalty 4257.629711 = -252523.861354 nChanged 25 SP:Iteration 24Q (293.894265 sec): 3 clusters Score: Raw -256803.648633 + Penalty 4257.629711 = -252546.018922 nChanged 26 SP:Iteration 25Q (293.936588 sec): 3 clusters Score: Raw -256817.415579 + Penalty 4257.629711 = -252559.785868 nChanged 16 SP:Iteration 26Q (293.979868 sec): 3 clusters Score: Raw -256828.415077 + Penalty 4257.629711 = -252570.785366 nChanged 14 SP:Iteration 27Q (294.022718 sec): 3 clusters Score: Raw -256837.602666 + Penalty 4257.629711 = -252579.972955 nChanged 13 SP:Iteration 28Q (294.065177 sec): 3 clusters Score: Raw -256847.280090 + Penalty 4257.629711 = -252589.650379 nChanged 15 SP:Iteration 29Q (294.107640 sec): 3 clusters Score: Raw -256857.376174 + Penalty 4257.629711 = -252599.746463 nChanged 7 SP:Iteration 30Q (294.149161 sec): 3 clusters Score: Raw -256861.444020 + Penalty 4257.629711 = -252603.814309 nChanged 5 SP:Iteration 31Q (294.190633 sec): 3 clusters Score: Raw -256863.829217 + Penalty 4257.629711 = -252606.199506 nChanged 4 SP:Iteration 32Q (294.232218 sec): 3 clusters Score: Raw -256864.979956 + Penalty 4257.629711 = -252607.350245 nChanged 4 SP:Iteration 33Q (294.274347 sec): 3 clusters Score: Raw -256866.314911 + Penalty 4257.629711 = -252608.685200 nChanged 1 SP:Iteration 34Q (294.317359 sec): 3 clusters Score: Raw -256866.726068 + Penalty 4257.629711 = -252609.096357 nChanged 1 SP:Iteration 35Q (294.360280 sec): 3 clusters Score: Raw -256866.927111 + Penalty 4257.629711 = -252609.297400 nChanged 0 SP:Iteration 36F (294.403749 sec): 3 clusters Score: Raw -256866.927111 + Penalty 4257.629711 = -252609.297400 nChanged 0 Trying to split cluster 2 (1057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (294.461728 sec): 2 clusters Score: Raw -73469.388089 + Penalty 1838.282156 = -71631.105932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (294.484655 sec): 3 clusters Score: Raw -73309.457689 + Penalty 3676.564313 = -69632.893376 nChanged 240 SP:Iteration 1F (294.506840 sec): 3 clusters Score: Raw -73618.402492 + Penalty 3676.564313 = -69941.838179 nChanged 69 SP:Iteration 2F (294.532460 sec): 3 clusters Score: Raw -73745.159897 + Penalty 3676.564313 = -70068.595585 nChanged 45 SP:Iteration 3Q (294.554596 sec): 3 clusters Score: Raw -73813.695496 + Penalty 3676.564313 = -70137.131184 nChanged 26 SP:Iteration 4Q (294.576698 sec): 3 clusters Score: Raw -73845.791829 + Penalty 3676.564313 = -70169.227517 nChanged 22 SP:Iteration 5Q (294.598705 sec): 3 clusters Score: Raw -73880.991428 + Penalty 3676.564313 = -70204.427115 nChanged 15 SP:Iteration 6Q (294.621000 sec): 3 clusters Score: Raw -73901.935972 + Penalty 3676.564313 = -70225.371660 nChanged 12 SP:Iteration 7Q (294.643232 sec): 3 clusters Score: Raw -73929.420911 + Penalty 3676.564313 = -70252.856598 nChanged 16 SP:Iteration 8Q (294.665410 sec): 3 clusters Score: Raw -73956.664321 + Penalty 3676.564313 = -70280.100009 nChanged 15 SP:Iteration 9Q (294.687635 sec): 3 clusters Score: Raw -73986.553425 + Penalty 3676.564313 = -70309.989112 nChanged 20 SP:Iteration 10Q (294.709895 sec): 3 clusters Score: Raw -74030.131640 + Penalty 3676.564313 = -70353.567328 nChanged 18 SP:Iteration 11Q (294.865578 sec): 3 clusters Score: Raw -74057.533090 + Penalty 3676.564313 = -70380.968778 nChanged 10 SP:Iteration 12Q (294.874982 sec): 3 clusters Score: Raw -74067.790791 + Penalty 3676.564313 = -70391.226478 nChanged 5 SP:Iteration 13Q (294.897257 sec): 3 clusters Score: Raw -74074.880265 + Penalty 3676.564313 = -70398.315953 nChanged 6 SP:Iteration 14Q (294.919204 sec): 3 clusters Score: Raw -74088.595432 + Penalty 3676.564313 = -70412.031119 nChanged 9 SP:Iteration 15Q (294.941130 sec): 3 clusters Score: Raw -74110.113661 + Penalty 3676.564313 = -70433.549349 nChanged 11 SP:Iteration 16Q (295.046130 sec): 3 clusters Score: Raw -74126.831630 + Penalty 3676.564313 = -70450.267317 nChanged 9 SP:Iteration 17Q (295.161889 sec): 3 clusters Score: Raw -74139.684494 + Penalty 3676.564313 = -70463.120181 nChanged 5 SP:Iteration 18Q (295.253708 sec): 3 clusters Score: Raw -74147.542138 + Penalty 3676.564313 = -70470.977825 nChanged 7 SP:Iteration 19Q (295.275637 sec): 3 clusters Score: Raw -74166.489166 + Penalty 3676.564313 = -70489.924853 nChanged 10 SP:Iteration 20F (295.297496 sec): 3 clusters Score: Raw -74188.260292 + Penalty 3676.564313 = -70511.695979 nChanged 15 SP:Iteration 21Q (295.319290 sec): 3 clusters Score: Raw -74218.289763 + Penalty 3676.564313 = -70541.725451 nChanged 12 SP:Iteration 22Q (295.341010 sec): 3 clusters Score: Raw -74233.053667 + Penalty 3676.564313 = -70556.489354 nChanged 10 SP:Iteration 23Q (295.362700 sec): 3 clusters Score: Raw -74248.405025 + Penalty 3676.564313 = -70571.840712 nChanged 7 SP:Iteration 24Q (295.384394 sec): 3 clusters Score: Raw -74257.767328 + Penalty 3676.564313 = -70581.203016 nChanged 6 SP:Iteration 25Q (295.406007 sec): 3 clusters Score: Raw -74267.368832 + Penalty 3676.564313 = -70590.804519 nChanged 7 SP:Iteration 26Q (295.427542 sec): 3 clusters Score: Raw -74282.650165 + Penalty 3676.564313 = -70606.085852 nChanged 5 SP:Iteration 27Q (295.449425 sec): 3 clusters Score: Raw -74289.351923 + Penalty 3676.564313 = -70612.787610 nChanged 5 SP:Iteration 28Q (295.471002 sec): 3 clusters Score: Raw -74299.517427 + Penalty 3676.564313 = -70622.953114 nChanged 7 SP:Iteration 29Q (295.493757 sec): 3 clusters Score: Raw -74316.580512 + Penalty 3676.564313 = -70640.016199 nChanged 5 SP:Iteration 30Q (295.515384 sec): 3 clusters Score: Raw -74323.719290 + Penalty 3676.564313 = -70647.154977 nChanged 3 SP:Iteration 31Q (295.536936 sec): 3 clusters Score: Raw -74328.898813 + Penalty 3676.564313 = -70652.334500 nChanged 4 SP:Iteration 32Q (295.558422 sec): 3 clusters Score: Raw -74332.575704 + Penalty 3676.564313 = -70656.011392 nChanged 3 SP:Iteration 33Q (295.580016 sec): 3 clusters Score: Raw -74339.705170 + Penalty 3676.564313 = -70663.140857 nChanged 4 SP:Iteration 34Q (295.601476 sec): 3 clusters Score: Raw -74352.750267 + Penalty 3676.564313 = -70676.185954 nChanged 5 SP:Iteration 35Q (295.623041 sec): 3 clusters Score: Raw -74359.158087 + Penalty 3676.564313 = -70682.593774 nChanged 3 SP:Iteration 36Q (295.644606 sec): 3 clusters Score: Raw -74371.348345 + Penalty 3676.564313 = -70694.784033 nChanged 2 SP:Iteration 37Q (295.666097 sec): 3 clusters Score: Raw -74374.321666 + Penalty 3676.564313 = -70697.757353 nChanged 2 SP:Iteration 38Q (295.687624 sec): 3 clusters Score: Raw -74376.340531 + Penalty 3676.564313 = -70699.776219 nChanged 0 SP:Iteration 39F (295.709594 sec): 3 clusters Score: Raw -74376.340531 + Penalty 3676.564313 = -70699.776219 nChanged 0 Trying to split cluster 3 (947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (295.741620 sec): 2 clusters Score: Raw -67997.007284 + Penalty 1809.270961 = -66187.736324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (295.762247 sec): 3 clusters Score: Raw -67823.537459 + Penalty 3618.541921 = -64204.995538 nChanged 264 SP:Iteration 1F (295.882308 sec): 3 clusters Score: Raw -68162.638532 + Penalty 3618.541921 = -64544.096611 nChanged 63 SP:Iteration 2F (295.939620 sec): 3 clusters Score: Raw -68251.155098 + Penalty 3618.541921 = -64632.613176 nChanged 33 SP:Iteration 3Q (295.963860 sec): 3 clusters Score: Raw -68306.902723 + Penalty 3618.541921 = -64688.360802 nChanged 27 SP:Iteration 4Q (295.984249 sec): 3 clusters Score: Raw -68355.337545 + Penalty 3618.541921 = -64736.795624 nChanged 20 SP:Iteration 5Q (296.004371 sec): 3 clusters Score: Raw -68398.059615 + Penalty 3618.541921 = -64779.517694 nChanged 22 SP:Iteration 6Q (296.024566 sec): 3 clusters Score: Raw -68433.036722 + Penalty 3618.541921 = -64814.494800 nChanged 15 SP:Iteration 7Q (296.044673 sec): 3 clusters Score: Raw -68454.083140 + Penalty 3618.541921 = -64835.541219 nChanged 12 SP:Iteration 8Q (296.064797 sec): 3 clusters Score: Raw -68471.089165 + Penalty 3618.541921 = -64852.547244 nChanged 12 SP:Iteration 9Q (296.084891 sec): 3 clusters Score: Raw -68494.582693 + Penalty 3618.541921 = -64876.040772 nChanged 12 SP:Iteration 10Q (296.104995 sec): 3 clusters Score: Raw -68521.025090 + Penalty 3618.541921 = -64902.483169 nChanged 9 SP:Iteration 11Q (296.125056 sec): 3 clusters Score: Raw -68538.927013 + Penalty 3618.541921 = -64920.385092 nChanged 6 SP:Iteration 12Q (296.145111 sec): 3 clusters Score: Raw -68553.727890 + Penalty 3618.541921 = -64935.185968 nChanged 6 SP:Iteration 13Q (296.165233 sec): 3 clusters Score: Raw -68565.267558 + Penalty 3618.541921 = -64946.725637 nChanged 6 SP:Iteration 14Q (296.185313 sec): 3 clusters Score: Raw -68575.068870 + Penalty 3618.541921 = -64956.526949 nChanged 3 SP:Iteration 15Q (296.205251 sec): 3 clusters Score: Raw -68578.211536 + Penalty 3618.541921 = -64959.669614 nChanged 0 SP:Iteration 16F (296.225366 sec): 3 clusters Score: Raw -68578.211536 + Penalty 3618.541921 = -64959.669614 nChanged 0 Trying to split cluster 5 (2739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (296.263961 sec): 2 clusters Score: Raw -244815.465518 + Penalty 2089.651917 = -242725.813602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (296.310017 sec): 3 clusters Score: Raw -243676.554212 + Penalty 4179.303833 = -239497.250379 nChanged 923 SP:Iteration 1F (296.354988 sec): 3 clusters Score: Raw -244337.064899 + Penalty 4179.303833 = -240157.761066 nChanged 237 SP:Iteration 2F (296.399905 sec): 3 clusters Score: Raw -244552.377247 + Penalty 4179.303833 = -240373.073414 nChanged 153 SP:Iteration 3F (296.445656 sec): 3 clusters Score: Raw -244694.242053 + Penalty 4179.303833 = -240514.938220 nChanged 107 SP:Iteration 4Q (296.488986 sec): 3 clusters Score: Raw -244782.442283 + Penalty 4179.303833 = -240603.138449 nChanged 83 SP:Iteration 5Q (296.527953 sec): 3 clusters Score: Raw -244848.682571 + Penalty 4179.303833 = -240669.378737 nChanged 68 SP:Iteration 6Q (296.566930 sec): 3 clusters Score: Raw -244901.996483 + Penalty 4179.303833 = -240722.692650 nChanged 59 SP:Iteration 7Q (296.605945 sec): 3 clusters Score: Raw -244952.498794 + Penalty 4179.303833 = -240773.194961 nChanged 60 SP:Iteration 8Q (296.645251 sec): 3 clusters Score: Raw -245014.635876 + Penalty 4179.303833 = -240835.332043 nChanged 62 SP:Iteration 9Q (296.687233 sec): 3 clusters Score: Raw -245064.162490 + Penalty 4179.303833 = -240884.858657 nChanged 51 SP:Iteration 10Q (296.728981 sec): 3 clusters Score: Raw -245107.867788 + Penalty 4179.303833 = -240928.563955 nChanged 48 SP:Iteration 11Q (296.770800 sec): 3 clusters Score: Raw -245140.751532 + Penalty 4179.303833 = -240961.447699 nChanged 29 SP:Iteration 12Q (296.812926 sec): 3 clusters Score: Raw -245158.352410 + Penalty 4179.303833 = -240979.048576 nChanged 27 SP:Iteration 13Q (296.853411 sec): 3 clusters Score: Raw -245174.531329 + Penalty 4179.303833 = -240995.227496 nChanged 30 SP:Iteration 14Q (296.967318 sec): 3 clusters Score: Raw -245193.483144 + Penalty 4179.303833 = -241014.179311 nChanged 28 SP:Iteration 15Q (297.097281 sec): 3 clusters Score: Raw -245215.296462 + Penalty 4179.303833 = -241035.992628 nChanged 24 SP:Iteration 16Q (297.140761 sec): 3 clusters Score: Raw -245234.287358 + Penalty 4179.303833 = -241054.983525 nChanged 24 SP:Iteration 17Q (297.182240 sec): 3 clusters Score: Raw -245248.603906 + Penalty 4179.303833 = -241069.300072 nChanged 27 SP:Iteration 18Q (297.221508 sec): 3 clusters Score: Raw -245265.159208 + Penalty 4179.303833 = -241085.855375 nChanged 19 SP:Iteration 19Q (297.260868 sec): 3 clusters Score: Raw -245277.605314 + Penalty 4179.303833 = -241098.301481 nChanged 23 SP:Iteration 20F (297.300096 sec): 3 clusters Score: Raw -245290.730995 + Penalty 4179.303833 = -241111.427162 nChanged 18 SP:Iteration 21Q (297.339321 sec): 3 clusters Score: Raw -245298.878094 + Penalty 4179.303833 = -241119.574261 nChanged 19 SP:Iteration 22Q (297.378780 sec): 3 clusters Score: Raw -245312.308677 + Penalty 4179.303833 = -241133.004844 nChanged 21 SP:Iteration 23Q (297.419841 sec): 3 clusters Score: Raw -245323.685099 + Penalty 4179.303833 = -241144.381266 nChanged 22 SP:Iteration 24Q (297.461639 sec): 3 clusters Score: Raw -245339.604789 + Penalty 4179.303833 = -241160.300956 nChanged 29 SP:Iteration 25Q (297.503411 sec): 3 clusters Score: Raw -245366.260977 + Penalty 4179.303833 = -241186.957143 nChanged 40 SP:Iteration 26Q (297.543676 sec): 3 clusters Score: Raw -245408.087298 + Penalty 4179.303833 = -241228.783465 nChanged 48 SP:Iteration 27Q (297.583400 sec): 3 clusters Score: Raw -245466.792039 + Penalty 4179.303833 = -241287.488206 nChanged 61 SP:Iteration 28Q (297.623361 sec): 3 clusters Score: Raw -245532.234940 + Penalty 4179.303833 = -241352.931106 nChanged 59 SP:Iteration 29Q (297.662997 sec): 3 clusters Score: Raw -245604.597101 + Penalty 4179.303833 = -241425.293268 nChanged 67 SP:Iteration 30Q (297.702806 sec): 3 clusters Score: Raw -245680.155018 + Penalty 4179.303833 = -241500.851185 nChanged 84 SP:Iteration 31Q (297.742434 sec): 3 clusters Score: Raw -245799.297834 + Penalty 4179.303833 = -241619.994000 nChanged 101 SP:Iteration 32Q (297.782008 sec): 3 clusters Score: Raw -245946.158384 + Penalty 4179.303833 = -241766.854551 nChanged 96 SP:Iteration 33Q (297.821431 sec): 3 clusters Score: Raw -246085.036760 + Penalty 4179.303833 = -241905.732927 nChanged 87 SP:Iteration 34Q (297.870384 sec): 3 clusters Score: Raw -246205.091910 + Penalty 4179.303833 = -242025.788076 nChanged 65 SP:Iteration 35Q (297.910775 sec): 3 clusters Score: Raw -246300.751302 + Penalty 4179.303833 = -242121.447469 nChanged 44 SP:Iteration 36Q (297.951086 sec): 3 clusters Score: Raw -246377.178575 + Penalty 4179.303833 = -242197.874742 nChanged 35 SP:Iteration 37Q (297.991094 sec): 3 clusters Score: Raw -246426.726460 + Penalty 4179.303833 = -242247.422627 nChanged 30 SP:Iteration 38Q (298.030736 sec): 3 clusters Score: Raw -246483.395533 + Penalty 4179.303833 = -242304.091700 nChanged 23 SP:Iteration 39Q (298.069080 sec): 3 clusters Score: Raw -246522.001879 + Penalty 4179.303833 = -242342.698046 nChanged 19 SP:Iteration 40F (298.108131 sec): 3 clusters Score: Raw -246558.056540 + Penalty 4179.303833 = -242378.752707 nChanged 16 SP:Iteration 41Q (298.145807 sec): 3 clusters Score: Raw -246581.523978 + Penalty 4179.303833 = -242402.220145 nChanged 12 SP:Iteration 42Q (298.183387 sec): 3 clusters Score: Raw -246599.350124 + Penalty 4179.303833 = -242420.046291 nChanged 8 SP:Iteration 43Q (298.221150 sec): 3 clusters Score: Raw -246607.490114 + Penalty 4179.303833 = -242428.186280 nChanged 2 SP:Iteration 44Q (298.258792 sec): 3 clusters Score: Raw -246608.648893 + Penalty 4179.303833 = -242429.345059 nChanged 3 SP:Iteration 45Q (298.297207 sec): 3 clusters Score: Raw -246613.598342 + Penalty 4179.303833 = -242434.294509 nChanged 2 SP:Iteration 46Q (298.452231 sec): 3 clusters Score: Raw -246615.726684 + Penalty 4179.303833 = -242436.422850 nChanged 1 SP:Iteration 47Q (298.491891 sec): 3 clusters Score: Raw -246616.329057 + Penalty 4179.303833 = -242437.025223 nChanged 0 SP:Iteration 48F (298.536265 sec): 3 clusters Score: Raw -246616.329057 + Penalty 4179.303833 = -242437.025223 nChanged 0 Trying to split cluster 6 (3209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (298.579523 sec): 2 clusters Score: Raw -272320.523025 + Penalty 2131.460665 = -270189.062360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (298.625918 sec): 3 clusters Score: Raw -270975.304154 + Penalty 4262.921331 = -266712.382824 nChanged 1152 SP:Iteration 1F (298.676598 sec): 3 clusters Score: Raw -271946.903661 + Penalty 4262.921331 = -267683.982331 nChanged 322 SP:Iteration 2F (298.726335 sec): 3 clusters Score: Raw -272322.461028 + Penalty 4262.921331 = -268059.539697 nChanged 267 SP:Iteration 3F (298.775986 sec): 3 clusters Score: Raw -272672.763547 + Penalty 4262.921331 = -268409.842217 nChanged 215 SP:Iteration 4F (298.825497 sec): 3 clusters Score: Raw -272993.729506 + Penalty 4262.921331 = -268730.808175 nChanged 187 SP:Iteration 5F (298.867559 sec): 3 clusters Score: Raw -273248.467959 + Penalty 4262.921331 = -268985.546629 nChanged 140 SP:Iteration 6Q (298.907960 sec): 3 clusters Score: Raw -273400.528206 + Penalty 4262.921331 = -269137.606876 nChanged 101 SP:Iteration 7Q (298.948103 sec): 3 clusters Score: Raw -273519.662418 + Penalty 4262.921331 = -269256.741088 nChanged 80 SP:Iteration 8Q (298.988207 sec): 3 clusters Score: Raw -273599.733061 + Penalty 4262.921331 = -269336.811730 nChanged 64 SP:Iteration 9Q (299.031236 sec): 3 clusters Score: Raw -273666.316694 + Penalty 4262.921331 = -269403.395363 nChanged 67 SP:Iteration 10Q (299.075998 sec): 3 clusters Score: Raw -273743.094435 + Penalty 4262.921331 = -269480.173105 nChanged 69 SP:Iteration 11Q (299.120628 sec): 3 clusters Score: Raw -273819.424012 + Penalty 4262.921331 = -269556.502681 nChanged 67 SP:Iteration 12Q (299.165059 sec): 3 clusters Score: Raw -273890.069688 + Penalty 4262.921331 = -269627.148358 nChanged 62 SP:Iteration 13Q (299.206974 sec): 3 clusters Score: Raw -273955.881584 + Penalty 4262.921331 = -269692.960254 nChanged 46 SP:Iteration 14Q (299.247583 sec): 3 clusters Score: Raw -274003.078569 + Penalty 4262.921331 = -269740.157239 nChanged 35 SP:Iteration 15Q (299.288026 sec): 3 clusters Score: Raw -274037.641979 + Penalty 4262.921331 = -269774.720649 nChanged 29 SP:Iteration 16Q (299.328543 sec): 3 clusters Score: Raw -274062.587183 + Penalty 4262.921331 = -269799.665853 nChanged 26 SP:Iteration 17Q (299.371570 sec): 3 clusters Score: Raw -274080.936897 + Penalty 4262.921331 = -269818.015567 nChanged 20 SP:Iteration 18Q (299.415635 sec): 3 clusters Score: Raw -274091.270819 + Penalty 4262.921331 = -269828.349489 nChanged 11 SP:Iteration 19Q (299.459568 sec): 3 clusters Score: Raw -274096.003724 + Penalty 4262.921331 = -269833.082393 nChanged 10 SP:Iteration 20F (299.504331 sec): 3 clusters Score: Raw -274102.228945 + Penalty 4262.921331 = -269839.307614 nChanged 8 SP:Iteration 21Q (299.546068 sec): 3 clusters Score: Raw -274106.649348 + Penalty 4262.921331 = -269843.728018 nChanged 7 SP:Iteration 22Q (299.586711 sec): 3 clusters Score: Raw -274110.720097 + Penalty 4262.921331 = -269847.798766 nChanged 6 SP:Iteration 23Q (299.627085 sec): 3 clusters Score: Raw -274115.286514 + Penalty 4262.921331 = -269852.365183 nChanged 11 SP:Iteration 24Q (299.667606 sec): 3 clusters Score: Raw -274122.173666 + Penalty 4262.921331 = -269859.252335 nChanged 6 SP:Iteration 25Q (299.709261 sec): 3 clusters Score: Raw -274125.349459 + Penalty 4262.921331 = -269862.428129 nChanged 6 SP:Iteration 26Q (299.753141 sec): 3 clusters Score: Raw -274128.715310 + Penalty 4262.921331 = -269865.793980 nChanged 2 SP:Iteration 27Q (299.911529 sec): 3 clusters Score: Raw -274130.264227 + Penalty 4262.921331 = -269867.342897 nChanged 5 SP:Iteration 28Q (300.020253 sec): 3 clusters Score: Raw -274133.498759 + Penalty 4262.921331 = -269870.577428 nChanged 6 SP:Iteration 29Q (300.061210 sec): 3 clusters Score: Raw -274138.603119 + Penalty 4262.921331 = -269875.681788 nChanged 6 SP:Iteration 30Q (300.102438 sec): 3 clusters Score: Raw -274141.408577 + Penalty 4262.921331 = -269878.487246 nChanged 4 SP:Iteration 31Q (300.145101 sec): 3 clusters Score: Raw -274142.431412 + Penalty 4262.921331 = -269879.510081 nChanged 1 SP:Iteration 32Q (300.190075 sec): 3 clusters Score: Raw -274142.691826 + Penalty 4262.921331 = -269879.770495 nChanged 1 SP:Iteration 33Q (300.235314 sec): 3 clusters Score: Raw -274143.125510 + Penalty 4262.921331 = -269880.204180 nChanged 0 SP:Iteration 34F (300.281376 sec): 3 clusters Score: Raw -274143.125510 + Penalty 4262.921331 = -269880.204180 nChanged 0 Trying to split cluster 9 (4556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (300.329392 sec): 2 clusters Score: Raw -417161.164636 + Penalty 2223.988886 = -414937.175750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (300.378943 sec): 3 clusters Score: Raw -415069.732534 + Penalty 4447.977771 = -410621.754762 nChanged 1692 SP:Iteration 1F (300.446389 sec): 3 clusters Score: Raw -416125.806412 + Penalty 4447.977771 = -411677.828641 nChanged 360 SP:Iteration 2F (300.513576 sec): 3 clusters Score: Raw -416382.561436 + Penalty 4447.977771 = -411934.583665 nChanged 251 SP:Iteration 3F (300.578612 sec): 3 clusters Score: Raw -416558.428195 + Penalty 4447.977771 = -412110.450424 nChanged 208 SP:Iteration 4Q (300.623362 sec): 3 clusters Score: Raw -416703.122830 + Penalty 4447.977771 = -412255.145059 nChanged 189 SP:Iteration 5Q (300.732003 sec): 3 clusters Score: Raw -416822.573578 + Penalty 4447.977771 = -412374.595806 nChanged 149 SP:Iteration 6Q (300.936245 sec): 3 clusters Score: Raw -416909.223212 + Penalty 4447.977771 = -412461.245440 nChanged 141 SP:Iteration 7Q (301.075327 sec): 3 clusters Score: Raw -416989.327472 + Penalty 4447.977771 = -412541.349700 nChanged 133 SP:Iteration 8Q (301.146710 sec): 3 clusters Score: Raw -417069.773767 + Penalty 4447.977771 = -412621.795996 nChanged 110 SP:Iteration 9Q (301.197355 sec): 3 clusters Score: Raw -417140.198962 + Penalty 4447.977771 = -412692.221191 nChanged 119 SP:Iteration 10Q (301.244754 sec): 3 clusters Score: Raw -417220.978027 + Penalty 4447.977771 = -412773.000255 nChanged 108 SP:Iteration 11Q (301.292057 sec): 3 clusters Score: Raw -417292.459482 + Penalty 4447.977771 = -412844.481711 nChanged 106 SP:Iteration 12Q (301.339444 sec): 3 clusters Score: Raw -417374.593145 + Penalty 4447.977771 = -412926.615373 nChanged 105 SP:Iteration 13Q (301.388930 sec): 3 clusters Score: Raw -417456.376953 + Penalty 4447.977771 = -413008.399181 nChanged 105 SP:Iteration 14Q (301.441136 sec): 3 clusters Score: Raw -417557.791609 + Penalty 4447.977771 = -413109.813837 nChanged 98 SP:Iteration 15Q (301.493118 sec): 3 clusters Score: Raw -417638.589111 + Penalty 4447.977771 = -413190.611340 nChanged 84 SP:Iteration 16Q (301.544331 sec): 3 clusters Score: Raw -417705.222992 + Penalty 4447.977771 = -413257.245220 nChanged 79 SP:Iteration 17Q (301.594270 sec): 3 clusters Score: Raw -417773.297751 + Penalty 4447.977771 = -413325.319980 nChanged 66 SP:Iteration 18Q (301.644064 sec): 3 clusters Score: Raw -417818.266858 + Penalty 4447.977771 = -413370.289086 nChanged 55 SP:Iteration 19Q (301.693519 sec): 3 clusters Score: Raw -417854.649736 + Penalty 4447.977771 = -413406.671965 nChanged 42 SP:Iteration 20F (301.742711 sec): 3 clusters Score: Raw -417880.138760 + Penalty 4447.977771 = -413432.160989 nChanged 34 SP:Iteration 21Q (301.791926 sec): 3 clusters Score: Raw -417905.935770 + Penalty 4447.977771 = -413457.957999 nChanged 37 SP:Iteration 22Q (301.917533 sec): 3 clusters Score: Raw -417933.286969 + Penalty 4447.977771 = -413485.309197 nChanged 34 SP:Iteration 23Q (302.053870 sec): 3 clusters Score: Raw -417965.165592 + Penalty 4447.977771 = -413517.187821 nChanged 38 SP:Iteration 24Q (302.098020 sec): 3 clusters Score: Raw -417994.343765 + Penalty 4447.977771 = -413546.365993 nChanged 26 SP:Iteration 25Q (302.144233 sec): 3 clusters Score: Raw -418012.026727 + Penalty 4447.977771 = -413564.048955 nChanged 28 SP:Iteration 26Q (302.192591 sec): 3 clusters Score: Raw -418028.030897 + Penalty 4447.977771 = -413580.053125 nChanged 24 SP:Iteration 27Q (302.240601 sec): 3 clusters Score: Raw -418045.352464 + Penalty 4447.977771 = -413597.374693 nChanged 25 SP:Iteration 28Q (302.288807 sec): 3 clusters Score: Raw -418062.440432 + Penalty 4447.977771 = -413614.462661 nChanged 20 SP:Iteration 29Q (302.336690 sec): 3 clusters Score: Raw -418074.599516 + Penalty 4447.977771 = -413626.621744 nChanged 18 SP:Iteration 30Q (302.385577 sec): 3 clusters Score: Raw -418084.173713 + Penalty 4447.977771 = -413636.195942 nChanged 20 SP:Iteration 31Q (302.437219 sec): 3 clusters Score: Raw -418093.804925 + Penalty 4447.977771 = -413645.827154 nChanged 9 SP:Iteration 32Q (302.485735 sec): 3 clusters Score: Raw -418099.555539 + Penalty 4447.977771 = -413651.577768 nChanged 13 SP:Iteration 33Q (302.534473 sec): 3 clusters Score: Raw -418105.925148 + Penalty 4447.977771 = -413657.947377 nChanged 10 SP:Iteration 34Q (302.583146 sec): 3 clusters Score: Raw -418109.727204 + Penalty 4447.977771 = -413661.749433 nChanged 10 SP:Iteration 35Q (302.633067 sec): 3 clusters Score: Raw -418115.580181 + Penalty 4447.977771 = -413667.602410 nChanged 7 SP:Iteration 36Q (302.683186 sec): 3 clusters Score: Raw -418119.533610 + Penalty 4447.977771 = -413671.555839 nChanged 6 SP:Iteration 37Q (302.738394 sec): 3 clusters Score: Raw -418122.468539 + Penalty 4447.977771 = -413674.490767 nChanged 6 SP:Iteration 38Q (302.787960 sec): 3 clusters Score: Raw -418125.687965 + Penalty 4447.977771 = -413677.710194 nChanged 3 SP:Iteration 39Q (302.836899 sec): 3 clusters Score: Raw -418127.270194 + Penalty 4447.977771 = -413679.292423 nChanged 5 SP:Iteration 40F (302.886137 sec): 3 clusters Score: Raw -418129.043010 + Penalty 4447.977771 = -413681.065239 nChanged 7 SP:Iteration 41Q (302.935528 sec): 3 clusters Score: Raw -418132.227686 + Penalty 4447.977771 = -413684.249914 nChanged 3 SP:Iteration 42Q (302.985455 sec): 3 clusters Score: Raw -418134.092941 + Penalty 4447.977771 = -413686.115170 nChanged 4 SP:Iteration 43Q (303.035561 sec): 3 clusters Score: Raw -418136.481585 + Penalty 4447.977771 = -413688.503813 nChanged 4 SP:Iteration 44Q (303.085388 sec): 3 clusters Score: Raw -418137.993435 + Penalty 4447.977771 = -413690.015663 nChanged 5 SP:Iteration 45Q (303.135220 sec): 3 clusters Score: Raw -418140.700026 + Penalty 4447.977771 = -413692.722255 nChanged 4 SP:Iteration 46Q (303.265900 sec): 3 clusters Score: Raw -418142.628721 + Penalty 4447.977771 = -413694.650949 nChanged 2 SP:Iteration 47Q (303.344430 sec): 3 clusters Score: Raw -418144.123955 + Penalty 4447.977771 = -413696.146184 nChanged 1 SP:Iteration 48Q (303.388439 sec): 3 clusters Score: Raw -418144.863274 + Penalty 4447.977771 = -413696.885503 nChanged 1 SP:Iteration 49Q (303.437462 sec): 3 clusters Score: Raw -418145.366316 + Penalty 4447.977771 = -413697.388544 nChanged 0 SP:Iteration 50F (303.487579 sec): 3 clusters Score: Raw -418145.366316 + Penalty 4447.977771 = -413697.388544 nChanged 0 Iteration 20F (303.716943 sec): 7 clusters Score: Raw -1305119.311031 + Penalty 15302.370795 = -1289816.940236 nChanged 38 Iteration 21Q (303.870856 sec): 7 clusters Score: Raw -1305130.324582 + Penalty 15302.370795 = -1289827.953787 nChanged 23 Iteration 22Q (304.047743 sec): 7 clusters Score: Raw -1305137.020579 + Penalty 15302.370795 = -1289834.649784 nChanged 18 Iteration 23Q (304.204257 sec): 7 clusters Score: Raw -1305142.324677 + Penalty 15302.370795 = -1289839.953883 nChanged 6 Iteration 24Q (304.377134 sec): 7 clusters Score: Raw -1305143.983632 + Penalty 15302.370795 = -1289841.612837 nChanged 4 Iteration 