FileBase DT3_rLS_rCA1_20151008_1812um_1368um ElecNo 6 UseFeatures DropLastNFeatures 1 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0-nogit Setting RAM limit to total physical memory, 15.63 GB. Expected memory usage by array (largest first): Array LogP will use between 0.33 and 0.49 GB. - 8 bytes per element (scalar), 21864000 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.16 and 0.23 GB. - 8 bytes per element (scalar), 10494720 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.04 and 0.06 GB. - 2 bytes per element (data_int), 10494720 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.02 and 0.03 GB. - 1 bytes per element (char), 10494720 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.02 and 0.03 GB. - 1 bytes per element (char), 10494720 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 28800 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=437280, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.56 and 0.84 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 437280 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 437280 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 13 (227 points): Lose 19.528245 but Gain 2110.603463 Iteration 0F (9.109150 sec): 19 clusters Score: Raw -49340085.799012 + Penalty 37990.862328 = -49302094.936683 nChanged 413352 Deleting Class 1 (297 points): Lose 302.123728 but Gain 2110.603463 Iteration 1F (14.692297 sec): 18 clusters Score: Raw -50978415.576144 + Penalty 35880.258866 = -50942535.317278 nChanged 107130 Deleting Class 18 (969 points): Lose 1227.255147 but Gain 2110.603463 Iteration 2F (19.946745 sec): 17 clusters Score: Raw -51170298.394002 + Penalty 33769.655403 = -51136528.738599 nChanged 63637 Deleting Class 4 (967 points): Lose 1194.563364 but Gain 2110.603463 Iteration 3F (24.922079 sec): 16 clusters Score: Raw -51275577.823982 + Penalty 31659.051940 = -51243918.772042 nChanged 36460 Deleting Class 8 (1041 points): Lose 1415.544727 but Gain 2110.603463 Iteration 4F (29.622603 sec): 15 clusters Score: Raw -51322876.136524 + Penalty 29548.448478 = -51293327.688046 nChanged 22112 Deleting Class 3 (528 points): Lose 1571.380761 but Gain 2110.603463 Iteration 5F (33.945423 sec): 14 clusters Score: Raw -51350134.083991 + Penalty 27437.845015 = -51322696.238976 nChanged 16203 Deleting Class 11 (1179 points): Lose 1685.401579 but Gain 2110.603463 Iteration 6Q (36.293049 sec): 13 clusters Score: Raw -51366874.799320 + Penalty 25327.241552 = -51341547.557768 nChanged 14220 Iteration 7Q (38.360598 sec): 13 clusters Score: Raw -51377813.991276 + Penalty 25327.241552 = -51352486.749723 nChanged 12273 Iteration 8Q (40.510460 sec): 13 clusters Score: Raw -51384370.065929 + Penalty 25327.241552 = -51359042.824377 nChanged 12329 Iteration 9Q (42.573381 sec): 13 clusters Score: Raw -51390755.546979 + Penalty 25327.241552 = -51365428.305427 nChanged 13212 Iteration 10Q (44.657352 sec): 13 clusters Score: Raw -51398022.893841 + Penalty 25327.241552 = -51372695.652289 nChanged 15184 Iteration 11Q (46.667065 sec): 13 clusters Score: Raw -51408504.693662 + Penalty 25327.241552 = -51383177.452109 nChanged 19030 Iteration 12Q (48.724995 sec): 13 clusters Score: Raw -51429900.925391 + Penalty 25327.241552 = -51404573.683839 nChanged 24876 Iteration 13F (52.517863 sec): 13 clusters Score: Raw -51497304.190925 + Penalty 25327.241552 = -51471976.949372 nChanged 27299 Deleting Class 9 (1576 points): Lose 2099.882144 but Gain 2110.603463 Iteration 14F (56.232578 sec): 12 clusters Score: Raw -51658700.454373 + Penalty 23216.638090 = -51635483.816284 nChanged 27348 Iteration 15F (59.702649 sec): 12 clusters Score: Raw -51692553.446908 + Penalty 23216.638090 = -51669336.808818 nChanged 17018 Iteration 16Q (61.602862 sec): 12 clusters Score: Raw -51700913.333609 + Penalty 23216.638090 = -51677696.695520 nChanged 10679 Iteration 17Q (63.515008 sec): 12 clusters Score: Raw -51704938.111351 + Penalty 23216.638090 = -51681721.473262 nChanged 7742 Iteration 18Q (65.460117 sec): 12 clusters Score: Raw -51707523.283455 + Penalty 23216.638090 = -51684306.645365 nChanged 6288 Iteration 19Q (67.337344 sec): 12 clusters Score: Raw -51709612.787629 + Penalty 23216.638090 = -51686396.149540 nChanged 5595 Writing temp clu file Because OldScore, -51684306.645365, is greater than current (better) Score,-51686396.149540 Compute initial score before splitting: Score: Raw -51709612.787629 + Penalty 23216.638090 = -51686396.149540 Trying to split cluster 2 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.448795 sec): 2 clusters Score: Raw -52528.490501 + Penalty 1005.926253 = -51522.564247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.485571 sec): 3 clusters Score: Raw -52488.022869 + Penalty 2011.852507 = -50476.170362 nChanged 113 SP:Iteration 1F (67.517030 sec): 3 clusters Score: Raw -52665.313142 + Penalty 2011.852507 = -50653.460635 nChanged 37 SP:Iteration 2F (67.550067 sec): 3 clusters Score: Raw -52747.088856 + Penalty 2011.852507 = -50735.236349 nChanged 19 SP:Iteration 3Q (67.588555 sec): 3 clusters Score: Raw -52780.865893 + Penalty 2011.852507 = -50769.013386 nChanged 13 SP:Iteration 4Q (67.636187 sec): 3 clusters Score: Raw -52816.594421 + Penalty 2011.852507 = -50804.741914 nChanged 11 SP:Iteration 5Q (67.682294 sec): 3 clusters Score: Raw -52835.711178 + Penalty 2011.852507 = -50823.858672 nChanged 9 SP:Iteration 6Q (67.716545 sec): 3 clusters Score: Raw -52859.589095 + Penalty 2011.852507 = -50847.736588 nChanged 6 SP:Iteration 7Q (67.753423 sec): 3 clusters Score: Raw -52880.574414 + Penalty 2011.852507 = -50868.721907 nChanged 7 SP:Iteration 8Q (67.784014 sec): 3 clusters Score: Raw -52908.658229 + Penalty 2011.852507 = -50896.805722 nChanged 6 SP:Iteration 9Q (67.813958 sec): 3 clusters Score: Raw -52936.246212 + Penalty 2011.852507 = -50924.393705 nChanged 8 SP:Iteration 10Q (67.856506 sec): 3 clusters Score: Raw -53008.376926 + Penalty 2011.852507 = -50996.524419 nChanged 10 SP:Iteration 11Q (67.904451 sec): 3 clusters Score: Raw -53101.031700 + Penalty 2011.852507 = -51089.179193 nChanged 19 SP:Iteration 12Q (67.949026 sec): 3 clusters Score: Raw -53181.568506 + Penalty 2011.852507 = -51169.715999 nChanged 11 SP:Iteration 13Q (67.976736 sec): 3 clusters Score: Raw -53222.491163 + Penalty 2011.852507 = -51210.638656 nChanged 7 SP:Iteration 14Q (68.014630 sec): 3 clusters Score: Raw -53243.689292 + Penalty 2011.852507 = -51231.836785 nChanged 7 SP:Iteration 15Q (68.048539 sec): 3 clusters Score: Raw -53276.573467 + Penalty 2011.852507 = -51264.720960 nChanged 6 SP:Iteration 16Q (68.089164 sec): 3 clusters Score: Raw -53288.307605 + Penalty 2011.852507 = -51276.455099 nChanged 4 SP:Iteration 17Q (68.132159 sec): 3 clusters Score: Raw -53296.665043 + Penalty 2011.852507 = -51284.812536 nChanged 2 SP:Iteration 18Q (68.177212 sec): 3 clusters Score: Raw -53303.567992 + Penalty 2011.852507 = -51291.715485 nChanged 4 SP:Iteration 19Q (68.203492 sec): 3 clusters Score: Raw -53309.824411 + Penalty 2011.852507 = -51297.971904 nChanged 0 SP:Iteration 20F (68.252824 sec): 3 clusters Score: Raw -53309.824411 + Penalty 2011.852507 = -51297.971904 nChanged 0 Trying to split cluster 5 (5136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.275321 sec): 2 clusters Score: Raw -611011.120907 + Penalty 1388.404850 = -609622.716057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.326507 sec): 3 clusters Score: Raw -608301.730188 + Penalty 2776.809700 = -605524.920488 nChanged 2106 SP:Iteration 1F (68.374516 sec): 3 clusters Score: Raw -609475.282702 + Penalty 2776.809700 = -606698.473003 nChanged 375 SP:Iteration 2F (68.416422 sec): 3 clusters Score: Raw -609693.303443 + Penalty 2776.809700 = -606916.493743 nChanged 285 SP:Iteration 3F (68.474279 sec): 3 clusters Score: Raw -609848.018434 + Penalty 2776.809700 = -607071.208735 nChanged 239 SP:Iteration 4Q (68.525798 sec): 3 clusters Score: Raw -609985.525187 + Penalty 2776.809700 = -607208.715488 nChanged 208 SP:Iteration 5Q (68.579541 sec): 3 clusters Score: Raw -610106.393511 + Penalty 2776.809700 = -607329.583811 nChanged 202 SP:Iteration 6Q (68.618220 sec): 3 clusters Score: Raw -610225.231050 + Penalty 2776.809700 = -607448.421351 nChanged 198 SP:Iteration 7Q (68.661422 sec): 3 clusters Score: Raw -610339.635006 + Penalty 2776.809700 = -607562.825306 nChanged 173 SP:Iteration 8Q (68.710542 sec): 3 clusters Score: Raw -610445.694465 + Penalty 2776.809700 = -607668.884765 nChanged 194 SP:Iteration 9Q (68.759008 sec): 3 clusters Score: Raw -610582.539257 + Penalty 2776.809700 = -607805.729557 nChanged 194 SP:Iteration 10Q (68.813673 sec): 3 clusters Score: Raw -610747.808797 + Penalty 2776.809700 = -607970.999097 nChanged 223 SP:Iteration 11Q (68.869937 sec): 3 clusters Score: Raw -610940.383065 + Penalty 2776.809700 = -608163.573366 nChanged 211 SP:Iteration 12Q (68.914452 sec): 3 clusters Score: Raw -611108.883522 + Penalty 2776.809700 = -608332.073822 nChanged 184 SP:Iteration 13Q (68.962704 sec): 3 clusters Score: Raw -611265.446695 + Penalty 2776.809700 = -608488.636995 nChanged 160 SP:Iteration 14Q (69.002241 sec): 3 clusters Score: Raw -611435.178512 + Penalty 2776.809700 = -608658.368812 nChanged 131 SP:Iteration 15Q (69.052991 sec): 3 clusters Score: Raw -611560.159339 + Penalty 2776.809700 = -608783.349639 nChanged 90 SP:Iteration 16Q (69.102919 sec): 3 clusters Score: Raw -611636.426943 + Penalty 2776.809700 = -608859.617244 nChanged 79 SP:Iteration 17Q (69.137952 sec): 3 clusters Score: Raw -611688.193235 + Penalty 2776.809700 = -608911.383536 nChanged 62 SP:Iteration 18Q (69.181886 sec): 3 clusters Score: Raw -611718.687823 + Penalty 2776.809700 = -608941.878123 nChanged 51 SP:Iteration 19Q (69.239388 sec): 3 clusters Score: Raw -611737.059290 + Penalty 2776.809700 = -608960.249590 nChanged 26 SP:Iteration 20F (69.306924 sec): 3 clusters Score: Raw -611747.617077 + Penalty 2776.809700 = -608970.807377 nChanged 18 SP:Iteration 21Q (69.339484 sec): 3 clusters Score: Raw -611754.769715 + Penalty 2776.809700 = -608977.960016 nChanged 17 SP:Iteration 22Q (69.383777 sec): 3 clusters Score: Raw -611759.709475 + Penalty 2776.809700 = -608982.899775 nChanged 8 SP:Iteration 23Q (69.428366 sec): 3 clusters Score: Raw -611760.890225 + Penalty 2776.809700 = -608984.080525 nChanged 2 SP:Iteration 24Q (69.468513 sec): 3 clusters Score: Raw -611761.104846 + Penalty 2776.809700 = -608984.295146 nChanged 1 SP:Iteration 25Q (69.526380 sec): 3 clusters Score: Raw -611761.159310 + Penalty 2776.809700 = -608984.349610 nChanged 1 SP:Iteration 26Q (69.571209 sec): 3 clusters Score: Raw -611761.359318 + Penalty 2776.809700 = -608984.549619 nChanged 0 SP:Iteration 27F (69.620889 sec): 3 clusters Score: Raw -611761.359318 + Penalty 2776.809700 = -608984.549619 nChanged 0 Trying to split cluster 6 (77907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.770149 sec): 2 clusters Score: Raw -9381184.758558 + Penalty 1830.281552 = -9379354.477007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.964490 sec): 3 clusters Score: Raw -9330842.275993 + Penalty 3660.563103 = -9327181.712890 nChanged 37039 SP:Iteration 1F (70.147665 sec): 3 clusters Score: Raw -9357749.923802 + Penalty 3660.563103 = -9354089.360699 nChanged 7417 SP:Iteration 2F (70.336217 sec): 3 