25Q (304.538239 sec): 7 clusters Score: Raw -1305144.697904 + Penalty 15302.370795 = -1289842.327110 nChanged 2 Iteration 26Q (304.694157 sec): 7 clusters Score: Raw -1305145.072362 + Penalty 15302.370795 = -1289842.701568 nChanged 1 Iteration 27Q (304.836311 sec): 7 clusters Score: Raw -1305145.215800 + Penalty 15302.370795 = -1289842.845006 nChanged 0 Iteration 28F (305.062949 sec): 7 clusters Score: Raw -1305145.215800 + Penalty 15302.370795 = -1289842.845006 nChanged 0 Compute initial score before splitting: Score: Raw -1305145.215800 + Penalty 15302.370795 = -1289842.845006 Trying to split cluster 1 (3208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (305.119216 sec): 2 clusters Score: Raw -258103.984872 + Penalty 2131.378384 = -255972.606488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (305.174018 sec): 3 clusters Score: Raw -256727.668148 + Penalty 4262.756768 = -252464.911380 nChanged 1105 SP:Iteration 1F (305.220293 sec): 3 clusters Score: Raw -257492.953369 + Penalty 4262.756768 = -253230.196601 nChanged 252 SP:Iteration 2F (305.259970 sec): 3 clusters Score: Raw -257712.958041 + Penalty 4262.756768 = -253450.201273 nChanged 190 SP:Iteration 3F (305.299624 sec): 3 clusters Score: Raw -257873.460556 + Penalty 4262.756768 = -253610.703789 nChanged 160 SP:Iteration 4Q (305.340092 sec): 3 clusters Score: Raw -258017.469149 + Penalty 4262.756768 = -253754.712382 nChanged 141 SP:Iteration 5Q (305.381790 sec): 3 clusters Score: Raw -258141.075430 + Penalty 4262.756768 = -253878.318662 nChanged 120 SP:Iteration 6Q (305.425524 sec): 3 clusters Score: Raw -258258.249884 + Penalty 4262.756768 = -253995.493116 nChanged 120 SP:Iteration 7Q (305.469453 sec): 3 clusters Score: Raw -258355.778665 + Penalty 4262.756768 = -254093.021897 nChanged 104 SP:Iteration 8Q (305.513480 sec): 3 clusters Score: Raw -258440.798904 + Penalty 4262.756768 = -254178.042136 nChanged 85 SP:Iteration 9Q (305.557259 sec): 3 clusters Score: Raw -258509.577087 + Penalty 4262.756768 = -254246.820320 nChanged 76 SP:Iteration 10Q (305.600691 sec): 3 clusters Score: Raw -258576.704810 + Penalty 4262.756768 = -254313.948043 nChanged 73 SP:Iteration 11Q (305.644002 sec): 3 clusters Score: Raw -258641.674057 + Penalty 4262.756768 = -254378.917289 nChanged 64 SP:Iteration 12Q (305.687297 sec): 3 clusters Score: Raw -258685.706875 + Penalty 4262.756768 = -254422.950108 nChanged 54 SP:Iteration 13Q (305.813308 sec): 3 clusters Score: Raw -258729.511426 + Penalty 4262.756768 = -254466.754658 nChanged 46 SP:Iteration 14Q (305.854309 sec): 3 clusters Score: Raw -258762.060504 + Penalty 4262.756768 = -254499.303736 nChanged 35 SP:Iteration 15Q (305.896050 sec): 3 clusters Score: Raw -258783.858014 + Penalty 4262.756768 = -254521.101246 nChanged 30 SP:Iteration 16Q (305.937648 sec): 3 clusters Score: Raw -258807.104904 + Penalty 4262.756768 = -254544.348136 nChanged 26 SP:Iteration 17Q (305.979276 sec): 3 clusters Score: Raw -258830.978645 + Penalty 4262.756768 = -254568.221878 nChanged 34 SP:Iteration 18Q (306.021041 sec): 3 clusters Score: Raw -258860.915398 + Penalty 4262.756768 = -254598.158631 nChanged 42 SP:Iteration 19Q (306.062523 sec): 3 clusters Score: Raw -258889.265677 + Penalty 4262.756768 = -254626.508910 nChanged 28 SP:Iteration 20F (306.103214 sec): 3 clusters Score: Raw -258906.323075 + Penalty 4262.756768 = -254643.566308 nChanged 26 SP:Iteration 21Q (306.147218 sec): 3 clusters Score: Raw -258924.160991 + Penalty 4262.756768 = -254661.404223 nChanged 25 SP:Iteration 22Q (306.191570 sec): 3 clusters Score: Raw -258945.368714 + Penalty 4262.756768 = -254682.611947 nChanged 29 SP:Iteration 23Q (306.316679 sec): 3 clusters Score: Raw -258971.314473 + Penalty 4262.756768 = -254708.557706 nChanged 32 SP:Iteration 24Q (306.464003 sec): 3 clusters Score: Raw -258997.581597 + Penalty 4262.756768 = -254734.824829 nChanged 35 SP:Iteration 25Q (306.518467 sec): 3 clusters Score: Raw -259022.641978 + Penalty 4262.756768 = -254759.885211 nChanged 27 SP:Iteration 26Q (306.558924 sec): 3 clusters Score: Raw -259044.230437 + Penalty 4262.756768 = -254781.473670 nChanged 30 SP:Iteration 27Q (306.599353 sec): 3 clusters Score: Raw -259076.172520 + Penalty 4262.756768 = -254813.415752 nChanged 30 SP:Iteration 28Q (306.640773 sec): 3 clusters Score: Raw -259098.266760 + Penalty 4262.756768 = -254835.509993 nChanged 31 SP:Iteration 29Q (306.683015 sec): 3 clusters Score: Raw -259125.154621 + Penalty 4262.756768 = -254862.397853 nChanged 36 SP:Iteration 30Q (306.727521 sec): 3 clusters Score: Raw -259152.608246 + Penalty 4262.756768 = -254889.851478 nChanged 25 SP:Iteration 31Q (306.771507 sec): 3 clusters Score: Raw -259172.935570 + Penalty 4262.756768 = -254910.178802 nChanged 30 SP:Iteration 32Q (306.815670 sec): 3 clusters Score: Raw -259198.495155 + Penalty 4262.756768 = -254935.738388 nChanged 24 SP:Iteration 33Q (306.858378 sec): 3 clusters Score: Raw -259214.864075 + Penalty 4262.756768 = -254952.107308 nChanged 29 SP:Iteration 34Q (306.900817 sec): 3 clusters Score: Raw -259231.024143 + Penalty 4262.756768 = -254968.267376 nChanged 25 SP:Iteration 35Q (307.029897 sec): 3 clusters Score: Raw -259246.935562 + Penalty 4262.756768 = -254984.178794 nChanged 17 SP:Iteration 36Q (307.126002 sec): 3 clusters Score: Raw -259258.296095 + Penalty 4262.756768 = -254995.539327 nChanged 17 SP:Iteration 37Q (307.256987 sec): 3 clusters Score: Raw -259267.568713 + Penalty 4262.756768 = -255004.811945 nChanged 10 SP:Iteration 38Q (307.380816 sec): 3 clusters Score: Raw -259272.901487 + Penalty 4262.756768 = -255010.144720 nChanged 11 SP:Iteration 39Q (307.508880 sec): 3 clusters Score: Raw -259278.743027 + Penalty 4262.756768 = -255015.986260 nChanged 3 SP:Iteration 40F (307.630165 sec): 3 clusters Score: Raw -259280.877046 + Penalty 4262.756768 = -255018.120278 nChanged 4 SP:Iteration 41Q (307.772263 sec): 3 clusters Score: Raw -259282.501448 + Penalty 4262.756768 = -255019.744681 nChanged 5 SP:Iteration 42Q (307.894008 sec): 3 clusters Score: Raw -259284.656677 + Penalty 4262.756768 = -255021.899909 nChanged 0 SP:Iteration 43F (307.994194 sec): 3 clusters Score: Raw -259284.656677 + Penalty 4262.756768 = -255021.899909 nChanged 0 Trying to split cluster 2 (1056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (308.085646 sec): 2 clusters Score: Raw -73381.330092 + Penalty 1838.032275 = -71543.297818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (308.185669 sec): 3 clusters Score: Raw -73242.688903 + Penalty 3676.064549 = -69566.624354 nChanged 264 SP:Iteration 1F (308.303571 sec): 3 clusters Score: Raw -73606.446129 + Penalty 3676.064549 = -69930.381580 nChanged 71 SP:Iteration 2F (308.420158 sec): 3 clusters Score: Raw -73738.365382 + Penalty 3676.064549 = -70062.300833 nChanged 51 SP:Iteration 3Q (308.534763 sec): 3 clusters Score: Raw -73837.839740 + Penalty 3676.064549 = -70161.775191 nChanged 42 SP:Iteration 4Q (308.646167 sec): 3 clusters Score: Raw -73922.432209 + Penalty 3676.064549 = -70246.367660 nChanged 31 SP:Iteration 5Q (308.753776 sec): 3 clusters Score: Raw -73977.815505 + Penalty 3676.064549 = -70301.750956 nChanged 23 SP:Iteration 6Q (308.860623 sec): 3 clusters Score: Raw -74015.760909 + Penalty 3676.064549 = -70339.696359 nChanged 16 SP:Iteration 7Q (308.969245 sec): 3 clusters Score: Raw -74050.293420 + Penalty 3676.064549 = -70374.228871 nChanged 19 SP:Iteration 8Q (309.076894 sec): 3 clusters Score: Raw -74081.530255 + Penalty 3676.064549 = -70405.465706 nChanged 10 SP:Iteration 9Q (309.186992 sec): 3 clusters Score: Raw -74098.057497 + Penalty 3676.064549 = -70421.992947 nChanged 9 SP:Iteration 10Q (309.289631 sec): 3 clusters Score: Raw -74113.098922 + Penalty 3676.064549 = -70437.034372 nChanged 9 SP:Iteration 11Q (309.392834 sec): 3 clusters Score: Raw -74129.954010 + Penalty 3676.064549 = -70453.889461 nChanged 7 SP:Iteration 12Q (309.499923 sec): 3 clusters Score: Raw -74139.294399 + Penalty 3676.064549 = -70463.229850 nChanged 7 SP:Iteration 13Q (309.606618 sec): 3 clusters Score: Raw -74149.904435 + Penalty 3676.064549 = -70473.839886 nChanged 5 SP:Iteration 14Q (309.713311 sec): 3 clusters Score: Raw -74158.903025 + Penalty 3676.064549 = -70482.838476 nChanged 4 SP:Iteration 15Q (309.818297 sec): 3 clusters Score: Raw -74175.324086 + Penalty 3676.064549 = -70499.259537 nChanged 11 SP:Iteration 16Q (309.926010 sec): 3 clusters Score: Raw -74195.368271 + Penalty 3676.064549 = -70519.303722 nChanged 9 SP:Iteration 17Q (310.032078 sec): 3 clusters Score: Raw -74205.204606 + Penalty 3676.064549 = -70529.140057 nChanged 6 SP:Iteration 18Q (310.146501 sec): 3 clusters Score: Raw -74211.864733 + Penalty 3676.064549 = -70535.800184 nChanged 4 SP:Iteration 19Q (310.260605 sec): 3 clusters Score: Raw -74215.781154 + Penalty 3676.064549 = -70539.716604 nChanged 1 SP:Iteration 20F (310.375559 sec): 3 clusters Score: Raw -74223.038952 + Penalty 3676.064549 = -70546.974403 nChanged 3 SP:Iteration 21Q (310.479283 sec): 3 clusters Score: Raw -74235.901435 + Penalty 3676.064549 = -70559.836886 nChanged 4 SP:Iteration 22Q (310.589129 sec): 3 clusters Score: Raw -74242.240888 + Penalty 3676.064549 = -70566.176339 nChanged 1 SP:Iteration 23Q (310.703947 sec): 3 clusters Score: Raw -74245.708942 + Penalty 3676.064549 = -70569.644393 nChanged 2 SP:Iteration 24Q (310.818799 sec): 3 clusters Score: Raw -74246.761948 + Penalty 3676.064549 = -70570.697398 nChanged 0 SP:Iteration 25F (310.932658 sec): 3 clusters Score: Raw -74246.761948 + Penalty 3676.064549 = -70570.697398 nChanged 0 Trying to split cluster 3 (943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (311.018669 sec): 2 clusters Score: Raw -67686.724783 + Penalty 1808.153499 = -65878.571284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (311.077659 sec): 3 clusters Score: Raw -67495.451836 + Penalty 3616.306997 = -63879.144838 nChanged 242 SP:Iteration 1F (311.098072 sec): 3 clusters Score: Raw -67846.760957 + Penalty 3616.306997 = -64230.453959 nChanged 64 SP:Iteration 2F (311.118366 sec): 3 clusters Score: Raw -67948.894374 + Penalty 3616.306997 = -64332.587377 nChanged 33 SP:Iteration 3Q (311.138593 sec): 3 clusters Score: Raw -67993.066832 + Penalty 3616.306997 = -64376.759835 nChanged 16 SP:Iteration 4Q (311.158733 sec): 3 clusters Score: Raw -68014.360635 + Penalty 3616.306997 = -64398.053638 nChanged 9 SP:Iteration 5Q (311.178960 sec): 3 clusters Score: Raw -68027.679144 + Penalty 3616.306997 = -64411.372147 nChanged 8 SP:Iteration 6Q (311.199187 sec): 3 clusters Score: Raw -68040.146014 + Penalty 3616.306997 = -64423.839016 nChanged 7 SP:Iteration 7Q (311.219302 sec): 3 clusters Score: Raw -68048.584900 + Penalty 3616.306997 = -64432.277903 nChanged 3 SP:Iteration 8Q (311.239569 sec): 3 clusters Score: Raw -68051.692307 + Penalty 3616.306997 = -64435.385309 nChanged 2 SP:Iteration 9Q (311.259734 sec): 3 clusters Score: Raw -68053.072041 + Penalty 3616.306997 = -64436.765044 nChanged 0 SP:Iteration 10F (311.279620 sec): 3 clusters Score: Raw -68053.072041 + Penalty 3616.306997 = -64436.765044 nChanged 0 Trying to split cluster 5 (2727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (311.344921 sec): 2 clusters Score: Raw -243852.157468 + Penalty 2088.492749 = -241763.664719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (311.389432 sec): 3 clusters Score: Raw -242704.185767 + Penalty 4176.985498 = -238527.200269 nChanged 995 SP:Iteration 1F (311.540555 sec): 3 clusters Score: Raw -243441.645464 + Penalty 4176.985498 = -239264.659966 nChanged 235 SP:Iteration 2F (311.630759 sec): 3 clusters Score: Raw -243662.290949 + Penalty 4176.985498 = -239485.305451 nChanged 148 SP:Iteration 3F (311.673865 sec): 3 clusters Score: Raw -243795.090562 + Penalty 4176.985498 = -239618.105064 nChanged 103 SP:Iteration 4Q (311.716467 sec): 3 clusters Score: Raw -243891.730644 + Penalty 4176.985498 = -239714.745145 nChanged 84 SP:Iteration 5Q (311.755744 sec): 3 clusters Score: Raw -243957.432229 + Penalty 4176.985498 = -239780.446731 nChanged 53 SP:Iteration 6Q (311.794991 sec): 3 clusters Score: Raw -243991.255995 + Penalty 4176.985498 = -239814.270496 nChanged 44 SP:Iteration 7Q (311.834351 sec): 3 clusters Score: Raw -244019.788323 + Penalty 4176.985498 = -239842.802825 nChanged 29 SP:Iteration 8Q (311.877103 sec): 3 clusters Score: Raw -244040.243125 + Penalty 4176.985498 = -239863.257627 nChanged 31 SP:Iteration 9Q (311.920495 sec): 3 clusters Score: Raw -244058.592728 + Penalty 4176.985498 = -239881.607230 nChanged 31 SP:Iteration 10Q (311.963600 sec): 3 clusters Score: Raw -244076.020205 + Penalty 4176.985498 = -239899.034707 nChanged 21 SP:Iteration 11Q (312.006879 sec): 3 clusters Score: Raw -244090.080532 + Penalty 4176.985498 = -239913.095034 nChanged 21 SP:Iteration 12Q (312.049516 sec): 3 clusters Score: Raw -244101.770805 + Penalty 4176.985498 = -239924.785307 nChanged 25 SP:Iteration 13Q (312.089294 sec): 3 clusters Score: Raw -244115.102073 + Penalty 4176.985498 = -239938.116575 nChanged 17 SP:Iteration 14Q (312.129114 sec): 3 clusters Score: Raw -244129.579630 + Penalty 4176.985498 = -239952.594132 nChanged 24 SP:Iteration 15Q (312.168748 sec): 3 clusters Score: Raw -244145.777147 + Penalty 4176.985498 = -239968.791649 nChanged 13 SP:Iteration 16Q (312.208353 sec): 3 clusters Score: Raw -244154.660201 + Penalty 4176.985498 = -239977.674703 nChanged 9 SP:Iteration 17Q (312.248457 sec): 3 clusters Score: Raw -244158.986382 + Penalty 4176.985498 = -239982.000884 nChanged 5 SP:Iteration 18Q (312.288962 sec): 3 clusters Score: Raw -244161.710504 + Penalty 4176.985498 = -239984.725006 nChanged 6 SP:Iteration 19Q (312.329334 sec): 3 clusters Score: Raw -244163.941276 + Penalty 4176.985498 = -239986.955778 nChanged 6 SP:Iteration 20F (312.369517 sec): 3 clusters Score: Raw -244166.208106 + Penalty 4176.985498 = -239989.222608 nChanged 5 SP:Iteration 21Q (312.409756 sec): 3 clusters Score: Raw -244170.011137 + Penalty 4176.985498 = -239993.025639 nChanged 10 SP:Iteration 22Q (312.449347 sec): 3 clusters Score: Raw -244175.173233 + Penalty 4176.985498 = -239998.187735 nChanged 6 SP:Iteration 23Q (312.489188 sec): 3 clusters Score: Raw -244178.822849 + Penalty 4176.985498 = -240001.837351 nChanged 4 SP:Iteration 24Q (312.528760 sec): 3 clusters Score: Raw -244181.011329 + Penalty 4176.985498 = -240004.025831 nChanged 4 SP:Iteration 25Q (312.568493 sec): 3 clusters Score: Raw -244182.819128 + Penalty 4176.985498 = -240005.833630 nChanged 3 SP:Iteration 26Q (312.610413 sec): 3 clusters Score: Raw -244184.885986 + Penalty 4176.985498 = -240007.900487 nChanged 5 SP:Iteration 27Q (312.652426 sec): 3 clusters Score: Raw -244187.226944 + Penalty 4176.985498 = -240010.241446 nChanged 6 SP:Iteration 28Q (312.694207 sec): 3 clusters Score: Raw -244189.891662 + Penalty 4176.985498 = -240012.906164 nChanged 5 SP:Iteration 29Q (312.736011 sec): 3 clusters Score: Raw -244192.849925 + Penalty 4176.985498 = -240015.864427 nChanged 5 SP:Iteration 30Q (312.776856 sec): 3 clusters Score: Raw -244195.148449 + Penalty 4176.985498 = -240018.162951 nChanged 5 SP:Iteration 31Q (312.816133 sec): 3 clusters Score: Raw -244197.376308 + Penalty 4176.985498 = -240020.390810 nChanged 1 SP:Iteration 32Q (312.922930 sec): 3 clusters Score: Raw -244197.542697 + Penalty 4176.985498 = -240020.557199 nChanged 1 SP:Iteration 33Q (313.004176 sec): 3 clusters Score: Raw -244197.695487 + Penalty 4176.985498 = -240020.709989 nChanged 1 SP:Iteration 34Q (313.053591 sec): 3 clusters Score: Raw -244198.067129 + Penalty 4176.985498 = -240021.081631 nChanged 1 SP:Iteration 35Q (313.094601 sec): 3 clusters Score: Raw -244198.329774 + Penalty 4176.985498 = -240021.344275 nChanged 0 SP:Iteration 36F (313.165505 sec): 3 clusters Score: Raw -244198.329774 + Penalty 4176.985498 = -240021.344275 nChanged 0 Trying to split cluster 6 (3193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (313.240012 sec): 2 clusters Score: Raw -270852.799951 + Penalty 2130.141075 = -268722.658877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (313.281087 sec): 3 clusters Score: Raw -269587.054990 + Penalty 4260.282150 = -265326.772840 nChanged 1067 SP:Iteration 1F (313.321458 sec): 3 clusters Score: Raw -270433.522236 + Penalty 4260.282150 = -266173.240087 nChanged 264 SP:Iteration 2F (313.361669 sec): 3 clusters Score: Raw -270721.386377 + Penalty 4260.282150 = -266461.104227 nChanged 230 SP:Iteration 3F (313.411120 sec): 3 clusters Score: Raw -270982.369165 + Penalty 4260.282150 = -266722.087016 nChanged 193 SP:Iteration 4F (313.462313 sec): 3 clusters Score: Raw -271244.356542 + Penalty 4260.282150 = -266984.074392 nChanged 197 SP:Iteration 5F (313.511571 sec): 3 clusters Score: Raw -271555.025075 + Penalty 4260.282150 = -267294.742925 nChanged 178 SP:Iteration 6F (313.559890 sec): 3 clusters Score: Raw -271838.117891 + Penalty 4260.282150 = -267577.835741 nChanged 141 SP:Iteration 7Q (313.600287 sec): 3 clusters Score: Raw -272060.954580 + Penalty 4260.282150 = -267800.672430 nChanged 136 SP:Iteration 8Q (313.640440 sec): 3 clusters Score: Raw -272276.458814 + Penalty 4260.282150 = -268016.176664 nChanged 107 SP:Iteration 9Q (313.680437 sec): 3 clusters Score: Raw -272426.590157 + Penalty 4260.282150 = -268166.308007 nChanged 77 SP:Iteration 10Q (313.720383 sec): 3 clusters Score: Raw -272504.394613 + Penalty 4260.282150 = -268244.112463 nChanged 59 SP:Iteration 11Q (313.764880 sec): 3 clusters Score: Raw -272554.770356 + Penalty 4260.282150 = -268294.488206 nChanged 44 SP:Iteration 12Q (313.809449 sec): 3 clusters Score: Raw -272587.952685 + Penalty 4260.282150 = -268327.670535 nChanged 31 SP:Iteration 13Q (313.853889 sec): 3 clusters Score: Raw -272603.166538 + Penalty 4260.282150 = -268342.884389 nChanged 17 SP:Iteration 14Q (313.898325 sec): 3 clusters Score: Raw -272611.417439 + Penalty 4260.282150 = -268351.135289 nChanged 9 SP:Iteration 15Q (313.939596 sec): 3 clusters Score: Raw -272616.121747 + Penalty 4260.282150 = -268355.839597 nChanged 8 SP:Iteration 16Q (313.980212 sec): 3 clusters Score: Raw -272620.642947 + Penalty 4260.282150 = -268360.360797 nChanged 7 SP:Iteration 17Q (314.020705 sec): 3 clusters Score: Raw -272623.791434 + Penalty 4260.282150 = -268363.509284 nChanged 5 SP:Iteration 18Q (314.061150 sec): 3 clusters Score: Raw -272626.181577 + Penalty 4260.282150 = -268365.899427 nChanged 6 SP:Iteration 19Q (314.103720 sec): 3 clusters Score: Raw -272628.447477 + Penalty 4260.282150 = -268368.165327 nChanged 4 SP:Iteration 20F (314.147845 sec): 3 clusters Score: Raw -272629.838827 + Penalty 4260.282150 = -268369.556677 nChanged 3 SP:Iteration 21Q (314.190861 sec): 3 clusters Score: Raw -272631.079236 + Penalty 4260.282150 = -268370.797087 nChanged 1 SP:Iteration 22Q (314.233667 sec): 3 clusters Score: Raw -272631.524009 + Penalty 4260.282150 = -268371.241859 nChanged 2 SP:Iteration 23Q (314.275250 sec): 3 clusters Score: Raw -272632.228808 + Penalty 4260.282150 = -268371.946658 nChanged 2 SP:Iteration 24Q (314.316065 sec): 3 clusters Score: Raw -272632.610251 + Penalty 4260.282150 = -268372.328102 nChanged 1 SP:Iteration 25Q (314.468392 sec): 3 clusters Score: Raw -272633.173289 + Penalty 4260.282150 = -268372.891140 nChanged 0 SP:Iteration 26F (314.516043 sec): 3 clusters Score: Raw -272633.173289 + Penalty 4260.282150 = -268372.891140 nChanged 0 Trying to split cluster 9 (4558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (314.566672 sec): 2 clusters Score: Raw -417360.288594 + Penalty 2224.104751 = -415136.183843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (314.621503 sec): 3 clusters Score: Raw -415267.914821 + Penalty 4448.209503 = -410819.705318 nChanged 1720 SP:Iteration 1F (314.688765 sec): 3 clusters Score: Raw -416388.769028 + Penalty 4448.209503 = -411940.559525 nChanged 371 SP:Iteration 2F (314.759117 sec): 3 clusters Score: Raw -416664.072743 + Penalty 4448.209503 = -412215.863240 nChanged 258 SP:Iteration 3F (314.817259 sec): 3 clusters Score: Raw -416844.754047 + Penalty 4448.209503 = -412396.544544 nChanged 183 SP:Iteration 4Q (314.862195 sec): 3 clusters Score: Raw -416959.675629 + Penalty 4448.209503 = -412511.466126 nChanged 138 SP:Iteration 5Q (314.906958 sec): 3 clusters Score: Raw -417050.721620 + Penalty 4448.209503 = -412602.512117 nChanged 122 SP:Iteration 6Q (314.952330 sec): 3 clusters Score: Raw -417133.277204 + Penalty 4448.209503 = -412685.067701 nChanged 123 SP:Iteration 7Q (315.005100 sec): 3 clusters Score: Raw -417195.061489 + Penalty 4448.209503 = -412746.851986 nChanged 90 SP:Iteration 8Q (315.060013 sec): 3 clusters Score: Raw -417237.233443 + Penalty 4448.209503 = -412789.023940 nChanged 84 SP:Iteration 9Q (315.113030 sec): 3 clusters Score: Raw -417280.846876 + Penalty 4448.209503 = -412832.637373 nChanged 58 SP:Iteration 10Q (315.162939 sec): 3 clusters Score: Raw -417317.731878 + Penalty 4448.209503 = -412869.522375 nChanged 71 SP:Iteration 11Q (315.212028 sec): 3 clusters Score: Raw -417357.410594 + Penalty 4448.209503 = -412909.201091 nChanged 69 SP:Iteration 12Q (315.261284 sec): 3 clusters Score: Raw -417396.696260 + Penalty 4448.209503 = -412948.486757 nChanged 57 SP:Iteration 13Q (315.312202 sec): 3 clusters Score: Raw -417428.712322 + Penalty 4448.209503 = -412980.502819 nChanged 58 SP:Iteration 14Q (315.363846 sec): 3 clusters Score: Raw -417458.160015 + Penalty 4448.209503 = -413009.950512 nChanged 57 SP:Iteration 15Q (315.415432 sec): 3 clusters Score: Raw -417492.555493 + Penalty 4448.209503 = -413044.345991 nChanged 78 SP:Iteration 16Q (315.466314 sec): 3 clusters Score: Raw -417529.737245 + Penalty 4448.209503 = -413081.527742 nChanged 58 SP:Iteration 17Q (315.516290 sec): 3 clusters Score: Raw -417554.654000 + Penalty 4448.209503 = -413106.444497 nChanged 49 SP:Iteration 18Q (315.566212 sec): 3 clusters Score: Raw -417574.695657 + Penalty 4448.209503 = -413126.486154 nChanged 43 SP:Iteration 19Q (315.616885 sec): 3 clusters Score: Raw -417591.272837 + Penalty 4448.209503 = -413143.063334 nChanged 33 SP:Iteration 20F (315.667624 sec): 3 clusters Score: Raw -417604.220772 + Penalty 4448.209503 = -413156.011269 nChanged 28 SP:Iteration 21Q (315.718563 sec): 3 clusters Score: Raw -417616.132775 + Penalty 4448.209503 = -413167.923272 nChanged 34 SP:Iteration 22Q (315.769174 sec): 3 clusters Score: Raw -417628.261723 + Penalty 4448.209503 = -413180.052221 nChanged 22 SP:Iteration 23Q (315.820005 sec): 3 clusters Score: Raw -417636.733863 + Penalty 4448.209503 = -413188.524360 nChanged 17 SP:Iteration 24Q (315.870906 sec): 3 clusters Score: Raw -417643.466147 + Penalty 4448.209503 = -413195.256645 nChanged 14 SP:Iteration 25Q (315.922098 sec): 3 clusters Score: Raw -417648.178145 + Penalty 4448.209503 = -413199.968642 nChanged 16 SP:Iteration 26Q (315.972785 sec): 3 clusters Score: Raw -417654.587093 + Penalty 4448.209503 = -413206.377590 nChanged 16 SP:Iteration 27Q (316.024116 sec): 3 clusters Score: Raw -417659.511853 + Penalty 4448.209503 = -413211.302350 nChanged 18 SP:Iteration 28Q (316.154230 sec): 3 clusters Score: Raw -417666.193774 + Penalty 4448.209503 = -413217.984272 nChanged 20 SP:Iteration 29Q (316.212581 sec): 3 clusters Score: Raw -417673.324814 + Penalty 4448.209503 = -413225.115311 nChanged 20 SP:Iteration 30Q (316.268247 sec): 3 clusters Score: Raw -417679.956743 + Penalty 4448.209503 = -413231.747241 nChanged 23 SP:Iteration 31Q (316.313894 sec): 3 clusters Score: Raw -417689.619544 + Penalty 4448.209503 = -413241.410041 nChanged 26 SP:Iteration 32Q (316.359512 sec): 3 clusters Score: Raw -417699.202324 + Penalty 4448.209503 = -413250.992821 nChanged 29 SP:Iteration 33Q (316.405591 sec): 3 clusters Score: Raw -417712.461196 + Penalty 4448.209503 = -413264.251694 nChanged 32 SP:Iteration 34Q (316.460658 sec): 3 clusters Score: Raw -417726.164679 + Penalty 4448.209503 = -413277.955176 nChanged 33 SP:Iteration 35Q (316.515451 sec): 3 clusters Score: Raw -417739.886742 + Penalty 4448.209503 = -413291.677239 nChanged 29 SP:Iteration 36Q (316.562004 sec): 3 clusters Score: Raw -417751.984067 + Penalty 4448.209503 = -413303.774565 nChanged 24 SP:Iteration 37Q (316.608717 sec): 3 clusters Score: Raw -417762.396805 + Penalty 4448.209503 = -413314.187302 nChanged 26 SP:Iteration 38Q (316.655128 sec): 3 clusters Score: Raw -417774.806344 + Penalty 4448.209503 = -413326.596842 nChanged 30 SP:Iteration 39Q (316.705341 sec): 3 clusters Score: Raw -417787.882535 + Penalty 4448.209503 = -413339.673032 nChanged 27 SP:Iteration 40F (316.757457 sec): 3 clusters Score: Raw -417797.126927 + Penalty 4448.209503 = -413348.917425 nChanged 22 SP:Iteration 41Q (316.809783 sec): 3 clusters Score: Raw -417806.371961 + Penalty 4448.209503 = -413358.162459 nChanged 18 SP:Iteration 42Q (316.860855 sec): 3 clusters Score: Raw -417814.058615 + Penalty 4448.209503 = -413365.849112 nChanged 23 SP:Iteration 43Q (316.910300 sec): 3 clusters Score: Raw -417824.363086 + Penalty 4448.209503 = -413376.153583 nChanged 17 SP:Iteration 44Q (316.960113 sec): 3 clusters Score: Raw -417831.550038 + Penalty 4448.209503 = -413383.340535 nChanged 16 SP:Iteration 45Q (317.010204 sec): 3 clusters Score: Raw -417839.452836 + Penalty 4448.209503 = -413391.243333 nChanged 19 SP:Iteration 46Q (317.060980 sec): 3 clusters Score: Raw -417847.416435 + Penalty 4448.209503 = -413399.206932 nChanged 18 SP:Iteration 47Q (317.111672 sec): 3 clusters Score: Raw -417852.488960 + Penalty 4448.209503 = -413404.279457 nChanged 17 SP:Iteration 48Q (317.163314 sec): 3 clusters Score: Raw -417857.901386 + Penalty 4448.209503 = -413409.691884 nChanged 17 SP:Iteration 49Q (317.214119 sec): 3 clusters Score: Raw -417864.734372 + Penalty 4448.209503 = -413416.524869 nChanged 19 SP:Iteration 50Q (317.265025 sec): 3 clusters Score: Raw -417872.683830 + Penalty 4448.209503 = -413424.474328 nChanged 24 SP:Iteration 51Q (317.316007 sec): 3 clusters Score: Raw -417881.315354 + Penalty 4448.209503 = -413433.105851 nChanged 26 SP:Iteration 52Q (317.365654 sec): 3 clusters Score: Raw -417888.256277 + Penalty 4448.209503 = -413440.046774 nChanged 22 SP:Iteration 53Q (317.415173 sec): 3 clusters Score: Raw -417896.002333 + Penalty 4448.209503 = -413447.792830 nChanged 27 SP:Iteration 54Q (317.464733 sec): 3 clusters Score: Raw -417906.818630 + Penalty 4448.209503 = -413458.609128 nChanged 33 SP:Iteration 55Q (317.515571 sec): 3 clusters Score: Raw -417920.906316 + Penalty 4448.209503 = -413472.696813 nChanged 31 SP:Iteration 56Q (317.566463 sec): 3 clusters Score: Raw -417935.711673 + Penalty 4448.209503 = -413487.502170 nChanged 42 SP:Iteration 57Q (317.617145 sec): 3 clusters Score: Raw -417959.207676 + Penalty 4448.209503 = -413510.998173 nChanged 52 SP:Iteration 58Q (317.667446 sec): 3 clusters Score: Raw -417988.994885 + Penalty 4448.209503 = -413540.785382 nChanged 45 SP:Iteration 59Q (317.716994 sec): 3 clusters Score: Raw -418011.286587 + Penalty 4448.209503 = -413563.077084 nChanged 42 SP:Iteration 60F (317.853518 sec): 3 clusters Score: Raw -418033.901732 + Penalty 4448.209503 = -413585.692229 nChanged 40 SP:Iteration 61Q (317.909802 sec): 3 clusters Score: Raw -418050.807076 + Penalty 4448.209503 = -413602.597573 nChanged 37 SP:Iteration 62Q (317.959702 sec): 3 clusters Score: Raw -418062.749463 + Penalty 4448.209503 = -413614.539960 nChanged 25 SP:Iteration 63Q (318.008352 sec): 3 clusters Score: Raw -418072.364945 + Penalty 4448.209503 = -413624.155442 nChanged 26 SP:Iteration 64Q (318.056945 sec): 3 clusters Score: Raw -418083.139559 + Penalty 4448.209503 = -413634.930056 nChanged 29 SP:Iteration 65Q (318.107001 sec): 3 clusters Score: Raw -418093.849631 + Penalty 4448.209503 = -413645.640128 nChanged 25 SP:Iteration 66Q (318.158268 sec): 3 clusters Score: Raw -418104.724868 + Penalty 4448.209503 = -413656.515365 nChanged 28 SP:Iteration 67Q (318.209571 sec): 3 clusters Score: Raw -418116.094298 + Penalty 4448.209503 = -413667.884795 nChanged 25 SP:Iteration 68Q (318.260365 sec): 3 clusters Score: Raw -418123.806166 + Penalty 4448.209503 = -413675.596664 nChanged 19 SP:Iteration 69Q (318.309921 sec): 3 clusters Score: Raw -418128.584698 + Penalty 4448.209503 = -413680.375195 nChanged 15 SP:Iteration 70Q (318.359816 sec): 3 clusters Score: Raw -418133.788819 + Penalty 4448.209503 = -413685.579316 nChanged 12 SP:Iteration 71Q (318.409332 sec): 3 clusters Score: Raw -418137.033895 + Penalty 4448.209503 = -413688.824392 nChanged 4 SP:Iteration 72Q (318.460566 sec): 3 clusters Score: Raw -418138.120414 + Penalty 4448.209503 = -413689.910911 nChanged 6 SP:Iteration 73Q (318.509998 sec): 3 clusters Score: Raw -418140.163223 + Penalty 4448.209503 = -413691.953720 nChanged 9 SP:Iteration 74Q (318.559836 sec): 3 clusters Score: Raw -418142.457833 + Penalty 4448.209503 = -413694.248330 nChanged 6 SP:Iteration 75Q (318.611202 sec): 3 clusters Score: Raw -418143.457745 + Penalty 4448.209503 = -413695.248243 nChanged 3 SP:Iteration 76Q (318.662777 sec): 3 clusters Score: Raw -418144.920922 + Penalty 4448.209503 = -413696.711419 nChanged 3 SP:Iteration 77Q (318.714118 sec): 3 clusters Score: Raw -418145.738425 + Penalty 4448.209503 = -413697.528923 nChanged 2 SP:Iteration 78Q (318.763733 sec): 3 clusters Score: Raw -418146.245371 + Penalty 4448.209503 = -413698.035868 nChanged 6 SP:Iteration 79Q (318.812793 sec): 3 clusters Score: Raw -418147.987685 + Penalty 4448.209503 = -413699.778183 nChanged 3 SP:Iteration 80F (318.862064 sec): 3 clusters Score: Raw -418148.782980 + Penalty 4448.209503 = -413700.573477 nChanged 2 SP:Iteration 81Q (318.912309 sec): 3 clusters Score: Raw -418149.719026 + Penalty 4448.209503 = -413701.509523 nChanged 4 SP:Iteration 82Q (318.988486 sec): 3 clusters Score: Raw -418151.122489 + Penalty 4448.209503 = -413702.912986 nChanged 6 SP:Iteration 83Q (319.039395 sec): 3 clusters Score: Raw -418152.639657 + Penalty 4448.209503 = -413704.430154 nChanged 3 SP:Iteration 84Q (319.089831 sec): 3 clusters Score: Raw -418153.522742 + Penalty 4448.209503 = -413705.313239 nChanged 4 SP:Iteration 85Q (319.150079 sec): 3 clusters Score: Raw -418154.701222 + Penalty 4448.209503 = -413706.491720 nChanged 4 SP:Iteration 86Q (319.227352 sec): 3 clusters Score: Raw -418156.045619 + Penalty 4448.209503 = -413707.836116 nChanged 4 SP:Iteration 87Q (319.276294 sec): 3 clusters Score: Raw -418156.568686 + Penalty 4448.209503 = -413708.359183 nChanged 1 SP:Iteration 88Q (319.326247 sec): 3 clusters Score: Raw -418156.936809 + Penalty 4448.209503 = -413708.727306 nChanged 2 SP:Iteration 89Q (319.376232 sec): 3 clusters Score: Raw -418157.458258 + Penalty 4448.209503 = -413709.248755 nChanged 0 SP:Iteration 90F (319.425894 sec): 3 clusters Score: Raw -418157.458258 + Penalty 4448.209503 = -413709.248755 nChanged 0 Time taken for this iteration:30.650580 seconds. 10->7 Clusters: Score -1289842.845006, best is -1291644.109448 Starting from 11 clusters... ------ Clustering full data set of 15687 points ------ SP: Assigned 11 initial classes randomly. Deleting Class 5 (1027 points): Lose 496.008637 but Gain 2550.395132 Iteration 0F (319.748382 sec): 10 clusters Score: Raw -1235188.782336 + Penalty 22953.556192 = -1212235.226144 nChanged 12931 Deleting Class 7 (902 points): Lose 1466.289431 but Gain 2550.395132 Iteration 1F (320.040070 sec): 9 clusters Score: Raw -1277689.420390 + Penalty 20403.161059 = -1257286.259331 nChanged 5985 Deleting Class 3 (1244 points): Lose 1997.211093 but Gain 2550.395132 Iteration 2F (320.265421 sec): 8 clusters Score: Raw -1289225.572672 + Penalty 17852.765927 = -1271372.806745 nChanged 3596 Iteration 3F (320.475792 sec): 8 clusters Score: Raw -1295451.776797 + Penalty 17852.765927 = -1277599.010870 nChanged 1906 Iteration 4F (320.717480 sec): 8 clusters Score: Raw -1298344.465619 + Penalty 17852.765927 = -1280491.699692 nChanged 1477 Iteration 5F (320.942130 sec): 8 clusters Score: Raw -1300324.087402 + Penalty 17852.765927 = -1282471.321475 nChanged 1167 Iteration 6F (321.180389 sec): 8 clusters Score: Raw -1301598.448189 + Penalty 17852.765927 = -1283745.682262 nChanged 907 Iteration 7F (321.409861 sec): 8 clusters Score: Raw -1302517.246459 + Penalty 17852.765927 = -1284664.480532 nChanged 751 Iteration 8Q (321.608449 sec): 8 clusters Score: Raw -1303224.302712 + Penalty 17852.765927 = -1285371.536785 nChanged 574 Iteration 9Q (321.780025 sec): 8 clusters Score: Raw -1303760.688188 + Penalty 17852.765927 = -1285907.922261 nChanged 487 Iteration 10Q (321.976836 sec): 8 clusters Score: Raw -1304181.379584 + Penalty 17852.765927 = -1286328.613656 nChanged 455 Iteration 11Q (322.138881 sec): 8 clusters Score: Raw -1304629.151717 + Penalty 17852.765927 = -1286776.385790 nChanged 451 Iteration 12Q (322.331912 sec): 8 clusters Score: Raw -1305126.050963 + Penalty 17852.765927 = -1287273.285036 nChanged 474 Iteration 13Q (322.514859 sec): 8 clusters Score: Raw -1305692.443774 + Penalty 17852.765927 = -1287839.677847 nChanged 411 Iteration 14Q (322.676319 sec): 8 clusters Score: Raw -1306139.268840 + Penalty 17852.765927 = -1288286.502913 nChanged 357 Iteration 15Q (322.867328 sec): 8 clusters Score: Raw -1306464.551018 + Penalty 17852.765927 = -1288611.785091 nChanged 301 Iteration 16Q (323.049397 sec): 8 clusters Score: Raw -1306680.034509 + Penalty 17852.765927 = -1288827.268582 nChanged 249 Iteration 17Q (323.223433 sec): 8 clusters Score: Raw -1306857.544929 + Penalty 17852.765927 = -1289004.779002 nChanged 200 Iteration 18Q (323.390815 sec): 8 clusters Score: Raw -1307014.952980 + Penalty 17852.765927 = -1289162.187053 nChanged 189 Iteration 19Q (323.583311 sec): 8 clusters Score: Raw -1307183.990666 + Penalty 17852.765927 = -1289331.224739 nChanged 175 Writing temp clu file Because OldScore, -1289162.187053, is greater than current (better) Score,-1289331.224739 Compute initial score before splitting: Score: Raw -1307183.990666 + Penalty 17852.765927 = -1289331.224739 Trying to split cluster 1 (2382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (323.663506 sec): 2 clusters Score: Raw -202025.154753 + Penalty 2052.783678 = -199972.371075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (323.709353 sec): 3 clusters Score: Raw -201073.673751 + Penalty 4105.567356 = -196968.106395 nChanged 778 SP:Iteration 1F (323.755175 sec): 3 clusters Score: Raw -201692.947495 + Penalty 4105.567356 = -197587.380140 nChanged 211 SP:Iteration 2F (323.800326 sec): 3 clusters Score: Raw -201904.849917 + Penalty 4105.567356 = -197799.282561 nChanged 134 SP:Iteration 3F (323.840266 sec): 3 clusters Score: Raw -202037.701269 + Penalty 4105.567356 = -197932.133913 nChanged 103 SP:Iteration 4Q (323.878171 sec): 3 clusters Score: Raw -202144.419327 + Penalty 4105.567356 = -198038.851971 nChanged 71 SP:Iteration 5Q (324.022228 sec): 3 clusters Score: Raw -202204.076210 + Penalty 4105.567356 = -198098.508854 nChanged 68 SP:Iteration 6Q (324.135012 sec): 3 clusters Score: Raw -202278.277410 + Penalty 4105.567356 = -198172.710054 nChanged 63 SP:Iteration 7Q (324.179092 sec): 3 clusters Score: Raw -202337.705248 + Penalty 4105.567356 = -198232.137892 nChanged 59 SP:Iteration 8Q (324.223723 sec): 3 clusters Score: Raw -202396.945527 + Penalty 4105.567356 = -198291.378171 nChanged 54 SP:Iteration 9Q (324.265744 sec): 3 clusters Score: Raw -202441.850100 + Penalty 4105.567356 = -198336.282744 nChanged 44 SP:Iteration 10Q (324.303182 sec): 3 clusters Score: Raw -202488.810691 + Penalty 4105.567356 = -198383.243335 nChanged 54 SP:Iteration 11Q (324.341010 sec): 3 clusters Score: Raw -202545.455940 + Penalty 4105.567356 = -198439.888584 nChanged 47 SP:Iteration 12Q (324.378775 sec): 3 clusters Score: Raw -202593.135434 + Penalty 4105.567356 = -198487.568078 nChanged 37 SP:Iteration 13Q (324.416316 sec): 3 clusters Score: Raw -202634.253946 + Penalty 4105.567356 = -198528.686590 nChanged 30 SP:Iteration 14Q (324.453807 sec): 3 clusters Score: Raw -202666.072863 + Penalty 4105.567356 = -198560.505507 nChanged 34 SP:Iteration 15Q (324.492133 sec): 3 clusters Score: Raw -202699.596408 + Penalty 4105.567356 = -198594.029052 nChanged 32 SP:Iteration 16Q (324.530565 sec): 3 clusters Score: Raw -202727.860108 + Penalty 4105.567356 = -198622.292752 nChanged 27 SP:Iteration 17Q (324.568582 sec): 3 clusters Score: Raw -202758.253277 + Penalty 4105.567356 = -198652.685921 nChanged 24 SP:Iteration 18Q (324.606661 sec): 3 clusters Score: Raw -202779.338127 + Penalty 4105.567356 = -198673.770771 nChanged 25 SP:Iteration 19Q (324.644730 sec): 3 clusters Score: Raw -202797.448039 + Penalty 4105.567356 = -198691.880683 nChanged 22 SP:Iteration 20F (324.682732 sec): 3 clusters Score: Raw -202815.919020 + Penalty 4105.567356 = -198710.351664 nChanged 19 SP:Iteration 21Q (324.720868 sec): 3 clusters Score: Raw -202827.826100 + Penalty 4105.567356 = -198722.258745 nChanged 6 SP:Iteration 22Q (324.758845 sec): 3 clusters Score: Raw -202831.443318 + Penalty 4105.567356 = -198725.875962 nChanged 5 SP:Iteration 23Q (324.796804 sec): 3 clusters Score: Raw -202834.186339 + Penalty 4105.567356 = -198728.618983 nChanged 5 SP:Iteration 24Q (324.834788 sec): 3 clusters Score: Raw -202837.361271 + Penalty 4105.567356 = -198731.793915 nChanged 7 SP:Iteration 25Q (324.872742 sec): 3 clusters Score: Raw -202842.355543 + Penalty 4105.567356 = -198736.788187 nChanged 4 SP:Iteration 26Q (324.910500 sec): 3 clusters Score: Raw -202844.301884 + Penalty 4105.567356 = -198738.734528 nChanged 1 SP:Iteration 27Q (324.976656 sec): 3 clusters Score: Raw -202844.466964 + Penalty 4105.567356 = -198738.899608 nChanged 0 SP:Iteration 28F (325.072876 sec): 3 clusters Score: Raw -202844.466964 + Penalty 4105.567356 = -198738.899608 nChanged 0 Trying to split cluster 2 (1275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (325.114018 sec): 2 clusters Score: Raw -110256.093877 + Penalty 1887.785185 = -108368.308692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (325.141195 sec): 3 clusters Score: Raw -109910.098772 + Penalty 3775.570370 = -106134.528402 nChanged 364 SP:Iteration 1F (325.166799 sec): 3 clusters Score: Raw -110280.195858 + Penalty 3775.570370 = -106504.625488 nChanged 95 SP:Iteration 2F (325.193715 sec): 3 clusters Score: Raw -110405.641790 + Penalty 3775.570370 = -106630.071420 nChanged 68 SP:Iteration 3F (325.219200 sec): 3 clusters Score: Raw -110522.198928 + Penalty 3775.570370 = -106746.628558 nChanged 57 SP:Iteration 4Q (325.244773 sec): 3 clusters Score: Raw -110612.830101 + Penalty 3775.570370 = -106837.259731 nChanged 58 SP:Iteration 5Q (325.270227 sec): 3 clusters Score: Raw -110717.131166 + Penalty 3775.570370 = -106941.560796 nChanged 61 SP:Iteration 6Q (325.398863 sec): 3 clusters Score: Raw -110835.977317 + Penalty 3775.570370 = -107060.406947 nChanged 57 SP:Iteration 7Q (325.488195 sec): 3 clusters Score: Raw -110930.325981 + Penalty 3775.570370 = -107154.755611 nChanged 37 SP:Iteration 8Q (325.513666 sec): 3 clusters Score: Raw -110979.352407 + Penalty 3775.570370 = -107203.782037 nChanged 20 SP:Iteration 9Q (325.538874 sec): 3 clusters Score: Raw -111014.073396 + Penalty 3775.570370 = -107238.503026 nChanged 20 SP:Iteration 10Q (325.563929 sec): 3 clusters Score: Raw -111044.454882 + Penalty 3775.570370 = -107268.884512 nChanged 21 SP:Iteration 11Q (325.589044 sec): 3 clusters Score: Raw -111079.221659 + Penalty 3775.570370 = -107303.651290 nChanged 13 SP:Iteration 12Q (325.614020 sec): 3 clusters Score: Raw -111092.229020 + Penalty 3775.570370 = -107316.658650 nChanged 8 SP:Iteration 13Q (325.639294 sec): 3 clusters Score: Raw -111100.169191 + Penalty 3775.570370 = -107324.598822 nChanged 3 SP:Iteration 14Q (325.663836 sec): 3 clusters Score: Raw -111104.263643 + Penalty 3775.570370 = -107328.693273 nChanged 4 SP:Iteration 15Q (325.688515 sec): 3 clusters Score: Raw -111108.970908 + Penalty 3775.570370 = -107333.400538 nChanged 2 SP:Iteration 16Q (325.713125 sec): 3 clusters Score: Raw -111111.464574 + Penalty 3775.570370 = -107335.894204 nChanged 1 SP:Iteration 17Q (325.737911 sec): 3 clusters Score: Raw -111113.725285 + Penalty 3775.570370 = -107338.154916 nChanged 5 SP:Iteration 18Q (325.762468 sec): 3 clusters Score: Raw -111119.868907 + Penalty 3775.570370 = -107344.298537 nChanged 4 SP:Iteration 19Q (325.787111 sec): 3 clusters Score: Raw -111123.986400 + Penalty 3775.570370 = -107348.416030 nChanged 3 SP:Iteration 20F (325.811653 sec): 3 clusters Score: Raw -111130.296386 + Penalty 3775.570370 = -107354.726016 nChanged 2 SP:Iteration 21Q (325.836382 sec): 3 clusters Score: Raw -111134.589514 + Penalty 3775.570370 = -107359.019144 nChanged 1 SP:Iteration 22Q (325.860970 sec): 3 clusters Score: Raw -111135.850351 + Penalty 3775.570370 = -107360.279982 nChanged 3 SP:Iteration 23Q (325.885469 sec): 3 clusters Score: Raw -111138.625573 + Penalty 3775.570370 = -107363.055203 nChanged 4 SP:Iteration 24Q (325.910176 sec): 3 clusters Score: Raw -111145.337227 + Penalty 3775.570370 = -107369.766857 nChanged 3 SP:Iteration 25Q (325.935001 sec): 3 clusters Score: Raw -111147.642376 + Penalty 3775.570370 = -107372.072007 nChanged 3 SP:Iteration 26Q (325.959613 sec): 3 clusters Score: Raw -111150.767812 + Penalty 3775.570370 = -107375.197442 nChanged 2 SP:Iteration 27Q (325.984199 sec): 3 clusters Score: Raw -111152.150221 + Penalty 3775.570370 = -107376.579852 nChanged 0 SP:Iteration 28F (326.008708 sec): 3 clusters Score: Raw -111152.150221 + Penalty 3775.570370 = -107376.579852 nChanged 0 Trying to split cluster 4 (2939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (326.047861 sec): 2 clusters Score: Raw -261780.182899 + Penalty 2108.257712 = -259671.925187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (326.088238 sec): 3 clusters Score: Raw -260495.946924 + Penalty 4216.515424 = -256279.431500 nChanged 1066 SP:Iteration 1F (326.133576 sec): 3 clusters Score: Raw -261227.401989 + Penalty 4216.515424 = -257010.886565 nChanged 235 SP:Iteration 2F (326.181809 sec): 3 clusters Score: Raw -261390.261929 + Penalty 4216.515424 = -257173.746506 nChanged 141 SP:Iteration 3Q (326.230793 sec): 3 clusters Score: Raw -261493.848048 + Penalty 4216.515424 = -257277.332624 nChanged 104 SP:Iteration 4Q (326.279394 sec): 3 clusters Score: Raw -261573.451123 + Penalty 4216.515424 = -257356.935699 nChanged 92 SP:Iteration 5Q (326.328021 sec): 3 clusters Score: Raw -261649.393382 + Penalty 4216.515424 = -257432.877958 nChanged 81 SP:Iteration 6Q (326.368597 sec): 3 clusters Score: Raw -261715.750849 + Penalty 4216.515424 = -257499.235425 nChanged 70 SP:Iteration 7Q (326.521625 sec): 3 clusters Score: Raw -261782.146107 + Penalty 4216.515424 = -257565.630683 nChanged 84 SP:Iteration 8Q (326.568824 sec): 3 clusters Score: Raw -261842.049166 + Penalty 4216.515424 = -257625.533742 nChanged 58 SP:Iteration 9Q (326.615287 sec): 3 clusters Score: Raw -261883.505753 + Penalty 4216.515424 = -257666.990329 nChanged 63 SP:Iteration 10Q (326.661448 sec): 3 clusters Score: Raw -261935.686841 + Penalty 4216.515424 = -257719.171418 nChanged 73 SP:Iteration 11Q (326.707249 sec): 3 clusters Score: Raw -262004.946979 + Penalty 4216.515424 = -257788.431555 nChanged 87 SP:Iteration 12Q (326.753143 sec): 3 clusters Score: Raw -262089.676991 + Penalty 4216.515424 = -257873.161567 nChanged 86 SP:Iteration 13Q (326.798735 sec): 3 clusters Score: Raw -262176.445787 + Penalty 4216.515424 = -257959.930363 nChanged 87 SP:Iteration 14Q (326.840279 sec): 3 clusters Score: Raw -262260.828487 + Penalty 4216.515424 = -258044.313063 nChanged 81 SP:Iteration 15Q (326.880524 sec): 3 clusters Score: Raw -262326.818929 + Penalty 4216.515424 = -258110.303505 nChanged 73 SP:Iteration 16Q (326.920435 sec): 3 clusters Score: Raw -262388.403323 + Penalty 4216.515424 = -258171.887899 nChanged 56 SP:Iteration 17Q (326.960186 sec): 3 clusters Score: Raw -262439.174868 + Penalty 4216.515424 = -258222.659444 nChanged 41 SP:Iteration 18Q (327.000019 sec): 3 clusters Score: Raw -262463.119866 + Penalty 4216.515424 = -258246.604442 nChanged 25 SP:Iteration 19Q (327.042704 sec): 3 clusters Score: Raw -262480.900229 + Penalty 4216.515424 = -258264.384805 nChanged 25 SP:Iteration 20F (327.085524 sec): 3 clusters Score: Raw -262496.718456 + Penalty 4216.515424 = -258280.203033 nChanged 20 SP:Iteration 21Q (327.128258 sec): 3 clusters Score: Raw -262509.074577 + Penalty 4216.515424 = -258292.559154 nChanged 18 SP:Iteration 22Q (327.170603 sec): 3 clusters Score: Raw -262521.585260 + Penalty 4216.515424 = -258305.069836 nChanged 19 SP:Iteration 23Q (327.211330 sec): 3 clusters Score: Raw -262535.728048 + Penalty 4216.515424 = -258319.212624 nChanged 21 SP:Iteration 24Q (327.252115 sec): 3 clusters Score: Raw -262547.721281 + Penalty 4216.515424 = -258331.205857 nChanged 12 SP:Iteration 25Q (327.293049 sec): 3 clusters Score: Raw -262557.468025 + Penalty 4216.515424 = -258340.952601 nChanged 13 SP:Iteration 26Q (327.334280 sec): 3 clusters Score: Raw -262567.303702 + Penalty 4216.515424 = -258350.788278 nChanged 13 SP:Iteration 27Q (327.377441 sec): 3 clusters Score: Raw -262574.726580 + Penalty 4216.515424 = -258358.211156 nChanged 11 SP:Iteration 28Q (327.420718 sec): 3 clusters Score: Raw -262580.870217 + Penalty 4216.515424 = -258364.354793 nChanged 9 SP:Iteration 29Q (327.464201 sec): 3 clusters Score: Raw -262588.057682 + Penalty 4216.515424 = -258371.542258 nChanged 10 SP:Iteration 30Q (327.566697 sec): 3 clusters Score: Raw -262594.595939 + Penalty 4216.515424 = -258378.080515 nChanged 9 SP:Iteration 31Q (327.607070 sec): 3 clusters Score: Raw -262600.246118 + Penalty 4216.515424 = -258383.730694 nChanged 7 SP:Iteration 32Q (327.647414 sec): 3 clusters Score: Raw -262604.435017 + Penalty 4216.515424 = -258387.919594 nChanged 5 SP:Iteration 33Q (327.688360 sec): 3 clusters Score: Raw -262608.321615 + Penalty 4216.515424 = -258391.806191 nChanged 5 SP:Iteration 34Q (327.729321 sec): 3 clusters Score: Raw -262610.929067 + Penalty 4216.515424 = -258394.413643 nChanged 5 SP:Iteration 35Q (327.770576 sec): 3 clusters Score: Raw -262613.409398 + Penalty 4216.515424 = -258396.893974 nChanged 6 SP:Iteration 36Q (327.811796 sec): 3 clusters Score: Raw -262617.116397 + Penalty 4216.515424 = -258400.600974 nChanged 9 SP:Iteration 37Q (327.852883 sec): 3 clusters Score: Raw -262623.505934 + Penalty 4216.515424 = -258406.990510 nChanged 7 SP:Iteration 38Q (327.894855 sec): 3 clusters Score: Raw -262628.471489 + Penalty 4216.515424 = -258411.956065 nChanged 11 SP:Iteration 39Q (328.020133 sec): 3 clusters Score: Raw -262635.951492 + Penalty 4216.515424 = -258419.436068 nChanged 4 SP:Iteration 40F (328.080537 sec): 3 clusters Score: Raw -262637.889300 + Penalty 4216.515424 = -258421.373876 nChanged 7 SP:Iteration 41Q (328.140223 sec): 3 clusters Score: Raw -262641.055503 + Penalty 4216.515424 = -258424.540079 nChanged 1 SP:Iteration 42Q (328.182269 sec): 3 clusters Score: Raw -262641.307050 + Penalty 4216.515424 = -258424.791627 nChanged 1 SP:Iteration 43Q (328.222739 sec): 3 clusters Score: Raw -262641.566106 + Penalty 4216.515424 = -258425.050682 nChanged 0 SP:Iteration 44F (328.263175 sec): 3 clusters Score: Raw -262641.566106 + Penalty 4216.515424 = -258425.050682 nChanged 0 Trying to split cluster 6 (2180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (328.299753 sec): 2 clusters Score: Raw -174330.650448 + Penalty 2029.389161 = -172301.261287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (328.336643 sec): 3 clusters Score: Raw -173561.059475 + Penalty 4058.778322 = -169502.281153 nChanged 677 SP:Iteration 1F (328.374972 sec): 3 clusters Score: Raw -174162.157097 + Penalty 4058.778322 = -170103.378775 nChanged 176 SP:Iteration 2F (328.413288 sec): 3 clusters Score: Raw -174329.890021 + Penalty 4058.778322 = -170271.111699 nChanged 110 SP:Iteration 3F (328.451487 sec): 3 clusters Score: Raw -174440.185909 + Penalty 4058.778322 = -170381.407587 nChanged 79 SP:Iteration 4Q (328.488670 sec): 3 clusters Score: Raw -174517.111274 + Penalty 4058.778322 = -170458.332951 nChanged 50 SP:Iteration 5Q (328.525156 sec): 3 clusters Score: Raw -174565.239679 + Penalty 4058.778322 = -170506.461357 nChanged 50 SP:Iteration 6Q (328.561786 sec): 3 clusters Score: Raw -174610.358151 + Penalty 4058.778322 = -170551.579829 nChanged 37 SP:Iteration 7Q (328.598155 sec): 3 clusters Score: Raw -174636.363034 + Penalty 4058.778322 = -170577.584711 nChanged 22 SP:Iteration 8Q (328.634753 sec): 3 clusters Score: Raw -174653.699095 + Penalty 4058.778322 = -170594.920773 nChanged 22 SP:Iteration 9Q (328.671498 sec): 3 clusters Score: Raw -174676.912842 + Penalty 4058.778322 = -170618.134520 nChanged 25 SP:Iteration 10Q (328.707867 sec): 3 clusters Score: Raw -174697.724122 + Penalty 4058.778322 = -170638.945800 nChanged 22 SP:Iteration 11Q (328.744394 sec): 3 clusters Score: Raw -174718.756368 + Penalty 4058.778322 = -170659.978046 nChanged 26 SP:Iteration 12Q (328.780932 sec): 3 clusters Score: Raw -174738.641537 + Penalty 4058.778322 = -170679.863215 nChanged 26 SP:Iteration 13Q (328.817374 sec): 3 clusters Score: Raw -174763.576845 + Penalty 4058.778322 = -170704.798522 nChanged 23 SP:Iteration 14Q (328.853900 sec): 3 clusters Score: Raw -174781.604430 + Penalty 4058.778322 = -170722.826108 nChanged 14 SP:Iteration 15Q (328.890280 sec): 3 clusters Score: Raw -174792.040143 + Penalty 4058.778322 = -170733.261821 nChanged 13 SP:Iteration 16Q (328.926757 sec): 3 clusters Score: Raw -174799.730181 + Penalty 4058.778322 = -170740.951859 nChanged 13 SP:Iteration 17Q (328.963176 sec): 3 clusters Score: Raw -174808.688824 + Penalty 4058.778322 = -170749.910502 nChanged 11 SP:Iteration 18Q (328.999765 sec): 3 clusters Score: Raw -174821.198235 + Penalty 4058.778322 = -170762.419913 nChanged 10 SP:Iteration 19Q (329.036199 sec): 3 clusters Score: Raw -174829.251548 + Penalty 4058.778322 = -170770.473226 nChanged 11 SP:Iteration 20F (329.072436 sec): 3 clusters Score: Raw -174838.786577 + Penalty 4058.778322 = -170780.008255 nChanged 14 SP:Iteration 21Q (329.108855 sec): 3 clusters Score: Raw -174848.772015 + Penalty 4058.778322 = -170789.993693 nChanged 9 SP:Iteration 22Q (329.145279 sec): 3 clusters Score: Raw -174857.866080 + Penalty 4058.778322 = -170799.087758 nChanged 11 SP:Iteration 23Q (329.181743 sec): 3 clusters Score: Raw -174868.787846 + Penalty 4058.778322 = -170810.009524 nChanged 15 SP:Iteration 24Q (329.303505 sec): 3 clusters Score: Raw -174887.348274 + Penalty 4058.778322 = -170828.569951 nChanged 21 SP:Iteration 25Q (329.366805 sec): 3 clusters Score: Raw -174912.707229 + Penalty 4058.778322 = -170853.928907 nChanged 34 SP:Iteration 26Q (329.404894 sec): 3 clusters Score: Raw -174946.568205 + Penalty 4058.778322 = -170887.789883 nChanged 29 SP:Iteration 27Q (329.442175 sec): 3 clusters Score: Raw -174985.507533 + Penalty 4058.778322 = -170926.729210 nChanged 30 SP:Iteration 28Q (329.479563 sec): 3 clusters Score: Raw -175010.354339 + Penalty 4058.778322 = -170951.576017 nChanged 25 SP:Iteration 29Q (329.517112 sec): 3 clusters Score: Raw -175030.665907 + Penalty 4058.778322 = -170971.887585 nChanged 18 SP:Iteration 30Q (329.553860 sec): 3 clusters Score: Raw -175044.194866 + Penalty 4058.778322 = -170985.416544 nChanged 18 SP:Iteration 31Q (329.590108 sec): 3 clusters Score: Raw -175060.023602 + Penalty 4058.778322 = -171001.245280 nChanged 12 SP:Iteration 32Q (329.626484 sec): 3 clusters Score: Raw -175075.097094 + Penalty 4058.778322 = -171016.318771 nChanged 18 SP:Iteration 33Q (329.662752 sec): 3 clusters Score: Raw -175090.299861 + Penalty 4058.778322 = -171031.521538 nChanged 9 SP:Iteration 34Q (329.698982 sec): 3 clusters Score: Raw -175096.196894 + Penalty 4058.778322 = -171037.418572 nChanged 5 SP:Iteration 35Q (329.735310 sec): 3 clusters Score: Raw -175100.193820 + Penalty 4058.778322 = -171041.415498 nChanged 6 SP:Iteration 36Q (329.771582 sec): 3 clusters Score: Raw -175104.553976 + Penalty 4058.778322 = -171045.775654 nChanged 4 SP:Iteration 37Q (329.808022 sec): 3 clusters Score: Raw -175107.613512 + Penalty 4058.778322 = -171048.835190 nChanged 5 SP:Iteration 38Q (329.844261 sec): 3 clusters Score: Raw -175110.294654 + Penalty 4058.778322 = -171051.516332 nChanged 4 SP:Iteration 39Q (329.880606 sec): 3 clusters Score: Raw -175113.415487 + Penalty 4058.778322 = -171054.637165 nChanged 2 SP:Iteration 40F (329.916652 sec): 3 clusters Score: Raw -175114.530228 + Penalty 4058.778322 = -171055.751906 nChanged 3 SP:Iteration 41Q (329.952832 sec): 3 clusters Score: Raw -175117.840370 + Penalty 4058.778322 = -171059.062048 nChanged 4 SP:Iteration 42Q (329.989127 sec): 3 clusters Score: Raw -175121.934453 + Penalty 4058.778322 = -171063.156131 nChanged 8 SP:Iteration 43Q (330.025367 sec): 3 clusters Score: Raw -175128.936073 + Penalty 4058.778322 = -171070.157751 nChanged 7 SP:Iteration 44Q (330.061673 sec): 3 clusters Score: Raw -175136.115208 + Penalty 4058.778322 = -171077.336886 nChanged 9 SP:Iteration 45Q (330.097957 sec): 3 clusters Score: Raw -175141.701634 + Penalty 4058.778322 = -171082.923311 nChanged 1 SP:Iteration 46Q (330.134343 sec): 3 clusters Score: Raw -175143.849436 + Penalty 4058.778322 = -171085.071113 nChanged 1 SP:Iteration 47Q (330.170446 sec): 3 clusters Score: Raw -175143.985463 + Penalty 4058.778322 = -171085.207141 nChanged 0 SP:Iteration 48F (330.206580 sec): 3 clusters Score: Raw -175143.985463 + Penalty 4058.778322 = -171085.207141 nChanged 0 Trying to split cluster 8 (1415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (330.239864 sec): 2 clusters Score: Raw -107451.033757 + Penalty 