clusters Score: Raw -9371110.737014 + Penalty 3660.563103 = -9367450.173911 nChanged 10680 SP:Iteration 3F (70.505141 sec): 3 clusters Score: Raw -9384788.247411 + Penalty 3660.563103 = -9381127.684308 nChanged 8950 SP:Iteration 4F (70.675827 sec): 3 clusters Score: Raw -9394209.636129 + Penalty 3660.563103 = -9390549.073026 nChanged 5213 SP:Iteration 5F (70.848176 sec): 3 clusters Score: Raw -9398978.353935 + Penalty 3660.563103 = -9395317.790832 nChanged 2763 SP:Iteration 6Q (71.017974 sec): 3 clusters Score: Raw -9400945.929231 + Penalty 3660.563103 = -9397285.366128 nChanged 1467 SP:Iteration 7Q (71.193696 sec): 3 clusters Score: Raw -9401781.892531 + Penalty 3660.563103 = -9398121.329428 nChanged 1010 SP:Iteration 8Q (71.352511 sec): 3 clusters Score: Raw -9402277.829181 + Penalty 3660.563103 = -9398617.266078 nChanged 687 SP:Iteration 9Q (71.521620 sec): 3 clusters Score: Raw -9402563.120724 + Penalty 3660.563103 = -9398902.557621 nChanged 549 SP:Iteration 10Q (71.683506 sec): 3 clusters Score: Raw -9402776.054015 + Penalty 3660.563103 = -9399115.490912 nChanged 420 SP:Iteration 11Q (71.840918 sec): 3 clusters Score: Raw -9402930.876751 + Penalty 3660.563103 = -9399270.313648 nChanged 377 SP:Iteration 12Q (72.011998 sec): 3 clusters Score: Raw -9403069.633032 + Penalty 3660.563103 = -9399409.069928 nChanged 287 SP:Iteration 13Q (72.174645 sec): 3 clusters Score: Raw -9403166.563581 + Penalty 3660.563103 = -9399506.000478 nChanged 208 SP:Iteration 14Q (72.341795 sec): 3 clusters Score: Raw -9403232.581139 + Penalty 3660.563103 = -9399572.018036 nChanged 184 SP:Iteration 15Q (72.483143 sec): 3 clusters Score: Raw -9403288.695369 + Penalty 3660.563103 = -9399628.132266 nChanged 159 SP:Iteration 16Q (72.635521 sec): 3 clusters Score: Raw -9403326.912101 + Penalty 3660.563103 = -9399666.348998 nChanged 121 SP:Iteration 17Q (72.773853 sec): 3 clusters Score: Raw -9403349.688700 + Penalty 3660.563103 = -9399689.125597 nChanged 82 SP:Iteration 18Q (72.929257 sec): 3 clusters Score: Raw -9403362.383047 + Penalty 3660.563103 = -9399701.819944 nChanged 60 SP:Iteration 19Q (73.095827 sec): 3 clusters Score: Raw -9403368.825187 + Penalty 3660.563103 = -9399708.262084 nChanged 58 SP:Iteration 20F (73.259510 sec): 3 clusters Score: Raw -9403375.597489 + Penalty 3660.563103 = -9399715.034386 nChanged 40 SP:Iteration 21Q (73.432262 sec): 3 clusters Score: Raw -9403378.706023 + Penalty 3660.563103 = -9399718.142920 nChanged 31 SP:Iteration 22Q (73.613959 sec): 3 clusters Score: Raw -9403380.653955 + Penalty 3660.563103 = -9399720.090852 nChanged 24 SP:Iteration 23Q (73.785384 sec): 3 clusters Score: Raw -9403382.107019 + Penalty 3660.563103 = -9399721.543916 nChanged 16 SP:Iteration 24Q (73.952334 sec): 3 clusters Score: Raw -9403382.858496 + Penalty 3660.563103 = -9399722.295393 nChanged 10 SP:Iteration 25Q (74.120544 sec): 3 clusters Score: Raw -9403383.400330 + Penalty 3660.563103 = -9399722.837227 nChanged 9 SP:Iteration 26Q (74.290259 sec): 3 clusters Score: Raw -9403383.798490 + Penalty 3660.563103 = -9399723.235387 nChanged 5 SP:Iteration 27Q (74.454268 sec): 3 clusters Score: Raw -9403384.028934 + Penalty 3660.563103 = -9399723.465831 nChanged 3 SP:Iteration 28Q (74.621056 sec): 3 clusters Score: Raw -9403384.153891 + Penalty 3660.563103 = -9399723.590788 nChanged 6 SP:Iteration 29Q (74.774600 sec): 3 clusters Score: Raw -9403384.338940 + Penalty 3660.563103 = -9399723.775837 nChanged 4 SP:Iteration 30Q (74.927930 sec): 3 clusters Score: Raw -9403384.514244 + Penalty 3660.563103 = -9399723.951141 nChanged 3 SP:Iteration 31Q (75.109766 sec): 3 clusters Score: Raw -9403384.564403 + Penalty 3660.563103 = -9399724.001300 nChanged 2 SP:Iteration 32Q (75.276641 sec): 3 clusters Score: Raw -9403384.623801 + Penalty 3660.563103 = -9399724.060698 nChanged 2 SP:Iteration 33Q (75.446392 sec): 3 clusters Score: Raw -9403384.715107 + Penalty 3660.563103 = -9399724.152004 nChanged 3 SP:Iteration 34Q (75.611060 sec): 3 clusters Score: Raw -9403385.003837 + Penalty 3660.563103 = -9399724.440734 nChanged 8 SP:Iteration 35Q (75.774373 sec): 3 clusters Score: Raw -9403385.453138 + Penalty 3660.563103 = -9399724.890035 nChanged 9 SP:Iteration 36Q (75.934789 sec): 3 clusters Score: Raw -9403385.919910 + Penalty 3660.563103 = -9399725.356806 nChanged 8 SP:Iteration 37Q (76.098469 sec): 3 clusters Score: Raw -9403386.540905 + Penalty 3660.563103 = -9399725.977801 nChanged 9 SP:Iteration 38Q (76.252991 sec): 3 clusters Score: Raw -9403387.082101 + Penalty 3660.563103 = -9399726.518998 nChanged 13 SP:Iteration 39Q (76.410593 sec): 3 clusters Score: Raw -9403388.899013 + Penalty 3660.563103 = -9399728.335910 nChanged 17 SP:Iteration 40F (76.584541 sec): 3 clusters Score: Raw -9403390.253607 + Penalty 3660.563103 = -9399729.690504 nChanged 15 SP:Iteration 41Q (76.729310 sec): 3 clusters Score: Raw -9403391.124678 + Penalty 3660.563103 = -9399730.561575 nChanged 14 SP:Iteration 42Q (76.881023 sec): 3 clusters Score: Raw -9403392.036985 + Penalty 3660.563103 = -9399731.473882 nChanged 14 SP:Iteration 43Q (77.022983 sec): 3 clusters Score: Raw -9403393.140683 + Penalty 3660.563103 = -9399732.577580 nChanged 11 SP:Iteration 44Q (77.161749 sec): 3 clusters Score: Raw -9403393.673809 + Penalty 3660.563103 = -9399733.110706 nChanged 8 SP:Iteration 45Q (77.306958 sec): 3 clusters Score: Raw -9403394.084470 + Penalty 3660.563103 = -9399733.521367 nChanged 10 SP:Iteration 46Q (77.470180 sec): 3 clusters Score: Raw -9403394.545183 + Penalty 3660.563103 = -9399733.982079 nChanged 7 SP:Iteration 47Q (77.618305 sec): 3 clusters Score: Raw -9403394.802200 + Penalty 3660.563103 = -9399734.239097 nChanged 3 SP:Iteration 48Q (77.762102 sec): 3 clusters Score: Raw -9403394.923978 + Penalty 3660.563103 = -9399734.360875 nChanged 3 SP:Iteration 49Q (77.909586 sec): 3 clusters Score: Raw -9403395.031691 + Penalty 3660.563103 = -9399734.468588 nChanged 1 SP:Iteration 50Q (78.063489 sec): 3 clusters Score: Raw -9403395.066825 + Penalty 3660.563103 = -9399734.503722 nChanged 1 SP:Iteration 51Q (78.212758 sec): 3 clusters Score: Raw -9403395.090975 + Penalty 3660.563103 = -9399734.527872 nChanged 1 SP:Iteration 52Q (78.360647 sec): 3 clusters Score: Raw -9403395.114258 + Penalty 3660.563103 = -9399734.551155 nChanged 0 SP:Iteration 53F (78.530760 sec): 3 clusters Score: Raw -9403395.114258 + Penalty 3660.563103 = -9399734.551155 nChanged 0 Score: Raw -51732912.576275 + Penalty 25327.241552 = -51707585.334723 Splitting cluster 6 changes total score from -51686396.149540 to -51707585.334723 So it's getting split into cluster 1. Trying to split cluster 7 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.292127 sec): 2 clusters Score: Raw -66865.426379 + Penalty 1072.920532 = -65792.505847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.336195 sec): 3 clusters Score: Raw -67023.982252 + Penalty 2145.841065 = -64878.141188 nChanged 251 SP:Iteration 1F (82.389141 sec): 3 clusters Score: Raw -68179.265422 + Penalty 2145.841065 = -66033.424357 nChanged 103 SP:Iteration 2F (82.418828 sec): 3 clusters Score: Raw -68812.107335 + Penalty 2145.841065 = -66666.266270 nChanged 42 SP:Iteration 3F (82.459333 sec): 3 clusters Score: Raw -69128.141584 + Penalty 2145.841065 = -66982.300519 nChanged 28 SP:Iteration 4Q (82.503606 sec): 3 clusters Score: Raw -69294.695152 + Penalty 2145.841065 = -67148.854087 nChanged 17 SP:Iteration 5Q (82.542671 sec): 3 clusters Score: Raw -69370.559618 + Penalty 2145.841065 = -67224.718553 nChanged 14 SP:Iteration 6Q (82.584140 sec): 3 clusters Score: Raw -69436.279355 + Penalty 2145.841065 = -67290.438290 nChanged 12 SP:Iteration 7Q (82.631265 sec): 3 clusters Score: Raw -69477.855743 + Penalty 2145.841065 = -67332.014678 nChanged 4 SP:Iteration 8Q (82.667803 sec): 3 clusters Score: Raw -69489.485683 + Penalty 2145.841065 = -67343.644618 nChanged 3 SP:Iteration 9Q (82.704297 sec): 3 clusters Score: Raw -69499.275184 + Penalty 2145.841065 = -67353.434119 nChanged 6 SP:Iteration 10Q (82.740062 sec): 3 clusters Score: Raw -69515.048076 + Penalty 2145.841065 = -67369.207011 nChanged 3 SP:Iteration 11Q (82.783263 sec): 3 clusters Score: Raw -69526.845808 + Penalty 2145.841065 = -67381.004743 nChanged 2 SP:Iteration 12Q (82.833874 sec): 3 clusters Score: Raw -69529.693668 + Penalty 2145.841065 = -67383.852603 nChanged 2 SP:Iteration 13Q (82.870041 sec): 3 clusters Score: Raw -69532.033488 + Penalty 2145.841065 = -67386.192423 nChanged 2 SP:Iteration 14Q (82.923669 sec): 3 clusters Score: Raw -69534.561418 + Penalty 2145.841065 = -67388.720353 nChanged 2 SP:Iteration 15Q (82.955315 sec): 3 clusters Score: Raw -69536.390971 + Penalty 2145.841065 = -67390.549907 nChanged 0 SP:Iteration 16F (82.985196 sec): 3 clusters Score: Raw -69541.208633 + Penalty 2145.841065 = -67395.367568 nChanged 1 SP:Iteration 17Q (83.028037 sec): 3 clusters Score: Raw -69547.689180 + Penalty 2145.841065 = -67401.848115 nChanged 1 SP:Iteration 18Q (83.071747 sec): 3 clusters Score: Raw -69548.765947 + Penalty 2145.841065 = -67402.924882 nChanged 0 SP:Iteration 19F (83.103238 sec): 3 clusters Score: Raw -69548.765947 + Penalty 2145.841065 = -67402.924882 nChanged 0 Score: Raw -51735595.915843 + Penalty 27437.845015 = -51708158.070828 Splitting cluster 7 changes total score from -51686396.149540 to -51708158.070828 So it's getting split into cluster 3. Trying to split cluster 10 (11085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.142555 sec): 2 clusters Score: Raw -1321192.192626 + Penalty 1513.419070 = -1319678.773556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.183947 sec): 3 clusters Score: Raw -1314876.098161 + Penalty 3026.838140 = -1311849.260021 nChanged 4809 SP:Iteration 1F (87.247774 sec): 3 clusters Score: Raw -1317775.016922 + Penalty 3026.838140 = -1314748.178782 nChanged 795 SP:Iteration 2F (87.309838 sec): 3 clusters Score: Raw -1318257.951449 + Penalty 3026.838140 = -1315231.113309 nChanged 766 SP:Iteration 3F (87.369822 sec): 3 clusters Score: Raw -1318771.620928 + Penalty 3026.838140 = -1315744.782788 nChanged 755 SP:Iteration 4F (87.419366 sec): 3 clusters Score: Raw -1319356.002903 + Penalty 3026.838140 = -1316329.164763 nChanged 730 SP:Iteration 5F (87.484600 sec): 3 clusters Score: Raw -1319941.658051 + Penalty 3026.838140 = -1316914.819912 nChanged 645 SP:Iteration 6F (87.535238 sec): 3 clusters Score: Raw -1320397.746150 + Penalty 3026.838140 = -1317370.908010 nChanged 497 SP:Iteration 7Q (87.590908 sec): 3 clusters Score: Raw -1320728.028994 + Penalty 3026.838140 = -1317701.190854 nChanged 397 SP:Iteration 8Q (87.654969 sec): 3 clusters Score: Raw -1320964.406828 + Penalty 3026.838140 = -1317937.568688 nChanged 342 SP:Iteration 9Q (87.708360 sec): 3 clusters Score: Raw -1321141.041963 + Penalty 3026.838140 = -1318114.203823 nChanged 278 SP:Iteration 10Q (87.778496 sec): 3 clusters Score: Raw -1321265.345657 + Penalty 3026.838140 = -1318238.507517 nChanged 209 SP:Iteration 11Q (87.823492 sec): 3 clusters Score: Raw -1321350.664804 + Penalty 3026.838140 = -1318323.826664 nChanged 145 SP:Iteration 12Q (87.885166 sec): 3 clusters Score: Raw -1321397.518142 + Penalty 3026.838140 = -1318370.680002 nChanged 116 SP:Iteration 13Q (87.936010 sec): 3 clusters Score: Raw -1321438.965777 + Penalty 