1915.289590 = -105535.744168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (330.267538 sec): 3 clusters Score: Raw -107079.741836 + Penalty 3830.579180 = -103249.162656 nChanged 407 SP:Iteration 1F (330.294752 sec): 3 clusters Score: Raw -107532.766952 + Penalty 3830.579180 = -103702.187772 nChanged 111 SP:Iteration 2F (330.321784 sec): 3 clusters Score: Raw -107675.359212 + Penalty 3830.579180 = -103844.780033 nChanged 66 SP:Iteration 3Q (330.349217 sec): 3 clusters Score: Raw -107781.314745 + Penalty 3830.579180 = -103950.735566 nChanged 57 SP:Iteration 4Q (330.376171 sec): 3 clusters Score: Raw -107864.762144 + Penalty 3830.579180 = -104034.182964 nChanged 42 SP:Iteration 5Q (330.495824 sec): 3 clusters Score: Raw -107919.124223 + Penalty 3830.579180 = -104088.545043 nChanged 36 SP:Iteration 6Q (330.634395 sec): 3 clusters Score: Raw -107992.673719 + Penalty 3830.579180 = -104162.094540 nChanged 40 SP:Iteration 7Q (330.653619 sec): 3 clusters Score: Raw -108071.286562 + Penalty 3830.579180 = -104240.707382 nChanged 25 SP:Iteration 8Q (330.680212 sec): 3 clusters Score: Raw -108106.513332 + Penalty 3830.579180 = -104275.934152 nChanged 13 SP:Iteration 9Q (330.706557 sec): 3 clusters Score: Raw -108121.319678 + Penalty 3830.579180 = -104290.740498 nChanged 10 SP:Iteration 10Q (330.732928 sec): 3 clusters Score: Raw -108136.539813 + Penalty 3830.579180 = -104305.960634 nChanged 15 SP:Iteration 11Q (330.759400 sec): 3 clusters Score: Raw -108153.252312 + Penalty 3830.579180 = -104322.673132 nChanged 7 SP:Iteration 12Q (330.785966 sec): 3 clusters Score: Raw -108163.667570 + Penalty 3830.579180 = -104333.088391 nChanged 9 SP:Iteration 13Q (330.812345 sec): 3 clusters Score: Raw -108179.836596 + Penalty 3830.579180 = -104349.257417 nChanged 4 SP:Iteration 14Q (330.838688 sec): 3 clusters Score: Raw -108187.497109 + Penalty 3830.579180 = -104356.917930 nChanged 5 SP:Iteration 15Q (330.865083 sec): 3 clusters Score: Raw -108193.965815 + Penalty 3830.579180 = -104363.386635 nChanged 2 SP:Iteration 16Q (330.891333 sec): 3 clusters Score: Raw -108197.880414 + Penalty 3830.579180 = -104367.301234 nChanged 3 SP:Iteration 17Q (330.919430 sec): 3 clusters Score: Raw -108199.577901 + Penalty 3830.579180 = -104368.998721 nChanged 0 SP:Iteration 18F (330.945922 sec): 3 clusters Score: Raw -108199.577901 + Penalty 3830.579180 = -104368.998721 nChanged 0 Trying to split cluster 9 (4567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (330.992219 sec): 2 clusters Score: Raw -417748.909667 + Penalty 2224.625519 = -415524.284148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (331.038527 sec): 3 clusters Score: Raw -415630.874666 + Penalty 4449.251037 = -411181.623629 nChanged 1710 SP:Iteration 1F (331.108739 sec): 3 clusters Score: Raw -416704.971432 + Penalty 4449.251037 = -412255.720395 nChanged 386 SP:Iteration 2F (331.177696 sec): 3 clusters Score: Raw -416985.291460 + Penalty 4449.251037 = -412536.040422 nChanged 260 SP:Iteration 3F (331.238196 sec): 3 clusters Score: Raw -417172.755888 + Penalty 4449.251037 = -412723.504851 nChanged 200 SP:Iteration 4Q (331.283119 sec): 3 clusters Score: Raw -417322.902676 + Penalty 4449.251037 = -412873.651638 nChanged 187 SP:Iteration 5Q (331.328248 sec): 3 clusters Score: Raw -417465.834166 + Penalty 4449.251037 = -413016.583128 nChanged 195 SP:Iteration 6Q (331.376498 sec): 3 clusters Score: Raw -417671.849337 + Penalty 4449.251037 = -413222.598300 nChanged 242 SP:Iteration 7F (331.433742 sec): 3 clusters Score: Raw -417963.950737 + Penalty 4449.251037 = -413514.699699 nChanged 252 SP:Iteration 8F (331.494522 sec): 3 clusters Score: Raw -418286.204035 + Penalty 4449.251037 = -413836.952998 nChanged 241 SP:Iteration 9F (331.543782 sec): 3 clusters Score: Raw -418537.445990 + Penalty 4449.251037 = -414088.194953 nChanged 177 SP:Iteration 10Q (331.590083 sec): 3 clusters Score: Raw -418716.375784 + Penalty 4449.251037 = -414267.124746 nChanged 146 SP:Iteration 11Q (331.636144 sec): 3 clusters Score: Raw -418873.892016 + Penalty 4449.251037 = -414424.640979 nChanged 129 SP:Iteration 12Q (331.685035 sec): 3 clusters Score: Raw -419001.692290 + Penalty 4449.251037 = -414552.441253 nChanged 99 SP:Iteration 13Q (331.738063 sec): 3 clusters Score: Raw -419103.715650 + Penalty 4449.251037 = -414654.464613 nChanged 80 SP:Iteration 14Q (331.790977 sec): 3 clusters Score: Raw -419187.243593 + Penalty 4449.251037 = -414737.992556 nChanged 57 SP:Iteration 15Q (331.843423 sec): 3 clusters Score: Raw -419248.812889 + Penalty 4449.251037 = -414799.561851 nChanged 56 SP:Iteration 16Q (332.010965 sec): 3 clusters Score: Raw -419307.673879 + Penalty 4449.251037 = -414858.422841 nChanged 48 SP:Iteration 17Q (332.040329 sec): 3 clusters Score: Raw -419347.400452 + Penalty 4449.251037 = -414898.149415 nChanged 34 SP:Iteration 18Q (332.097547 sec): 3 clusters Score: Raw -419369.223771 + Penalty 4449.251037 = -414919.972733 nChanged 21 SP:Iteration 19Q (332.153874 sec): 3 clusters Score: Raw -419390.368525 + Penalty 4449.251037 = -414941.117488 nChanged 23 SP:Iteration 20F (332.206572 sec): 3 clusters Score: Raw -419407.196021 + Penalty 4449.251037 = -414957.944984 nChanged 13 SP:Iteration 21Q (332.257636 sec): 3 clusters Score: Raw -419414.851880 + Penalty 4449.251037 = -414965.600842 nChanged 13 SP:Iteration 22Q (332.305844 sec): 3 clusters Score: Raw -419421.329588 + Penalty 4449.251037 = -414972.078550 nChanged 10 SP:Iteration 23Q (332.354096 sec): 3 clusters Score: Raw -419425.300150 + Penalty 4449.251037 = -414976.049112 nChanged 1 SP:Iteration 24Q (332.402514 sec): 3 clusters Score: Raw -419425.627217 + Penalty 4449.251037 = -414976.376179 nChanged 1 SP:Iteration 25Q (332.477918 sec): 3 clusters Score: Raw -419425.706785 + Penalty 4449.251037 = -414976.455747 nChanged 0 SP:Iteration 26F (332.529266 sec): 3 clusters Score: Raw -419425.706785 + Penalty 4449.251037 = -414976.455747 nChanged 0 Trying to split cluster 10 (927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (332.568539 sec): 2 clusters Score: Raw -62261.392738 + Penalty 1803.635741 = -60457.756996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (332.589296 sec): 3 clusters Score: Raw -62132.042166 + Penalty 3607.271483 = -58524.770683 nChanged 228 SP:Iteration 1F (332.609682 sec): 3 clusters Score: Raw -62429.552219 + Penalty 3607.271483 = -58822.280737 nChanged 60 SP:Iteration 2F (332.629960 sec): 3 clusters Score: Raw -62511.904739 + Penalty 3607.271483 = -58904.633256 nChanged 29 SP:Iteration 3Q (332.650326 sec): 3 clusters Score: Raw -62559.397205 + Penalty 3607.271483 = -58952.125723 nChanged 21 SP:Iteration 4Q (332.670785 sec): 3 clusters Score: Raw -62583.431344 + Penalty 3607.271483 = -58976.159862 nChanged 14 SP:Iteration 5Q (332.691118 sec): 3 clusters Score: Raw -62614.830550 + Penalty 3607.271483 = -59007.559068 nChanged 16 SP:Iteration 6Q (332.711383 sec): 3 clusters Score: Raw -62644.053683 + Penalty 3607.271483 = -59036.782200 nChanged 18 SP:Iteration 7Q (332.731306 sec): 3 clusters Score: Raw -62684.529432 + Penalty 3607.271483 = -59077.257949 nChanged 22 SP:Iteration 8Q (332.751161 sec): 3 clusters Score: Raw -62724.672303 + Penalty 3607.271483 = -59117.400821 nChanged 15 SP:Iteration 9Q (332.770726 sec): 3 clusters Score: Raw -62754.228094 + Penalty 3607.271483 = -59146.956611 nChanged 15 SP:Iteration 10Q (332.790437 sec): 3 clusters Score: Raw -62776.752583 + Penalty 3607.271483 = -59169.481100 nChanged 12 SP:Iteration 11Q (332.810103 sec): 3 clusters Score: Raw -62805.772269 + Penalty 3607.271483 = -59198.500786 nChanged 9 SP:Iteration 12Q (332.829757 sec): 3 clusters Score: Raw -62822.379250 + Penalty 3607.271483 = -59215.107767 nChanged 10 SP:Iteration 13Q (332.849399 sec): 3 clusters Score: Raw -62838.509791 + Penalty 3607.271483 = -59231.238309 nChanged 7 SP:Iteration 14Q (332.869031 sec): 3 clusters Score: Raw -62852.075406 + Penalty 3607.271483 = -59244.803924 nChanged 4 SP:Iteration 15Q (332.888575 sec): 3 clusters Score: Raw -62859.690947 + Penalty 3607.271483 = -59252.419464 nChanged 2 SP:Iteration 16Q (332.908129 sec): 3 clusters Score: Raw -62862.188092 + Penalty 3607.271483 = -59254.916609 nChanged 2 SP:Iteration 17Q (332.927785 sec): 3 clusters Score: Raw -62865.688735 + Penalty 3607.271483 = -59258.417253 nChanged 2 SP:Iteration 18Q (332.947455 sec): 3 clusters Score: Raw -62869.195240 + Penalty 3607.271483 = -59261.923757 nChanged 3 SP:Iteration 19Q (333.062533 sec): 3 clusters Score: Raw -62872.202539 + Penalty 3607.271483 = -59264.931057 nChanged 1 SP:Iteration 20F (333.167284 sec): 3 clusters Score: Raw -62873.614133 + Penalty 3607.271483 = -59266.342651 nChanged 1 SP:Iteration 21Q (333.274381 sec): 3 clusters Score: Raw -62875.036692 + Penalty 3607.271483 = -59267.765209 nChanged 1 SP:Iteration 22Q (333.378552 sec): 3 clusters Score: Raw -62876.484671 + Penalty 3607.271483 = -59269.213188 nChanged 1 SP:Iteration 23Q (333.465046 sec): 3 clusters Score: Raw -62877.834119 + Penalty 3607.271483 = -59270.562637 nChanged 0 SP:Iteration 24F (333.570409 sec): 3 clusters Score: Raw -62877.834119 + Penalty 3607.271483 = -59270.562637 nChanged 0 Iteration 20F (333.871749 sec): 8 clusters Score: Raw -1307356.705578 + Penalty 17852.765927 = -1289503.939651 nChanged 166 Iteration 21Q (334.031769 sec): 8 clusters Score: Raw -1307519.016328 + Penalty 17852.765927 = -1289666.250401 nChanged 177 Iteration 22Q (334.471218 sec): 8 clusters Score: Raw -1307688.648313 + Penalty 17852.765927 = -1289835.882386 nChanged 169 Iteration 23Q (334.885954 sec): 8 clusters Score: Raw -1307821.213404 + Penalty 17852.765927 = -1289968.447477 nChanged 150 Iteration 24Q (335.153340 sec): 8 clusters Score: Raw -1307907.522305 + Penalty 17852.765927 = -1290054.756378 nChanged 108 Iteration 25Q (335.320742 sec): 8 clusters Score: Raw -1307956.301098 + Penalty 17852.765927 = -1290103.535171 nChanged 84 Iteration 26Q (335.538302 sec): 8 clusters Score: Raw -1307995.179197 + Penalty 17852.765927 = -1290142.413270 nChanged 73 Iteration 27Q (335.713383 sec): 8 clusters Score: Raw -1308031.443329 + Penalty 17852.765927 = -1290178.677402 nChanged 73 Iteration 28Q (335.909818 sec): 8 clusters Score: Raw -1308070.750237 + Penalty 17852.765927 = -1290217.984310 nChanged 64 Iteration 29Q (336.108621 sec): 8 clusters Score: Raw -1308106.022597 + Penalty 17852.765927 = -1290253.256670 nChanged 60 Iteration 30Q (336.623320 sec): 8 clusters Score: Raw -1308139.680609 + Penalty 17852.765927 = -1290286.914682 nChanged 59 Iteration 31Q (336.888216 sec): 8 clusters Score: Raw -1308170.274495 + Penalty 17852.765927 = -1290317.508568 nChanged 49 Iteration 32Q (337.074253 sec): 8 clusters Score: Raw -1308196.149101 + Penalty 17852.765927 = -1290343.383174 nChanged 50 Iteration 33Q (337.272684 sec): 8 clusters Score: Raw -1308223.354743 + Penalty 17852.765927 = -1290370.588816 nChanged 52 Iteration 34Q (337.553972 sec): 8 clusters Score: Raw -1308255.176426 + Penalty 17852.765927 = -1290402.410499 nChanged 45 Iteration 35Q (337.743556 sec): 8 clusters Score: Raw -1308277.544685 + Penalty 17852.765927 = -1290424.778758 nChanged 30 Iteration 36Q (337.917370 sec): 8 clusters Score: Raw -1308290.309233 + Penalty 17852.765927 = -1290437.543306 nChanged 22 Iteration 37Q (338.104552 sec): 8 clusters Score: Raw -1308300.267103 + Penalty 17852.765927 = -1290447.501176 nChanged 22 Iteration 38Q (338.300838 sec): 8 clusters Score: Raw -1308309.279314 + Penalty 17852.765927 = -1290456.513387 nChanged 19 Iteration 39Q (338.489355 sec): 8 clusters Score: Raw -1308316.488828 + Penalty 17852.765927 = -1290463.722901 nChanged 16 Iteration 40F (338.772670 sec): 8 clusters Score: Raw -1308322.035006 + Penalty 17852.765927 = -1290469.269079 nChanged 11 Iteration 41Q (339.251059 sec): 8 clusters Score: Raw -1308325.828903 + Penalty 17852.765927 = -1290473.062976 nChanged 11 Iteration 42Q (339.423660 sec): 8 clusters Score: Raw -1308329.063558 + Penalty 17852.765927 = -1290476.297631 nChanged 11 Iteration 43Q (339.678472 sec): 8 clusters Score: Raw -1308332.997262 + Penalty 17852.765927 = -1290480.231335 nChanged 12 Iteration 44Q (340.041614 sec): 8 clusters Score: Raw -1308336.727555 + Penalty 17852.765927 = -1290483.961628 nChanged 11 Iteration 45Q (340.215808 sec): 8 clusters Score: Raw -1308340.081815 + Penalty 17852.765927 = -1290487.315888 nChanged 9 Iteration 46Q (340.474648 sec): 8 clusters Score: Raw -1308343.370703 + Penalty 17852.765927 = -1290490.604776 nChanged 8 Iteration 47Q (340.675412 sec): 8 clusters Score: Raw -1308345.934160 + Penalty 17852.765927 = -1290493.168233 nChanged 12 Iteration 48Q (340.856143 sec): 8 clusters Score: Raw -1308349.203529 + Penalty 17852.765927 = -1290496.437602 nChanged 7 Iteration 49Q (341.040221 sec): 8 clusters Score: Raw -1308351.029086 + Penalty 17852.765927 = -1290498.263159 nChanged 7 Iteration 50Q (341.280820 sec): 8 clusters Score: Raw -1308352.558211 + Penalty 17852.765927 = -1290499.792284 nChanged 2 Iteration 51Q (341.453754 sec): 8 clusters Score: Raw -1308353.145685 + Penalty 17852.765927 = -1290500.379758 nChanged 0 Iteration 52F (341.702901 sec): 8 clusters Score: Raw -1308353.145685 + Penalty 17852.765927 = -1290500.379758 nChanged 0 Writing temp clu file Because OldScore, -1290500.379758, is greater than current (better) Score,-1290500.379758 Compute initial score before splitting: Score: Raw -1308353.145685 + Penalty 17852.765927 = -1290500.379758 Trying to split cluster 1 (2251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (341.770193 sec): 2 clusters Score: Raw -191229.248260 + Penalty 2037.850278 = -189191.397982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (341.903798 sec): 3 clusters Score: Raw -190425.021461 + Penalty 4075.700556 = -186349.320905 nChanged 709 SP:Iteration 1F (341.963964 sec): 3 clusters Score: Raw -191004.490118 + Penalty 4075.700556 = -186928.789562 nChanged 167 SP:Iteration 2F (342.001411 sec): 3 clusters Score: Raw -191146.522902 + Penalty 4075.700556 = -187070.822346 nChanged 101 SP:Iteration 3Q (342.039170 sec): 3 clusters Score: Raw -191229.179666 + Penalty 4075.700556 = -187153.479110 nChanged 75 SP:Iteration 4Q (342.076431 sec): 3 clusters Score: Raw -191284.513334 + Penalty 4075.700556 = -187208.812778 nChanged 46 SP:Iteration 5Q (342.114059 sec): 3 clusters Score: Raw -191323.059777 + Penalty 4075.700556 = -187247.359221 nChanged 39 SP:Iteration 6Q (342.151374 sec): 3 clusters Score: Raw -191357.932406 + Penalty 4075.700556 = -187282.231850 nChanged 34 SP:Iteration 7Q (342.188823 sec): 3 clusters Score: Raw -191391.142404 + Penalty 4075.700556 = -187315.441848 nChanged 33 SP:Iteration 8Q (342.226261 sec): 3 clusters Score: Raw -191414.636571 + Penalty 4075.700556 = -187338.936015 nChanged 20 SP:Iteration 9Q (342.263161 sec): 3 clusters Score: Raw -191430.502199 + Penalty 4075.700556 = -187354.801643 nChanged 18 SP:Iteration 10Q (342.300162 sec): 3 clusters Score: Raw -191444.367068 + Penalty 4075.700556 = -187368.666512 nChanged 26 SP:Iteration 11Q (342.337225 sec): 3 clusters Score: Raw -191463.146209 + Penalty 4075.700556 = -187387.445653 nChanged 14 SP:Iteration 12Q (342.374128 sec): 3 clusters Score: Raw -191470.397636 + Penalty 4075.700556 = -187394.697080 nChanged 4 SP:Iteration 13Q (342.411167 sec): 3 clusters Score: Raw -191473.120244 + Penalty 4075.700556 = -187397.419688 nChanged 3 SP:Iteration 14Q (342.448122 sec): 3 clusters Score: Raw -191478.445094 + Penalty 4075.700556 = -187402.744538 nChanged 10 SP:Iteration 15Q (342.485195 sec): 3 clusters Score: Raw -191485.721876 + Penalty 4075.700556 = -187410.021320 nChanged 13 SP:Iteration 16Q (342.522155 sec): 3 clusters Score: Raw -191496.225583 + Penalty 4075.700556 = -187420.525027 nChanged 12 SP:Iteration 17Q (342.559085 sec): 3 clusters Score: Raw -191504.214675 + Penalty 4075.700556 = -187428.514119 nChanged 8 SP:Iteration 18Q (342.596173 sec): 3 clusters Score: Raw -191509.643458 + Penalty 4075.700556 = -187433.942902 nChanged 5 SP:Iteration 19Q (342.633053 sec): 3 clusters Score: Raw -191513.598239 + Penalty 4075.700556 = -187437.897683 nChanged 9 SP:Iteration 20F (342.669647 sec): 3 clusters Score: Raw -191521.197829 + Penalty 4075.700556 = -187445.497273 nChanged 8 SP:Iteration 21Q (342.706690 sec): 3 clusters Score: Raw -191526.626010 + Penalty 4075.700556 = -187450.925454 nChanged 8 SP:Iteration 22Q (342.864910 sec): 3 clusters Score: Raw -191533.538871 + Penalty 4075.700556 = -187457.838315 nChanged 6 SP:Iteration 23Q (342.904817 sec): 3 clusters Score: Raw -191539.712870 + Penalty 4075.700556 = -187464.012314 nChanged 3 SP:Iteration 24Q (342.943302 sec): 3 clusters Score: Raw -191541.459098 + Penalty 4075.700556 = -187465.758542 nChanged 4 SP:Iteration 25Q (342.981739 sec): 3 clusters Score: Raw -191543.803963 + Penalty 4075.700556 = -187468.103407 nChanged 2 SP:Iteration 26Q (343.020242 sec): 3 clusters Score: Raw -191545.815236 + Penalty 4075.700556 = -187470.114680 nChanged 1 SP:Iteration 27Q (343.058506 sec): 3 clusters Score: Raw -191546.863645 + Penalty 4075.700556 = -187471.163089 nChanged 0 SP:Iteration 28F (343.094909 sec): 3 clusters Score: Raw -191546.863645 + Penalty 4075.700556 = -187471.163089 nChanged 0 Trying to split cluster 2 (1296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (343.128425 sec): 2 clusters Score: Raw -112178.459966 + Penalty 1892.098000 = -110286.361966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (343.154365 sec): 3 clusters Score: Raw -111824.383570 + Penalty 3784.195999 = -108040.187571 nChanged 359 SP:Iteration 1F (343.179391 sec): 3 clusters Score: Raw -112170.874965 + Penalty 3784.195999 = -108386.678966 nChanged 83 SP:Iteration 2F (343.204026 sec): 3 clusters Score: Raw -112276.620526 + Penalty 3784.195999 = -108492.424527 nChanged 48 SP:Iteration 3Q (343.229736 sec): 3 clusters Score: Raw -112347.449416 + Penalty 3784.195999 = -108563.253417 nChanged 23 SP:Iteration 4Q (343.255305 sec): 3 clusters Score: Raw -112380.806443 + Penalty 3784.195999 = -108596.610444 nChanged 25 SP:Iteration 5Q (343.280891 sec): 3 clusters Score: Raw -112411.012615 + Penalty 3784.195999 = -108626.816616 nChanged 16 SP:Iteration 6Q (343.306348 sec): 3 clusters Score: Raw -112425.425944 + Penalty 3784.195999 = -108641.229945 nChanged 17 SP:Iteration 7Q (343.331760 sec): 3 clusters Score: Raw -112442.685937 + Penalty 3784.195999 = -108658.489938 nChanged 15 SP:Iteration 8Q (343.357394 sec): 3 clusters Score: Raw -112461.338233 + Penalty 3784.195999 = -108677.142234 nChanged 18 SP:Iteration 9Q (343.383032 sec): 3 clusters Score: Raw -112492.590471 + Penalty 3784.195999 = -108708.394472 nChanged 18 SP:Iteration 10Q (343.408436 sec): 3 clusters Score: Raw -112513.688419 + Penalty 3784.195999 = -108729.492420 nChanged 21 SP:Iteration 11Q (343.433517 sec): 3 clusters Score: Raw -112539.003714 + Penalty 3784.195999 = -108754.807715 nChanged 17 SP:Iteration 12Q (343.458448 sec): 3 clusters Score: Raw -112564.476398 + Penalty 3784.195999 = -108780.280399 nChanged 15 SP:Iteration 13Q (343.483565 sec): 3 clusters Score: Raw -112587.550002 + Penalty 3784.195999 = -108803.354003 nChanged 15 SP:Iteration 14Q (343.508591 sec): 3 clusters Score: Raw -112610.631593 + Penalty 3784.195999 = -108826.435594 nChanged 22 SP:Iteration 15Q (343.533677 sec): 3 clusters Score: Raw -112637.224412 + Penalty 3784.195999 = -108853.028413 nChanged 22 SP:Iteration 16Q (343.558621 sec): 3 clusters Score: Raw -112668.418823 + Penalty 3784.195999 = -108884.222824 nChanged 26 SP:Iteration 17Q (343.583558 sec): 3 clusters Score: Raw -112710.910440 + Penalty 3784.195999 = -108926.714441 nChanged 27 SP:Iteration 18Q (343.608730 sec): 3 clusters Score: Raw -112752.964210 + Penalty 3784.195999 = -108968.768211 nChanged 33 SP:Iteration 19Q (343.633671 sec): 3 clusters Score: Raw -112801.814287 + Penalty 3784.195999 = -109017.618288 nChanged 26 SP:Iteration 20F (343.658557 sec): 3 clusters Score: Raw -112838.694253 + Penalty 3784.195999 = -109054.498254 nChanged 25 SP:Iteration 21Q (343.683559 sec): 3 clusters Score: Raw -112871.640666 + Penalty 3784.195999 = -109087.444667 nChanged 23 SP:Iteration 22Q (343.708571 sec): 3 clusters Score: Raw -112905.435952 + Penalty 3784.195999 = -109121.239953 nChanged 18 SP:Iteration 23Q (343.855020 sec): 3 clusters Score: Raw -112935.857697 + Penalty 3784.195999 = -109151.661698 nChanged 19 SP:Iteration 24Q (343.950058 sec): 3 clusters Score: Raw -112971.719418 + Penalty 3784.195999 = -109187.523419 nChanged 19 SP:Iteration 25Q (343.982159 sec): 3 clusters Score: Raw -112997.691425 + Penalty 3784.195999 = -109213.495426 nChanged 14 SP:Iteration 26Q (344.009584 sec): 3 clusters Score: Raw -113013.649831 + Penalty 3784.195999 = -109229.453832 nChanged 8 SP:Iteration 27Q (344.036635 sec): 3 clusters Score: Raw -113021.965579 + Penalty 3784.195999 = -109237.769580 nChanged 6 SP:Iteration 28Q (344.063681 sec): 3 clusters Score: Raw -113030.130944 + Penalty 3784.195999 = -109245.934945 nChanged 7 SP:Iteration 29Q (344.090676 sec): 3 clusters Score: Raw -113038.327225 + Penalty 3784.195999 = -109254.131226 nChanged 3 SP:Iteration 30Q (344.117750 sec): 3 clusters Score: Raw -113043.726133 + Penalty 3784.195999 = -109259.530134 nChanged 2 SP:Iteration 31Q (344.142717 sec): 3 clusters Score: Raw -113046.397676 + Penalty 3784.195999 = -109262.201677 nChanged 1 SP:Iteration 32Q (344.190881 sec): 3 clusters Score: Raw -113047.113120 + Penalty 3784.195999 = -109262.917121 nChanged 1 SP:Iteration 33Q (344.215737 sec): 3 clusters Score: Raw -113048.269616 + Penalty 3784.195999 = -109264.073617 nChanged 0 SP:Iteration 34F (344.240755 sec): 3 clusters Score: Raw -113048.269616 + Penalty 3784.195999 = -109264.073617 nChanged 0 Trying to split cluster 4 (2634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (344.278805 sec): 2 clusters Score: Raw -236297.385237 + Penalty 2079.332345 = -234218.052892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (344.319450 sec): 3 clusters Score: Raw -235218.183870 + Penalty 4158.664690 = -231059.519180 nChanged 880 SP:Iteration 1F (344.362172 sec): 3 clusters Score: Raw -235815.862136 + Penalty 4158.664690 = -231657.197446 nChanged 214 SP:Iteration 2F (344.404771 sec): 3 clusters Score: Raw -235996.419481 + Penalty 4158.664690 = -231837.754791 nChanged 127 SP:Iteration 3Q (344.447053 sec): 3 clusters Score: Raw -236102.591666 + Penalty 4158.664690 = -231943.926976 nChanged 81 SP:Iteration 4Q (344.485607 sec): 3 clusters Score: Raw -236166.485443 + Penalty 4158.664690 = -232007.820753 nChanged 70 SP:Iteration 5Q (344.523993 sec): 3 clusters Score: Raw -236216.813677 + Penalty 4158.664690 = -232058.148988 nChanged 61 SP:Iteration 6Q (344.562875 sec): 3 clusters Score: Raw -236252.794617 + Penalty 4158.664690 = -232094.129927 nChanged 50 SP:Iteration 7Q (344.601331 sec): 3 clusters Score: Raw -236284.173002 + Penalty 4158.664690 = -232125.508313 nChanged 52 SP:Iteration 8Q (344.640939 sec): 3 clusters Score: Raw -236321.912803 + Penalty 4158.664690 = -232163.248113 nChanged 41 SP:Iteration 9Q (344.720271 sec): 3 clusters Score: Raw -236347.020410 + Penalty 4158.664690 = -232188.355720 nChanged 36 SP:Iteration 10Q (344.760011 sec): 3 clusters Score: Raw -236371.131201 + Penalty 4158.664690 = -232212.466512 nChanged 39 SP:Iteration 11Q (344.799732 sec): 3 clusters Score: Raw -236393.406155 + Penalty 4158.664690 = -232234.741465 nChanged 30 SP:Iteration 12Q (344.839137 sec): 3 clusters Score: Raw -236409.259078 + Penalty 4158.664690 = -232250.594388 nChanged 30 SP:Iteration 13Q (344.878253 sec): 3 clusters Score: Raw -236425.316781 + Penalty 4158.664690 = -232266.652091 nChanged 21 SP:Iteration 14Q (344.917600 sec): 3 clusters Score: Raw -236437.577397 + Penalty 4158.664690 = -232278.912707 nChanged 27 SP:Iteration 15Q (344.957235 sec): 3 clusters Score: Raw -236456.884757 + Penalty 4158.664690 = -232298.220067 nChanged 31 SP:Iteration 16Q (344.998369 sec): 3 clusters Score: Raw -236482.190061 + Penalty 4158.664690 = -232323.525371 nChanged 39 SP:Iteration 17Q (345.039674 sec): 3 clusters Score: Raw -236506.565350 + Penalty 4158.664690 = -232347.900660 nChanged 28 SP:Iteration 18Q (345.189913 sec): 3 clusters Score: Raw -236528.680466 + Penalty 4158.664690 = -232370.015776 nChanged 36 SP:Iteration 19Q (345.285609 sec): 3 clusters Score: Raw -236552.579540 + Penalty 4158.664690 = -232393.914850 nChanged 27 SP:Iteration 20F (345.319443 sec): 3 clusters Score: Raw -236575.753566 + Penalty 4158.664690 = -232417.088876 nChanged 29 SP:Iteration 21Q (345.363547 sec): 3 clusters Score: Raw -236600.510435 + Penalty 4158.664690 = -232441.845745 nChanged 22 SP:Iteration 22Q (345.406878 sec): 3 clusters Score: Raw -236615.801780 + Penalty 4158.664690 = -232457.137090 nChanged 20 SP:Iteration 23Q (345.449287 sec): 3 clusters Score: Raw -236627.545717 + Penalty 4158.664690 = -232468.881027 nChanged 18 SP:Iteration 24Q (345.487730 sec): 3 clusters Score: Raw -236637.016604 + Penalty 4158.664690 = -232478.351914 nChanged 16 SP:Iteration 25Q (345.526581 sec): 3 clusters Score: Raw -236648.154135 + Penalty 4158.664690 = -232489.489445 nChanged 17 SP:Iteration 26Q (345.565210 sec): 3 clusters Score: Raw -236658.005276 + Penalty 4158.664690 = -232499.340586 nChanged 13 SP:Iteration 27Q (345.603626 sec): 3 clusters Score: Raw -236668.615507 + Penalty 4158.664690 = -232509.950817 nChanged 17 SP:Iteration 28Q (345.644467 sec): 3 clusters Score: Raw -236679.597133 + Penalty 4158.664690 = -232520.932444 nChanged 15 SP:Iteration 29Q (345.685955 sec): 3 clusters Score: Raw -236689.431103 + Penalty 4158.664690 = -232530.766413 nChanged 10 SP:Iteration 30Q (345.727345 sec): 3 clusters Score: Raw -236695.662525 + Penalty 4158.664690 = -232536.997835 nChanged 8 SP:Iteration 31Q (345.768895 sec): 3 clusters Score: Raw -236701.893192 + Penalty 4158.664690 = -232543.228502 nChanged 8 SP:Iteration 32Q (345.809927 sec): 3 clusters Score: Raw -236707.837070 + Penalty 4158.664690 = -232549.172380 nChanged 8 SP:Iteration 33Q (345.847978 sec): 3 clusters Score: Raw -236712.685676 + Penalty 4158.664690 = -232554.020986 nChanged 9 SP:Iteration 34Q (345.886674 sec): 3 clusters Score: Raw -236720.984835 + Penalty 4158.664690 = -232562.320145 nChanged 11 SP:Iteration 35Q (345.925279 sec): 3 clusters Score: Raw -236728.618136 + Penalty 4158.664690 = -232569.953447 nChanged 6 SP:Iteration 36Q (345.963549 sec): 3 clusters Score: Raw -236733.072234 + Penalty 4158.664690 = -232574.407544 nChanged 5 SP:Iteration 37Q (346.003331 sec): 3 clusters Score: Raw -236736.631998 + Penalty 4158.664690 = -232577.967308 nChanged 5 SP:Iteration 38Q (346.043395 sec): 3 clusters Score: Raw -236741.220465 + Penalty 4158.664690 = -232582.555775 nChanged 4 SP:Iteration 39Q (346.083144 sec): 3 clusters Score: Raw -236744.303542 + Penalty 4158.664690 = -232585.638852 nChanged 4 SP:Iteration 40F (346.122697 sec): 3 clusters Score: Raw -236745.603806 + Penalty 4158.664690 = -232586.939116 nChanged 0 Trying to split cluster 6 (2083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (346.159545 sec): 2 clusters Score: Raw -168638.741362 + Penalty 2017.373012 = -166621.368350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (346.196239 sec): 3 clusters Score: Raw -167842.221370 + Penalty 4034.746025 = -163807.475345 nChanged 667 SP:Iteration 1F (346.231708 sec): 3 clusters Score: Raw -168387.620182 + Penalty 4034.746025 = -164352.874157 nChanged 165 SP:Iteration 2F (346.267095 sec): 3 clusters Score: Raw -168559.713140 + Penalty 4034.746025 = -164524.967115 nChanged 104 SP:Iteration 3Q (346.305043 sec): 3 clusters Score: Raw -168683.218326 + Penalty 4034.746025 = -164648.472302 nChanged 75 SP:Iteration 4Q (346.341549 sec): 3 clusters Score: Raw -168774.464144 + Penalty 4034.746025 = -164739.718119 nChanged 74 SP:Iteration 5Q (346.378238 sec): 3 clusters Score: Raw -168856.316067 + Penalty 4034.746025 = -164821.570042 nChanged 71 SP:Iteration 6Q (346.542940 sec): 3 clusters Score: Raw -168952.285706 + Penalty 4034.746025 = -164917.539681 nChanged 67 SP:Iteration 7Q (346.558595 sec): 3 clusters Score: Raw -169043.502604 + Penalty 4034.746025 = -165008.756579 nChanged 69 SP:Iteration 8Q (346.597800 sec): 3 clusters Score: Raw -169143.525672 + Penalty 4034.746025 = -165108.779647 nChanged 66 SP:Iteration 9Q (346.634578 sec): 3 clusters Score: Raw -169243.761109 + Penalty 4034.746025 = -165209.015084 nChanged 70 SP:Iteration 10Q (346.670171 sec): 3 clusters Score: Raw -169347.698149 + Penalty 4034.746025 = -165312.952124 nChanged 49 SP:Iteration 11Q (346.705929 sec): 3 clusters Score: Raw -169400.285744 + Penalty 4034.746025 = -165365.539719 nChanged 31 SP:Iteration 12Q (346.741403 sec): 3 clusters Score: Raw -169427.480326 + Penalty 4034.746025 = -165392.734301 nChanged 19 SP:Iteration 13Q (346.776825 sec): 3 clusters Score: Raw -169442.540171 + Penalty 4034.746025 = -165407.794146 nChanged 13 SP:Iteration 14Q (346.812365 sec): 3 clusters Score: Raw -169455.700568 + Penalty 4034.746025 = -165420.954543 nChanged 13 SP:Iteration 15Q (346.847749 sec): 3 clusters Score: Raw -169466.306450 + Penalty 4034.746025 = -165431.560426 nChanged 9 SP:Iteration 16Q (346.883170 sec): 3 clusters Score: Raw -169473.928154 + Penalty 4034.746025 = -165439.182129 nChanged 5 SP:Iteration 17Q (346.918558 sec): 3 clusters Score: Raw -169479.128077 + Penalty 4034.746025 = -165444.382052 nChanged 3 SP:Iteration 18Q (346.953916 sec): 3 clusters Score: Raw -169481.797708 + Penalty 4034.746025 = -165447.051683 nChanged 4 SP:Iteration 19Q (346.989224 sec): 3 clusters Score: Raw -169484.544225 + Penalty 4034.746025 = -165449.798200 nChanged 4 SP:Iteration 20F (347.024716 sec): 3 clusters Score: Raw -169487.537299 + Penalty 4034.746025 = -165452.791274 nChanged 2 SP:Iteration 21Q (347.059946 sec): 3 clusters Score: Raw -169489.427006 + Penalty 4034.746025 = -165454.680981 nChanged 3 SP:Iteration 22Q (347.095359 sec): 3 clusters Score: Raw -169491.266658 + Penalty 4034.746025 = -165456.520633 nChanged 1 SP:Iteration 23Q (347.130680 sec): 3 clusters Score: Raw -169491.412386 + Penalty 4034.746025 = -165456.666361 nChanged 0 SP:Iteration 24F (347.165997 sec): 3 clusters Score: Raw -169491.412386 + Penalty 4034.746025 = -165456.666361 nChanged 0 Trying to split cluster 8 (1684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (347.199939 sec): 2 clusters Score: Raw -130483.968967 + Penalty 1961.236779 = -128522.732188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (347.231177 sec): 3 clusters Score: Raw -129956.756323 + Penalty 3922.473559 = -126034.282764 nChanged 525 SP:Iteration 1F (347.261126 sec): 3 clusters Score: Raw -130454.549602 + Penalty 3922.473559 = -126532.076043 nChanged 118 SP:Iteration 2F (347.290690 sec): 3 clusters Score: Raw -130571.851327 + Penalty 3922.473559 = -126649.377768 nChanged 67 SP:Iteration 3Q (347.321233 sec): 3 clusters Score: Raw -130641.012790 + Penalty 3922.473559 = -126718.539231 nChanged 53 SP:Iteration 4Q (347.351583 sec): 3 clusters Score: Raw -130709.206845 + Penalty 3922.473559 = -126786.733286 nChanged 51 SP:Iteration 5Q (347.382669 sec): 3 clusters Score: Raw -130769.601975 + Penalty 3922.473559 = -126847.128416 nChanged 46 SP:Iteration 6Q (347.413475 sec): 3 clusters Score: Raw -130815.111579 + Penalty 3922.473559 = -126892.638020 nChanged 28 SP:Iteration 7Q (347.444258 sec): 3 clusters Score: Raw -130843.750855 + Penalty 3922.473559 = -126921.277296 nChanged 26 SP:Iteration 8Q (347.474927 sec): 3 clusters Score: Raw -130864.457161 + Penalty 3922.473559 = -126941.983602 nChanged 22 SP:Iteration 9Q (347.505586 sec): 3 clusters Score: Raw -130883.380242 + Penalty 3922.473559 = -126960.906684 nChanged 14 SP:Iteration 10Q (347.536206 sec): 3 clusters Score: Raw -130900.470621 + Penalty 3922.473559 = -126977.997062 nChanged 11 SP:Iteration 11Q (347.656283 sec): 3 clusters Score: Raw -130913.643701 + Penalty 3922.473559 = -126991.170142 nChanged 10 SP:Iteration 12Q (347.773060 sec): 3 clusters Score: Raw -130926.275499 + Penalty 3922.473559 = -127003.801940 nChanged 9 SP:Iteration 13Q (347.942129 sec): 3 clusters Score: Raw -130933.859794 + Penalty 3922.473559 = -127011.386235 nChanged 9 SP:Iteration 14Q (348.057713 sec): 3 clusters Score: Raw -130944.224270 + Penalty 3922.473559 = -127021.750711 nChanged 7 SP:Iteration 15Q (348.169014 sec): 3 clusters Score: Raw -130952.055857 + Penalty 3922.473559 = -127029.582298 nChanged 9 SP:Iteration 16Q (348.198683 sec): 3 clusters Score: Raw -130962.286338 + Penalty 3922.473559 = -127039.812780 nChanged 7 SP:Iteration 17Q (348.228785 sec): 3 clusters Score: Raw -130970.402670 + Penalty 3922.473559 = -127047.929112 nChanged 8 SP:Iteration 18Q (348.259141 sec): 3 clusters Score: Raw -130980.199031 + Penalty 3922.473559 = -127057.725473 nChanged 5 SP:Iteration 19Q (348.289154 sec): 3 clusters Score: Raw -130983.399616 + Penalty 3922.473559 = -127060.926057 nChanged 4 SP:Iteration 20F (348.319073 sec): 3 clusters Score: Raw -130987.441931 + Penalty 3922.473559 = -127064.968372 nChanged 4 SP:Iteration 21Q (348.349058 sec): 3 clusters Score: Raw -130990.267999 + Penalty 3922.473559 = -127067.794441 nChanged 2 SP:Iteration 22Q (348.379216 sec): 3 clusters Score: Raw -130993.487690 + Penalty 3922.473559 = -127071.014131 nChanged 4 SP:Iteration 23Q (348.409295 sec): 3 clusters Score: Raw -130996.392973 + Penalty 3922.473559 = -127073.919415 nChanged 2 SP:Iteration 24Q (348.439404 sec): 3 clusters Score: Raw -130998.574803 + Penalty 3922.473559 = -127076.101244 nChanged 1 SP:Iteration 25Q (348.469461 sec): 3 clusters Score: Raw -131000.419648 + Penalty 3922.473559 = -127077.946089 nChanged 1 SP:Iteration 26Q (348.499436 sec): 3 clusters Score: Raw -131001.037631 + Penalty 3922.473559 = -127078.564073 nChanged 1 SP:Iteration 27Q (348.529502 sec): 3 clusters Score: Raw -131001.668370 + Penalty 3922.473559 = -127079.194811 nChanged 1 SP:Iteration 28Q (348.559550 sec): 3 clusters Score: Raw -131002.081206 + Penalty 3922.473559 = -127079.607647 nChanged 0 SP:Iteration 29F (348.589313 sec): 3 clusters Score: Raw -131002.081206 + Penalty 3922.473559 = -127079.607647 nChanged 0 Trying to split cluster 9 (4667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (348.637261 sec): 2 clusters Score: Raw -426376.881610 + Penalty 2230.343741 = -424146.537869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (348.695990 sec): 3 clusters Score: Raw -424160.816543 + Penalty 4460.687482 = -419700.129061 nChanged 1738 SP:Iteration 1F (348.745839 sec): 3 clusters Score: Raw -425252.047355 + Penalty 4460.687482 = -420791.359873 nChanged 372 SP:Iteration 2F (348.795703 sec): 3 clusters Score: Raw -425566.134265 + Penalty 4460.687482 = -421105.446783 nChanged 292 SP:Iteration 3F (348.843682 sec): 3 clusters Score: Raw -425839.625286 + Penalty 4460.687482 = -421378.937804 nChanged 271 SP:Iteration 4F (348.894330 sec): 3 clusters Score: Raw -426100.914123 + Penalty 4460.687482 = -421640.226641 nChanged 281 SP:Iteration 5F (348.946234 sec): 3 clusters Score: Raw -426395.249842 + Penalty 4460.687482 = -421934.562360 nChanged 260 SP:Iteration 6F (348.998054 sec): 3 clusters Score: Raw -426661.506841 + Penalty 4460.687482 = -422200.819359 nChanged 242 SP:Iteration 7F (349.049995 sec): 3 clusters Score: Raw -426959.208533 + Penalty 4460.687482 = -422498.521051 nChanged 238 SP:Iteration 8F (349.101805 sec): 3 clusters Score: Raw -427317.080439 + Penalty 4460.687482 = -422856.392957 nChanged 203 SP:Iteration 9Q (349.232085 sec): 3 clusters Score: Raw -427566.942872 + Penalty 4460.687482 = -423106.255390 nChanged 165 SP:Iteration 10Q (349.282969 sec): 3 clusters Score: Raw -427732.274254 + Penalty 4460.687482 = -423271.586772 nChanged 121 SP:Iteration 11Q (349.422772 sec): 3 clusters Score: Raw -427820.708562 + Penalty 4460.687482 = -423360.021080 nChanged 81 SP:Iteration 12Q (349.475673 sec): 3 clusters Score: Raw -427875.860821 + Penalty 4460.687482 = -423415.173339 nChanged 56 SP:Iteration 13Q (349.520116 sec): 3 clusters Score: Raw -427909.805922 + Penalty 4460.687482 = -423449.118440 nChanged 32 SP:Iteration 14Q (349.564860 sec): 3 clusters Score: Raw -427926.803035 + Penalty 4460.687482 = -423466.115553 nChanged 23 SP:Iteration 15Q (349.611326 sec): 3 clusters Score: Raw -427935.781517 + Penalty 4460.687482 = -423475.094035 nChanged 10 SP:Iteration 16Q (349.719018 sec): 3 clusters Score: Raw -427939.802967 + Penalty 4460.687482 = -423479.115485 nChanged 10 SP:Iteration 17Q (349.797080 sec): 3 clusters Score: Raw -427944.147920 + Penalty 4460.687482 = -423483.460438 nChanged 14 SP:Iteration 18Q (349.847961 sec): 3 clusters Score: Raw -427950.429816 + Penalty 4460.687482 = -423489.742334 nChanged 12 SP:Iteration 19Q (349.899264 sec): 3 clusters Score: Raw -427954.483030 + Penalty 4460.687482 = -423493.795548 nChanged 7 SP:Iteration 20F (349.952182 sec): 3 clusters Score: Raw -427957.316284 + Penalty 4460.687482 = -423496.628802 nChanged 8 SP:Iteration 21Q (350.002334 sec): 3 clusters Score: Raw -427960.767993 + Penalty 4460.687482 = -423500.080511 nChanged 11 SP:Iteration 22Q (350.052798 sec): 3 clusters Score: Raw -427965.926102 + Penalty 4460.687482 = -423505.238620 nChanged 10 SP:Iteration 23Q (350.102658 sec): 3 clusters Score: Raw -427970.885347 + Penalty 4460.687482 = -423510.197865 nChanged 10 SP:Iteration 24Q (350.154344 sec): 3 clusters Score: Raw -427976.302179 + Penalty 4460.687482 = -423515.614698 nChanged 10 SP:Iteration 25Q (350.206958 sec): 3 clusters Score: Raw -427981.255675 + Penalty 4460.687482 = -423520.568193 nChanged 10 SP:Iteration 26Q (350.255914 sec): 3 clusters Score: Raw -427984.810473 + Penalty 4460.687482 = -423524.122991 nChanged 4 SP:Iteration 27Q (350.304898 sec): 3 clusters Score: Raw -427986.332748 + Penalty 4460.687482 = -423525.645266 nChanged 2 SP:Iteration 28Q (350.354284 sec): 3 clusters Score: Raw -427987.402700 + Penalty 4460.687482 = -423526.715219 nChanged 6 SP:Iteration 29Q (350.405583 sec): 3 clusters Score: Raw -427989.159952 + Penalty 4460.687482 = -423528.472470 nChanged 1 SP:Iteration 30Q (350.456959 sec): 3 clusters Score: Raw -427989.612560 + Penalty 4460.687482 = -423528.925078 nChanged 3 SP:Iteration 31Q (350.508263 sec): 3 clusters Score: Raw -427990.792320 + Penalty 4460.687482 = -423530.104839 nChanged 0 SP:Iteration 32F (350.559849 sec): 3 clusters Score: Raw -427990.792320 + Penalty 4460.687482 = -423530.104839 nChanged 0 Trying to split cluster 10 (1070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (350.599052 sec): 2 clusters Score: Raw -71956.125451 + Penalty 1841.509277 = -70114.616174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (350.626067 sec): 3 clusters Score: Raw -71703.101990 + Penalty 3683.018554 = -68020.083437 nChanged 268 SP:Iteration 1F (350.649088 sec): 3 clusters Score: Raw -72042.466604 + Penalty 3683.018554 = -68359.448050 nChanged 75 SP:Iteration 2F (350.671712 sec): 3 clusters Score: Raw -72155.875388 + Penalty 3683.018554 = -68472.856834 nChanged 52 SP:Iteration 3Q (350.694524 sec): 3 clusters Score: Raw -72243.516773 + Penalty 3683.018554 = -68560.498219 nChanged 41 SP:Iteration 4Q (350.717375 sec): 3 clusters Score: Raw -72308.374475 + Penalty 3683.018554 = -68625.355921 nChanged 37 SP:Iteration 5Q (350.740571 sec): 3 clusters Score: Raw -72368.114592 + Penalty 3683.018554 = -68685.096039 nChanged 29 SP:Iteration 6Q (350.763245 sec): 3 clusters Score: Raw -72438.685522 + Penalty 3683.018554 = -68755.666968 nChanged 31 SP:Iteration 7Q (350.785861 sec): 3 clusters Score: Raw -72495.322355 + Penalty 3683.018554 = -68812.303802 nChanged 23 SP:Iteration 8Q (350.912451 sec): 3 clusters Score: Raw -72537.006649 + Penalty 3683.018554 = -68853.988095 nChanged 21 SP:Iteration 9Q (351.027855 sec): 3 clusters Score: Raw -72579.652600 + Penalty 3683.018554 = -68896.634046 nChanged 25 SP:Iteration 10Q (351.147148 sec): 3 clusters Score: Raw -72625.937137 + Penalty 3683.018554 = -68942.918583 nChanged 25 SP:Iteration 11Q (351.226769 sec): 3 clusters Score: Raw -72665.716931 + Penalty 3683.018554 = -68982.698377 nChanged 16 SP:Iteration 12Q (351.251139 sec): 3 clusters Score: Raw -72687.941159 + Penalty 3683.018554 = -69004.922606 nChanged 14 SP:Iteration 13Q (351.275271 sec): 3 clusters Score: Raw -72709.340675 + Penalty 3683.018554 = -69026.322122 nChanged 13 SP:Iteration 14Q (351.299283 sec): 3 clusters Score: Raw -72735.884231 + Penalty 3683.018554 = -69052.865677 nChanged 20 SP:Iteration 15Q (351.324190 sec): 3 clusters Score: Raw -72773.038933 + Penalty 3683.018554 = -69090.020379 nChanged 17 SP:Iteration 16Q (351.348524 sec): 3 clusters Score: Raw -72801.380144 + Penalty 3683.018554 = -69118.361590 nChanged 8 SP:Iteration 17Q (351.371758 sec): 3 clusters Score: Raw -72832.096791 + Penalty 3683.018554 = -69149.078238 nChanged 11 SP:Iteration 18Q (351.393335 sec): 3 clusters Score: Raw -72856.396336 + Penalty 3683.018554 = -69173.377782 nChanged 6 SP:Iteration 19Q (351.414931 sec): 3 clusters Score: Raw -72866.160059 + Penalty 3683.018554 = -69183.141505 nChanged 8 SP:Iteration 20F (351.436924 sec): 3 clusters Score: Raw -72886.934208 + Penalty 3683.018554 = -69203.915655 nChanged 7 SP:Iteration 21Q (351.458642 sec): 3 clusters Score: Raw -72903.403332 + Penalty 3683.018554 = -69220.384779 nChanged 10 SP:Iteration 22Q (351.480318 sec): 3 clusters Score: Raw -72924.555322 + Penalty 3683.018554 = -69241.536768 nChanged 10 SP:Iteration 23Q (351.501889 sec): 3 clusters Score: Raw -72938.296697 + Penalty 3683.018554 = -69255.278143 nChanged 6 SP:Iteration 24Q (351.523532 sec): 3 clusters Score: Raw -72957.845011 + Penalty 3683.018554 = -69274.826458 nChanged 3 SP:Iteration 25Q (351.545122 sec): 3 clusters Score: Raw -72961.750467 + Penalty 3683.018554 = -69278.731913 nChanged 3 SP:Iteration 26Q (351.567930 sec): 3 clusters Score: Raw -72965.460646 + Penalty 3683.018554 = -69282.442093 nChanged 1 SP:Iteration 27Q (351.589384 sec): 3 clusters Score: Raw -72966.382723 + Penalty 3683.018554 = -69283.364169 nChanged 1 SP:Iteration 28Q (351.610966 sec): 3 clusters Score: Raw -72967.718591 + Penalty 3683.018554 = -69284.700038 nChanged 1 SP:Iteration 29Q (351.632528 sec): 3 clusters Score: Raw -72968.544495 + Penalty 3683.018554 = -69285.525942 nChanged 0 SP:Iteration 30F (351.654262 sec): 3 clusters Score: Raw -72968.544495 + Penalty 3683.018554 = -69285.525942 nChanged 0 Time taken for this iteration:32.197703 seconds. 11->8 Clusters: Score -1290500.379758, best is -1291644.109448 Starting from 12 clusters... ------ Clustering full data set of 15687 points ------ SP: Assigned 12 initial classes randomly. Deleting Class 11 (1226 points): Lose 463.186203 but Gain 2550.395132 Iteration 0F (351.985081 sec): 11 clusters Score: Raw -1233149.197431 + Penalty 25503.951324 = -1207645.246107 nChanged 13061 Deleting Class 10 (952 points): Lose 1369.181828 but Gain 2550.395132 Iteration 1F (352.249318 sec): 10 clusters Score: Raw -1271185.305557 + Penalty 22953.556192 = -1248231.749365 nChanged 6740 Deleting Class 7 (761 points): Lose 1612.057178 but Gain 2550.395132 Iteration 2F (352.504117 sec): 9 clusters Score: Raw -1289847.908787 + Penalty 20403.161059 = -1269444.747728 nChanged 3881 Deleting Class 3 (895 points): Lose 2188.600780 but Gain 2550.395132 Iteration 3F (352.763862 sec): 8 clusters Score: Raw -1295227.597920 + Penalty 17852.765927 = -1277374.831993 nChanged 2653 Iteration 4F (353.012977 sec): 8 clusters Score: Raw -1299973.016210 + Penalty 17852.765927 = -1282120.250283 nChanged 1405 Iteration 5F (353.245847 sec): 8 clusters Score: Raw -1301838.852630 + Penalty 17852.765927 = -1283986.086703 nChanged 988 Iteration 6F (353.537224 sec): 8 clusters Score: Raw -1303001.384509 + Penalty 17852.765927 = -1285148.618582 nChanged 781 Iteration 7Q (353.717588 sec): 8 clusters Score: Raw -1303819.136676 + Penalty 17852.765927 = -1285966.370749 nChanged 616 Iteration 8Q (353.918958 sec): 8 clusters Score: Raw -1304458.971386 + Penalty 17852.765927 = -1286606.205459 nChanged 476 Iteration 9Q (354.113594 sec): 8 clusters Score: Raw -1304921.689907 + Penalty 17852.765927 = -1287068.923980 nChanged 416 Iteration 10Q (354.306771 sec): 8 clusters Score: Raw -1305252.880373 + Penalty 17852.765927 = -1287400.114446 nChanged 312 Iteration 11Q (354.566110 sec): 8 clusters Score: Raw -1305474.186624 + Penalty 17852.765927 = -1287621.420697 nChanged 228 Iteration 12Q (354.728859 sec): 8 clusters Score: Raw -1305636.414172 + Penalty 17852.765927 = -1287783.648245 nChanged 195 Iteration 13Q (354.889353 sec): 8 clusters Score: Raw -1305756.403220 + Penalty 17852.765927 = -1287903.637293 nChanged 161 Iteration 14Q (355.078945 sec): 8 clusters Score: Raw -1305836.476615 + Penalty 17852.765927 = -1287983.710688 nChanged 122 Iteration 15Q (355.258182 sec): 8 clusters Score: Raw -1305898.037004 + Penalty 17852.765927 = -1288045.271077 nChanged 104 Iteration 16Q (355.431745 sec): 8 clusters Score: Raw -1305955.921178 + Penalty 17852.765927 = -1288103.155251 nChanged 104 Iteration 17Q (355.602963 sec): 8 clusters Score: Raw -1306008.506097 + Penalty 17852.765927 = -1288155.740170 nChanged 80 Iteration 18Q (355.791722 sec): 8 clusters Score: Raw -1306046.151231 + Penalty 17852.765927 = -1288193.385304 nChanged 69 Iteration 19Q (355.964892 sec): 8 clusters Score: Raw -1306088.299097 + Penalty 17852.765927 = -1288235.533170 nChanged 84 Writing temp clu file Because OldScore, -1288193.385304, is greater than current (better) Score,-1288235.533170 Compute initial score before splitting: Score: Raw -1306088.299097 + Penalty 17852.765927 = -1288235.533170 Trying to split cluster 1 (1583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (356.030757 sec): 2 clusters Score: Raw -127545.474102 + Penalty 1944.908344 = -125600.565758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (356.097090 sec): 3 clusters Score: Raw -127054.113382 + Penalty 3889.816688 = -123164.296695 nChanged 471 SP:Iteration 1F (356.130699 sec): 3 clusters Score: Raw -127535.294473 + Penalty 3889.816688 = -123645.477785 nChanged 107 SP:Iteration 2F (356.164307 sec): 3 clusters Score: Raw -127666.144285 + Penalty 3889.816688 = -123776.327597 nChanged 66 SP:Iteration 3Q (356.197902 sec): 3 clusters Score: Raw -127757.368218 + Penalty 3889.816688 = -123867.551531 nChanged 51 SP:Iteration 4Q (356.228128 sec): 3 clusters Score: Raw -127807.059991 + Penalty 3889.816688 = -123917.243304 nChanged 40 SP:Iteration 5Q (356.257656 sec): 3 clusters Score: Raw -127847.717226 + Penalty 3889.816688 = -123957.900538 nChanged 24 SP:Iteration 6Q (356.287217 sec): 3 clusters Score: Raw -127870.926418 + Penalty 3889.816688 = -123981.109731 nChanged 22 SP:Iteration 7Q (356.316378 sec): 3 clusters Score: Raw -127898.500776 + Penalty 3889.816688 = -124008.684089 nChanged 24 SP:Iteration 8Q (356.346019 sec): 3 clusters Score: Raw -127928.560149 + Penalty 3889.816688 = -124038.743461 nChanged 27 SP:Iteration 9Q (356.375670 sec): 3 clusters Score: Raw -127965.847406 + Penalty 3889.816688 = -124076.030718 nChanged 34 SP:Iteration 10Q (356.405177 sec): 3 clusters Score: Raw -128003.942808 + Penalty 3889.816688 = -124114.126121 nChanged 28 SP:Iteration 11Q (356.434586 sec): 3 clusters Score: Raw -128034.990222 + Penalty 3889.816688 = -124145.173534 nChanged 17 SP:Iteration 12Q (356.463865 sec): 3 clusters Score: Raw -128049.394866 + Penalty 3889.816688 = -124159.578178 nChanged 17 SP:Iteration 13Q (356.493053 sec): 3 clusters Score: Raw -128069.349273 + Penalty 3889.816688 = -124179.532586 nChanged 11 SP:Iteration 14Q (356.598476 sec): 3 clusters Score: Raw -128085.577045 + Penalty 3889.816688 = -124195.760357 nChanged 13 SP:Iteration 15Q (356.719790 sec): 3 clusters Score: Raw -128101.255015 + Penalty 3889.816688 = -124211.438328 nChanged 14 SP:Iteration 16Q (356.804410 sec): 3 clusters Score: Raw -128116.583797 + Penalty 3889.816688 = -124226.767110 nChanged 13 SP:Iteration 17Q (356.833360 sec): 3 clusters Score: Raw -128134.453099 + Penalty 3889.816688 = -124244.636411 nChanged 13 SP:Iteration 18Q (356.862121 sec): 3 clusters Score: Raw -128147.359006 + Penalty 3889.816688 = -124257.542318 nChanged 14 SP:Iteration 19Q (356.892872 sec): 3 clusters Score: Raw -128158.453288 + Penalty 3889.816688 = -124268.636601 nChanged 6 SP:Iteration 20F (356.921898 sec): 3 clusters Score: Raw -128165.562776 + Penalty 3889.816688 = -124275.746088 nChanged 6 SP:Iteration 21Q (356.950908 sec): 3 clusters Score: Raw -128170.978327 + Penalty 3889.816688 = -124281.161639 nChanged 8 SP:Iteration 22Q (356.979618 sec): 3 clusters Score: Raw -128180.265037 + Penalty 3889.816688 = -124290.448349 nChanged 5 SP:Iteration 23Q (357.008351 sec): 3 clusters Score: Raw -128185.240887 + Penalty 3889.816688 = -124295.424199 nChanged 3 SP:Iteration 24Q (357.038536 sec): 3 clusters Score: Raw -128188.522849 + Penalty 3889.816688 = -124298.706162 nChanged 4 SP:Iteration 25Q (357.067372 sec): 3 clusters Score: Raw -128190.734101 + Penalty 3889.816688 = -124300.917413 nChanged 2 SP:Iteration 26Q (357.096236 sec): 3 clusters Score: Raw -128191.725652 + Penalty 3889.816688 = -124301.908965 nChanged 0 SP:Iteration 27F (357.126522 sec): 3 clusters Score: Raw -128191.725652 + Penalty 3889.816688 = -124301.908965 nChanged 0 Trying to split cluster 2 (2991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.168671 sec): 2 clusters Score: Raw -255824.033823 + Penalty 2112.887847 = -253711.145976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.206877 sec): 3 clusters Score: Raw -254621.112331 + Penalty 4225.775695 = -250395.336636 nChanged 1044 SP:Iteration 1F (357.247485 sec): 3 clusters Score: Raw -255460.734656 + Penalty 4225.775695 = -251234.958961 nChanged 258 SP:Iteration 2F (357.288193 sec): 3 clusters Score: Raw -255839.975550 + Penalty 4225.775695 = -251614.199855 nChanged 237 SP:Iteration 3F (357.337063 sec): 3 clusters Score: Raw -256233.722051 + Penalty 4225.775695 = -252007.946356 nChanged 221 SP:Iteration 4F (357.386112 sec): 3 clusters Score: Raw -256645.255815 + Penalty 4225.775695 = -252419.480121 nChanged 192 SP:Iteration 5F (357.432337 sec): 3 clusters Score: Raw -256982.944329 + Penalty 4225.775695 = -252757.168634 nChanged 160 SP:Iteration 6F (357.473070 sec): 3 clusters Score: Raw -257210.440650 + Penalty 4225.775695 = -252984.664955 nChanged 123 SP:Iteration 7Q (357.513134 sec): 3 clusters Score: Raw -257351.907678 + Penalty 4225.775695 = -253126.131983 nChanged 81 SP:Iteration 8Q (357.553215 sec): 3 clusters Score: Raw -257432.187023 + Penalty 4225.775695 = -253206.411328 nChanged 63 SP:Iteration 9Q (357.593444 sec): 3 clusters Score: Raw -257489.830730 + Penalty 4225.775695 = -253264.055035 nChanged 50 SP:Iteration 10Q (357.638147 sec): 3 clusters Score: Raw -257537.638991 + Penalty 4225.775695 = -253311.863296 nChanged 36 SP:Iteration 11Q (357.682120 sec): 3 clusters Score: Raw -257566.459502 + Penalty 4225.775695 = -253340.683807 nChanged 30 SP:Iteration 12Q (357.726030 sec): 3 clusters Score: Raw -257589.987421 + Penalty 4225.775695 = -253364.211726 nChanged 12 SP:Iteration 13Q (357.770050 sec): 3 clusters Score: Raw -257595.723457 + Penalty 4225.775695 = -253369.947762 nChanged 6 SP:Iteration 14Q (357.811197 sec): 3 clusters Score: Raw -257597.554802 + Penalty 4225.775695 = -253371.779107 nChanged 3 SP:Iteration 15Q (357.852291 sec): 3 clusters Score: Raw -257599.111058 + Penalty 4225.775695 = -253373.335363 nChanged 4 SP:Iteration 16Q (357.999730 sec): 3 clusters Score: Raw -257600.552725 + Penalty 4225.775695 = -253374.777030 nChanged 2 SP:Iteration 17Q (358.085560 sec): 3 clusters Score: Raw -257601.373360 + Penalty 4225.775695 = -253375.597665 nChanged 1 SP:Iteration 18Q (358.131028 sec): 3 clusters Score: Raw -257601.711342 + Penalty 4225.775695 = -253375.935647 nChanged 2 SP:Iteration 19Q (358.176548 sec): 3 clusters Score: Raw -257602.622872 + Penalty 4225.775695 = -253376.847177 nChanged 0 SP:Iteration 20F (358.223627 sec): 3 clusters Score: Raw -257602.622872 + Penalty 4225.775695 = -253376.847177 nChanged 0 Trying to split cluster 4 (5016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (358.275553 sec): 2 clusters Score: Raw -460231.387967 + Penalty 2249.382454 = -457982.005513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (358.321772 sec): 3 clusters Score: Raw -457838.766319 + Penalty 4498.764907 = -453340.001411 nChanged 1920 SP:Iteration 1F (358.369114 sec): 3 clusters Score: Raw -459022.259982 + Penalty 4498.764907 = -454523.495075 nChanged 395 SP:Iteration 2F (358.414385 sec): 3 clusters Score: Raw -459266.520964 + Penalty 4498.764907 = -454767.756056 nChanged 254 SP:Iteration 3F (358.459633 sec): 3 clusters Score: Raw -459439.034436 + Penalty 4498.764907 = -454940.269528 nChanged 227 SP:Iteration 4Q (358.505792 sec): 3 clusters Score: Raw -459601.368776 + Penalty 4498.764907 = -455102.603868 nChanged 194 SP:Iteration 5Q (358.555835 sec): 3 clusters Score: Raw -459733.549596 + Penalty 4498.764907 = -455234.784688 nChanged 194 SP:Iteration 6Q (358.601990 sec): 3 clusters Score: Raw -459890.803989 + Penalty 4498.764907 = -455392.039081 nChanged 202 SP:Iteration 7Q (358.733291 sec): 3 clusters Score: Raw -460044.614825 + Penalty 4498.764907 = -455545.849918 nChanged 169 SP:Iteration 8Q (358.884220 sec): 3 clusters Score: Raw -460174.969220 + Penalty 4498.764907 = -455676.204313 nChanged 146 SP:Iteration 9Q (358.943915 sec): 3 clusters Score: Raw -460291.811242 + Penalty 4498.764907 = -455793.046334 nChanged 138 SP:Iteration 10Q (358.994422 sec): 3 clusters Score: Raw -460384.580910 + Penalty 4498.764907 = -455885.816002 nChanged 119 SP:Iteration 11Q (359.051738 sec): 3 clusters Score: Raw -460460.837271 + Penalty 4498.764907 = -455962.072363 nChanged 101 SP:Iteration 12Q (359.119981 sec): 3 clusters Score: Raw -460521.299008 + Penalty 4498.764907 = -456022.534100 nChanged 103 SP:Iteration 13Q (359.178146 sec): 3 clusters Score: Raw -460586.855631 + Penalty 4498.764907 = -456088.090724 nChanged 97 SP:Iteration 14Q (359.229530 sec): 3 clusters Score: Raw -460656.502482 + Penalty 4498.764907 = -456157.737575 nChanged 95 SP:Iteration 15Q (359.281231 sec): 3 clusters Score: Raw -460711.246758 + Penalty 4498.764907 = -456212.481850 nChanged 66 SP:Iteration 16Q (359.335013 sec): 3 clusters Score: Raw -460753.732814 + Penalty 4498.764907 = -456254.967906 nChanged 72 SP:Iteration 17Q (359.387276 sec): 3 clusters Score: Raw -460801.240870 + Penalty 4498.764907 = -456302.475963 nChanged 71 SP:Iteration 18Q (359.439504 sec): 3 clusters Score: Raw -460853.624704 + Penalty 4498.764907 = -456354.859797 nChanged 82 SP:Iteration 19Q (359.493428 sec): 3 clusters Score: Raw -460926.704188 + Penalty 4498.764907 = -456427.939280 nChanged 90 SP:Iteration 20F (359.547038 sec): 3 clusters Score: Raw -461024.330222 + Penalty 4498.764907 = -456525.565315 nChanged 97 SP:Iteration 21Q (359.601923 sec): 3 clusters Score: Raw -461135.556885 + Penalty 4498.764907 = -456636.791977 nChanged 110 SP:Iteration 22Q (359.654336 sec): 3 clusters Score: Raw -461288.197478 + Penalty 4498.764907 = -456789.432571 nChanged 138 SP:Iteration 23Q (359.706255 sec): 3 clusters Score: Raw -461490.202045 + Penalty 4498.764907 = -456991.437137 nChanged 131 SP:Iteration 24Q (359.830666 sec): 3 clusters Score: Raw -461656.078941 + Penalty 4498.764907 = -457157.314033 nChanged 136 SP:Iteration 25Q (359.939742 sec): 3 clusters Score: Raw -461818.194042 + Penalty 4498.764907 = -457319.429135 nChanged 102 SP:Iteration 26Q (359.985739 sec): 3 clusters Score: Raw -461908.815392 + Penalty 4498.764907 = -457410.050484 nChanged 78 SP:Iteration 27Q (360.032580 sec): 3 clusters Score: Raw -461964.698908 + Penalty 4498.764907 = -457465.934001 nChanged 58 SP:Iteration 28Q (360.089585 sec): 3 clusters Score: Raw -461993.665279 + Penalty 4498.764907 = -457494.900372 nChanged 46 SP:Iteration 29Q (360.145680 sec): 3 clusters Score: Raw -462015.135740 + Penalty 4498.764907 = -457516.370832 nChanged 28 SP:Iteration 30Q (360.201648 sec): 3 clusters Score: Raw -462025.302225 + Penalty 4498.764907 = -457526.537318 nChanged 13 SP:Iteration 31Q (360.257431 sec): 3 clusters Score: Raw -462030.306492 + Penalty 4498.764907 = -457531.541585 nChanged 18 SP:Iteration 32Q (360.314360 sec): 3 clusters Score: Raw -462035.414399 + Penalty 4498.764907 = -457536.649491 nChanged 8 SP:Iteration 33Q (360.364090 sec): 3 clusters Score: Raw -462039.188123 + Penalty 4498.764907 = -457540.423215 nChanged 10 SP:Iteration 34Q (360.413754 sec): 3 clusters Score: Raw -462043.546736 + Penalty 4498.764907 = -457544.781828 nChanged 8 SP:Iteration 35Q (360.463314 sec): 3 clusters Score: Raw -462045.417502 + Penalty 4498.764907 = -457546.652594 nChanged 5 SP:Iteration 36Q (360.512643 sec): 3 clusters Score: Raw -462047.056075 + Penalty 4498.764907 = -457548.291168 nChanged 3 SP:Iteration 37Q (360.562260 sec): 3 clusters Score: Raw -462048.014673 + Penalty 4498.764907 = -457549.249766 nChanged 1 SP:Iteration 38Q (360.611977 sec): 3 clusters Score: Raw -462048.233674 + Penalty 4498.764907 = -457549.468766 nChanged 1 SP:Iteration 39Q (360.661456 sec): 3 clusters Score: Raw -462048.507605 + Penalty 4498.764907 = -457549.742698 nChanged 1 SP:Iteration 40F (360.712375 sec): 3 clusters Score: Raw -462048.686176 + Penalty 4498.764907 = -457549.921269 nChanged 0 Trying to split cluster 5 (1399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.751651 sec): 2 clusters Score: Raw -99456.023613 + Penalty 1912.287425 = -97543.736188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.787247 sec): 3 clusters Score: Raw -99116.702814 + Penalty 3824.574851 = -95292.127964 nChanged 397 SP:Iteration 1F (360.814300 sec): 3 clusters Score: Raw -99601.898824 + Penalty 3824.574851 = -95777.323974 nChanged 120 SP:Iteration 2F (360.842767 sec): 3 clusters Score: Raw -99773.778148 + Penalty 3824.574851 = -95949.203298 nChanged 85 SP:Iteration 3F (360.869897 sec): 3 clusters Score: Raw -99915.321315 + Penalty 3824.574851 = -96090.746464 nChanged 63 SP:Iteration 4Q (360.899539 sec): 3 clusters Score: Raw -100001.699923 + Penalty 3824.574851 = -96177.125072 nChanged 55 SP:Iteration 5Q (360.926544 sec): 3 clusters Score: Raw -100073.701790 + Penalty 3824.574851 = -96249.126939 nChanged 37 SP:Iteration 6Q (360.953685 sec): 3 clusters Score: Raw -100124.592938 + Penalty 3824.574851 = -96300.018088 nChanged 19 SP:Iteration 7Q (360.979980 sec): 3 clusters Score: Raw -100145.157369 + Penalty 3824.574851 = -96320.582519 nChanged 23 SP:Iteration 8Q (361.006244 sec): 3 clusters Score: Raw -100169.158890 + Penalty 3824.574851 = -96344.584040 nChanged 17 SP:Iteration 9Q (361.032625 sec): 3 clusters Score: Raw -100190.093037 + Penalty 3824.574851 = -96365.518186 nChanged 20 SP:Iteration 10Q (361.058826 sec): 3 clusters Score: Raw -100212.107103 + Penalty 3824.574851 = -96387.532252 nChanged 14 SP:Iteration 11Q (361.085158 sec): 3 clusters Score: Raw -100227.901424 + Penalty 3824.574851 = -96403.326573 nChanged 12 SP:Iteration 12Q (361.111437 sec): 3 clusters Score: Raw -100246.676351 + Penalty 3824.574851 = -96422.101501 nChanged 10 SP:Iteration 13Q (361.137567 sec): 3 clusters Score: Raw -100256.356966 + Penalty 3824.574851 = -96431.782116 nChanged 14 SP:Iteration 14Q (361.254133 sec): 3 clusters Score: Raw -100270.902110 + Penalty 3824.574851 = -96446.327259 nChanged 10 SP:Iteration 15Q (361.317726 sec): 3 clusters Score: Raw -100284.722055 + Penalty 3824.574851 = -96460.147204 nChanged 7 SP:Iteration 16Q (361.351682 sec): 3 clusters Score: Raw -100290.812186 + Penalty 3824.574851 = -96466.237335 nChanged 3 SP:Iteration 17Q (361.385436 sec): 3 clusters Score: Raw -100293.528107 + Penalty 3824.574851 = -96468.953256 nChanged 2 SP:Iteration 18Q (361.418982 sec): 3 clusters Score: Raw -100295.510985 + Penalty 3824.574851 = -96470.936134 nChanged 3 SP:Iteration 19Q (361.449505 sec): 3 clusters Score: Raw -100298.634543 + Penalty 3824.574851 = -96474.059693 nChanged 1 SP:Iteration 20F (361.476222 sec): 3 clusters Score: Raw -100301.118771 + Penalty 3824.574851 = -96476.543920 nChanged 1 SP:Iteration 21Q (361.502658 sec): 3 clusters Score: Raw -100308.316339 + Penalty 3824.574851 = -96483.741489 nChanged 4 SP:Iteration 22Q (361.529011 sec): 3 clusters Score: Raw -100313.614858 + Penalty 3824.574851 = -96489.040007 nChanged 5 SP:Iteration 23Q (361.556582 sec): 3 clusters Score: Raw -100317.594043 + Penalty 3824.574851 = -96493.019192 nChanged 0 SP:Iteration 24F (361.583121 sec): 3 clusters Score: Raw -100317.594043 + Penalty 3824.574851 = -96493.019192 nChanged 0 Trying to split cluster 6 (1652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (361.620115 sec): 2 clusters Score: Raw -144922.540161 + Penalty 1956.171876 = -142966.368285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (361.651494 sec): 3 clusters Score: Raw -144390.622082 + Penalty 3912.343752 = -140478.278330 nChanged 469 SP:Iteration 1F (361.680856 sec): 3 clusters Score: Raw -144868.811270 + Penalty 3912.343752 = -140956.467518 nChanged 120 SP:Iteration 2F (361.710261 sec): 3 clusters Score: Raw -145017.746822 + Penalty 3912.343752 = -141105.403070 nChanged 85 SP:Iteration 3F (361.740123 sec): 3 clusters Score: Raw -145120.366323 + Penalty 3912.343752 = -141208.022571 nChanged 52 SP:Iteration 4Q (361.770260 sec): 3 clusters Score: Raw -145180.663505 + Penalty 3912.343752 = -141268.319753 nChanged 41 SP:Iteration 5Q (361.800345 sec): 3 clusters Score: Raw -145229.411442 + Penalty 3912.343752 = -141317.067690 nChanged 36 SP:Iteration 6Q (361.830193 sec): 3 clusters Score: Raw -145272.200705 + Penalty 3912.343752 = -141359.856953 nChanged 37 SP:Iteration 7Q (361.859806 sec): 3 clusters Score: Raw -145319.947088 + Penalty 3912.343752 = -141407.603337 nChanged 36 SP:Iteration 8Q (361.889453 sec): 3 clusters Score: Raw -145358.797911 + Penalty 3912.343752 = -141446.454159 nChanged 30 SP:Iteration 9Q (361.919111 sec): 3 clusters Score: Raw -145388.948999 + Penalty 3912.343752 = -141476.605247 nChanged 18 SP:Iteration 10Q (361.948899 sec): 3 clusters Score: Raw -145408.521405 + Penalty 3912.343752 = -141496.177653 nChanged 12 SP:Iteration 11Q (361.978586 sec): 3 clusters Score: Raw -145420.181473 + Penalty 3912.343752 = -141507.837722 nChanged 8 SP:Iteration 12Q (362.008342 sec): 3 clusters Score: Raw -145427.720291 + Penalty 3912.343752 = -141515.376539 nChanged 4 SP:Iteration 13Q (362.037984 sec): 3 clusters Score: Raw -145432.241844 + Penalty 3912.343752 = -141519.898092 nChanged 1 SP:Iteration 14Q (362.067636 sec): 3 clusters Score: Raw -145432.890881 + Penalty 3912.343752 = -141520.547129 nChanged 2 SP:Iteration 15Q (362.181072 sec): 3 clusters Score: Raw -145434.531992 + Penalty 3912.343752 = -141522.188240 nChanged 2 SP:Iteration 16Q (362.211726 sec): 3 clusters Score: Raw -145435.774443 + Penalty 3912.343752 = -141523.430692 nChanged 2 SP:Iteration 17Q (362.242421 sec): 3 clusters Score: Raw -145436.950593 + Penalty 3912.343752 = -141524.606841 nChanged 3 SP:Iteration 18Q (362.273104 sec): 3 clusters Score: Raw -145440.707902 + Penalty 3912.343752 = -141528.364150 nChanged 2 SP:Iteration 19Q (362.378466 sec): 3 clusters Score: Raw -145441.931922 + Penalty 3912.343752 = -141529.588170 nChanged 4 SP:Iteration 20F (362.504904 sec): 3 clusters Score: Raw -145444.676077 + Penalty 3912.343752 = -141532.332325 nChanged 3 SP:Iteration 21Q (362.562505 sec): 3 clusters Score: Raw -145446.453932 + Penalty 3912.343752 = -141534.110181 nChanged 2 SP:Iteration 22Q (362.592424 sec): 3 clusters Score: Raw -145447.506127 + Penalty 3912.343752 = -141535.162376 nChanged 1 SP:Iteration 23Q (362.622072 sec): 3 clusters Score: Raw -145448.023921 + Penalty 3912.343752 = -141535.680169 nChanged 0 SP:Iteration 24F (362.651683 sec): 3 clusters Score: Raw -145448.023921 + Penalty 3912.343752 = -141535.680169 nChanged 0 Trying to split cluster 8 (2222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (362.687622 sec): 2 clusters Score: Raw -187508.326481 + Penalty 2034.427024 = -185473.899457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (362.724811 sec): 3 clusters Score: Raw -186659.004758 + Penalty 4068.854048 = -182590.150710 nChanged 694 SP:Iteration 1F (362.761282 sec): 3 clusters Score: Raw -187190.939403 + Penalty 4068.854048 = -183122.085355 nChanged 178 SP:Iteration 2F (362.798855 sec): 3 clusters Score: Raw -187364.041320 + Penalty 4068.854048 = -183295.187272 nChanged 113 SP:Iteration 3F (362.837285 sec): 3 clusters Score: Raw -187457.576160 + Penalty 4068.854048 = -183388.722112 nChanged 68 SP:Iteration 4Q (362.876155 sec): 3 clusters Score: Raw -187514.154899 + Penalty 4068.854048 = -183445.300850 nChanged 53 SP:Iteration 5Q (362.914849 sec): 3 clusters Score: Raw -187556.638006 + Penalty 4068.854048 = -183487.783958 nChanged 37 SP:Iteration 6Q (362.953490 sec): 3 clusters Score: Raw -187587.310721 + Penalty 4068.854048 = -183518.456673 nChanged 34 SP:Iteration 7Q (362.992259 sec): 3 clusters Score: Raw -187617.373009 + Penalty 4068.854048 = -183548.518961 nChanged 36 SP:Iteration 8Q (363.028991 sec): 3 clusters Score: Raw -187641.471496 + Penalty 4068.854048 = -183572.617447 nChanged 29 SP:Iteration 9Q (363.065931 sec): 3 clusters Score: Raw -187662.746583 + Penalty 4068.854048 = -183593.892535 nChanged 21 SP:Iteration 10Q (363.102560 sec): 3 clusters Score: Raw -187678.159042 + Penalty 4068.854048 = -183609.304993 nChanged 25 SP:Iteration 11Q (363.139537 sec): 3 clusters Score: Raw -187699.230320 + Penalty 4068.854048 = -183630.376272 nChanged 15 SP:Iteration 12Q (363.176353 sec): 3 clusters Score: Raw -187711.604998 + Penalty 4068.854048 = -183642.750949 nChanged 17 SP:Iteration 13Q (363.212922 sec): 3 clusters Score: Raw -187724.687061 + Penalty 4068.854048 = -183655.833013 nChanged 9 SP:Iteration 14Q (363.249724 sec): 3 clusters Score: Raw -187731.602389 + Penalty 4068.854048 = -183662.748340 nChanged 2 SP:Iteration 15Q (363.286330 sec): 3 clusters Score: Raw -187732.480444 + Penalty 4068.854048 = -183663.626396 nChanged 0 SP:Iteration 16F (363.322819 sec): 3 clusters Score: Raw -187732.480444 + Penalty 4068.854048 = -183663.626396 nChanged 0 Trying to split cluster 9 (822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (363.354786 sec): 2 clusters Score: Raw -58822.490871 + Penalty 1771.899464 = -57050.591407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (363.373827 sec): 3 clusters Score: Raw -58715.846633 + Penalty 3543.798929 = -55172.047705 nChanged 195 SP:Iteration 1F (363.392199 sec): 3 clusters Score: Raw -58996.007218 + Penalty 3543.798929 = -55452.208289 nChanged 50 SP:Iteration 2F (363.410749 sec): 3 clusters Score: Raw -59076.358910 + Penalty 3543.798929 = -55532.559982 nChanged 22 SP:Iteration 3Q (363.429392 sec): 3 clusters Score: Raw -59107.537674 + Penalty 3543.798929 = -55563.738745 nChanged 16 SP:Iteration 4Q (363.448014 sec): 3 clusters Score: Raw -59136.806199 + Penalty 3543.798929 = -55593.007270 nChanged 12 SP:Iteration 5Q (363.567515 sec): 3 clusters Score: Raw -59159.781505 + Penalty 3543.798929 = -55615.982577 nChanged 13 SP:Iteration 6Q (363.717577 sec): 3 clusters Score: Raw -59187.932037 + Penalty 3543.798929 = -55644.133109 nChanged 9 SP:Iteration 7Q (363.738506 sec): 3 clusters Score: Raw -59208.439404 + Penalty 3543.798929 = -55664.640476 nChanged 2 SP:Iteration 8Q (363.756878 sec): 3 clusters Score: Raw -59214.516206 + Penalty 3543.798929 = -55670.717277 nChanged 0 SP:Iteration 9F (363.775239 sec): 3 clusters Score: Raw -59214.516206 + Penalty 3543.798929 = -55670.717277 nChanged 0 Iteration 20F (364.009935 sec): 8 clusters Score: Raw -1306146.679749 + Penalty 17852.765927 = -1288293.913822 nChanged 64 Iteration 21Q (364.184131 sec): 8 clusters Score: Raw -1306182.644733 + Penalty 17852.765927 = -1288329.878806 nChanged 64 Iteration 22Q (364.379821 sec): 8 clusters Score: Raw -1306215.542423 + Penalty 17852.765927 = -1288362.776496 nChanged 79 Iteration 23Q (364.534181 sec): 8 clusters Score: Raw -1306251.903843 + Penalty 17852.765927 = -1288399.137916 nChanged 79 Iteration 24Q (364.790291 sec): 8 clusters Score: Raw -1306292.877842 + Penalty 17852.765927 = -1288440.111915 nChanged 81 Iteration 25Q (364.953089 sec): 8 clusters Score: Raw -1306334.679137 + Penalty 17852.765927 = -1288481.913210 nChanged 85 Iteration 26Q (365.156818 sec): 8 clusters Score: Raw -1306371.961330 + Penalty 17852.765927 = -1288519.195403 nChanged 61 Iteration 27Q (365.391394 sec): 8 clusters Score: Raw -1306399.930747 + Penalty 17852.765927 = -1288547.164820 nChanged 65 Iteration 28Q (365.580127 sec): 8 clusters Score: Raw -1306429.819916 + Penalty 17852.765927 = -1288577.053989 nChanged 72 Iteration 29Q (365.756030 sec): 8 clusters Score: Raw -1306471.965061 + Penalty 17852.765927 = -1288619.199134 nChanged 80 Iteration 30Q (365.938220 sec): 8 clusters Score: Raw -1306512.118503 + Penalty 17852.765927 = -1288659.352576 nChanged 88 Iteration 31Q (366.129818 sec): 8 clusters Score: Raw -1306555.432915 + Penalty 17852.765927 = -1288702.666988 nChanged 84 Iteration 32Q (366.301566 sec): 8 clusters Score: Raw -1306595.293961 + Penalty 17852.765927 = -1288742.528034 nChanged 66 Iteration 33Q (366.466737 sec): 8 clusters Score: Raw -1306632.719441 + Penalty 17852.765927 = -1288779.953514 nChanged 70 Iteration 34Q (366.661092 sec): 8 clusters Score: Raw -1306665.156769 + Penalty 17852.765927 = -1288812.390842 nChanged 75 Iteration 35Q (366.833005 sec): 8 clusters Score: Raw -1306702.040546 + Penalty 17852.765927 = -1288849.274619 nChanged 81 Iteration 36Q (367.000044 sec): 8 clusters Score: Raw -1306739.424563 + Penalty 17852.765927 = -1288886.658636 nChanged 72 Iteration 37Q (367.195151 sec): 8 clusters Score: Raw -1306771.047051 + Penalty 17852.765927 = -1288918.281124 nChanged 61 Iteration 38Q (367.364989 sec): 8 clusters Score: Raw -1306799.276079 + Penalty 17852.765927 = -1288946.510152 nChanged 66 Iteration 39Q (367.531536 sec): 8 clusters Score: Raw -1306828.987394 + Penalty 17852.765927 = -1288976.221467 nChanged 69 Iteration 40F (367.784753 sec): 8 clusters Score: Raw -1306862.241940 + Penalty 17852.765927 = -1289009.476013 nChanged 56 Iteration 41Q (367.952977 sec): 8 clusters Score: Raw -1306886.597969 + Penalty 17852.765927 = -1289033.832042 nChanged 54 Iteration 42Q (368.148290 sec): 8 clusters Score: Raw -1306907.389981 + Penalty 17852.765927 = -1289054.624054 nChanged 47 Iteration 43Q (368.321192 sec): 8 clusters Score: Raw -1306925.814906 + Penalty 17852.765927 = -1289073.048979 nChanged 49 Iteration 44Q (368.488641 sec): 8 clusters Score: Raw -1306943.894737 + Penalty 17852.765927 = -1289091.128810 nChanged 41 Iteration 45Q (368.682790 sec): 8 clusters Score: Raw -1306971.074490 + Penalty 17852.765927 = -1289118.308563 nChanged 49 Iteration 46Q (368.838517 sec): 8 clusters Score: Raw -1306992.547599 + Penalty 17852.765927 = -1289139.781672 nChanged 41 Iteration 47Q (369.091153 sec): 8 clusters Score: Raw -1307011.862313 + Penalty 17852.765927 = -1289159.096386 nChanged 38 Iteration 48Q (369.278889 sec): 8 clusters Score: Raw -1307032.195141 + Penalty 17852.765927 = -1289179.429214 nChanged 44 Iteration 49Q (369.444647 sec): 8 clusters Score: Raw -1307052.388810 + Penalty 17852.765927 = -1289199.622883 nChanged 31 Iteration 50Q (369.630206 sec): 8 clusters Score: Raw -1307065.650925 + Penalty 17852.765927 = -1289212.884998 nChanged 19 Iteration 51Q (369.816232 sec): 8 clusters Score: Raw -1307075.199561 + Penalty 17852.765927 = -1289222.433634 nChanged 25 Iteration 52Q (369.987880 sec): 8 clusters Score: Raw -1307086.105432 + Penalty 17852.765927 = -1289233.339505 nChanged 22 Iteration 53Q (370.146707 sec): 8 clusters Score: Raw -1307095.393307 + Penalty 17852.765927 = -1289242.627380 nChanged 23 Iteration 54Q (370.678067 sec): 8 clusters Score: Raw -1307103.512883 + Penalty 17852.765927 = -1289250.746956 nChanged 21 Iteration 55Q (370.889898 sec): 8 clusters Score: Raw -1307112.837328 + Penalty 17852.765927 = -1289260.071401 nChanged 17 Iteration 56Q (371.103988 sec): 8 clusters Score: Raw -1307120.453015 + Penalty 17852.765927 = -1289267.687087 nChanged 18 Iteration 57Q (371.284227 sec): 8 clusters Score: Raw -1307127.967861 + Penalty 17852.765927 = -1289275.201934 nChanged 15 Iteration 58Q (371.468240 sec): 8 clusters Score: Raw -1307135.370791 + Penalty 17852.765927 = -1289282.604864 nChanged 14 Writing temp clu file Because OldScore, -1289275.201934, is greater than current (better) Score,-1289282.604864 Compute initial score before splitting: Score: Raw -1307135.370791 + Penalty 17852.765927 = -1289282.604864 Trying to split cluster 1 (1643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (371.562004 sec): 2 clusters Score: Raw -134272.870791 + Penalty 1954.729687 = -132318.141104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (371.598516 sec): 3 clusters Score: Raw -133732.530468 + Penalty 3909.459374 = -129823.071093 nChanged 472 SP:Iteration 1F (371.634084 sec): 3 clusters Score: Raw -134151.772642 + Penalty 3909.459374 = -130242.313268 nChanged 131 SP:Iteration 2F (371.668311 sec): 3 clusters Score: Raw -134292.237349 + Penalty 3909.459374 = -130382.777975 nChanged 72 SP:Iteration 3Q (371.702962 sec): 3 clusters Score: Raw -134380.380224 + Penalty 3909.459374 = -130470.920850 nChanged 57 SP:Iteration 4Q (371.737000 sec): 3 clusters Score: Raw -134446.362469 + Penalty 3909.459374 = -130536.903095 nChanged 37 SP:Iteration 5Q (371.771151 sec): 3 clusters Score: Raw -134488.995151 + Penalty 3909.459374 = -130579.535777 nChanged 28 SP:Iteration 6Q (371.805430 sec): 3 clusters Score: Raw -134516.088258 + Penalty 3909.459374 = -130606.628884 nChanged 24 SP:Iteration 7Q (371.839558 sec): 3 clusters Score: Raw -134537.086960 + Penalty 3909.459374 = -130627.627586 nChanged 18 SP:Iteration 8Q (371.871168 sec): 3 clusters Score: Raw -134557.213853 + Penalty 3909.459374 = -130647.754478 nChanged 14 SP:Iteration 9Q (371.902411 sec): 3 clusters Score: Raw -134570.332877 + Penalty 3909.459374 = -130660.873503 nChanged 12 SP:Iteration 10Q (371.933744 sec): 3 clusters Score: Raw -134579.013937 + Penalty 3909.459374 = -130669.554562 nChanged 8 SP:Iteration 11Q (371.964986 sec): 3 clusters Score: Raw -134585.836896 + Penalty 3909.459374 = -130676.377521 nChanged 10 SP:Iteration 12Q (371.996054 sec): 3 clusters Score: Raw -134595.511328 + Penalty 3909.459374 = -130686.051953 nChanged 12 SP:Iteration 13Q (372.027271 sec): 3 clusters Score: Raw -134609.134617 + Penalty 3909.459374 = -130699.675243 nChanged 9 SP:Iteration 14Q (372.058049 sec): 3 clusters Score: Raw -134619.795202 + Penalty 3909.459374 = -130710.335828 nChanged 10 SP:Iteration 15Q (372.088628 sec): 3 clusters Score: Raw -134630.377085 + Penalty 3909.459374 = -130720.917711 nChanged 7 SP:Iteration 16Q (372.197597 sec): 3 clusters Score: Raw -134635.319215 + Penalty 3909.459374 = -130725.859841 nChanged 7 SP:Iteration 17Q (372.341681 sec): 3 clusters Score: Raw -134641.401779 + Penalty 3909.459374 = -130731.942405 nChanged 8 SP:Iteration 18Q (372.372741 sec): 3 clusters Score: Raw -134647.890412 + Penalty 3909.459374 = -130738.431037 nChanged 4 SP:Iteration 19Q (372.403937 sec): 3 clusters Score: Raw -134650.525290 + Penalty 3909.459374 = -130741.065916 nChanged 3 SP:Iteration 20F (372.434358 sec): 3 clusters Score: Raw -134651.826854 + Penalty 3909.459374 = -130742.367479 nChanged 1 SP:Iteration 21Q (372.465754 sec): 3 clusters Score: Raw -134652.127741 + Penalty 3909.459374 = -130742.668367 nChanged 0 SP:Iteration 22F (372.496487 sec): 3 clusters Score: Raw -134652.127741 + Penalty 3909.459374 = -130742.668367 nChanged 0 Trying to split cluster 2 (2964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (372.536404 sec): 2 clusters Score: Raw -253619.643777 + Penalty 2110.493876 = -251509.149900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (372.575909 sec): 3 clusters Score: Raw -252433.424454 + Penalty 4220.987753 = -248212.436701 nChanged 1039 SP:Iteration 1F (372.615241 sec): 3 clusters Score: Raw -253213.277771 + Penalty 4220.987753 = -248992.290019 nChanged 253 SP:Iteration 2F (372.659753 sec): 3 clusters Score: Raw -253433.464470 + Penalty 4220.987753 = -249212.476717 nChanged 184 SP:Iteration 3F (372.707641 sec): 3 clusters Score: Raw -253595.359193 + Penalty 4220.987753 = -249374.371440 nChanged 114 SP:Iteration 4Q (372.756055 sec): 3 clusters Score: Raw -253701.309386 + Penalty 4220.987753 = -249480.321633 nChanged 98 SP:Iteration 5Q (372.804488 sec): 3 clusters Score: Raw -253794.461912 + Penalty 4220.987753 = -249573.474159 nChanged 90 SP:Iteration 6Q (372.849387 sec): 3 clusters Score: Raw -253913.234637 + Penalty 4220.987753 = -249692.246884 nChanged 109 SP:Iteration 7Q (372.888955 sec): 3 clusters Score: Raw -254071.816420 + Penalty 4220.987753 = -249850.828667 nChanged 103 SP:Iteration 8Q (372.928402 sec): 3 clusters Score: Raw -254219.803289 + Penalty 4220.987753 = -249998.815537 nChanged 111 SP:Iteration 9Q (372.967789 sec): 3 clusters Score: Raw -254381.450675 + Penalty 4220.987753 = -250160.462922 nChanged 121 SP:Iteration 10Q (373.007515 sec): 3 clusters Score: Raw -254572.720475 + Penalty 4220.987753 = -250351.732722 nChanged 104 SP:Iteration 11Q (373.050100 sec): 3 clusters Score: Raw -254746.030460 + Penalty 4220.987753 = -250525.042708 nChanged 113 SP:Iteration 12Q (373.092415 sec): 3 clusters Score: Raw -254891.030139 + Penalty 4220.987753 = -250670.042386 nChanged 85 SP:Iteration 13Q (373.134648 sec): 3 clusters Score: Raw -255002.073485 + Penalty 4220.987753 = -250781.085732 nChanged 75 SP:Iteration 14Q (373.177459 sec): 3 clusters Score: Raw -255088.700898 + Penalty 4220.987753 = -250867.713145 nChanged 58 SP:Iteration 15Q (373.219179 sec): 3 clusters Score: Raw -255141.000496 + Penalty 4220.987753 = -250920.012743 nChanged 40 SP:Iteration 16Q (373.260870 sec): 3 clusters Score: Raw -255182.712747 + Penalty 4220.987753 = -250961.724994 nChanged 37 SP:Iteration 17Q (373.302548 sec): 3 clusters Score: Raw -255226.415316 + Penalty 4220.987753 = -251005.427564 nChanged 33 SP:Iteration 18Q (373.343829 sec): 3 clusters Score: Raw -255260.215597 + Penalty 4220.987753 = -251039.227844 nChanged 29 SP:Iteration 19Q (373.384063 sec): 3 clusters Score: Raw -255283.999261 + Penalty 4220.987753 = -251063.011508 nChanged 31 SP:Iteration 20F (373.424409 sec): 3 clusters Score: Raw -255309.479893 + Penalty 4220.987753 = -251088.492140 nChanged 25 SP:Iteration 21Q (373.464411 sec): 3 clusters Score: Raw -255329.936369 + Penalty 4220.987753 = -251108.948616 nChanged 23 SP:Iteration 22Q (373.504349 sec): 3 clusters Score: Raw -255345.215300 + Penalty 4220.987753 = -251124.227547 nChanged 18 SP:Iteration 23Q (373.626820 sec): 3 clusters Score: Raw -255357.361913 + Penalty 4220.987753 = -251136.374161 nChanged 14 SP:Iteration 24Q (373.748460 sec): 3 clusters Score: Raw -255365.898544 + Penalty 4220.987753 = -251144.910791 nChanged 11 SP:Iteration 25Q (373.804721 sec): 3 clusters Score: Raw -255373.426777 + Penalty 4220.987753 = -251152.439024 nChanged 6 SP:Iteration 26Q (373.851684 sec): 3 clusters Score: Raw -255376.121674 + Penalty 4220.987753 = -251155.133922 nChanged 2 SP:Iteration 27Q (373.891599 sec): 3 clusters Score: Raw -255377.255380 + Penalty 4220.987753 = -251156.267627 nChanged 6 SP:Iteration 28Q (373.931639 sec): 3 clusters Score: Raw -255379.150602 + Penalty 4220.987753 = -251158.162849 nChanged 3 SP:Iteration 29Q (373.971513 sec): 3 clusters Score: Raw -255380.779638 + Penalty 4220.987753 = -251159.791885 nChanged 7 SP:Iteration 30Q (374.013619 sec): 3 clusters Score: Raw -255382.666109 + Penalty 4220.987753 = -251161.678356 nChanged 2 SP:Iteration 31Q (374.056264 sec): 3 clusters Score: Raw -255383.350309 + Penalty 4220.987753 = -251162.362556 nChanged 0 SP:Iteration 32F (374.099071 sec): 3 clusters Score: Raw -255383.350309 + Penalty 4220.987753 = -251162.362556 nChanged 0 Trying to split cluster 4 (4929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (374.147386 sec): 2 clusters Score: Raw -451842.948326 + Penalty 2244.763331 = -449598.184995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (374.203076 sec): 3 clusters Score: Raw -449558.357083 + Penalty 4489.526663 = -445068.830421 nChanged 1855 SP:Iteration 1F (374.261147 sec): 3 clusters Score: Raw -450762.367862 + Penalty 4489.526663 = -446272.841199 nChanged 385 SP:Iteration 2F (374.314171 sec): 3 clusters Score: Raw -451066.707297 + Penalty 