3026.838140 = -1318412.127637 nChanged 110 SP:Iteration 14Q (87.999409 sec): 3 clusters Score: Raw -1321471.569309 + Penalty 3026.838140 = -1318444.731169 nChanged 90 SP:Iteration 15Q (88.062653 sec): 3 clusters Score: Raw -1321498.355634 + Penalty 3026.838140 = -1318471.517495 nChanged 94 SP:Iteration 16Q (88.119322 sec): 3 clusters Score: Raw -1321530.286482 + Penalty 3026.838140 = -1318503.448342 nChanged 93 SP:Iteration 17Q (88.179680 sec): 3 clusters Score: Raw -1321558.151052 + Penalty 3026.838140 = -1318531.312912 nChanged 81 SP:Iteration 18Q (88.232246 sec): 3 clusters Score: Raw -1321581.526989 + Penalty 3026.838140 = -1318554.688849 nChanged 94 SP:Iteration 19Q (88.309458 sec): 3 clusters Score: Raw -1321610.268665 + Penalty 3026.838140 = -1318583.430525 nChanged 78 SP:Iteration 20F (88.360231 sec): 3 clusters Score: Raw -1321635.980950 + Penalty 3026.838140 = -1318609.142810 nChanged 71 SP:Iteration 21Q (88.415219 sec): 3 clusters Score: Raw -1321655.961983 + Penalty 3026.838140 = -1318629.123844 nChanged 56 SP:Iteration 22Q (88.479623 sec): 3 clusters Score: Raw -1321669.097633 + Penalty 3026.838140 = -1318642.259493 nChanged 47 SP:Iteration 23Q (88.542925 sec): 3 clusters Score: Raw -1321680.882020 + Penalty 3026.838140 = -1318654.043880 nChanged 48 SP:Iteration 24Q (88.599237 sec): 3 clusters Score: Raw -1321695.798479 + Penalty 3026.838140 = -1318668.960339 nChanged 47 SP:Iteration 25Q (88.661039 sec): 3 clusters Score: Raw -1321716.412645 + Penalty 3026.838140 = -1318689.574505 nChanged 62 SP:Iteration 26Q (88.722811 sec): 3 clusters Score: Raw -1321742.286745 + Penalty 3026.838140 = -1318715.448605 nChanged 71 SP:Iteration 27Q (88.783130 sec): 3 clusters Score: Raw -1321775.644910 + Penalty 3026.838140 = -1318748.806770 nChanged 68 SP:Iteration 28Q (88.840642 sec): 3 clusters Score: Raw -1321804.519411 + Penalty 3026.838140 = -1318777.681271 nChanged 69 SP:Iteration 29Q (88.905388 sec): 3 clusters Score: Raw -1321837.198598 + Penalty 3026.838140 = -1318810.360459 nChanged 70 SP:Iteration 30Q (88.966520 sec): 3 clusters Score: Raw -1321869.624574 + Penalty 3026.838140 = -1318842.786435 nChanged 72 SP:Iteration 31Q (89.023896 sec): 3 clusters Score: Raw -1321897.415592 + Penalty 3026.838140 = -1318870.577453 nChanged 63 SP:Iteration 32Q (89.082675 sec): 3 clusters Score: Raw -1321916.289772 + Penalty 3026.838140 = -1318889.451632 nChanged 42 SP:Iteration 33Q (89.133399 sec): 3 clusters Score: Raw -1321926.643395 + Penalty 3026.838140 = -1318899.805256 nChanged 41 SP:Iteration 34Q (89.184949 sec): 3 clusters Score: Raw -1321934.809768 + Penalty 3026.838140 = -1318907.971628 nChanged 29 SP:Iteration 35Q (89.241453 sec): 3 clusters Score: Raw -1321941.041937 + Penalty 3026.838140 = -1318914.203797 nChanged 30 SP:Iteration 36Q (89.297372 sec): 3 clusters Score: Raw -1321946.688688 + Penalty 3026.838140 = -1318919.850549 nChanged 22 SP:Iteration 37Q (89.362009 sec): 3 clusters Score: Raw -1321950.851388 + Penalty 3026.838140 = -1318924.013249 nChanged 14 SP:Iteration 38Q (89.432660 sec): 3 clusters Score: Raw -1321952.895038 + Penalty 3026.838140 = -1318926.056898 nChanged 6 SP:Iteration 39Q (89.479910 sec): 3 clusters Score: Raw -1321954.018224 + Penalty 3026.838140 = -1318927.180084 nChanged 6 SP:Iteration 40F (89.504349 sec): 3 clusters Score: Raw -1321954.664071 + Penalty 3026.838140 = -1318927.825932 nChanged 3 SP:Iteration 41Q (89.567378 sec): 3 clusters Score: Raw -1321954.923392 + Penalty 3026.838140 = -1318928.085253 nChanged 1 SP:Iteration 42Q (89.629653 sec): 3 clusters Score: Raw -1321954.991858 + Penalty 3026.838140 = -1318928.153719 nChanged 0 SP:Iteration 43F (89.694739 sec): 3 clusters Score: Raw -1321954.991858 + Penalty 3026.838140 = -1318928.153719 nChanged 0 Trying to split cluster 12 (1215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.719746 sec): 2 clusters Score: Raw -134481.518747 + Penalty 1154.156145 = -133327.362601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.769071 sec): 3 clusters Score: Raw -134221.640132 + Penalty 2308.312291 = -131913.327842 nChanged 408 SP:Iteration 1F (89.803241 sec): 3 clusters Score: Raw -135089.385937 + Penalty 2308.312291 = -132781.073647 nChanged 223 SP:Iteration 2F (89.838676 sec): 3 clusters Score: Raw -135748.460521 + Penalty 2308.312291 = -133440.148230 nChanged 150 SP:Iteration 3F (89.878998 sec): 3 clusters Score: Raw -136083.249330 + Penalty 2308.312291 = -133774.937039 nChanged 60 SP:Iteration 4Q (89.935487 sec): 3 clusters Score: Raw -136234.347105 + Penalty 2308.312291 = -133926.034814 nChanged 24 SP:Iteration 5Q (89.974023 sec): 3 clusters Score: Raw -136293.169302 + Penalty 2308.312291 = -133984.857012 nChanged 17 SP:Iteration 6Q (90.007821 sec): 3 clusters Score: Raw -136310.735886 + Penalty 2308.312291 = -134002.423596 nChanged 9 SP:Iteration 7Q (90.040718 sec): 3 clusters Score: Raw -136319.921981 + Penalty 2308.312291 = -134011.609691 nChanged 4 SP:Iteration 8Q (90.084084 sec): 3 clusters Score: Raw -136322.065314 + Penalty 2308.312291 = -134013.753023 nChanged 1 SP:Iteration 9Q (90.120984 sec): 3 clusters Score: Raw -136323.914438 + Penalty 2308.312291 = -134015.602148 nChanged 1 SP:Iteration 10Q (90.155069 sec): 3 clusters Score: Raw -136325.185062 + Penalty 2308.312291 = -134016.872771 nChanged 1 SP:Iteration 11Q (90.205600 sec): 3 clusters Score: Raw -136326.125722 + Penalty 2308.312291 = -134017.813431 nChanged 1 SP:Iteration 12Q (90.256356 sec): 3 clusters Score: Raw -136326.334228 + Penalty 2308.312291 = -134018.021938 nChanged 0 SP:Iteration 13F (90.303128 sec): 3 clusters Score: Raw -136326.334228 + Penalty 2308.312291 = -134018.021938 nChanged 0 Score: Raw -51737440.731325 + Penalty 29548.448478 = -51707892.282847 Splitting cluster 12 changes total score from -51686396.149540 to -51707892.282847 So it's getting split into cluster 4. Trying to split cluster 14 (220722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.298256 sec): 2 clusters Score: Raw -26801714.233941 + Penalty 1999.507131 = -26799714.726809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.741317 sec): 3 clusters Score: Raw -26655653.481551 + Penalty 3999.014263 = -26651654.467289 nChanged 107056 SP:Iteration 1F (96.176453 sec): 3 clusters Score: Raw -26720743.753907 + Penalty 3999.014263 = -26716744.739644 nChanged 9370 SP:Iteration 2Q (96.652475 sec): 3 clusters Score: Raw -26724902.041610 + Penalty 3999.014263 = -26720903.027347 nChanged 12172 SP:Iteration 3F (97.054079 sec): 3 clusters Score: Raw -26732462.661385 + Penalty 3999.014263 = -26728463.647122 nChanged 15720 SP:Iteration 4F (97.465403 sec): 3 clusters Score: Raw -26744988.651473 + Penalty 3999.014263 = -26740989.637210 nChanged 18474 SP:Iteration 5F (97.863038 sec): 3 clusters Score: Raw -26761866.605554 + Penalty 3999.014263 = -26757867.591291 nChanged 18896 SP:Iteration 6F (98.292343 sec): 3 clusters Score: Raw -26778820.440591 + Penalty 3999.014263 = -26774821.426328 nChanged 15421 SP:Iteration 7F (98.730777 sec): 3 clusters Score: Raw -26790892.091638 + Penalty 3999.014263 = -26786893.077375 nChanged 11106 SP:Iteration 8F (99.168841 sec): 3 clusters Score: Raw -26798350.421514 + Penalty 3999.014263 = -26794351.407252 nChanged 8261 SP:Iteration 9Q (99.581181 sec): 3 clusters Score: Raw -26803651.181526 + Penalty 3999.014263 = -26799652.167263 nChanged 6904 SP:Iteration 10Q (100.022584 sec): 3 clusters Score: Raw -26808367.934749 + Penalty 3999.014263 = -26804368.920486 nChanged 6335 SP:Iteration 11Q (100.458077 sec): 3 clusters Score: Raw -26813028.667402 + Penalty 3999.014263 = -26809029.653140 nChanged 6091 SP:Iteration 12Q (100.888654 sec): 3 clusters Score: Raw -26817964.342064 + Penalty 3999.014263 = -26813965.327801 nChanged 6003 SP:Iteration 13Q (101.315529 sec): 3 clusters Score: Raw -26823100.114011 + Penalty 3999.014263 = -26819101.099748 nChanged 5738 SP:Iteration 14Q (101.717323 sec): 3 clusters Score: Raw -26827624.671782 + Penalty 3999.014263 = -26823625.657520 nChanged 4944 SP:Iteration 15Q (102.125019 sec): 3 clusters Score: Raw -26830664.756462 + Penalty 3999.014263 = -26826665.742199 nChanged 3877 SP:Iteration 16Q (102.569185 sec): 3 clusters Score: Raw -26832429.881540 + Penalty 3999.014263 = -26828430.867277 nChanged 2889 SP:Iteration 17Q (102.965434 sec): 3 clusters Score: Raw -26833407.882108 + Penalty 3999.014263 = -26829408.867845 nChanged 2015 SP:Iteration 18Q (103.359973 sec): 3 clusters Score: Raw -26833942.007367 + Penalty 3999.014263 = -26829942.993104 nChanged 1390 SP:Iteration 19Q (103.759176 sec): 3 clusters Score: Raw -26834244.291932 + Penalty 3999.014263 = -26830245.277669 nChanged 979 SP:Iteration 20F (104.164696 sec): 3 clusters Score: Raw -26834947.416396 + Penalty 3999.014263 = -26830948.402133 nChanged 1083 SP:Iteration 21Q (104.602433 sec): 3 clusters Score: Raw -26835534.508308 + Penalty 3999.014263 = -26831535.494046 nChanged 1184 SP:Iteration 22Q (105.023021 sec): 3 clusters Score: Raw -26836052.606555 + Penalty 3999.014263 = -26832053.592292 nChanged 1092 SP:Iteration 23Q (105.448194 sec): 3 clusters Score: Raw -26836469.243143 + Penalty 3999.014263 = -26832470.228880 nChanged 987 SP:Iteration 24Q (105.872244 sec): 3 clusters Score: Raw -26836827.073427 + Penalty 3999.014263 = -26832828.059164 nChanged 944 SP:Iteration 25Q (106.274271 sec): 3 clusters Score: Raw -26837137.960625 + Penalty 3999.014263 = -26833138.946363 nChanged 893 SP:Iteration 26Q (106.669671 sec): 3 clusters Score: Raw -26837391.380106 + Penalty 3999.014263 = -26833392.365843 nChanged 807 SP:Iteration 27Q (107.054948 sec): 3 clusters Score: Raw -26837568.155916 + Penalty 3999.014263 = -26833569.141653 nChanged 697 SP:Iteration 28Q (107.481607 sec): 3 clusters Score: Raw -26837679.452334 + Penalty 3999.014263 = -26833680.438071 nChanged 560 SP:Iteration 29Q (107.868769 sec): 3 clusters Score: Raw -26837748.723148 + Penalty 3999.014263 = -26833749.708885 nChanged 501 SP:Iteration 30Q (108.266226 sec): 3 clusters Score: Raw -26837796.762429 + Penalty 3999.014263 = -26833797.748166 nChanged 399 SP:Iteration 31Q (108.688223 sec): 3 clusters Score: Raw -26837826.937892 + Penalty 3999.014263 = -26833827.923630 nChanged 322 SP:Iteration 32Q (109.108042 sec): 3 clusters Score: Raw -26837846.568484 + Penalty 3999.014263 = -26833847.554221 nChanged 267 SP:Iteration 33Q (109.530360 sec): 3 clusters Score: Raw -26837859.490492 + Penalty 3999.014263 = -26833860.476229 nChanged 211 SP:Iteration 34Q (109.965006 sec): 3 clusters Score: Raw -26837867.251652 + Penalty 3999.014263 = -26833868.237390 nChanged 151 SP:Iteration 35Q (110.369909 sec): 3 clusters Score: Raw -26837871.270834 + Penalty 3999.014263 = -26833872.256571 nChanged 105 SP:Iteration 36Q (110.793492 sec): 3 clusters Score: Raw -26837873.623274 + Penalty 3999.014263 = -26833874.609011 nChanged 85 SP:Iteration 37Q (111.207862 sec): 3 clusters Score: Raw -26837875.303627 + Penalty 3999.014263 = -26833876.289364 nChanged 62 SP:Iteration 38Q (111.582265 sec): 3 clusters Score: Raw -26837876.318836 + Penalty 3999.014263 = -26833877.304573 nChanged 44 SP:Iteration 39Q (111.979466 sec): 3 clusters Score: Raw -26837877.001838 + Penalty 3999.014263 = -26833877.987575 nChanged 43 SP:Iteration 40F (112.431938 sec): 3 clusters Score: Raw -26837877.555123 + Penalty 3999.014263 = -26833878.540860 nChanged 39 SP:Iteration 41Q (112.859379 sec): 3 clusters Score: Raw -26837878.019214 + Penalty 3999.014263 = -26833879.004951 nChanged 34 SP:Iteration 42Q (113.291116 sec): 3 clusters Score: Raw -26837878.351459 + Penalty 3999.014263 = -26833879.337196 nChanged 28 SP:Iteration 43Q (113.706348 sec): 3 clusters Score: Raw -26837878.604887 + Penalty 3999.014263 = -26833879.590624 nChanged 20 SP:Iteration 44Q (114.094248 sec): 3 clusters Score: Raw -26837878.806614 + Penalty 3999.014263 = -26833879.792351 nChanged 20 SP:Iteration 45Q (114.523443 sec): 3 clusters Score: Raw -26837878.949112 + Penalty 3999.014263 = -26833879.934850 nChanged 10 SP:Iteration 46Q (114.895659 sec): 3 clusters Score: Raw -26837878.998398 + Penalty 3999.014263 = -26833879.984135 nChanged 10 SP:Iteration 47Q (115.273023 sec): 3 clusters Score: Raw -26837879.073254 + Penalty 3999.014263 = -26833880.058991 nChanged 13 SP:Iteration 48Q (115.705047 sec): 3 clusters Score: Raw -26837879.169262 + Penalty 3999.014263 = -26833880.154999 nChanged 13 SP:Iteration 49Q (116.082313 sec): 3 clusters Score: Raw -26837879.259862 + Penalty 3999.014263 = -26833880.245599 nChanged 12 SP:Iteration 50Q (116.495147 sec): 3 clusters Score: Raw -26837879.334318 + Penalty 3999.014263 = -26833880.320055 nChanged 8 SP:Iteration 51Q (116.875103 sec): 3 clusters Score: Raw -26837879.371967 + Penalty 3999.014263 = -26833880.357704 nChanged 9 SP:Iteration 52Q (117.259211 sec): 3 clusters Score: Raw -26837879.419654 + Penalty 3999.014263 = -26833880.405391 nChanged 5 SP:Iteration 53Q (117.678947 sec): 3 clusters Score: Raw -26837879.443110 + Penalty 3999.014263 = -26833880.428848 nChanged 6 SP:Iteration 54Q (118.101687 sec): 3 clusters Score: Raw -26837879.469653 + Penalty 3999.014263 = -26833880.455390 nChanged 4 SP:Iteration 55Q (118.519678 sec): 3 clusters Score: Raw -26837879.486128 + Penalty 3999.014263 = -26833880.471865 nChanged 3 SP:Iteration 56Q (118.904479 sec): 3 clusters Score: Raw -26837879.497935 + Penalty 3999.014263 = -26833880.483672 nChanged 2 SP:Iteration 57Q (119.324935 sec): 3 clusters Score: Raw -26837879.508366 + Penalty 3999.014263 = -26833880.494103 nChanged 0 SP:Iteration 58F (119.764037 sec): 3 clusters Score: Raw -26837879.508366 + Penalty 3999.014263 = -26833880.494103 nChanged 0 Score: Raw -51773606.005748 + Penalty 31659.051940 = -51741946.953808 Splitting cluster 14 changes total score from -51686396.149540 to -51741946.953808 So it's getting split into cluster 8. Trying to split cluster 15 (11062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (124.392367 sec): 2 clusters Score: Raw -1220952.164150 + Penalty 1513.081552 = -1219439.082598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (124.453807 sec): 3 clusters Score: Raw -1214617.615080 + Penalty 3026.163104 = -1211591.451975 nChanged 4875 SP:Iteration 1F (124.507388 sec): 3 clusters Score: Raw -1217535.467062 + Penalty 3026.163104 = -1214509.303957 nChanged 816 SP:Iteration 2F (124.565804 sec): 3 clusters Score: Raw -1218118.353542 + Penalty 3026.163104 = -1215092.190438 nChanged 795 SP:Iteration 3F (124.635701 sec): 3 clusters Score: Raw -1218773.770171 + Penalty 3026.163104 = -1215747.607067 nChanged 842 SP:Iteration 4F (124.689085 sec): 3 clusters Score: Raw -1219547.055934 + Penalty 3026.163104 = -1216520.892829 nChanged 860 SP:Iteration 5F (124.746966 sec): 3 clusters Score: Raw -1220436.181181 + Penalty 3026.163104 = -1217410.018076 nChanged 852 SP:Iteration 6F (124.802005 sec): 3 clusters Score: Raw -1221429.437669 + Penalty 3026.163104 = -1218403.274565 nChanged 777 SP:Iteration 7F (124.853434 sec): 3 clusters Score: Raw -1222349.398349 + Penalty 3026.163104 = -1219323.235245 nChanged 611 SP:Iteration 8F (124.907439 sec): 3 clusters Score: Raw -1222905.081310 + Penalty 3026.163104 = -1219878.918206 nChanged 392 SP:Iteration 9Q (124.970063 sec): 3 clusters Score: Raw -1223197.078874 + Penalty 3026.163104 = -1220170.915769 nChanged 266 SP:Iteration 10Q (125.038834 sec): 3 clusters Score: Raw -1223357.458537 + Penalty 3026.163104 = -1220331.295432 nChanged 189 SP:Iteration 11Q (125.097817 sec): 3 clusters Score: Raw -1223453.153546 + Penalty 3026.163104 = -1220426.990442 nChanged 130 SP:Iteration 12Q (125.152300 sec): 3 clusters Score: Raw -1223525.792962 + Penalty 3026.163104 = -1220499.629857 nChanged 81 SP:Iteration 13Q (125.211511 sec): 3 clusters Score: Raw -1223572.033478 + Penalty 3026.163104 = -1220545.870373 nChanged 78 SP:Iteration 14Q (125.263608 sec): 3 clusters Score: Raw -1223624.321048 + Penalty 3026.163104 = -1220598.157943 nChanged 73 SP:Iteration 15Q (125.331609 sec): 3 clusters Score: Raw -1223691.580726 + Penalty 3026.163104 = -1220665.417622 nChanged 54 SP:Iteration 16Q (125.382800 sec): 3 clusters Score: Raw -1223740.784146 + Penalty 3026.163104 = -1220714.621042 nChanged 61 SP:Iteration 17Q (125.452766 sec): 3 clusters Score: Raw -1223778.594318 + Penalty 3026.163104 = -1220752.431213 nChanged 38 SP:Iteration 18Q (125.495815 sec): 3 clusters Score: Raw -1223798.989433 + Penalty 3026.163104 = -1220772.826329 nChanged 35 SP:Iteration 19Q (125.545456 sec): 3 clusters Score: Raw -1223822.923595 + Penalty 3026.163104 = -1220796.760491 nChanged 36 SP:Iteration 20F (125.611573 sec): 3 clusters Score: Raw -1223858.226422 + Penalty 3026.163104 = -1220832.063318 nChanged 30 SP:Iteration 21Q (125.665935 sec): 3 clusters Score: Raw -1223873.975037 + Penalty 3026.163104 = -1220847.811933 nChanged 29 SP:Iteration 22Q (125.718518 sec): 3 clusters Score: Raw -1223890.147749 + Penalty 3026.163104 = -1220863.984645 nChanged 32 SP:Iteration 23Q (125.772270 sec): 3 clusters Score: Raw -1223912.455654 + Penalty 3026.163104 = -1220886.292550 nChanged 30 SP:Iteration 24Q (125.832492 sec): 3 clusters Score: Raw -1223930.606547 + Penalty 3026.163104 = -1220904.443443 nChanged 27 SP:Iteration 25Q (125.889433 sec): 3 clusters Score: Raw -1223942.465330 + Penalty 3026.163104 = -1220916.302226 nChanged 34 SP:Iteration 26Q (125.946257 sec): 3 clusters Score: Raw -1223965.302407 + Penalty 3026.163104 = -1220939.139303 nChanged 30 SP:Iteration 27Q (125.999793 sec): 3 clusters Score: Raw -1223989.838698 + Penalty 3026.163104 = -1220963.675594 nChanged 29 SP:Iteration 28Q (126.062666 sec): 3 clusters Score: Raw -1224017.977065 + Penalty 3026.163104 = -1220991.813961 nChanged 36 SP:Iteration 29Q (126.125464 sec): 3 clusters Score: Raw -1224080.655493 + Penalty 3026.163104 = -1221054.492389 nChanged 33 SP:Iteration 30Q (126.168270 sec): 3 clusters Score: Raw -1224136.253883 + Penalty 3026.163104 = -1221110.090778 nChanged 18 SP:Iteration 31Q (126.222727 sec): 3 clusters Score: Raw -1224168.205071 + Penalty 3026.163104 = -1221142.041966 nChanged 7 SP:Iteration 32Q (126.280462 sec): 3 clusters Score: Raw -1224172.006717 + Penalty 3026.163104 = -1221145.843613 nChanged 2 SP:Iteration 33Q (126.331832 sec): 3 clusters Score: Raw -1224172.390113 + Penalty 3026.163104 = -1221146.227009 nChanged 2 SP:Iteration 34Q (126.392588 sec): 3 clusters Score: Raw -1224172.728386 + Penalty 3026.163104 = -1221146.565282 nChanged 1 SP:Iteration 35Q (126.450668 sec): 3 clusters Score: Raw -1224173.269700 + Penalty 3026.163104 = -1221147.106595 nChanged 1 SP:Iteration 36Q (126.501831 sec): 3 clusters Score: Raw -1224173.452465 + Penalty 3026.163104 = -1221147.289361 nChanged 0 SP:Iteration 37F (126.559004 sec): 3 clusters Score: Raw -1224173.452465 + Penalty 3026.163104 = -1221147.289361 nChanged 0 Score: Raw -51776827.294063 + Penalty 33769.655403 = -51743057.638660 Splitting cluster 15 changes total score from -51686396.149540 to -51743057.638660 So it's getting split into cluster 9. Trying to split cluster 16 (39194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.617233 sec): 2 clusters Score: Raw -4567400.139625 + Penalty 1718.645330 = -4565681.494295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.728211 sec): 3 clusters Score: Raw -4542828.032285 + Penalty 3437.290660 = -4539390.741625 nChanged 18331 SP:Iteration 1F (131.821508 sec): 3 clusters Score: Raw -4553815.769725 + Penalty 3437.290660 = -4550378.479065 nChanged 2320 SP:Iteration 2F (131.948762 sec): 3 clusters Score: Raw -4555116.210268 + Penalty 3437.290660 = -4551678.919608 nChanged 2528 SP:Iteration 3F (132.062595 sec): 3 clusters Score: Raw -4556613.671601 + Penalty 3437.290660 = -4553176.380941 nChanged 2672 SP:Iteration 4F (132.178959 sec): 3 clusters Score: Raw -4558444.437445 + Penalty 3437.290660 = -4555007.146785 nChanged 2890 SP:Iteration 5F (132.269669 sec): 3 clusters Score: Raw -4560755.706522 + Penalty 3437.290660 = -4557318.415862 nChanged 2791 SP:Iteration 6F (132.379916 sec): 3 clusters Score: Raw -4562970.232686 + Penalty 3437.290660 = -4559532.942027 nChanged 2388 SP:Iteration 7F (132.478232 sec): 3 clusters Score: Raw -4564539.255691 + Penalty 3437.290660 = -4561101.965031 nChanged 1739 SP:Iteration 8Q (132.589920 sec): 3 clusters Score: Raw -4565398.970128 + Penalty 3437.290660 = -4561961.679468 nChanged 1177 SP:Iteration 9Q (132.696290 sec): 3 clusters Score: Raw -4565807.739992 + Penalty 3437.290660 = -4562370.449333 nChanged 778 SP:Iteration 10Q (132.805760 sec): 3 clusters Score: Raw -4566021.248224 + Penalty 3437.290660 = -4562583.957564 nChanged 522 SP:Iteration 11Q (132.918056 sec): 3 clusters Score: Raw -4566149.081262 + Penalty 3437.290660 = -4562711.790603 nChanged 443 SP:Iteration 12Q (133.012181 sec): 3 clusters Score: Raw -4566259.134496 + Penalty 3437.290660 = -4562821.843836 nChanged 414 SP:Iteration 13Q (133.142513 sec): 3 clusters Score: Raw -4566375.715626 + Penalty 3437.290660 = -4562938.424967 nChanged 428 SP:Iteration 14Q (133.244040 sec): 3 clusters Score: Raw -4566503.455952 + Penalty 3437.290660 = -4563066.165292 nChanged 442 SP:Iteration 15Q (133.333225 sec): 3 clusters Score: Raw -4566652.381138 + Penalty 3437.290660 = -4563215.090479 nChanged 470 SP:Iteration 16Q (133.448381 sec): 3 clusters Score: Raw -4566856.059167 + Penalty 3437.290660 = -4563418.768508 nChanged 518 SP:Iteration 17Q (133.557903 sec): 3 clusters Score: Raw -4567146.468463 + Penalty 3437.290660 = -4563709.177803 nChanged 551 SP:Iteration 18Q (133.676569 sec): 3 clusters Score: Raw -4567540.537564 + Penalty 3437.290660 = -4564103.246905 nChanged 537 SP:Iteration 19Q (133.771046 sec): 3 clusters Score: Raw -4567941.773117 + Penalty 3437.290660 = -4564504.482457 nChanged 532 SP:Iteration 20F (133.882970 sec): 3 clusters Score: Raw -4568265.389764 + Penalty 3437.290660 = -4564828.099104 nChanged 460 SP:Iteration 21Q (133.973086 sec): 3 clusters Score: Raw -4568458.838124 + Penalty 3437.290660 = -4565021.547464 nChanged 370 SP:Iteration 22Q (134.093572 sec): 3 clusters Score: Raw -4568577.244038 + Penalty 3437.290660 = -4565139.953379 nChanged 296 SP:Iteration 23Q (134.185888 sec): 3 clusters Score: Raw -4568653.708872 + Penalty 3437.290660 = -4565216.418213 nChanged 229 SP:Iteration 24Q (134.306196 sec): 3 clusters Score: Raw -4568700.405011 + Penalty 3437.290660 = -4565263.114352 nChanged 178 SP:Iteration 25Q (134.419941 sec): 3 clusters Score: Raw -4568731.048511 + Penalty 3437.290660 = -4565293.757852 nChanged 168 SP:Iteration 26Q (134.516488 sec): 3 clusters Score: Raw -4568756.538830 + Penalty 3437.290660 = -4565319.248170 