4489.526663 = -446577.180634 nChanged 278 SP:Iteration 3F (374.367098 sec): 3 clusters Score: Raw -451258.936944 + Penalty 4489.526663 = -446769.410281 nChanged 219 SP:Iteration 4Q (374.420048 sec): 3 clusters Score: Raw -451410.348410 + Penalty 4489.526663 = -446920.821747 nChanged 212 SP:Iteration 5Q (374.471923 sec): 3 clusters Score: Raw -451580.851422 + Penalty 4489.526663 = -447091.324759 nChanged 187 SP:Iteration 6Q (374.523771 sec): 3 clusters Score: Raw -451724.478237 + Penalty 4489.526663 = -447234.951574 nChanged 179 SP:Iteration 7Q (374.576336 sec): 3 clusters Score: Raw -451855.179803 + Penalty 4489.526663 = -447365.653140 nChanged 148 SP:Iteration 8Q (374.630571 sec): 3 clusters Score: Raw -451946.857334 + Penalty 4489.526663 = -447457.330671 nChanged 112 SP:Iteration 9Q (374.684386 sec): 3 clusters Score: Raw -452014.595773 + Penalty 4489.526663 = -447525.069110 nChanged 111 SP:Iteration 10Q (374.737869 sec): 3 clusters Score: Raw -452084.454001 + Penalty 4489.526663 = -447594.927338 nChanged 96 SP:Iteration 11Q (374.790884 sec): 3 clusters Score: Raw -452140.913693 + Penalty 4489.526663 = -447651.387030 nChanged 91 SP:Iteration 12Q (374.923620 sec): 3 clusters Score: Raw -452201.603803 + Penalty 4489.526663 = -447712.077140 nChanged 98 SP:Iteration 13Q (375.049444 sec): 3 clusters Score: Raw -452280.328709 + Penalty 4489.526663 = -447790.802046 nChanged 108 SP:Iteration 14Q (375.174244 sec): 3 clusters Score: Raw -452375.546714 + Penalty 4489.526663 = -447886.020051 nChanged 117 SP:Iteration 15Q (375.297013 sec): 3 clusters Score: Raw -452485.565781 + Penalty 4489.526663 = -447996.039119 nChanged 115 SP:Iteration 16Q (375.423537 sec): 3 clusters Score: Raw -452606.799195 + Penalty 4489.526663 = -448117.272532 nChanged 141 SP:Iteration 17Q (375.556388 sec): 3 clusters Score: Raw -452761.149808 + Penalty 4489.526663 = -448271.623146 nChanged 140 SP:Iteration 18Q (375.691097 sec): 3 clusters Score: Raw -452942.263853 + Penalty 4489.526663 = -448452.737190 nChanged 141 SP:Iteration 19Q (375.858798 sec): 3 clusters Score: Raw -453136.994585 + Penalty 4489.526663 = -448647.467922 nChanged 138 SP:Iteration 20F (376.010387 sec): 3 clusters Score: Raw -453336.915138 + Penalty 4489.526663 = -448847.388475 nChanged 142 SP:Iteration 21Q (376.064169 sec): 3 clusters Score: Raw -453549.219586 + Penalty 4489.526663 = -449059.692924 nChanged 112 SP:Iteration 22Q (376.115911 sec): 3 clusters Score: Raw -453638.110458 + Penalty 4489.526663 = -449148.583796 nChanged 74 SP:Iteration 23Q (376.162254 sec): 3 clusters Score: Raw -453681.509147 + Penalty 4489.526663 = -449191.982485 nChanged 54 SP:Iteration 24Q (376.212152 sec): 3 clusters Score: Raw -453705.554504 + Penalty 4489.526663 = -449216.027841 nChanged 34 SP:Iteration 25Q (376.343687 sec): 3 clusters Score: Raw -453723.029824 + Penalty 4489.526663 = -449233.503161 nChanged 38 SP:Iteration 26Q (376.478053 sec): 3 clusters Score: Raw -453740.627541 + Penalty 4489.526663 = -449251.100878 nChanged 24 SP:Iteration 27Q (376.614428 sec): 3 clusters Score: Raw -453751.847668 + Penalty 4489.526663 = -449262.321006 nChanged 30 SP:Iteration 28Q (376.748559 sec): 3 clusters Score: Raw -453766.173141 + Penalty 4489.526663 = -449276.646478 nChanged 25 SP:Iteration 29Q (376.882271 sec): 3 clusters Score: Raw -453776.629552 + Penalty 4489.526663 = -449287.102889 nChanged 23 SP:Iteration 30Q (377.019129 sec): 3 clusters Score: Raw -453786.448096 + Penalty 4489.526663 = -449296.921433 nChanged 21 SP:Iteration 31Q (377.151163 sec): 3 clusters Score: Raw -453795.699901 + Penalty 4489.526663 = -449306.173238 nChanged 18 SP:Iteration 32Q (377.306199 sec): 3 clusters Score: Raw -453802.123603 + Penalty 4489.526663 = -449312.596940 nChanged 9 SP:Iteration 33Q (377.398132 sec): 3 clusters Score: Raw -453804.324191 + Penalty 4489.526663 = -449314.797529 nChanged 4 SP:Iteration 34Q (377.512712 sec): 3 clusters Score: Raw -453806.123309 + Penalty 4489.526663 = -449316.596646 nChanged 6 SP:Iteration 35Q (377.600576 sec): 3 clusters Score: Raw -453809.068798 + Penalty 4489.526663 = -449319.542135 nChanged 10 SP:Iteration 36Q (377.711310 sec): 3 clusters Score: Raw -453813.114629 + Penalty 4489.526663 = -449323.587967 nChanged 9 SP:Iteration 37Q (377.828299 sec): 3 clusters Score: Raw -453816.430423 + Penalty 4489.526663 = -449326.903760 nChanged 8 SP:Iteration 38Q (377.931207 sec): 3 clusters Score: Raw -453818.212797 + Penalty 4489.526663 = -449328.686134 nChanged 3 SP:Iteration 39Q (377.978703 sec): 3 clusters Score: Raw -453818.551623 + Penalty 4489.526663 = -449329.024960 nChanged 1 SP:Iteration 40F (378.077530 sec): 3 clusters Score: Raw -453818.694319 + Penalty 4489.526663 = -449329.167656 nChanged 3 SP:Iteration 41Q (378.179613 sec): 3 clusters Score: Raw -453819.539319 + Penalty 4489.526663 = -449330.012657 nChanged 1 SP:Iteration 42Q (378.302017 sec): 3 clusters Score: Raw -453820.021071 + Penalty 4489.526663 = -449330.494408 nChanged 1 SP:Iteration 43Q (378.404995 sec): 3 clusters Score: Raw -453820.341657 + Penalty 4489.526663 = -449330.814994 nChanged 1 SP:Iteration 44Q (378.501954 sec): 3 clusters Score: Raw -453820.758501 + Penalty 4489.526663 = -449331.231838 nChanged 2 SP:Iteration 45Q (378.606948 sec): 3 clusters Score: Raw -453821.546762 + Penalty 4489.526663 = -449332.020100 nChanged 1 SP:Iteration 46Q (378.705260 sec): 3 clusters Score: Raw -453821.921275 + Penalty 4489.526663 = -449332.394613 nChanged 0 SP:Iteration 47F (378.819457 sec): 3 clusters Score: Raw -453821.921275 + Penalty 4489.526663 = -449332.394613 nChanged 0 Trying to split cluster 5 (1337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (378.868973 sec): 2 clusters Score: Raw -94968.516267 + Penalty 1900.320464 = -93068.195803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (378.982925 sec): 3 clusters Score: Raw -94643.528538 + Penalty 3800.640929 = -90842.887609 nChanged 365 SP:Iteration 1F (379.074056 sec): 3 clusters Score: Raw -95076.217236 + Penalty 3800.640929 = -91275.576308 nChanged 122 SP:Iteration 2F (379.184041 sec): 3 clusters Score: Raw -95351.819280 + Penalty 3800.640929 = -91551.178351 nChanged 93 SP:Iteration 3F (379.310201 sec): 3 clusters Score: Raw -95541.933558 + Penalty 3800.640929 = -91741.292629 nChanged 65 SP:Iteration 4Q (379.386784 sec): 3 clusters Score: Raw -95677.615374 + Penalty 3800.640929 = -91876.974445 nChanged 55 SP:Iteration 5Q (379.492208 sec): 3 clusters Score: Raw -95781.106145 + Penalty 3800.640929 = -91980.465216 nChanged 37 SP:Iteration 6Q (379.570774 sec): 3 clusters Score: Raw -95844.399754 + Penalty 3800.640929 = -92043.758825 nChanged 25 SP:Iteration 7Q (379.682603 sec): 3 clusters Score: Raw -95888.264674 + Penalty 3800.640929 = -92087.623746 nChanged 25 SP:Iteration 8Q (379.760456 sec): 3 clusters Score: Raw -95936.290582 + Penalty 3800.640929 = -92135.649653 nChanged 24 SP:Iteration 9Q (379.865448 sec): 3 clusters Score: Raw -95978.511199 + Penalty 3800.640929 = -92177.870270 nChanged 13 SP:Iteration 10Q (379.966824 sec): 3 clusters Score: Raw -95997.768248 + Penalty 3800.640929 = -92197.127320 nChanged 11 SP:Iteration 11Q (380.092634 sec): 3 clusters Score: Raw -96011.439110 + Penalty 3800.640929 = -92210.798182 nChanged 8 SP:Iteration 12Q (380.216974 sec): 3 clusters Score: Raw -96022.638039 + Penalty 3800.640929 = -92221.997110 nChanged 3 SP:Iteration 13Q (380.314670 sec): 3 clusters Score: Raw -96028.242916 + Penalty 3800.640929 = -92227.601988 nChanged 4 SP:Iteration 14Q (380.405225 sec): 3 clusters Score: Raw -96033.655513 + Penalty 3800.640929 = -92233.014584 nChanged 4 SP:Iteration 15Q (380.470752 sec): 3 clusters Score: Raw -96039.073843 + Penalty 3800.640929 = -92238.432914 nChanged 3 SP:Iteration 16Q (380.565879 sec): 3 clusters Score: Raw -96042.460327 + Penalty 3800.640929 = -92241.819398 nChanged 2 SP:Iteration 17Q (380.694320 sec): 3 clusters Score: Raw -96044.127375 + Penalty 3800.640929 = -92243.486446 nChanged 3 SP:Iteration 18Q (380.810312 sec): 3 clusters Score: Raw -96047.929440 + Penalty 3800.640929 = -92247.288511 nChanged 3 SP:Iteration 19Q (380.891352 sec): 3 clusters Score: Raw -96049.542107 + Penalty 3800.640929 = -92248.901178 nChanged 1 SP:Iteration 20F (380.993575 sec): 3 clusters Score: Raw -96050.807455 + Penalty 3800.640929 = -92250.166527 nChanged 2 SP:Iteration 21Q (381.087197 sec): 3 clusters Score: Raw -96052.479203 + Penalty 3800.640929 = -92251.838274 nChanged 1 SP:Iteration 22Q (381.159569 sec): 3 clusters Score: Raw -96053.511834 + Penalty 3800.640929 = -92252.870905 nChanged 1 SP:Iteration 23Q (381.239647 sec): 3 clusters Score: Raw -96054.312777 + Penalty 3800.640929 = -92253.671848 nChanged 0 SP:Iteration 24F (381.334660 sec): 3 clusters Score: Raw -96054.312777 + Penalty 3800.640929 = -92253.671848 nChanged 0 Trying to split cluster 6 (1900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.417996 sec): 2 clusters Score: Raw -168605.835730 + Penalty 1993.096820 = -166612.738910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.493466 sec): 3 clusters Score: Raw -167959.157609 + Penalty 3986.193639 = -163972.963969 nChanged 571 SP:Iteration 1F (381.607749 sec): 3 clusters Score: Raw -168405.045505 + Penalty 3986.193639 = -164418.851865 nChanged 153 SP:Iteration 2F (381.702775 sec): 3 clusters Score: Raw -168561.401306 + Penalty 3986.193639 = -164575.207667 nChanged 83 SP:Iteration 3Q (381.812299 sec): 3 clusters Score: Raw -168638.527695 + Penalty 3986.193639 = -164652.334056 nChanged 56 SP:Iteration 4Q (381.910887 sec): 3 clusters Score: Raw -168697.175764 + Penalty 3986.193639 = -164710.982125 nChanged 35 SP:Iteration 5Q (381.999109 sec): 3 clusters Score: Raw -168724.068568 + Penalty 3986.193639 = -164737.874929 nChanged 34 SP:Iteration 6Q (382.098610 sec): 3 clusters Score: Raw -168748.667694 + Penalty 3986.193639 = -164762.474055 nChanged 25 SP:Iteration 7Q (382.211705 sec): 3 clusters Score: Raw -168770.151839 + Penalty 3986.193639 = -164783.958200 nChanged 21 SP:Iteration 8Q (382.324397 sec): 3 clusters Score: Raw -168782.630640 + Penalty 3986.193639 = -164796.437001 nChanged 12 SP:Iteration 9Q (382.411634 sec): 3 clusters Score: Raw -168792.740417 + Penalty 3986.193639 = -164806.546778 nChanged 17 SP:Iteration 10Q (382.526493 sec): 3 clusters Score: Raw -168804.849175 + Penalty 3986.193639 = -164818.655536 nChanged 13 SP:Iteration 11Q (382.641520 sec): 3 clusters Score: Raw -168816.148165 + Penalty 3986.193639 = -164829.954526 nChanged 14 SP:Iteration 12Q (382.734153 sec): 3 clusters Score: Raw -168828.572815 + Penalty 3986.193639 = -164842.379176 nChanged 16 SP:Iteration 13Q (382.848878 sec): 3 clusters Score: Raw -168838.173487 + Penalty 3986.193639 = -164851.979848 nChanged 10 SP:Iteration 14Q (382.968949 sec): 3 clusters Score: Raw -168843.111559 + Penalty 3986.193639 = -164856.917920 nChanged 6 SP:Iteration 15Q (383.084935 sec): 3 clusters Score: Raw -168846.074473 + Penalty 3986.193639 = -164859.880834 nChanged 3 SP:Iteration 16Q (383.179240 sec): 3 clusters Score: Raw -168847.210467 + Penalty 3986.193639 = -164861.016828 nChanged 4 SP:Iteration 17Q (383.274662 sec): 3 clusters Score: Raw -168849.287796 + Penalty 3986.193639 = -164863.094157 nChanged 2 SP:Iteration 18Q (383.340628 sec): 3 clusters Score: Raw -168850.193868 + Penalty 3986.193639 = -164864.000229 nChanged 0 SP:Iteration 19F (383.421860 sec): 3 clusters Score: Raw -168850.193868 + Penalty 3986.193639 = -164864.000229 nChanged 0 Trying to split cluster 8 (2087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (383.483138 sec): 2 clusters Score: Raw -173275.986117 + Penalty 2017.879487 = -171258.106630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (383.559594 sec): 3 clusters Score: Raw -172504.283767 + Penalty 4035.758975 = -168468.524793 nChanged 691 SP:Iteration 1F (383.598153 sec): 3 clusters Score: Raw -173034.884243 + Penalty 4035.758975 = -168999.125268 nChanged 136 SP:Iteration 2F (383.633793 sec): 3 clusters Score: Raw -173167.689840 + Penalty 4035.758975 = -169131.930865 nChanged 94 SP:Iteration 3Q (383.669771 sec): 3 clusters Score: Raw -173248.713836 + Penalty 4035.758975 = -169212.954861 nChanged 62 SP:Iteration 4Q (383.705711 sec): 3 clusters Score: Raw -173303.672200 + Penalty 4035.758975 = -169267.913225 nChanged 56 SP:Iteration 5Q (383.816062 sec): 3 clusters Score: Raw -173355.117639 + Penalty 4035.758975 = -169319.358664 nChanged 47 SP:Iteration 6Q (383.886674 sec): 3 clusters Score: Raw -173392.192641 + Penalty 4035.758975 = -169356.433666 nChanged 31 SP:Iteration 7Q (383.965805 sec): 3 clusters Score: Raw -173424.913276 + Penalty 4035.758975 = -169389.154301 nChanged 38 SP:Iteration 8Q (384.056687 sec): 3 clusters Score: Raw -173458.951198 + Penalty 4035.758975 = -169423.192223 nChanged 31 SP:Iteration 9Q (384.159902 sec): 3 clusters Score: Raw -173500.458158 + Penalty 4035.758975 = -169464.699183 nChanged 37 SP:Iteration 10Q (384.276457 sec): 3 clusters Score: Raw -173544.304990 + Penalty 4035.758975 = -169508.546015 nChanged 30 SP:Iteration 11Q (384.383551 sec): 3 clusters Score: Raw -173574.120457 + Penalty 4035.758975 = -169538.361482 nChanged 33 SP:Iteration 12Q (384.486070 sec): 3 clusters Score: Raw -173597.676733 + Penalty 4035.758975 = -169561.917758 nChanged 18 SP:Iteration 13Q (384.583361 sec): 3 clusters Score: Raw -173613.035724 + Penalty 4035.758975 = -169577.276750 nChanged 18 SP:Iteration 14Q (384.656266 sec): 3 clusters Score: Raw -173624.634667 + Penalty 4035.758975 = -169588.875692 nChanged 10 SP:Iteration 15Q (384.755081 sec): 3 clusters Score: Raw -173630.808635 + Penalty 4035.758975 = -169595.049660 nChanged 10 SP:Iteration 16Q (384.845517 sec): 3 clusters Score: Raw -173638.444287 + Penalty 4035.758975 = -169602.685312 nChanged 11 SP:Iteration 17Q (384.960371 sec): 3 clusters Score: Raw -173645.103232 + Penalty 4035.758975 = -169609.344257 nChanged 10 SP:Iteration 18Q (385.047413 sec): 3 clusters Score: Raw -173653.164268 + Penalty 4035.758975 = -169617.405293 nChanged 7 SP:Iteration 19Q (385.136591 sec): 3 clusters Score: Raw -173658.466695 + Penalty 4035.758975 = -169622.707720 nChanged 10 SP:Iteration 20F (385.233097 sec): 3 clusters Score: Raw -173665.896869 + Penalty 4035.758975 = -169630.137894 nChanged 8 SP:Iteration 21Q (385.312362 sec): 3 clusters Score: Raw -173672.619864 + Penalty 4035.758975 = -169636.860889 nChanged 9 SP:Iteration 22Q (385.393487 sec): 3 clusters Score: Raw -173680.949075 + Penalty 4035.758975 = -169645.190100 nChanged 13 SP:Iteration 23Q (385.487325 sec): 3 clusters Score: Raw -173689.435152 + Penalty 4035.758975 = -169653.676177 nChanged 7 SP:Iteration 24Q (385.601546 sec): 3 clusters Score: Raw -173692.260035 + Penalty 4035.758975 = -169656.501060 nChanged 1 SP:Iteration 25Q (385.705683 sec): 3 clusters Score: Raw -173692.850394 + Penalty 4035.758975 = -169657.091419 nChanged 2 SP:Iteration 26Q (385.817620 sec): 3 clusters Score: Raw -173693.699891 + Penalty 4035.758975 = -169657.940916 nChanged 1 SP:Iteration 27Q (385.852450 sec): 3 clusters Score: Raw -173694.397916 + Penalty 4035.758975 = -169658.638941 nChanged 1 SP:Iteration 28Q (385.889180 sec): 3 clusters Score: Raw -173695.060567 + Penalty 4035.758975 = -169659.301592 nChanged 0 SP:Iteration 29F (385.925282 sec): 3 clusters Score: Raw -173695.060567 + Penalty 4035.758975 = -169659.301592 nChanged 0 Trying to split cluster 9 (825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (385.960947 sec): 2 clusters Score: Raw -58860.857484 + Penalty 1772.861214 = -57087.996270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (385.979949 sec): 3 clusters Score: Raw -58751.036176 + Penalty 3545.722428 = -55205.313748 nChanged 188 SP:Iteration 1F (385.999184 sec): 3 clusters Score: Raw -58998.163937 + Penalty 3545.722428 = -55452.441509 nChanged 60 SP:Iteration 2F (386.017845 sec): 3 clusters Score: Raw -59103.353655 + Penalty 3545.722428 = -55557.631227 nChanged 37 SP:Iteration 3Q (386.036552 sec): 3 clusters Score: Raw -59184.436372 + Penalty 3545.722428 = -55638.713944 nChanged 18 SP:Iteration 4Q (386.061797 sec): 3 clusters Score: Raw -59215.412663 + Penalty 3545.722428 = -55669.690235 nChanged 14 SP:Iteration 5Q (386.080343 sec): 3 clusters Score: Raw -59239.366988 + Penalty 3545.722428 = -55693.644560 nChanged 9 SP:Iteration 6Q (386.098945 sec): 3 clusters Score: Raw -59254.539304 + Penalty 3545.722428 = -55708.816876 nChanged 8 SP:Iteration 7Q (386.117697 sec): 3 clusters Score: Raw -59266.901303 + Penalty 3545.722428 = -55721.178875 nChanged 6 SP:Iteration 8Q (386.136194 sec): 3 clusters Score: Raw -59276.531935 + Penalty 3545.722428 = -55730.809507 nChanged 6 SP:Iteration 9Q (386.154754 sec): 3 clusters Score: Raw -59284.528515 + Penalty 3545.722428 = -55738.806087 nChanged 8 SP:Iteration 10Q (386.186510 sec): 3 clusters Score: Raw -59297.322374 + Penalty 3545.722428 = -55751.599946 nChanged 6 SP:Iteration 11Q (386.205328 sec): 3 clusters Score: Raw -59304.707646 + Penalty 3545.722428 = -55758.985218 nChanged 2 SP:Iteration 12Q (386.223672 sec): 3 clusters Score: Raw -59307.111044 + Penalty 3545.722428 = -55761.388616 nChanged 1 SP:Iteration 13Q (386.242079 sec): 3 clusters Score: Raw -59307.611646 + Penalty 3545.722428 = -55761.889218 nChanged 3 SP:Iteration 14Q (386.261462 sec): 3 clusters Score: Raw -59312.993598 + Penalty 3545.722428 = -55767.271170 nChanged 2 SP:Iteration 15Q (386.279841 sec): 3 clusters Score: Raw -59314.715482 + Penalty 3545.722428 = -55768.993054 nChanged 1 SP:Iteration 16Q (386.313276 sec): 3 clusters Score: Raw -59317.306218 + Penalty 3545.722428 = -55771.583790 nChanged 2 SP:Iteration 17Q (386.418908 sec): 3 clusters Score: Raw -59320.838774 + Penalty 3545.722428 = -55775.116346 nChanged 0 SP:Iteration 18F (386.537256 sec): 3 clusters Score: Raw -59320.838774 + Penalty 3545.722428 = -55775.116346 nChanged 0 Iteration 59Q (386.972699 sec): 8 clusters Score: Raw -1307140.868823 + Penalty 17852.765927 = -1289288.102896 nChanged 7 Iteration 60F (387.400366 sec): 8 clusters Score: Raw -1307144.200644 + Penalty 17852.765927 = -1289291.434717 nChanged 9 Iteration 61Q (387.821255 sec): 8 clusters Score: Raw -1307147.120947 + Penalty 17852.765927 = -1289294.355020 nChanged 4 Iteration 62Q (388.253558 sec): 8 clusters Score: Raw -1307148.085183 + Penalty 17852.765927 = -1289295.319256 nChanged 5 Iteration 63Q (388.683490 sec): 8 clusters Score: Raw -1307149.035903 + Penalty 17852.765927 = -1289296.269976 nChanged 2 Iteration 64Q (388.938898 sec): 8 clusters Score: Raw -1307149.700357 + Penalty 17852.765927 = -1289296.934430 nChanged 0 Iteration 65F (389.333457 sec): 8 clusters Score: Raw -1307149.700357 + Penalty 17852.765927 = -1289296.934430 nChanged 0 Compute initial score before splitting: Score: Raw -1307149.700357 + Penalty 17852.765927 = -1289296.934430 Trying to split cluster 1 (1641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (389.409493 sec): 2 clusters Score: Raw -134120.234990 + Penalty 1954.408128 = -132165.826862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (389.438728 sec): 3 clusters Score: Raw -133627.929554 + Penalty 3908.816256 = -129719.113298 nChanged 451 SP:Iteration 1F (389.469577 sec): 3 clusters Score: Raw -134016.846854 + Penalty 3908.816256 = -130108.030598 nChanged 109 SP:Iteration 2F (389.500146 sec): 3 clusters Score: Raw -134130.977846 + Penalty 3908.816256 = -130222.161590 nChanged 75 SP:Iteration 3Q (389.530258 sec): 3 clusters Score: Raw -134216.334212 + Penalty 3908.816256 = -130307.517956 nChanged 49 SP:Iteration 4Q (389.560256 sec): 3 clusters Score: Raw -134277.034790 + Penalty 3908.816256 = -130368.218534 nChanged 45 SP:Iteration 5Q (389.590222 sec): 3 clusters Score: Raw -134322.018031 + Penalty 3908.816256 = -130413.201775 nChanged 35 SP:Iteration 6Q (389.664580 sec): 3 clusters Score: Raw -134357.381669 + Penalty 3908.816256 = -130448.565413 nChanged 23 SP:Iteration 7Q (389.752818 sec): 3 clusters Score: Raw -134385.407497 + Penalty 3908.816256 = -130476.591241 nChanged 20 SP:Iteration 8Q (389.852565 sec): 3 clusters Score: Raw -134406.605464 + Penalty 3908.816256 = -130497.789208 nChanged 14 SP:Iteration 9Q (389.959238 sec): 3 clusters Score: Raw -134427.424453 + Penalty 3908.816256 = -130518.608197 nChanged 13 SP:Iteration 10Q (390.057797 sec): 3 clusters Score: Raw -134436.766582 + Penalty 3908.816256 = -130527.950326 nChanged 11 SP:Iteration 11Q (390.171155 sec): 3 clusters Score: Raw -134446.693522 + Penalty 3908.816256 = -130537.877265 nChanged 11 SP:Iteration 12Q (390.252731 sec): 3 clusters Score: Raw -134457.012516 + Penalty 3908.816256 = -130548.196260 nChanged 13 SP:Iteration 13Q (390.351445 sec): 3 clusters Score: Raw -134471.041273 + Penalty 3908.816256 = -130562.225017 nChanged 14 SP:Iteration 14Q (390.474587 sec): 3 clusters Score: Raw -134488.220700 + Penalty 3908.816256 = -130579.404444 nChanged 18 SP:Iteration 15Q (390.573732 sec): 3 clusters Score: Raw -134500.340854 + Penalty 3908.816256 = -130591.524598 nChanged 5 SP:Iteration 16Q (390.692620 sec): 3 clusters Score: Raw -134509.139026 + Penalty 3908.816256 = -130600.322770 nChanged 8 SP:Iteration 17Q (390.766831 sec): 3 clusters Score: Raw -134517.992542 + Penalty 3908.816256 = -130609.176286 nChanged 6 SP:Iteration 18Q (390.864785 sec): 3 clusters Score: Raw -134525.238874 + Penalty 3908.816256 = -130616.422618 nChanged 7 SP:Iteration 19Q (390.953437 sec): 3 clusters Score: Raw -134530.450675 + Penalty 3908.816256 = -130621.634419 nChanged 6 SP:Iteration 20F (391.043253 sec): 3 clusters Score: Raw -134533.903299 + Penalty 3908.816256 = -130625.087043 nChanged 6 SP:Iteration 21Q (391.145260 sec): 3 clusters Score: Raw -134538.725665 + Penalty 3908.816256 = -130629.909409 nChanged 4 SP:Iteration 22Q (391.251083 sec): 3 clusters Score: Raw -134541.856272 + Penalty 3908.816256 = -130633.040015 nChanged 6 SP:Iteration 23Q (391.342836 sec): 3 clusters Score: Raw -134548.369518 + Penalty 3908.816256 = -130639.553262 nChanged 6 SP:Iteration 24Q (391.441518 sec): 3 clusters Score: Raw -134553.101513 + Penalty 3908.816256 = -130644.285256 nChanged 2 SP:Iteration 25Q (391.532894 sec): 3 clusters Score: Raw -134555.320434 + Penalty 3908.816256 = -130646.504178 nChanged 2 SP:Iteration 26Q (391.622904 sec): 3 clusters Score: Raw -134557.742876 + Penalty 3908.816256 = -130648.926620 nChanged 2 SP:Iteration 27Q (391.716987 sec): 3 clusters Score: Raw -134558.479318 + Penalty 3908.816256 = -130649.663062 nChanged 2 SP:Iteration 28Q (391.817286 sec): 3 clusters Score: Raw -134559.741642 + Penalty 3908.816256 = -130650.925386 nChanged 3 SP:Iteration 29Q (391.925532 sec): 3 clusters Score: Raw -134560.947976 + Penalty 3908.816256 = -130652.131720 nChanged 2 SP:Iteration 30Q (392.011109 sec): 3 clusters Score: Raw -134563.625851 + Penalty 3908.816256 = -130654.809595 nChanged 3 SP:Iteration 31Q (392.089735 sec): 3 clusters Score: Raw -134569.871450 + Penalty 3908.816256 = -130661.055194 nChanged 6 SP:Iteration 32Q (392.188504 sec): 3 clusters Score: Raw -134575.472456 + Penalty 3908.816256 = -130666.656199 nChanged 3 SP:Iteration 33Q (392.281768 sec): 3 clusters Score: Raw -134577.415310 + Penalty 3908.816256 = -130668.599053 nChanged 4 SP:Iteration 34Q (392.361806 sec): 3 clusters Score: Raw -134579.690428 + Penalty 3908.816256 = -130670.874172 nChanged 4 SP:Iteration 35Q (392.475693 sec): 3 clusters Score: Raw -134581.853062 + Penalty 3908.816256 = -130673.036806 nChanged 2 SP:Iteration 36Q (392.584298 sec): 3 clusters Score: Raw -134584.079893 + Penalty 3908.816256 = -130675.263637 nChanged 2 SP:Iteration 37Q (392.664834 sec): 3 clusters Score: Raw -134585.157766 + Penalty 3908.816256 = -130676.341510 nChanged 2 SP:Iteration 38Q (392.760305 sec): 3 clusters Score: Raw -134586.351737 + Penalty 3908.816256 = -130677.535481 nChanged 1 SP:Iteration 39Q (392.845467 sec): 3 clusters Score: Raw -134587.598189 + Penalty 3908.816256 = -130678.781933 nChanged 3 SP:Iteration 40F (392.947455 sec): 3 clusters Score: Raw -134589.809893 + Penalty 3908.816256 = -130680.993637 nChanged 4 SP:Iteration 41Q (393.063343 sec): 3 clusters Score: Raw -134594.751424 + Penalty 3908.816256 = -130685.935168 nChanged 2 SP:Iteration 42Q (393.163914 sec): 3 clusters Score: Raw -134597.502564 + Penalty 3908.816256 = -130688.686308 nChanged 4 SP:Iteration 43Q (393.265314 sec): 3 clusters Score: Raw -134601.873461 + Penalty 3908.816256 = -130693.057205 nChanged 5 SP:Iteration 44Q (393.325930 sec): 3 clusters Score: Raw -134609.286225 + Penalty 3908.816256 = -130700.469969 nChanged 9 SP:Iteration 45Q (393.431901 sec): 3 clusters Score: Raw -134622.008371 + Penalty 3908.816256 = -130713.192114 nChanged 13 SP:Iteration 46Q (393.508419 sec): 3 clusters Score: Raw -134635.859791 + Penalty 3908.816256 = -130727.043535 nChanged 9 SP:Iteration 47Q (393.622933 sec): 3 clusters Score: Raw -134648.154386 + Penalty 3908.816256 = -130739.338130 nChanged 10 SP:Iteration 48Q (393.711084 sec): 3 clusters Score: Raw -134662.994436 + Penalty 3908.816256 = -130754.178180 nChanged 8 SP:Iteration 49Q (393.819259 sec): 3 clusters Score: Raw -134674.787060 + Penalty 3908.816256 = -130765.970804 nChanged 10 SP:Iteration 50Q (393.920184 sec): 3 clusters Score: Raw -134687.985058 + Penalty 3908.816256 = -130779.168802 nChanged 11 SP:Iteration 51Q (394.006538 sec): 3 clusters Score: Raw -134701.726567 + Penalty 3908.816256 = -130792.910311 nChanged 16 SP:Iteration 52Q (394.118949 sec): 3 clusters Score: Raw -134713.722343 + Penalty 3908.816256 = -130804.906087 nChanged 9 SP:Iteration 53Q (394.210019 sec): 3 clusters Score: Raw -134723.229573 + Penalty 3908.816256 = -130814.413317 nChanged 12 SP:Iteration 54Q (394.300794 sec): 3 clusters Score: Raw -134731.795389 + Penalty 3908.816256 = -130822.979133 nChanged 2 SP:Iteration 55Q (394.392818 sec): 3 clusters Score: Raw -134735.619283 + Penalty 3908.816256 = -130826.803026 nChanged 2 SP:Iteration 56Q (394.486377 sec): 3 clusters Score: Raw -134736.677527 + Penalty 3908.816256 = -130827.861271 nChanged 2 SP:Iteration 57Q (394.569104 sec): 3 clusters Score: Raw -134737.349263 + Penalty 3908.816256 = -130828.533007 nChanged 1 SP:Iteration 58Q (394.659329 sec): 3 clusters Score: Raw -134738.216346 + Penalty 3908.816256 = -130829.400090 nChanged 1 SP:Iteration 59Q (394.766199 sec): 3 clusters Score: Raw -134738.717780 + Penalty 3908.816256 = -130829.901524 nChanged 0 SP:Iteration 60F (394.846988 sec): 3 clusters Score: Raw -134738.717780 + Penalty 3908.816256 = -130829.901524 nChanged 0 Trying to split cluster 2 (2965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (394.904062 sec): 2 clusters Score: Raw -253697.878819 + Penalty 2110.582930 = -251587.295888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (395.015777 sec): 3 clusters Score: Raw -252467.055890 + Penalty 4221.165860 = -248245.890029 nChanged 1007 SP:Iteration 1F (395.122824 sec): 3 clusters Score: Raw -253214.767540 + Penalty 4221.165860 = -248993.601679 nChanged 254 SP:Iteration 2F (395.231832 sec): 3 clusters Score: Raw -253478.899086 + Penalty 4221.165860 = -249257.733226 nChanged 197 SP:Iteration 3F (395.365864 sec): 3 clusters Score: Raw -253663.093259 + Penalty 4221.165860 = -249441.927399 nChanged 139 SP:Iteration 4Q (395.459666 sec): 3 clusters Score: Raw -253788.802547 + Penalty 4221.165860 = -249567.636687 nChanged 110 SP:Iteration 5Q (395.575740 sec): 3 clusters Score: Raw -253909.451229 + Penalty 4221.165860 = -249688.285369 nChanged 128 SP:Iteration 6Q (395.693780 sec): 3 clusters Score: Raw -254072.135804 + Penalty 4221.165860 = -249850.969944 nChanged 132 SP:Iteration 7Q (395.807591 sec): 3 clusters Score: Raw -254230.770231 + Penalty 4221.165860 = -250009.604370 nChanged 129 SP:Iteration 8Q (395.910501 sec): 3 clusters Score: Raw -254405.681043 + Penalty 4221.165860 = -250184.515182 nChanged 122 SP:Iteration 9Q (396.018060 sec): 3 clusters Score: Raw -254579.695488 + Penalty 4221.165860 = -250358.529627 nChanged 121 SP:Iteration 10Q (396.122511 sec): 3 clusters Score: Raw -254774.904671 + Penalty 4221.165860 = -250553.738811 nChanged 120 SP:Iteration 11Q (396.228030 sec): 3 clusters Score: Raw -254971.269696 + Penalty 4221.165860 = -250750.103835 nChanged 101 SP:Iteration 12Q (396.338580 sec): 3 clusters Score: Raw -255131.374986 + Penalty 4221.165860 = -250910.209126 nChanged 83 SP:Iteration 13Q (396.403823 sec): 3 clusters Score: Raw -255240.470879 + Penalty 4221.165860 = -251019.305018 nChanged 67 SP:Iteration 14Q (396.443728 sec): 3 clusters Score: Raw -255316.980284 + Penalty 4221.165860 = -251095.814423 nChanged 49 SP:Iteration 15Q (396.484164 sec): 3 clusters Score: Raw -255381.042946 + Penalty 4221.165860 = -251159.877086 nChanged 38 SP:Iteration 16Q (396.524617 sec): 3 clusters Score: Raw -255426.739203 + Penalty 4221.165860 = -251205.573343 nChanged 33 SP:Iteration 17Q (396.564445 sec): 3 clusters Score: Raw -255452.999483 + Penalty 4221.165860 = -251231.833622 nChanged 15 SP:Iteration 18Q (396.604204 sec): 3 clusters Score: Raw -255462.216701 + Penalty 4221.165860 = -251241.050841 nChanged 5 SP:Iteration 19Q (396.643860 sec): 3 clusters Score: Raw -255466.326097 + Penalty 4221.165860 = -251245.160237 nChanged 5 SP:Iteration 20F (396.685137 sec): 3 clusters Score: Raw -255468.918909 + Penalty 4221.165860 = -251247.753049 nChanged 5 SP:Iteration 21Q (396.818570 sec): 3 clusters Score: Raw -255471.139786 + Penalty 4221.165860 = -251249.973926 nChanged 4 SP:Iteration 22Q (396.872927 sec): 3 clusters Score: Raw -255472.389732 + Penalty 4221.165860 = -251251.223872 nChanged 1 SP:Iteration 23Q (396.917782 sec): 3 clusters Score: Raw -255472.662136 + Penalty 4221.165860 = -251251.496276 nChanged 1 SP:Iteration 24Q (396.958087 sec): 3 clusters Score: Raw -255473.063081 + Penalty 4221.165860 = -251251.897220 nChanged 2 SP:Iteration 25Q (396.998165 sec): 3 clusters Score: Raw -255473.708292 + Penalty 4221.165860 = -251252.542432 nChanged 1 SP:Iteration 26Q (397.038319 sec): 3 clusters Score: Raw -255474.336853 + Penalty 4221.165860 = -251253.170993 nChanged 3 SP:Iteration 27Q (397.078660 sec): 3 clusters Score: Raw -255475.714936 + Penalty 4221.165860 = -251254.549075 nChanged 1 SP:Iteration 28Q (397.119088 sec): 3 clusters Score: Raw -255476.187011 + Penalty 4221.165860 = -251255.021150 nChanged 0 SP:Iteration 29F (397.160774 sec): 3 clusters Score: Raw -255476.187011 + Penalty 4221.165860 = -251255.021150 nChanged 0 Trying to split cluster 4 (4922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (397.206639 sec): 2 clusters Score: Raw -451237.092908 + Penalty 2244.388141 = -448992.704767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (397.254791 sec): 3 clusters Score: Raw -448841.282906 + Penalty 4488.776282 = -444352.506624 nChanged 1913 SP:Iteration 1F (397.378338 sec): 3 clusters Score: Raw -450009.011303 + Penalty 4488.776282 = -445520.235021 nChanged 444 SP:Iteration 2F (397.502960 sec): 3 clusters Score: Raw -450315.264261 + Penalty 4488.776282 = -445826.487979 nChanged 274 SP:Iteration 3F (397.624267 sec): 3 clusters Score: Raw -450488.176714 + Penalty 4488.776282 = -445999.400432 nChanged 191 SP:Iteration 4Q (397.739654 sec): 3 clusters Score: Raw -450603.936626 + Penalty 4488.776282 = -446115.160344 nChanged 155 SP:Iteration 5Q (397.868592 sec): 3 clusters Score: Raw -450705.944035 + Penalty 4488.776282 = -446217.167753 nChanged 134 SP:Iteration 6Q (397.957459 sec): 3 clusters Score: Raw -450780.711883 + Penalty 4488.776282 = -446291.935601 nChanged 112 SP:Iteration 7Q (398.091656 sec): 3 clusters Score: Raw -450842.730128 + Penalty 4488.776282 = -446353.953846 nChanged 101 SP:Iteration 8Q (398.205622 sec): 3 clusters Score: Raw -450897.773631 + Penalty 4488.776282 = -446408.997350 nChanged 95 SP:Iteration 9Q (398.297652 sec): 3 clusters Score: Raw -450955.454951 + Penalty 4488.776282 = -446466.678669 nChanged 103 SP:Iteration 10Q (398.445258 sec): 3 clusters Score: Raw -451013.457423 + Penalty 4488.776282 = -446524.681141 nChanged 88 SP:Iteration 11Q (398.538528 sec): 3 clusters Score: Raw -451058.330556 + Penalty 4488.776282 = -446569.554274 nChanged 82 SP:Iteration 12Q (398.710124 sec): 3 clusters Score: Raw -451099.532463 + Penalty 4488.776282 = -446610.756181 nChanged 83 SP:Iteration 13Q (398.801061 sec): 3 clusters Score: Raw -451133.169735 + Penalty 4488.776282 = -446644.393453 nChanged 63 SP:Iteration 14Q (398.908295 sec): 3 clusters Score: Raw -451166.478767 + Penalty 4488.776282 = -446677.702485 nChanged 76 SP:Iteration 15Q (399.014586 sec): 3 clusters Score: Raw -451210.283127 + Penalty 4488.776282 = -446721.506846 nChanged 64 SP:Iteration 16Q (399.141437 sec): 3 clusters Score: Raw -451244.814193 + Penalty 4488.776282 = -446756.037911 nChanged 70 SP:Iteration 17Q (399.261626 sec): 3 clusters Score: Raw -451282.079543 + Penalty 4488.776282 = -446793.303261 nChanged 61 SP:Iteration 18Q (399.360892 sec): 3 clusters Score: Raw -451315.497063 + Penalty 4488.776282 = -446826.720781 nChanged 55 SP:Iteration 19Q (399.490797 sec): 3 clusters Score: Raw -451345.020659 + Penalty 4488.776282 = -446856.244377 nChanged 56 SP:Iteration 20F (399.583878 sec): 3 clusters Score: Raw -451372.985884 + Penalty 4488.776282 = -446884.209602 nChanged 46 SP:Iteration 21Q (399.692972 sec): 3 clusters Score: Raw -451392.497783 + Penalty 4488.776282 = -446903.721501 nChanged 43 SP:Iteration 22Q (399.797156 sec): 3 clusters Score: Raw -451413.892649 + Penalty 4488.776282 = -446925.116367 nChanged 52 SP:Iteration 23Q (399.919326 sec): 3 clusters Score: Raw -451437.545591 + Penalty 4488.776282 = -446948.769310 nChanged 51 SP:Iteration 24Q (399.997695 sec): 3 clusters Score: Raw -451460.030499 + Penalty 4488.776282 = -446971.254217 nChanged 44 SP:Iteration 25Q (400.128869 sec): 3 clusters Score: Raw -451480.276317 + Penalty 4488.776282 = -446991.500035 nChanged 42 SP:Iteration 26Q (400.263983 sec): 3 clusters Score: Raw -451497.649131 + Penalty 4488.776282 = -447008.872849 nChanged 33 SP:Iteration 27Q (400.360939 sec): 3 clusters Score: Raw -451509.583070 + Penalty 4488.776282 = -447020.806788 nChanged 25 SP:Iteration 28Q (400.474935 sec): 3 clusters Score: Raw -451517.171781 + Penalty 4488.776282 = -447028.395499 nChanged 18 SP:Iteration 29Q (400.570918 sec): 3 clusters Score: Raw -451522.522736 + Penalty 4488.776282 = -447033.746454 nChanged 14 SP:Iteration 30Q (400.688632 sec): 3 clusters Score: Raw -451528.235962 + Penalty 4488.776282 = -447039.459680 nChanged 20 SP:Iteration 31Q (400.791341 sec): 3 clusters Score: Raw -451536.483143 + Penalty 4488.776282 = -447047.706861 nChanged 31 SP:Iteration 32Q (400.878944 sec): 3 clusters Score: Raw -451547.851921 + Penalty 4488.776282 = -447059.075639 nChanged 35 SP:Iteration 33Q (400.986290 sec): 3 clusters Score: Raw -451560.483594 + Penalty 4488.776282 = -447071.707312 nChanged 27 SP:Iteration 34Q (401.106534 sec): 3 clusters Score: Raw -451569.645553 + Penalty 4488.776282 = -447080.869271 nChanged 21 SP:Iteration 35Q (401.201928 sec): 3 clusters Score: Raw -451578.300700 + Penalty 4488.776282 = -447089.524418 nChanged 21 SP:Iteration 36Q (401.335850 sec): 3 clusters Score: Raw -451585.542179 + Penalty 4488.776282 = -447096.765897 nChanged 25 SP:Iteration 37Q (401.446472 sec): 3 clusters Score: Raw -451595.711034 + Penalty 4488.776282 = -447106.934752 nChanged 16 SP:Iteration 38Q (401.526326 sec): 3 clusters Score: Raw -451601.870517 + Penalty 4488.776282 = -447113.094236 nChanged 16 SP:Iteration 39Q (401.640303 sec): 3 clusters Score: Raw -451608.030119 + Penalty 4488.776282 = -447119.253837 nChanged 15 SP:Iteration 40F (401.731484 sec): 3 clusters Score: Raw -451613.764018 + Penalty 4488.776282 = -447124.987736 nChanged 18 SP:Iteration 41Q (401.830448 sec): 3 clusters Score: Raw -451619.996068 + Penalty 4488.776282 = -447131.219786 nChanged 19 SP:Iteration 42Q (401.928342 sec): 3 clusters Score: Raw -451628.861018 + Penalty 4488.776282 = -447140.084736 nChanged 22 SP:Iteration 43Q (402.033791 sec): 3 clusters Score: Raw -451636.989451 + Penalty 4488.776282 = -447148.213169 nChanged 26 SP:Iteration 44Q (402.149758 sec): 3 clusters Score: Raw -451645.163898 + Penalty 4488.776282 = -447156.387616 nChanged 23 SP:Iteration 45Q (402.280593 sec): 3 clusters Score: Raw -451654.589701 + Penalty 4488.776282 = -447165.813419 nChanged 31 SP:Iteration 46Q (402.386767 sec): 3 clusters Score: Raw -451666.597805 + Penalty 4488.776282 = -447177.821523 nChanged 25 SP:Iteration 47Q (402.510805 sec): 3 clusters Score: Raw -451675.683076 + Penalty 4488.776282 = -447186.906794 nChanged 32 SP:Iteration 48Q (402.630522 sec): 3 clusters Score: Raw -451688.077697 + Penalty 4488.776282 = -447199.301415 nChanged 32 SP:Iteration 49Q (402.765107 sec): 3 clusters Score: Raw -451702.148185 + Penalty 4488.776282 = -447213.371904 nChanged 27 SP:Iteration 50Q (402.860722 sec): 3 clusters Score: Raw -451712.306612 + Penalty 4488.776282 = -447223.530330 nChanged 28 SP:Iteration 51Q (402.976553 sec): 3 clusters Score: Raw -451722.533602 + Penalty 4488.776282 = -447233.757320 nChanged 18 SP:Iteration 52Q (403.079626 sec): 3 clusters Score: Raw -451729.044221 + Penalty 4488.776282 = -447240.267939 nChanged 14 SP:Iteration 53Q (403.194645 sec): 3 clusters Score: Raw -451733.279912 + Penalty 4488.776282 = -447244.503630 nChanged 19 SP:Iteration 54Q (403.319394 sec): 3 clusters Score: Raw -451738.528019 + Penalty 4488.776282 = -447249.751737 nChanged 14 SP:Iteration 55Q (403.435771 sec): 3 clusters Score: Raw -451742.398241 + Penalty 4488.776282 = -447253.621959 nChanged 15 SP:Iteration 56Q (403.566176 sec): 3 clusters Score: Raw -451749.655531 + Penalty 4488.776282 = -447260.879249 nChanged 24 SP:Iteration 57Q (403.655040 sec): 3 clusters Score: Raw -451759.759160 + Penalty 4488.776282 = -447270.982878 nChanged 30 SP:Iteration 58Q (403.780447 sec): 3 clusters Score: Raw -451773.725590 + Penalty 4488.776282 = -447284.949308 nChanged 34 SP:Iteration 59Q (403.886665 sec): 3 clusters Score: Raw -451788.555535 + Penalty 4488.776282 = -447299.779254 nChanged 32 SP:Iteration 60F (404.014778 sec): 3 clusters Score: Raw -451802.796875 + Penalty 4488.776282 = -447314.020593 nChanged 34 SP:Iteration 61Q (404.076303 sec): 3 clusters Score: Raw -451817.506758 + Penalty 4488.776282 = -447328.730476 nChanged 36 SP:Iteration 62Q (404.123694 sec): 3 clusters Score: Raw -451833.442267 + Penalty 4488.776282 = -447344.665985 nChanged 35 SP:Iteration 63Q (404.171872 sec): 3 clusters Score: Raw -451848.387860 + Penalty 4488.776282 = -447359.611578 nChanged 30 SP:Iteration 64Q (404.224880 sec): 3 clusters Score: Raw -451860.136086 + Penalty 4488.776282 = -447371.359805 nChanged 31 SP:Iteration 65Q (404.355019 sec): 3 clusters Score: Raw -451874.324027 + Penalty 4488.776282 = -447385.547745 nChanged 35 SP:Iteration 66Q (404.464629 sec): 3 clusters Score: Raw -451894.804941 + Penalty 4488.776282 = -447406.028659 nChanged 46 SP:Iteration 67Q (404.583734 sec): 3 clusters Score: Raw -451920.207842 + Penalty 4488.776282 = -447431.431560 nChanged 41 SP:Iteration 68Q (404.629335 sec): 3 clusters Score: Raw -451944.791534 + Penalty 4488.776282 = -447456.015252 nChanged 32 SP:Iteration 69Q (404.675670 sec): 3 clusters Score: Raw -451966.112635 + Penalty 4488.776282 = -447477.336353 nChanged 38 SP:Iteration 70Q (404.722923 sec): 3 clusters Score: Raw -451990.161344 + Penalty 4488.776282 = -447501.385062 nChanged 48 SP:Iteration 71Q (404.770801 sec): 3 clusters Score: Raw -452029.436573 + Penalty 4488.776282 = -447540.660291 nChanged 50 SP:Iteration 72Q (404.818761 sec): 3 clusters Score: Raw -452077.986453 + Penalty 4488.776282 = -447589.210171 nChanged 70 SP:Iteration 73Q (404.866470 sec): 3 clusters Score: Raw -452150.190318 + Penalty 4488.776282 = -447661.414036 nChanged 85 SP:Iteration 74Q (404.968833 sec): 3 clusters Score: Raw -452245.674178 + Penalty 4488.776282 = -447756.897896 nChanged 110 SP:Iteration 75Q (405.107063 sec): 3 clusters Score: Raw -452375.660520 + Penalty 4488.776282 = -447886.884239 nChanged 114 SP:Iteration 76Q (405.203061 sec): 3 clusters Score: Raw -452518.133147 + Penalty 4488.776282 = -448029.356865 nChanged 110 SP:Iteration 77Q (405.327931 sec): 3 clusters Score: Raw -452659.003312 + Penalty 4488.776282 = -448170.227030 nChanged 113 SP:Iteration 78Q (405.437817 sec): 3 clusters Score: Raw -452795.796682 + Penalty 4488.776282 = -448307.020401 nChanged 104 SP:Iteration 79Q (405.553080 sec): 3 clusters Score: Raw -452911.653076 + Penalty 4488.776282 = -448422.876794 nChanged 72 SP:Iteration 80F (405.670578 sec): 3 clusters Score: Raw -452982.642100 + Penalty 4488.776282 = -448493.865818 nChanged 67 SP:Iteration 81Q (405.817794 sec): 3 clusters Score: Raw -453027.931887 + Penalty 4488.776282 = -448539.155605 nChanged 53 SP:Iteration 82Q (405.901974 sec): 3 clusters Score: Raw -453052.451875 + Penalty 4488.776282 = -448563.675593 nChanged 42 SP:Iteration 83Q (406.002050 sec): 3 clusters Score: Raw -453072.028406 + Penalty 4488.776282 = -448583.252124 nChanged 29 SP:Iteration 84Q (406.117991 sec): 3 clusters Score: Raw -453081.481766 + Penalty 4488.776282 = -448592.705484 nChanged 17 SP:Iteration 85Q (406.257356 sec): 3 clusters Score: Raw -453087.685504 + Penalty 4488.776282 = -448598.909222 nChanged 16 SP:Iteration 86Q (406.346127 sec): 3 clusters Score: Raw -453092.042622 + Penalty 4488.776282 = -448603.266340 nChanged 9 SP:Iteration 87Q (406.462610 sec): 3 clusters Score: Raw -453094.058693 + Penalty 4488.776282 = -448605.282411 nChanged 10 SP:Iteration 88Q (406.559476 sec): 3 clusters Score: Raw -453097.156677 + Penalty 4488.776282 = -448608.380396 nChanged 6 SP:Iteration 89Q (406.688175 sec): 3 clusters Score: Raw -453099.172819 + Penalty 4488.776282 = -448610.396537 nChanged 6 SP:Iteration 90Q (406.798779 sec): 3 clusters Score: Raw -453100.647559 + Penalty 4488.776282 = -448611.871277 nChanged 7 SP:Iteration 91Q (406.919241 sec): 3 clusters Score: Raw -453102.341229 + Penalty 4488.776282 = -448613.564947 nChanged 2 SP:Iteration 92Q (407.024952 sec): 3 clusters Score: Raw -453102.907699 + Penalty 4488.776282 = -448614.131417 nChanged 0 SP:Iteration 93F (407.117833 sec): 3 clusters Score: Raw -453102.907699 + Penalty 4488.776282 = -448614.131417 nChanged 0 Trying to split cluster 5 (1334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.179960 sec): 2 clusters Score: Raw -94735.260262 + Penalty 1899.727428 = -92835.532834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.312062 sec): 3 clusters Score: Raw -94399.186145 + Penalty 3799.454856 = -90599.731290 nChanged 372 SP:Iteration 1F (407.416908 sec): 3 clusters Score: Raw -94821.645266 + Penalty 3799.454856 = -91022.190410 nChanged 117 SP:Iteration 2F (407.516153 sec): 3 clusters Score: Raw -94962.498737 + Penalty 3799.454856 = -91163.043882 nChanged 45 SP:Iteration 3Q (407.623212 sec): 3 clusters Score: Raw -95010.289396 + Penalty 3799.454856 = -91210.834541 nChanged 26 SP:Iteration 4Q (407.695045 sec): 3 clusters Score: Raw -95043.566327 + Penalty 3799.454856 = -91244.111471 nChanged 26 SP:Iteration 5Q (407.785830 sec): 3 clusters Score: Raw -95073.279667 + Penalty 3799.454856 = -91273.824812 nChanged 18 SP:Iteration 6Q (407.874051 sec): 3 clusters Score: Raw -95100.655384 + Penalty 3799.454856 = -91301.200528 nChanged 26 SP:Iteration 7Q (407.962632 sec): 3 clusters Score: Raw -95129.477833 + Penalty 3799.454856 = -91330.022978 nChanged 19 SP:Iteration 8Q (408.069505 sec): 3 clusters Score: Raw -95154.336709 + Penalty 3799.454856 = -91354.881854 nChanged 13 SP:Iteration 9Q (408.151674 sec): 3 clusters Score: Raw -95171.944099 + Penalty 3799.454856 = -91372.489243 nChanged 19 SP:Iteration 10Q (408.228366 sec): 3 clusters Score: Raw -95195.066224 + Penalty 3799.454856 = -91395.611368 nChanged 26 SP:Iteration 11Q (408.316464 sec): 3 clusters Score: Raw -95240.515297 + Penalty 3799.454856 = -91441.060441 nChanged 30 SP:Iteration 12Q (408.397582 sec): 3 clusters Score: Raw -95286.902374 + Penalty 3799.454856 = -91487.447519 nChanged 30 SP:Iteration 13Q (408.507344 sec): 3 clusters Score: Raw -95331.383152 + Penalty 3799.454856 = -91531.928296 nChanged 19 SP:Iteration 14Q (408.613621 sec): 3 clusters Score: Raw -95361.333684 + Penalty 3799.454856 = -91561.878829 nChanged 22 SP:Iteration 15Q (408.688378 sec): 3 clusters Score: Raw -95401.506521 + Penalty 3799.454856 = -91602.051665 nChanged 19 SP:Iteration 16Q (408.778207 sec): 3 clusters Score: Raw -95427.213185 + Penalty 3799.454856 = -91627.758329 nChanged 15 SP:Iteration 17Q (408.889349 sec): 3 clusters Score: Raw -95445.356257 + Penalty 3799.454856 = -91645.901401 nChanged 12 SP:Iteration 18Q (408.993019 sec): 3 clusters Score: Raw -95461.681364 + Penalty 3799.454856 = -91662.226509 nChanged 12 SP:Iteration 19Q (409.084663 sec): 3 clusters Score: Raw -95481.953091 + Penalty 3799.454856 = -91682.498235 nChanged 10 SP:Iteration 20F (409.181880 sec): 3 clusters Score: Raw -95494.254129 + Penalty 3799.454856 = -91694.799273 nChanged 7 SP:Iteration 21Q (409.296817 sec): 3 clusters Score: Raw -95504.225525 + Penalty 3799.454856 = -91704.770670 nChanged 9 SP:Iteration 22Q (409.380176 sec): 3 clusters Score: Raw -95518.995073 + Penalty 3799.454856 = -91719.540218 nChanged 12 SP:Iteration 23Q (409.448981 sec): 3 clusters Score: Raw -95551.864498 + Penalty 3799.454856 = -91752.409643 nChanged 17 SP:Iteration 24Q (409.555948 sec): 3 clusters Score: Raw -95575.601735 + Penalty 3799.454856 = -91776.146879 nChanged 9 SP:Iteration 25Q (409.648743 sec): 3 clusters Score: Raw -95585.182876 + Penalty 3799.454856 = -91785.728021 nChanged 6 SP:Iteration 26Q (409.734826 sec): 3 clusters Score: Raw -95591.902468 + Penalty 3799.454856 = -91792.447612 nChanged 5 SP:Iteration 27Q (409.820950 sec): 3 clusters Score: Raw -95595.376192 + Penalty 3799.454856 = -91795.921337 nChanged 6 SP:Iteration 28Q (409.906114 sec): 3 clusters Score: Raw -95601.276748 + Penalty 3799.454856 = -91801.821893 nChanged 2 SP:Iteration 29Q (409.994038 sec): 3 clusters Score: Raw -95602.839141 + Penalty 3799.454856 = -91803.384285 nChanged 2 SP:Iteration 30Q (410.099659 sec): 3 clusters Score: Raw -95604.438183 + Penalty 3799.454856 = -91804.983328 nChanged 1 SP:Iteration 31Q (410.219220 sec): 3 clusters Score: Raw -95604.764715 + Penalty 3799.454856 = -91805.309859 nChanged 0 SP:Iteration 32F (410.296245 sec): 3 clusters Score: Raw -95604.764715 + Penalty 3799.454856 = -91805.309859 nChanged 0 Trying to split cluster 6 (1905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (410.366934 sec): 2 clusters Score: Raw -169079.933175 + Penalty 1993.790644 = -167086.142531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (410.473862 sec): 3 clusters Score: Raw -168392.078535 + Penalty 3987.581288 = -164404.497247 nChanged 607 SP:Iteration 1F (410.563756 sec): 3 clusters Score: Raw -168891.840475 + Penalty 3987.581288 = -164904.259187 nChanged 161 SP:Iteration 2F (410.669120 sec): 3 clusters Score: Raw -169032.009797 + Penalty 3987.581288 = -165044.428509 nChanged 89 SP:Iteration 3Q (410.735021 sec): 3 clusters Score: Raw -169111.119378 + Penalty 3987.581288 = -165123.538090 nChanged 47 SP:Iteration 4Q (410.829366 sec): 3 clusters Score: Raw -169159.994364 + Penalty 3987.581288 = -165172.413076 nChanged 34 SP:Iteration 5Q (410.917086 sec): 3 clusters Score: Raw -169189.580989 + Penalty 3987.581288 = -165201.999701 nChanged 28 SP:Iteration 6Q (410.995280 sec): 3 clusters Score: Raw -169208.767203 + Penalty 3987.581288 = -165221.185915 nChanged 20 SP:Iteration 7Q (411.086389 sec): 3 clusters Score: Raw -169225.427223 + Penalty 3987.581288 = -165237.845935 nChanged 16 SP:Iteration 8Q (411.167126 sec): 3 clusters Score: Raw -169236.999453 + Penalty 3987.581288 = -165249.418165 nChanged 10 SP:Iteration 9Q (411.243341 sec): 3 clusters Score: Raw -169243.458618 + Penalty 3987.581288 = -165255.877330 nChanged 11 SP:Iteration 10Q (411.336121 sec): 3 clusters Score: Raw -169251.429661 + Penalty 3987.581288 = -165263.848373 nChanged 7 SP:Iteration 11Q (411.435061 sec): 3 clusters Score: Raw -169256.816904 + Penalty 3987.581288 = -165269.235616 nChanged 6 SP:Iteration 12Q (411.533843 sec): 3 clusters Score: Raw -169262.341030 + Penalty 3987.581288 = -165274.759743 nChanged 9 SP:Iteration 13Q (411.632525 sec): 3 clusters Score: Raw -169270.868453 + Penalty 3987.581288 = -165283.287165 nChanged 9 SP:Iteration 14Q (411.735108 sec): 3 clusters Score: Raw -169276.325214 + Penalty 3987.581288 = -165288.743926 nChanged 8 SP:Iteration 15Q (411.822175 sec): 3 clusters Score: Raw -169282.746517 + Penalty 3987.581288 = -165295.165229 nChanged 11 SP:Iteration 16Q (411.903062 sec): 3 clusters Score: Raw -169287.611184 + Penalty 3987.581288 = -165300.029896 nChanged 5 SP:Iteration 17Q (412.019170 sec): 3 clusters Score: Raw -169291.552611 + Penalty 3987.581288 = -165303.971323 nChanged 3 SP:Iteration 18Q (412.135603 sec): 3 clusters Score: Raw -169293.698993 + Penalty 3987.581288 = -165306.117705 nChanged 5 SP:Iteration 19Q (412.262002 sec): 3 clusters Score: Raw -169296.637927 + Penalty 3987.581288 = -165309.056639 nChanged 5 SP:Iteration 20F (412.322706 sec): 3 clusters Score: Raw -169300.937168 + Penalty 3987.581288 = -165313.355880 nChanged 1 SP:Iteration 21Q (412.356638 sec): 3 clusters Score: Raw -169301.645375 + Penalty 3987.581288 = -165314.064087 nChanged 0 SP:Iteration 22F (412.390034 sec): 3 clusters Score: Raw -169301.645375 + Penalty 3987.581288 = -165314.064087 nChanged 0 Trying to split cluster 8 (2094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (412.464208 sec): 2 clusters Score: Raw -173794.260238 + Penalty 2018.763487 = -171775.496751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (412.559289 sec): 3 clusters Score: Raw -173028.908394 + Penalty 4037.526975 = -168991.381419 nChanged 684 SP:Iteration 1F (412.674443 sec): 3 clusters Score: Raw -173535.516734 + Penalty 4037.526975 = -169497.989759 nChanged 164 SP:Iteration 2F (412.803786 sec): 3 clusters Score: Raw -173668.148325 + Penalty 4037.526975 = -169630.621351 nChanged 84 SP:Iteration 3Q (412.907948 sec): 3 clusters Score: Raw -173731.840855 + Penalty 4037.526975 = -169694.313880 nChanged 50 SP:Iteration 4Q (413.003248 sec): 3 clusters Score: Raw -173775.802221 + Penalty 4037.526975 = -169738.275247 nChanged 53 SP:Iteration 5Q (413.099652 sec): 3 clusters Score: Raw -173817.764832 + Penalty 4037.526975 = -169780.237857 nChanged 36 SP:Iteration 6Q (413.202613 sec): 3 clusters Score: Raw -173850.924338 + Penalty 4037.526975 = -169813.397363 nChanged 31 SP:Iteration 7Q (413.286278 sec): 3 clusters Score: Raw -173874.395180 + Penalty 4037.526975 = -169836.868205 nChanged 22 SP:Iteration 8Q (413.376978 sec): 3 clusters Score: Raw -173889.438004 + Penalty 4037.526975 = -169851.911029 nChanged 18 SP:Iteration 9Q (413.447705 sec): 3 clusters Score: Raw -173904.811556 + Penalty 4037.526975 = -169867.284581 nChanged 22 SP:Iteration 10Q (413.537914 sec): 3 clusters Score: Raw -173919.806132 + Penalty 4037.526975 = -169882.279157 nChanged 13 SP:Iteration 11Q (413.628754 sec): 3 clusters Score: Raw -173927.900468 + Penalty 4037.526975 = -169890.373494 nChanged 10 SP:Iteration 12Q (413.725581 sec): 3 clusters Score: Raw -173935.583706 + Penalty 4037.526975 = -169898.056732 nChanged 7 SP:Iteration 13Q (413.822282 sec): 3 clusters Score: Raw -173938.850671 + Penalty 4037.526975 = -169901.323696 nChanged 7 SP:Iteration 14Q (413.912113 sec): 3 clusters Score: Raw -173942.514912 + Penalty 4037.526975 = -169904.987938 nChanged 3 SP:Iteration 15Q (414.030538 sec): 3 clusters Score: Raw -173944.226380 + Penalty 4037.526975 = -169906.699405 nChanged 1 SP:Iteration 16Q (414.112132 sec): 3 clusters Score: Raw -173944.693394 + Penalty 4037.526975 = -169907.166419 nChanged 0 SP:Iteration 17F (414.237013 sec): 3 clusters Score: Raw -173944.693394 + Penalty 4037.526975 = -169907.166419 nChanged 0 Trying to split cluster 9 (824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (414.273927 sec): 2 clusters Score: Raw -58794.404532 + Penalty 1772.541020 = -57021.863513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (414.352761 sec): 3 clusters Score: Raw -58665.352405 + Penalty 3545.082040 = -55120.270366 nChanged 211 SP:Iteration 1F (414.465268 sec): 3 clusters Score: Raw -58957.134276 + Penalty 3545.082040 = -55412.052236 nChanged 50 SP:Iteration 2F (414.549420 sec): 3 clusters Score: Raw -59046.568954 + Penalty 3545.082040 = -55501.486914 nChanged 28 SP:Iteration 3Q (414.644842 sec): 3 clusters Score: Raw -59099.763284 + Penalty 3545.082040 = -55554.681245 nChanged 16 SP:Iteration 4Q (414.718351 sec): 3 clusters Score: Raw -59121.162907 + Penalty 3545.082040 = -55576.080867 nChanged 14 SP:Iteration 5Q (414.823161 sec): 3 clusters Score: Raw -59141.918230 + Penalty 3545.082040 = -55596.836190 nChanged 4 SP:Iteration 6Q (414.919309 sec): 3 clusters Score: Raw -59145.011067 + Penalty 3545.082040 = -55599.929027 nChanged 2 SP:Iteration 7Q (415.031297 sec): 3 clusters Score: Raw -59146.385234 + Penalty 3545.082040 = -55601.303194 nChanged 0 SP:Iteration 8F (415.126808 sec): 3 clusters Score: Raw -59146.385234 + Penalty 3545.082040 = -55601.303194 nChanged 0 Time taken for this iteration:63.472358 seconds. 12->8 Clusters: Score -1289296.934430, best is -1291644.109448 Main iterations: 641 (time per iteration =61.441818 ms) Total iterations: 5976 (time per iteration =6.590396 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 26860608285.000000 (time per metric unit =1.466244ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 832678856835.000000 (time per metric unit=47.298193ps) That took 39.384205 seconds.