nChanged 145 SP:Iteration 27Q (134.616133 sec): 3 clusters Score: Raw -4568775.052736 + Penalty 3437.290660 = -4565337.762077 nChanged 118 SP:Iteration 28Q (134.713285 sec): 3 clusters Score: Raw -4568789.100894 + Penalty 3437.290660 = -4565351.810234 nChanged 100 SP:Iteration 29Q (134.806691 sec): 3 clusters Score: Raw -4568802.290768 + Penalty 3437.290660 = -4565365.000109 nChanged 98 SP:Iteration 30Q (134.908060 sec): 3 clusters Score: Raw -4568814.890073 + Penalty 3437.290660 = -4565377.599413 nChanged 107 SP:Iteration 31Q (135.021292 sec): 3 clusters Score: Raw -4568827.305517 + Penalty 3437.290660 = -4565390.014858 nChanged 84 SP:Iteration 32Q (135.128956 sec): 3 clusters Score: Raw -4568835.405337 + Penalty 3437.290660 = -4565398.114677 nChanged 63 SP:Iteration 33Q (135.231927 sec): 3 clusters Score: Raw -4568841.197471 + Penalty 3437.290660 = -4565403.906812 nChanged 57 SP:Iteration 34Q (135.335481 sec): 3 clusters Score: Raw -4568845.907449 + Penalty 3437.290660 = -4565408.616790 nChanged 49 SP:Iteration 35Q (135.445826 sec): 3 clusters Score: Raw -4568849.797614 + Penalty 3437.290660 = -4565412.506954 nChanged 55 SP:Iteration 36Q (135.545800 sec): 3 clusters Score: Raw -4568854.165083 + Penalty 3437.290660 = -4565416.874423 nChanged 52 SP:Iteration 37Q (135.655078 sec): 3 clusters Score: Raw -4568858.781182 + Penalty 3437.290660 = -4565421.490522 nChanged 57 SP:Iteration 38Q (135.746611 sec): 3 clusters Score: Raw -4568865.057231 + Penalty 3437.290660 = -4565427.766571 nChanged 54 SP:Iteration 39Q (135.843756 sec): 3 clusters Score: Raw -4568870.191123 + Penalty 3437.290660 = -4565432.900463 nChanged 47 SP:Iteration 40F (135.956749 sec): 3 clusters Score: Raw -4568874.166778 + Penalty 3437.290660 = -4565436.876118 nChanged 50 SP:Iteration 41Q (136.069743 sec): 3 clusters Score: Raw -4568878.814480 + Penalty 3437.290660 = -4565441.523820 nChanged 40 SP:Iteration 42Q (136.165291 sec): 3 clusters Score: Raw -4568881.834724 + Penalty 3437.290660 = -4565444.544064 nChanged 38 SP:Iteration 43Q (136.270852 sec): 3 clusters Score: Raw -4568885.016397 + Penalty 3437.290660 = -4565447.725737 nChanged 36 SP:Iteration 44Q (136.378116 sec): 3 clusters Score: Raw -4568888.658621 + Penalty 3437.290660 = -4565451.367961 nChanged 40 SP:Iteration 45Q (136.471451 sec): 3 clusters Score: Raw -4568892.170377 + Penalty 3437.290660 = -4565454.879718 nChanged 45 SP:Iteration 46Q (136.579125 sec): 3 clusters Score: Raw -4568896.309591 + Penalty 3437.290660 = -4565459.018931 nChanged 36 SP:Iteration 47Q (136.654561 sec): 3 clusters Score: Raw -4568899.497651 + Penalty 3437.290660 = -4565462.206992 nChanged 37 SP:Iteration 48Q (136.778496 sec): 3 clusters Score: Raw -4568902.803315 + Penalty 3437.290660 = -4565465.512656 nChanged 33 SP:Iteration 49Q (136.851636 sec): 3 clusters Score: Raw -4568905.261311 + Penalty 3437.290660 = -4565467.970652 nChanged 38 SP:Iteration 50Q (136.963856 sec): 3 clusters Score: Raw -4568907.980829 + Penalty 3437.290660 = -4565470.690169 nChanged 23 SP:Iteration 51Q (137.071716 sec): 3 clusters Score: Raw -4568909.695985 + Penalty 3437.290660 = -4565472.405325 nChanged 27 SP:Iteration 52Q (137.167432 sec): 3 clusters Score: Raw -4568912.148912 + Penalty 3437.290660 = -4565474.858252 nChanged 27 SP:Iteration 53Q (137.276254 sec): 3 clusters Score: Raw -4568914.066723 + Penalty 3437.290660 = -4565476.776064 nChanged 24 SP:Iteration 54Q (137.390726 sec): 3 clusters Score: Raw -4568915.607170 + Penalty 3437.290660 = -4565478.316510 nChanged 19 SP:Iteration 55Q (137.486322 sec): 3 clusters Score: Raw -4568916.978204 + Penalty 3437.290660 = -4565479.687545 nChanged 18 SP:Iteration 56Q (137.592706 sec): 3 clusters Score: Raw -4568918.263578 + Penalty 3437.290660 = -4565480.972918 nChanged 13 SP:Iteration 57Q (137.692704 sec): 3 clusters Score: Raw -4568919.151769 + Penalty 3437.290660 = -4565481.861110 nChanged 12 SP:Iteration 58Q (137.794723 sec): 3 clusters Score: Raw -4568919.882688 + Penalty 3437.290660 = -4565482.592028 nChanged 18 SP:Iteration 59Q (137.895339 sec): 3 clusters Score: Raw -4568921.000308 + Penalty 3437.290660 = -4565483.709648 nChanged 16 SP:Iteration 60F (138.004523 sec): 3 clusters Score: Raw -4568921.866563 + Penalty 3437.290660 = -4565484.575903 nChanged 12 SP:Iteration 61Q (138.103350 sec): 3 clusters Score: Raw -4568922.823241 + Penalty 3437.290660 = -4565485.532581 nChanged 12 SP:Iteration 62Q (138.209771 sec): 3 clusters Score: Raw -4568923.904777 + Penalty 3437.290660 = -4565486.614117 nChanged 16 SP:Iteration 63Q (138.323534 sec): 3 clusters Score: Raw -4568924.917563 + Penalty 3437.290660 = -4565487.626904 nChanged 16 SP:Iteration 64Q (138.419952 sec): 3 clusters Score: Raw -4568925.935196 + Penalty 3437.290660 = -4565488.644536 nChanged 13 SP:Iteration 65Q (138.537646 sec): 3 clusters Score: Raw -4568926.723375 + Penalty 3437.290660 = -4565489.432715 nChanged 7 SP:Iteration 66Q (138.637430 sec): 3 clusters Score: Raw -4568927.191997 + Penalty 3437.290660 = -4565489.901338 nChanged 8 SP:Iteration 67Q (138.744371 sec): 3 clusters Score: Raw -4568927.569703 + Penalty 3437.290660 = -4565490.279043 nChanged 6 SP:Iteration 68Q (138.862514 sec): 3 clusters Score: Raw -4568927.852772 + Penalty 3437.290660 = -4565490.562112 nChanged 6 SP:Iteration 69Q (138.966203 sec): 3 clusters Score: Raw -4568928.124986 + Penalty 3437.290660 = -4565490.834326 nChanged 2 SP:Iteration 70Q (139.073360 sec): 3 clusters Score: Raw -4568928.170937 + Penalty 3437.290660 = -4565490.880278 nChanged 0 SP:Iteration 71F (139.169688 sec): 3 clusters Score: Raw -4568928.170937 + Penalty 3437.290660 = -4565490.880278 nChanged 0 Trying to split cluster 17 (61131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.263514 sec): 2 clusters Score: Raw -7139600.754826 + Penalty 1790.875837 = -7137809.878989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.404967 sec): 3 clusters Score: Raw -7100554.308335 + Penalty 3581.751674 = -7096972.556661 nChanged 28829 SP:Iteration 1F (139.546027 sec): 3 clusters Score: Raw -7117087.674800 + Penalty 3581.751674 = -7113505.923126 nChanged 2646 SP:Iteration 2Q (139.692819 sec): 3 clusters Score: Raw -7117956.571860 + Penalty 3581.751674 = -7114374.820186 nChanged 2698 SP:Iteration 3Q (139.860446 sec): 3 clusters Score: Raw -7118996.458338 + Penalty 3581.751674 = -7115414.706664 nChanged 3035 SP:Iteration 4Q (140.017347 sec): 3 clusters Score: Raw -7120389.878330 + Penalty 3581.751674 = -7116808.126656 nChanged 3460 SP:Iteration 5F (140.172785 sec): 3 clusters Score: Raw -7122331.350456 + Penalty 3581.751674 = -7118749.598782 nChanged 3955 SP:Iteration 6F (140.313604 sec): 3 clusters Score: Raw -7125013.807231 + Penalty 3581.751674 = -7121432.055557 nChanged 4283 SP:Iteration 7F (140.458028 sec): 3 clusters Score: Raw -7128382.552824 + Penalty 3581.751674 = -7124800.801150 nChanged 4107 SP:Iteration 8F (140.603288 sec): 3 clusters Score: Raw -7131866.520082 + Penalty 3581.751674 = -7128284.768408 nChanged 3381 SP:Iteration 9F (140.749795 sec): 3 clusters Score: Raw -7134816.542505 + Penalty 3581.751674 = -7131234.790831 nChanged 2506 SP:Iteration 10Q (140.903918 sec): 3 clusters Score: Raw -7137012.301057 + Penalty 3581.751674 = -7133430.549383 nChanged 1762 SP:Iteration 11Q (141.054177 sec): 3 clusters Score: Raw -7138445.036891 + Penalty 3581.751674 = -7134863.285217 nChanged 1216 SP:Iteration 12Q (141.199486 sec): 3 clusters Score: Raw -7139349.013982 + Penalty 3581.751674 = -7135767.262308 nChanged 876 SP:Iteration 13Q (141.340943 sec): 3 clusters Score: Raw -7139889.609166 + Penalty 3581.751674 = -7136307.857492 nChanged 684 SP:Iteration 14Q (141.478561 sec): 3 clusters Score: Raw -7140249.463734 + Penalty 3581.751674 = -7136667.712060 nChanged 502 SP:Iteration 15Q (141.609641 sec): 3 clusters Score: Raw -7140480.365720 + Penalty 3581.751674 = -7136898.614046 nChanged 394 SP:Iteration 16Q (141.748622 sec): 3 clusters Score: Raw -7140657.432624 + Penalty 3581.751674 = -7137075.680950 nChanged 352 SP:Iteration 17Q (141.899307 sec): 3 clusters Score: Raw -7140807.752614 + Penalty 3581.751674 = -7137226.000940 nChanged 286 SP:Iteration 18Q (142.023771 sec): 3 clusters Score: Raw -7140916.090932 + Penalty 3581.751674 = -7137334.339258 nChanged 221 SP:Iteration 19Q (142.155098 sec): 3 clusters Score: Raw -7140991.437934 + Penalty 3581.751674 = -7137409.686260 nChanged 176 SP:Iteration 20F (142.300673 sec): 3 clusters Score: Raw -7141036.668715 + Penalty 3581.751674 = -7137454.917041 nChanged 125 SP:Iteration 21Q (142.439047 sec): 3 clusters Score: Raw -7141068.367512 + Penalty 3581.751674 = -7137486.615838 nChanged 108 SP:Iteration 22Q (142.554547 sec): 3 clusters Score: Raw -7141091.481222 + Penalty 3581.751674 = -7137509.729548 nChanged 86 SP:Iteration 23Q (142.678149 sec): 3 clusters Score: Raw -7141110.611712 + Penalty 3581.751674 = -7137528.860038 nChanged 82 SP:Iteration 24Q (142.819531 sec): 3 clusters Score: Raw -7141125.174532 + Penalty 3581.751674 = -7137543.422858 nChanged 69 SP:Iteration 25Q (142.954923 sec): 3 clusters Score: Raw -7141135.430572 + Penalty 3581.751674 = -7137553.678898 nChanged 45 SP:Iteration 26Q (143.072467 sec): 3 clusters Score: Raw -7141141.980441 + Penalty 3581.751674 = -7137560.228767 nChanged 40 SP:Iteration 27Q (143.185547 sec): 3 clusters Score: Raw -7141146.638482 + Penalty 3581.751674 = -7137564.886808 nChanged 36 SP:Iteration 28Q (143.320358 sec): 3 clusters Score: Raw -7141150.769764 + Penalty 3581.751674 = -7137569.018090 nChanged 30 SP:Iteration 29Q (143.445351 sec): 3 clusters Score: Raw -7141155.400966 + Penalty 3581.751674 = -7137573.649292 nChanged 34 SP:Iteration 30Q (143.546865 sec): 3 clusters Score: Raw -7141159.900476 + Penalty 3581.751674 = -7137578.148802 nChanged 35 SP:Iteration 31Q (143.680887 sec): 3 clusters Score: Raw -7141165.189510 + Penalty 3581.751674 = -7137583.437836 nChanged 34 SP:Iteration 32Q (143.827070 sec): 3 clusters Score: Raw -7141171.789423 + Penalty 3581.751674 = -7137590.037749 nChanged 37 SP:Iteration 33Q (143.939596 sec): 3 clusters Score: Raw -7141176.498851 + Penalty 3581.751674 = -7137594.747177 nChanged 30 SP:Iteration 34Q (144.053100 sec): 3 clusters Score: Raw -7141181.086743 + Penalty 3581.751674 = -7137599.335069 nChanged 28 SP:Iteration 35Q (144.188949 sec): 3 clusters Score: Raw -7141185.459290 + Penalty 3581.751674 = -7137603.707616 nChanged 31 SP:Iteration 36Q (144.312314 sec): 3 clusters Score: Raw -7141189.469867 + Penalty 3581.751674 = -7137607.718193 nChanged 25 SP:Iteration 37Q (144.428127 sec): 3 clusters Score: Raw -7141192.370652 + Penalty 3581.751674 = -7137610.618978 nChanged 21 SP:Iteration 38Q (144.566671 sec): 3 clusters Score: Raw -7141194.627621 + Penalty 3581.751674 = -7137612.875947 nChanged 14 SP:Iteration 39Q (144.703827 sec): 3 clusters Score: Raw -7141196.281172 + Penalty 3581.751674 = -7137614.529498 nChanged 12 SP:Iteration 40F (144.847177 sec): 3 clusters Score: Raw -7141197.530772 + Penalty 3581.751674 = -7137615.779098 nChanged 9 SP:Iteration 41Q (144.970073 sec): 3 clusters Score: Raw -7141198.647378 + Penalty 3581.751674 = -7137616.895704 nChanged 14 SP:Iteration 42Q (145.099926 sec): 3 clusters Score: Raw -7141200.505756 + Penalty 3581.751674 = -7137618.754082 nChanged 12 SP:Iteration 43Q (145.225909 sec): 3 clusters Score: Raw -7141201.805875 + Penalty 3581.751674 = -7137620.054201 nChanged 11 SP:Iteration 44Q (145.348600 sec): 3 clusters Score: Raw -7141202.891043 + Penalty 3581.751674 = -7137621.139369 nChanged 7 SP:Iteration 45Q (145.458563 sec): 3 clusters Score: Raw -7141204.322841 + Penalty 3581.751674 = -7137622.571167 nChanged 12 SP:Iteration 46Q (145.579636 sec): 3 clusters Score: Raw -7141205.685034 + Penalty 3581.751674 = -7137623.933360 nChanged 5 SP:Iteration 47Q (145.717468 sec): 3 clusters Score: Raw -7141206.143065 + Penalty 3581.751674 = -7137624.391391 nChanged 4 SP:Iteration 48Q (145.829417 sec): 3 clusters Score: Raw -7141206.628059 + Penalty 3581.751674 = -7137624.876385 nChanged 7 SP:Iteration 49Q (145.968795 sec): 3 clusters Score: Raw -7141207.289060 + Penalty 3581.751674 = -7137625.537386 nChanged 7 SP:Iteration 50Q (146.102393 sec): 3 clusters Score: Raw -7141207.823892 + Penalty 3581.751674 = -7137626.072218 nChanged 4 SP:Iteration 51Q (146.214596 sec): 3 clusters Score: Raw -7141208.098758 + Penalty 3581.751674 = -7137626.347084 nChanged 4 SP:Iteration 52Q (146.345091 sec): 3 clusters Score: Raw -7141208.390990 + Penalty 3581.751674 = -7137626.639316 nChanged 4 SP:Iteration 53Q (146.475631 sec): 3 clusters Score: Raw -7141208.689008 + Penalty 3581.751674 = -7137626.937334 nChanged 2 SP:Iteration 54Q (146.624009 sec): 3 clusters Score: Raw -7141208.831679 + Penalty 3581.751674 = -7137627.080005 nChanged 0 SP:Iteration 55F (146.777134 sec): 3 clusters Score: Raw -7141208.831679 + Penalty 3581.751674 = -7137627.080005 nChanged 0 Trying to split cluster 19 (8589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.801651 sec): 2 clusters Score: Raw -1067186.113048 + Penalty 1471.963609 = -1065714.149439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.858570 sec): 3 clusters Score: Raw -1062499.317844 + Penalty 2943.927218 = -1059555.390626 nChanged 3652 SP:Iteration 1F (146.910821 sec): 3 clusters Score: Raw -1064531.000460 + Penalty 2943.927218 = -1061587.073242 nChanged 681 SP:Iteration 2F (146.971218 sec): 3 clusters Score: Raw -1064936.401444 + Penalty 2943.927218 = -1061992.474226 nChanged 597 SP:Iteration 3F (147.021969 sec): 3 clusters Score: Raw -1065353.374595 + Penalty 2943.927218 = -1062409.447377 nChanged 576 SP:Iteration 4F (147.069468 sec): 3 clusters Score: Raw -1065804.537144 + Penalty 2943.927218 = -1062860.609926 nChanged 549 SP:Iteration 5F (147.123434 sec): 3 clusters Score: Raw -1066288.746706 + Penalty 2943.927218 = -1063344.819488 nChanged 523 SP:Iteration 6F (147.175084 sec): 3 clusters Score: Raw -1066785.538788 + Penalty 2943.927218 = -1063841.611570 nChanged 511 SP:Iteration 7F (147.221746 sec): 3 clusters Score: Raw -1067241.417753 + Penalty 2943.927218 = -1064297.490535 nChanged 440 SP:Iteration 8F (147.279167 sec): 3 clusters Score: Raw -1067570.339782 + Penalty 2943.927218 = -1064626.412564 nChanged 359 SP:Iteration 9Q (147.321676 sec): 3 clusters Score: Raw -1067811.053451 + Penalty 2943.927218 = -1064867.126233 nChanged 266 SP:Iteration 10Q (147.382961 sec): 3 clusters Score: Raw -1067955.455318 + Penalty 2943.927218 = -1065011.528100 nChanged 194 SP:Iteration 11Q (147.433124 sec): 3 clusters Score: Raw -1068056.314775 + Penalty 2943.927218 = -1065112.387557 nChanged 170 SP:Iteration 12Q (147.481160 sec): 3 clusters Score: Raw -1068147.772092 + Penalty 2943.927218 = -1065203.844874 nChanged 158 SP:Iteration 13Q (147.548634 sec): 3 clusters Score: Raw -1068222.772097 + Penalty 2943.927218 = -1065278.844879 nChanged 137 SP:Iteration 14Q (147.610153 sec): 3 clusters Score: Raw -1068281.013051 + Penalty 2943.927218 = -1065337.085833 nChanged 123 SP:Iteration 15Q (147.657398 sec): 3 clusters Score: Raw -1068320.640874 + Penalty 2943.927218 = -1065376.713656 nChanged 101 SP:Iteration 16Q (147.720787 sec): 3 clusters Score: Raw -1068349.695222 + Penalty 2943.927218 = -1065405.768004 nChanged 76 SP:Iteration 17Q (147.768981 sec): 3 clusters Score: Raw -1068371.845602 + Penalty 2943.927218 = -1065427.918384 nChanged 64 SP:Iteration 18Q (147.826565 sec): 3 clusters Score: Raw -1068387.249512 + Penalty 2943.927218 = -1065443.322294 nChanged 58 SP:Iteration 19Q (147.883348 sec): 3 clusters Score: Raw -1068401.163950 + Penalty 2943.927218 = -1065457.236732 nChanged 59 SP:Iteration 20F (147.931124 sec): 3 clusters Score: Raw -1068417.390140 + Penalty 2943.927218 = -1065473.462922 nChanged 64 SP:Iteration 21Q (147.995433 sec): 3 clusters Score: Raw -1068431.454770 + Penalty 2943.927218 = -1065487.527552 nChanged 54 SP:Iteration 22Q (148.039280 sec): 3 clusters Score: Raw -1068443.836790 + Penalty 2943.927218 = -1065499.909572 nChanged 44 SP:Iteration 23Q (148.083665 sec): 3 clusters Score: Raw -1068451.222515 + Penalty 2943.927218 = -1065507.295297 nChanged 31 SP:Iteration 24Q (148.138728 sec): 3 clusters Score: Raw -1068455.578197 + Penalty 2943.927218 = -1065511.650979 nChanged 17 SP:Iteration 25Q (148.199343 sec): 3 clusters Score: Raw -1068457.946900 + Penalty 2943.927218 = -1065514.019682 nChanged 15 SP:Iteration 26Q (148.241635 sec): 3 clusters Score: Raw -1068461.377849 + Penalty 2943.927218 = -1065517.450631 nChanged 19 SP:Iteration 27Q (148.304856 sec): 3 clusters Score: Raw -1068465.238600 + Penalty 2943.927218 = -1065521.311382 nChanged 26 SP:Iteration 28Q (148.351138 sec): 3 clusters Score: Raw -1068469.178537 + Penalty 2943.927218 = -1065525.251319 nChanged 19 SP:Iteration 29Q (148.407288 sec): 3 clusters Score: Raw -1068472.193311 + Penalty 2943.927218 = -1065528.266093 nChanged 23 SP:Iteration 30Q (148.464958 sec): 3 clusters Score: Raw -1068476.616995 + Penalty 2943.927218 = -1065532.689777 nChanged 22 SP:Iteration 31Q (148.515055 sec): 3 clusters Score: Raw -1068480.152898 + Penalty 2943.927218 = -1065536.225680 nChanged 20 SP:Iteration 32Q (148.578660 sec): 3 clusters Score: Raw -1068482.720476 + Penalty 2943.927218 = -1065538.793258 nChanged 18 SP:Iteration 33Q (148.638284 sec): 3 clusters Score: Raw -1068485.892760 + Penalty 2943.927218 = -1065541.965542 nChanged 20 SP:Iteration 34Q (148.681303 sec): 3 clusters Score: Raw -1068488.597323 + Penalty 2943.927218 = -1065544.670105 nChanged 16 SP:Iteration 35Q (148.747178 sec): 3 clusters Score: Raw -1068490.832113 + Penalty 2943.927218 = -1065546.904895 nChanged 16 SP:Iteration 36Q (148.797840 sec): 3 clusters Score: Raw -1068492.741728 + Penalty 2943.927218 = -1065548.814510 nChanged 14 SP:Iteration 37Q (148.855772 sec): 3 clusters Score: Raw -1068495.031776 + Penalty 2943.927218 = -1065551.104558 nChanged 14 SP:Iteration 38Q (148.900219 sec): 3 clusters Score: Raw -1068497.719734 + Penalty 2943.927218 = -1065553.792516 nChanged 15 SP:Iteration 39Q (148.963708 sec): 3 clusters Score: Raw -1068500.265069 + Penalty 2943.927218 = -1065556.337851 nChanged 16 SP:Iteration 40F (149.019525 sec): 3 clusters Score: Raw -1068503.069530 + Penalty 2943.927218 = -1065559.142312 nChanged 21 SP:Iteration 41Q (149.069682 sec): 3 clusters Score: Raw -1068505.629204 + Penalty 2943.927218 = -1065561.701986 nChanged 20 SP:Iteration 42Q (149.122490 sec): 3 clusters Score: Raw -1068508.849467 + Penalty 2943.927218 = -1065564.922249 nChanged 20 SP:Iteration 43Q (149.180352 sec): 3 clusters Score: Raw -1068511.746861 + Penalty 2943.927218 = -1065567.819643 nChanged 18 SP:Iteration 44Q (149.242791 sec): 3 clusters Score: Raw -1068514.419057 + Penalty 2943.927218 = -1065570.491839 nChanged 16 SP:Iteration 45Q (149.300967 sec): 3 clusters Score: Raw -1068516.755763 + Penalty 2943.927218 = -1065572.828545 nChanged 12 SP:Iteration 46Q (149.355328 sec): 3 clusters Score: Raw -1068519.436667 + Penalty 2943.927218 = -1065575.509449 nChanged 20 SP:Iteration 47Q (149.397738 sec): 3 clusters Score: Raw -1068522.864938 + Penalty 2943.927218 = -1065578.937720 nChanged 22 SP:Iteration 48Q (149.456923 sec): 3 clusters Score: Raw -1068526.674342 + Penalty 2943.927218 = -1065582.747124 nChanged 25 SP:Iteration 49Q (149.505480 sec): 3 clusters Score: Raw -1068532.372351 + Penalty 2943.927218 = -1065588.445133 nChanged 40 SP:Iteration 50Q (149.553429 sec): 3 clusters Score: Raw -1068541.396992 + Penalty 2943.927218 = -1065597.469774 nChanged 40 SP:Iteration 51Q (149.601325 sec): 3 clusters Score: Raw -1068549.445322 + Penalty 2943.927218 = -1065605.518104 nChanged 39 SP:Iteration 52Q (149.653739 sec): 3 clusters Score: Raw -1068557.795293 + Penalty 2943.927218 = -1065613.868075 nChanged 36 SP:Iteration 53Q (149.720333 sec): 3 clusters Score: Raw -1068564.638039 + Penalty 2943.927218 = -1065620.710821 nChanged 39 SP:Iteration 54Q (149.772736 sec): 3 clusters Score: Raw -1068573.441567 + Penalty 2943.927218 = -1065629.514349 nChanged 37 SP:Iteration 55Q (149.826370 sec): 3 clusters Score: Raw -1068582.506076 + Penalty 2943.927218 = -1065638.578858 nChanged 40 SP:Iteration 56Q (149.877095 sec): 3 clusters Score: Raw -1068592.345673 + Penalty 2943.927218 = -1065648.418455 nChanged 41 SP:Iteration 57Q (149.933543 sec): 3 clusters Score: Raw -1068603.836432 + Penalty 2943.927218 = -1065659.909214 nChanged 49 SP:Iteration 58Q (149.982709 sec): 3 clusters Score: Raw -1068619.051535 + Penalty 2943.927218 = -1065675.124317 nChanged 58 SP:Iteration 59Q (150.038737 sec): 3 clusters Score: Raw -1068642.516863 + Penalty 2943.927218 = -1065698.589645 nChanged 66 SP:Iteration 60F (150.104369 sec): 3 clusters Score: Raw -1068668.291282 + Penalty 2943.927218 = -1065724.364064 nChanged 85 SP:Iteration 61Q (150.164102 sec): 3 clusters Score: Raw -1068709.729204 + Penalty 2943.927218 = -1065765.801986 nChanged 100 SP:Iteration 62Q (150.215847 sec): 3 clusters Score: Raw -1068789.424963 + Penalty 2943.927218 = -1065845.497745 nChanged 122 SP:Iteration 63Q (150.272263 sec): 3 clusters Score: Raw -1068928.923028 + Penalty 2943.927218 = -1065984.995810 nChanged 162 SP:Iteration 64Q (150.319262 sec): 3 clusters Score: Raw -1069269.297802 + Penalty 2943.927218 = -1066325.370584 nChanged 193 SP:Iteration 65Q (150.376465 sec): 3 clusters Score: Raw -1070320.239838 + Penalty 2943.927218 = -1067376.312620 nChanged 220 SP:Iteration 66Q (150.426462 sec): 3 clusters Score: Raw -1071657.938190 + Penalty 2943.927218 = -1068714.010973 nChanged 337 SP:Iteration 67Q (150.482423 sec): 3 clusters Score: Raw -1071884.142911 + Penalty 2943.927218 = -1068940.215693 nChanged 273 SP:Iteration 68Q (150.533096 sec): 3 clusters Score: Raw -1072068.416552 + Penalty 2943.927218 = -1069124.489334 nChanged 285 SP:Iteration 69Q (150.585783 sec): 3 clusters Score: Raw -1072293.837610 + Penalty 2943.927218 = -1069349.910392 nChanged 335 SP:Iteration 70Q (150.641300 sec): 3 clusters Score: Raw -1072643.924962 + Penalty 2943.927218 = -1069699.997744 nChanged 379 SP:Iteration 71Q (150.697801 sec): 3 clusters Score: Raw -1073114.135396 + Penalty 2943.927218 = -1070170.208178 nChanged 405 SP:Iteration 72Q (150.744198 sec): 3 clusters Score: Raw -1073816.891472 + Penalty 2943.927218 = -1070872.964254 nChanged 375 SP:Iteration 73Q (150.789667 sec): 3 clusters Score: Raw -1074976.041604 + Penalty 2943.927218 = -1072032.114386 nChanged 239 SP:Iteration 74Q (150.845579 sec): 3 clusters Score: Raw -1076777.489695 + Penalty 2943.927218 = -1073833.562477 nChanged 50 SP:Iteration 75Q (150.902220 sec): 3 clusters Score: Raw -1077521.308614 + Penalty 2943.927218 = -1074577.381396 nChanged 0 SP:Iteration 76F (150.952318 sec): 3 clusters Score: Raw -1077521.308614 + Penalty 2943.927218 = -1074577.381396 nChanged 0 Score: Raw -51787162.489629 + Penalty 35880.258866 = -51751282.230764 Splitting cluster 19 changes total score from -51686396.149540 to -51751282.230764 So it's getting split into cluster 11. Iteration 20F (161.403780 sec): 18 clusters Score: Raw -51800166.963215 + Penalty 35880.258866 = -51764286.704349 nChanged 19610 Iteration 21Q (164.063557 sec): 18 clusters Score: Raw -51809447.050782 + Penalty 35880.258866 = -51773566.791916 nChanged 11565 Iteration 22Q (166.663440 sec): 18 clusters Score: Raw -51814282.960585 + Penalty 35880.258866 = -51778402.701720 nChanged 8880 Iteration 23Q (169.167958 sec): 18 clusters Score: Raw -51817613.049318 + Penalty 35880.258866 = -51781732.790452 nChanged 7277 Iteration 24Q (171.692106 sec): 18 clusters Score: Raw -51820187.522061 + Penalty 35880.258866 = -51784307.263196 nChanged 6161 Iteration 25Q (174.197868 sec): 18 clusters Score: Raw -51822335.563354 + Penalty 35880.258866 = -51786455.304489 nChanged 5202 Iteration 26Q (176.707165 sec): 18 clusters Score: Raw -51824181.110223 + Penalty 35880.258866 = -51788300.851357 nChanged 4437 Iteration 27Q (179.181389 sec): 18 clusters Score: Raw -51825751.860223 + Penalty 35880.258866 = -51789871.601357 nChanged 3748 Iteration 28Q (181.674506 sec): 18 clusters Score: Raw -51827277.532792 + Penalty 35880.258866 = -51791397.273927 nChanged 3396 Iteration 29Q (184.080751 sec): 18 clusters Score: Raw -51828789.637963 + Penalty 35880.258866 = -51792909.379097 nChanged 3165 Iteration 30Q (186.637083 sec): 18 clusters Score: Raw -51830108.840708 + Penalty 35880.258866 = -51794228.581842 nChanged 2958 Iteration 31Q (189.137492 sec): 18 clusters Score: Raw -51831241.983433 + Penalty 35880.258866 = -51795361.724567 nChanged 2686 Iteration 32Q (191.633808 sec): 18 clusters Score: Raw -51832210.895543 + Penalty 35880.258866 = -51796330.636677 nChanged 2462 Iteration 33Q (194.130633 sec): 18 clusters Score: Raw -51833024.618896 + Penalty 35880.258866 = -51797144.360030 nChanged 2214 Iteration 34Q (196.604176 sec): 18 clusters Score: Raw -51833699.651524 + Penalty 35880.258866 = -51797819.392658 nChanged 1930 Iteration 35Q (198.992007 sec): 18 clusters Score: Raw -51834182.747154 + Penalty 35880.258866 = -51798302.488288 nChanged 1605 Iteration 36Q (201.438892 sec): 18 clusters Score: Raw -51834536.477509 + Penalty 35880.258866 = -51798656.218643 nChanged 1383 Iteration 37Q (203.841289 sec): 18 clusters Score: Raw -51834822.568796 + Penalty 35880.258866 = -51798942.309930 nChanged 1209 Iteration 38Q (206.314538 sec): 18 clusters Score: Raw -51835041.607406 + Penalty 35880.258866 = -51799161.348541 nChanged 1080 Iteration 39Q (208.684609 sec): 18 clusters Score: Raw -51835226.701111 + Penalty 35880.258866 = -51799346.442245 nChanged 996 Iteration 40F (213.884025 sec): 18 clusters Score: Raw -51835595.266881 + Penalty 35880.258866 = -51799715.008016 nChanged 979 Iteration 41Q (216.326476 sec): 18 clusters Score: Raw -51835831.061233 + Penalty 35880.258866 = -51799950.802367 nChanged 984 Iteration 42Q (218.815372 sec): 18 clusters Score: Raw -51836049.035780 + Penalty 35880.258866 = -51800168.776915 nChanged 930 Iteration 43Q (221.339737 sec): 18 clusters Score: Raw -51836290.779653 + Penalty 35880.258866 = -51800410.520787 nChanged 936 Iteration 44Q (223.827977 sec): 18 clusters Score: Raw -51836511.988192 + Penalty 35880.258866 = -51800631.729326 nChanged 901 Iteration 45Q (226.393526 sec): 18 clusters Score: Raw -51836719.438240 + Penalty 35880.258866 = -51800839.179374 nChanged 884 Iteration 46Q (228.861689 sec): 18 clusters Score: Raw -51836919.329223 + Penalty 35880.258866 = -51801039.070357 nChanged 851 Iteration 47Q (231.379170 sec): 18 clusters Score: Raw -51837120.057393 + Penalty 35880.258866 = -51801239.798527 nChanged 859 Iteration 48Q (233.847340 sec): 18 clusters Score: Raw -51837324.580019 + Penalty 35880.258866 = -51801444.321153 nChanged 856 Iteration 49Q (236.283741 sec): 18 clusters Score: Raw -51837523.235469 + Penalty 35880.258866 = -51801642.976603 nChanged 873 Iteration 50Q (238.764807 sec): 18 clusters Score: Raw -51837698.659105 + Penalty 35880.258866 = -51801818.400239 nChanged 835 Iteration 51Q (241.270772 sec): 18 clusters Score: Raw -51837856.500236 + Penalty 35880.258866 = -51801976.241370 nChanged 800 Iteration 52Q (243.727358 sec): 18 clusters Score: Raw -51838010.770914 + Penalty 35880.258866 = -51802130.512049 nChanged 760 Iteration 53Q (246.208526 sec): 18 clusters Score: Raw -51838146.451906 + Penalty 35880.258866 = -51802266.193040 nChanged 750 Iteration 54Q (248.629791 sec): 18 clusters Score: Raw -51838268.882519 + Penalty 35880.258866 = -51802388.623653 nChanged 699 Iteration 55Q (251.029225 sec): 18 clusters Score: Raw -51838374.513960 + Penalty 35880.258866 = -51802494.255094 nChanged 652 Iteration 56Q (253.500884 sec): 18 clusters Score: Raw -51838471.550952 + Penalty 35880.258866 = -51802591.292086 nChanged 630 Iteration 57Q (255.908067 sec): 18 clusters Score: Raw -51838558.780922 + Penalty 35880.258866 = -51802678.522056 nChanged 591 Iteration 58Q (258.349721 sec): 18 clusters Score: Raw -51838639.596002 + Penalty 35880.258866 = -51802759.337137 nChanged 533 Writing temp clu file Because OldScore, -51802678.522056, is greater than current (better) Score,-51802759.337137 Compute initial score before splitting: Score: Raw -51838639.596002 + Penalty 35880.258866 = -51802759.337137 Trying to split cluster 1 (10302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (258.481269 sec): 2 clusters Score: Raw -1241713.948710 + Penalty 1501.515166 = -1240212.433544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (258.530226 sec): 3 clusters Score: Raw -1235852.184141 + Penalty 3003.030332 = -1232849.153808 nChanged 4484 SP:Iteration 1F (258.591762 sec): 3 clusters Score: Raw -1238426.128890 + Penalty 3003.030332 = -1235423.098558 nChanged 685 SP:Iteration 2F (258.637203 sec): 3 clusters Score: Raw -1238821.372269 + Penalty 3003.030332 = -1235818.341937 nChanged 643 SP:Iteration 3F (258.704083 sec): 3 clusters Score: Raw -1239182.474920 + Penalty 3003.030332 = -1236179.444588 nChanged 587 SP:Iteration 4F (258.764791 sec): 3 clusters Score: Raw -1239488.039764 + Penalty 3003.030332 = -1236485.009432 nChanged 527 SP:Iteration 5F (258.826360 sec): 3 clusters Score: Raw -1239773.495680 + Penalty 3003.030332 = -1236770.465347 nChanged 487 SP:Iteration 6Q (258.877233 sec): 3 clusters Score: Raw -1240057.189525 + Penalty 3003.030332 = -1237054.159193 nChanged 474 SP:Iteration 7Q (258.938148 sec): 3 clusters Score: Raw -1240373.621247 + Penalty 3003.030332 = -1237370.590914 nChanged 462 SP:Iteration 8Q (258.997729 sec): 3 clusters Score: Raw -1240718.498198 + Penalty 3003.030332 = -1237715.467866 nChanged 424 SP:Iteration 9Q (259.048586 sec): 3 clusters Score: Raw -1241028.362034 + Penalty 3003.030332 = -1238025.331702 nChanged 346 SP:Iteration 10Q (259.117129 sec): 3 clusters Score: Raw -1241288.267627 + Penalty 3003.030332 = -1238285.237294 nChanged 279 SP:Iteration 11Q (259.166110 sec): 3 clusters Score: Raw -1241489.828495 + Penalty 3003.030332 = -1238486.798163 nChanged 214 SP:Iteration 12Q (259.219054 sec): 3 clusters Score: Raw -1241631.959909 + Penalty 3003.030332 = -1238628.929577 nChanged 174 SP:Iteration 13Q (259.267271 sec): 3 clusters Score: Raw -1241748.320590 + Penalty 3003.030332 = -1238745.290258 nChanged 138 SP:Iteration 14Q (259.324549 sec): 3 clusters Score: Raw -1241842.462741 + Penalty 3003.030332 = -1238839.432409 nChanged 95 SP:Iteration 15Q (259.373722 sec): 3 clusters Score: Raw -1241901.179692 + Penalty 3003.030332 = -1238898.149360 nChanged 76 SP:Iteration 16Q (259.434326 sec): 3 clusters Score: Raw -1241948.932245 + Penalty 3003.030332 = -1238945.901913 nChanged 63 SP:Iteration 17Q (259.486163 sec): 3 clusters Score: Raw -1241984.142850 + Penalty 3003.030332 = -1238981.112518 nChanged 49 SP:Iteration 18Q (259.532008 sec): 3 clusters Score: Raw -1242010.057570 + Penalty 3003.030332 = -1239007.027238 nChanged 46 SP:Iteration 19Q (259.593828 sec): 3 clusters Score: Raw -1242035.609558 + Penalty 3003.030332 = -1239032.579226 nChanged 37 SP:Iteration 20F (259.641830 sec): 3 clusters Score: Raw -1242060.832303 + Penalty 3003.030332 = -1239057.801971 nChanged 39 SP:Iteration 21Q (259.685615 sec): 3 clusters Score: Raw -1242092.304649 + Penalty 3003.030332 = -1239089.274317 nChanged 34 SP:Iteration 22Q (259.733661 sec): 3 clusters Score: Raw -1242115.047495 + Penalty 3003.030332 = -1239112.017162 nChanged 28 SP:Iteration 23Q (259.785382 sec): 3 clusters Score: Raw -1242137.748448 + Penalty 3003.030332 = -1239134.718116 nChanged 18 SP:Iteration 24Q (259.845570 sec): 3 clusters Score: Raw -1242147.911573 + Penalty 3003.030332 = -1239144.881240 nChanged 15 SP:Iteration 25Q (259.903677 sec): 3 clusters Score: Raw -1242155.726244 + Penalty 3003.030332 = -1239152.695912 nChanged 13 SP:Iteration 26Q (259.959364 sec): 3 clusters Score: Raw -1242165.378632 + Penalty 3003.030332 = -1239162.348300 nChanged 14 SP:Iteration 27Q (260.012856 sec): 3 clusters Score: Raw -1242178.570406 + Penalty 3003.030332 = -1239175.540074 nChanged 11 SP:Iteration 28Q (260.069191 sec): 3 clusters Score: Raw -1242186.331632 + Penalty 3003.030332 = -1239183.301300 nChanged 6 SP:Iteration 29Q (260.112247 sec): 3 clusters Score: Raw -1242189.917919 + Penalty 3003.030332 = -1239186.887587 nChanged 7 SP:Iteration 30Q (260.166913 sec): 3 clusters Score: Raw -1242194.942639 + Penalty 3003.030332 = -1239191.912306 nChanged 6 SP:Iteration 31Q (260.218218 sec): 3 clusters Score: Raw -1242197.430254 + Penalty 3003.030332 = -1239194.399922 nChanged 6 SP:Iteration 32Q (260.271665 sec): 3 clusters Score: Raw -1242201.825970 + Penalty 3003.030332 = -1239198.795638 nChanged 3 SP:Iteration 33Q (260.331241 sec): 3 clusters Score: Raw -1242203.310408 + Penalty 3003.030332 = -1239200.280076 nChanged 0 SP:Iteration 34F (260.389348 sec): 3 clusters Score: Raw -1242203.310408 + Penalty 3003.030332 = -1239200.280076 nChanged 0 Trying to split cluster 2 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (260.408174 sec): 2 clusters Score: Raw -52353.672929 + Penalty 1005.926253 = -51347.746675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (260.441529 sec): 3 clusters Score: Raw -52265.515341 + Penalty 2011.852507 = -50253.662834 nChanged 117 SP:Iteration 1F (260.494448 sec): 3 clusters Score: Raw -52450.754733 + Penalty 2011.852507 = -50438.902226 nChanged 31 SP:Iteration 2F (260.537076 sec): 3 clusters Score: Raw -52538.762358 + Penalty 2011.852507 = -50526.909851 nChanged 17 SP:Iteration 3Q (260.565581 sec): 3 clusters Score: Raw -52585.287491 + Penalty 2011.852507 = -50573.434984 nChanged 15 SP:Iteration 4Q (260.589835 sec): 3 clusters Score: Raw -52611.463447 + Penalty 2011.852507 = -50599.610940 nChanged 12 SP:Iteration 5Q (260.635394 sec): 3 clusters Score: Raw -52633.730240 + Penalty 2011.852507 = -50621.877733 nChanged 7 SP:Iteration 6Q (260.669411 sec): 3 clusters Score: Raw -52653.941998 + Penalty 2011.852507 = -50642.089491 nChanged 7 SP:Iteration 7Q (260.707685 sec): 3 clusters Score: Raw -52678.684170 + Penalty 2011.852507 = -50666.831663 nChanged 13 SP:Iteration 8Q (260.753685 sec): 3 clusters Score: Raw -52728.069440 + Penalty 2011.852507 = -50716.216933 nChanged 17 SP:Iteration 9Q (260.779757 sec): 3 clusters Score: Raw -52796.360796 + Penalty 2011.852507 = -50784.508289 nChanged 20 SP:Iteration 10Q (260.812804 sec): 3 clusters Score: Raw -52853.368601 + Penalty 2011.852507 = -50841.516094 nChanged 12 SP:Iteration 11Q (260.838215 sec): 3 clusters Score: Raw -52886.901882 + Penalty 2011.852507 = -50875.049375 nChanged 12 SP:Iteration 12Q (260.879733 sec): 3 clusters Score: Raw -52924.174815 + Penalty 2011.852507 = -50912.322308 nChanged 11 SP:Iteration 13Q (260.921109 sec): 3 clusters Score: Raw -52958.222285 + Penalty 2011.852507 = -50946.369778 nChanged 5 SP:Iteration 14Q (260.963722 sec): 3 clusters Score: Raw -52976.989707 + Penalty 2011.852507 = -50965.137201 nChanged 7 SP:Iteration 15Q (261.008341 sec): 3 clusters Score: Raw -53014.513412 + Penalty 2011.852507 = -51002.660905 nChanged 8 SP:Iteration 16Q (261.052084 sec): 3 clusters Score: Raw -53044.273467 + Penalty 2011.852507 = -51032.420960 nChanged 9 SP:Iteration 17Q (261.099680 sec): 3 clusters Score: Raw -53082.050918 + Penalty 2011.852507 = -51070.198411 nChanged 7 SP:Iteration 18Q (261.129187 sec): 3 clusters Score: Raw -53106.768914 + Penalty 2011.852507 = -51094.916407 nChanged 4 SP:Iteration 19Q (261.179418 sec): 3 clusters Score: Raw -53115.094977 + Penalty 2011.852507 = -51103.242470 nChanged 3 SP:Iteration 20F (261.222128 sec): 3 clusters Score: Raw -53119.006682 + Penalty 2011.852507 = -51107.154176 nChanged 3 SP:Iteration 21Q (261.247874 sec): 3 clusters Score: Raw -53123.020919 + Penalty 2011.852507 = -51111.168412 nChanged 2 SP:Iteration 22Q (261.288808 sec): 3 clusters Score: Raw -53130.217474 + Penalty 2011.852507 = -51118.364967 nChanged 1 SP:Iteration 23Q (261.327035 sec): 3 clusters Score: Raw -53135.771248 + Penalty 2011.852507 = -51123.918741 nChanged 3 SP:Iteration 24Q (261.365885 sec): 3 clusters Score: Raw -53147.093795 + Penalty 2011.852507 = -51135.241288 nChanged 2 SP:Iteration 25Q (261.407582 sec): 3 clusters Score: Raw -53154.066241 + Penalty 2011.852507 = -51142.213734 nChanged 1 SP:Iteration 26Q (261.457194 sec): 3 clusters Score: Raw -53158.800013 + Penalty 2011.852507 = -51146.947506 nChanged 4 SP:Iteration 27Q (261.494201 sec): 3 clusters Score: Raw -53168.033195 + Penalty 2011.852507 = -51156.180688 nChanged 4 SP:Iteration 28Q (261.532946 sec): 3 clusters Score: Raw -53181.515894 + Penalty 2011.852507 = -51169.663387 nChanged 6 SP:Iteration 29Q (261.569500 sec): 3 clusters Score: Raw -53213.392495 + Penalty 2011.852507 = -51201.539988 nChanged 2 SP:Iteration 30Q (261.610958 sec): 3 clusters Score: Raw -53216.928055 + Penalty 2011.852507 = -51205.075548 nChanged 2 SP:Iteration 31Q (261.656865 sec): 3 clusters Score: Raw -53222.304194 + Penalty 2011.852507 = -51210.451687 nChanged 2 SP:Iteration 32Q (261.695796 sec): 3 clusters Score: Raw -53225.324148 + Penalty 2011.852507 = -51213.471642 nChanged 0 SP:Iteration 33F (261.743063 sec): 3 clusters Score: Raw -53225.324148 + Penalty 2011.852507 = -51213.471642 nChanged 0 Trying to split cluster 3 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.766808 sec): 2 clusters Score: Raw -22694.751941 + Penalty 902.355933 = -21792.396008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.802691 sec): 3 clusters Score: Raw -22889.443183 + Penalty 1804.711865 = -21084.731318 nChanged 51 SP:Iteration 1F (261.831190 sec): 3 clusters Score: Raw -23085.019941 + Penalty 1804.711865 = -21280.308076 nChanged 17 SP:Iteration 2F (261.877799 sec): 3 clusters Score: Raw -23140.998413 + Penalty 1804.711865 = -21336.286548 nChanged 5 SP:Iteration 3Q (261.923755 sec): 3 clusters Score: Raw -23167.279629 + Penalty 1804.711865 = -21362.567764 nChanged 5 SP:Iteration 4Q (261.968594 sec): 3 clusters Score: Raw -23186.783355 + Penalty 1804.711865 = -21382.071490 nChanged 3 SP:Iteration 5Q (262.007554 sec): 3 clusters Score: Raw -23199.937103 + Penalty 1804.711865 = -21395.225238 nChanged 3 SP:Iteration 6Q (262.043912 sec): 3 clusters Score: Raw -23205.011017 + Penalty 1804.711865 = -21400.299152 nChanged 1 SP:Iteration 7Q (262.081464 sec): 3 clusters Score: Raw -23207.102901 + Penalty 1804.711865 = -21402.391036 nChanged 1 SP:Iteration 8Q (262.124033 sec): 3 clusters Score: Raw -23215.948902 + Penalty 1804.711865 = -21411.237037 nChanged 1 SP:Iteration 9Q (262.166794 sec): 3 clusters Score: Raw -23216.575951 + Penalty 1804.711865 = -21411.864086 nChanged 0 SP:Iteration 10F (262.207973 sec): 3 clusters Score: Raw -23216.575951 + Penalty 1804.711865 = -21411.864086 nChanged 0 Trying to split cluster 4 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (262.226729 sec): 2 clusters Score: Raw -55516.146225 + Penalty 1014.044825 = -54502.101400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (262.259201 sec): 3 clusters Score: Raw -55469.924592 + Penalty 2028.089650 = -53441.834942 nChanged 122 SP:Iteration 1F (262.308299 sec): 3 clusters Score: Raw -55675.109769 + Penalty 2028.089650 = -53647.020119 nChanged 33 SP:Iteration 2F (262.346053 sec): 3 clusters Score: Raw -55750.704848 + Penalty 2028.089650 = -53722.615198 nChanged 25 SP:Iteration 3Q (262.385403 sec): 3 clusters Score: Raw -55786.746276 + Penalty 2028.089650 = -53758.656626 nChanged 11 SP:Iteration 4Q (262.418848 sec): 3 clusters Score: Raw -55813.758351 + Penalty 2028.089650 = -53785.668701 nChanged 14 SP:Iteration 5Q (262.467934 sec): 3 clusters Score: Raw -55838.452840 + Penalty 2028.089650 = -53810.363190 nChanged 9 SP:Iteration 6Q (262.509173 sec): 3 clusters Score: Raw -55856.967188 + Penalty 2028.089650 = -53828.877538 nChanged 9 SP:Iteration 7Q (262.547784 sec): 3 clusters Score: Raw -55875.014948 + Penalty 2028.089650 = -53846.925298 nChanged 12 SP:Iteration 8Q (262.583370 sec): 3 clusters Score: Raw -55892.226642 + Penalty 2028.089650 = -53864.136992 nChanged 7 SP:Iteration 9Q (262.625610 sec): 3 clusters Score: Raw -55905.052750 + Penalty 2028.089650 = -53876.963101 nChanged 7 SP:Iteration 10Q (262.669994 sec): 3 clusters Score: Raw -55916.908118 + Penalty 2028.089650 = -53888.818468 nChanged 4 SP:Iteration 11Q (262.711610 sec): 3 clusters Score: Raw -55922.792412 + Penalty 2028.089650 = -53894.702763 nChanged 2 SP:Iteration 12Q (262.753928 sec): 3 clusters Score: Raw -55924.492751 + Penalty 2028.089650 = -53896.403101 nChanged 3 SP:Iteration 13Q (262.791015 sec): 3 clusters Score: Raw -55927.761046 + Penalty 2028.089650 = -53899.671397 nChanged 3 SP:Iteration 14Q (262.822436 sec): 3 clusters Score: Raw -55930.912709 + Penalty 2028.089650 = -53902.823060 nChanged 1 SP:Iteration 15Q (262.867852 sec): 3 clusters Score: Raw -55931.110282 + Penalty 2028.089650 = -53903.020633 nChanged 0 SP:Iteration 16F (262.919117 sec): 3 clusters Score: Raw -55931.110282 + Penalty 2028.089650 = -53903.020633 nChanged 0 Trying to split cluster 5 (9527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (262.949730 sec): 2 clusters Score: Raw -1137528.957045 + Penalty 1488.806337 = -1136040.150708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (263.006348 sec): 3 clusters Score: Raw -1132192.761795 + Penalty 2977.612674 = -1129215.149121 nChanged 4040 SP:Iteration 1F (263.050719 sec): 3 clusters Score: Raw -1134384.730528 + Penalty 2977.612674 = -1131407.117854 nChanged 489 SP:Iteration 2F (263.105989 sec): 3 clusters Score: Raw -1134575.251650 + Penalty 2977.612674 = -1131597.638976 nChanged 392 SP:Iteration 3Q (263.163223 sec): 3 clusters Score: Raw -1134723.146404 + Penalty 2977.612674 = -1131745.533729 nChanged 342 SP:Iteration 4Q (263.220388 sec): 3 clusters Score: Raw -1134861.278433 + Penalty 2977.612674 = -1131883.665759 nChanged 342 SP:Iteration 5Q (263.280294 sec): 3 clusters Score: Raw -1135005.937816 + Penalty 2977.612674 = -1132028.325142 nChanged 362 SP:Iteration 6Q (263.341586 sec): 3 clusters Score: Raw -1135192.230981 + Penalty 2977.612674 = -1132214.618307 nChanged 393 SP:Iteration 7Q (263.391014 sec): 3 clusters Score: Raw -1135430.834901 + Penalty 2977.612674 = -1132453.222227 nChanged 416 SP:Iteration 8Q (263.442848 sec): 3 clusters Score: Raw -1135720.575287 + Penalty 2977.612674 = -1132742.962613 nChanged 437 SP:Iteration 9Q (263.496159 sec): 3 clusters Score: Raw -1136040.801864 + Penalty 2977.612674 = -1133063.189189 nChanged 412 SP:Iteration 10Q (263.568392 sec): 3 clusters Score: Raw -1136380.625672 + Penalty 2977.612674 = -1133403.012998 nChanged 381 SP:Iteration 11Q (263.629380 sec): 3 clusters Score: Raw -1136705.189991 + Penalty 2977.612674 = -1133727.577317 nChanged 365 SP:Iteration 12Q (263.677041 sec): 3 clusters Score: Raw -1136977.520541 + Penalty 2977.612674 = -1133999.907867 nChanged 309 SP:Iteration 13Q (263.736817 sec): 3 clusters Score: Raw -1137201.231114 + Penalty 2977.612674 = -1134223.618440 nChanged 258 SP:Iteration 14Q (263.793780 sec): 3 clusters Score: Raw -1137360.288852 + Penalty 2977.612674 = -1134382.676178 nChanged 192 SP:Iteration 15Q (263.837993 sec): 3 clusters Score: Raw -1137454.267579 + Penalty 2977.612674 = -1134476.654904 nChanged 145 SP:Iteration 16Q (263.891210 sec): 3 clusters Score: Raw -1137518.298772 + Penalty 2977.612674 = -1134540.686098 nChanged 115 SP:Iteration 17Q (263.950123 sec): 3 clusters Score: Raw -1137561.867968 + Penalty 2977.612674 = -1134584.255294 nChanged 79 SP:Iteration 18Q (264.007948 sec): 3 clusters Score: Raw -1137590.994297 + Penalty 2977.612674 = -1134613.381622 nChanged 66 SP:Iteration 19Q (264.054776 sec): 3 clusters Score: Raw -1137612.833527 + Penalty 2977.612674 = -1134635.220853 nChanged 60 SP:Iteration 20F (264.119204 sec): 3 clusters Score: Raw -1137630.471602 + Penalty 2977.612674 = -1134652.858928 nChanged 60 SP:Iteration 21Q (264.182898 sec): 3 clusters Score: Raw -1137649.866489 + Penalty 2977.612674 = -1134672.253815 nChanged 70 SP:Iteration 22Q (264.235895 sec): 3 clusters Score: Raw -1137676.374914 + Penalty 2977.612674 = -1134698.762240 nChanged 54 SP:Iteration 23Q (264.288677 sec): 3 clusters Score: Raw -1137695.383310 + Penalty 2977.612674 = -1134717.770636 nChanged 58 SP:Iteration 24Q (264.328928 sec): 3 clusters Score: Raw -1137715.651670 + Penalty 2977.612674 = -1134738.038995 nChanged 49 SP:Iteration 25Q (264.399608 sec): 3 clusters Score: Raw -1137734.451652 + Penalty 2977.612674 = -1134756.838978 nChanged 43 SP:Iteration 26Q (264.442517 sec): 3 clusters Score: Raw -1137753.005168 + Penalty 2977.612674 = -1134775.392493 nChanged 46 SP:Iteration 27Q (264.493391 sec): 3 clusters Score: Raw -1137769.611259 + Penalty 2977.612674 = -1134791.998585 nChanged 41 SP:Iteration 28Q (264.533143 sec): 3 clusters Score: Raw -1137786.137791 + Penalty 2977.612674 = -1134808.525117 nChanged 40 SP:Iteration 29Q (264.586926 sec): 3 clusters Score: Raw -1137800.287016 + Penalty 2977.612674 = -1134822.674341 nChanged 42 SP:Iteration 30Q (264.637965 sec): 3 clusters Score: Raw -1137816.940144 + Penalty 2977.612674 = -1134839.327469 nChanged 39 SP:Iteration 31Q (264.696668 sec): 3 clusters Score: Raw -1137834.278646 + Penalty 2977.612674 = -1134856.665972 nChanged 33 SP:Iteration 32Q (264.750992 sec): 3 clusters Score: Raw -1137848.091685 + Penalty 2977.612674 = -1134870.479010 nChanged 28 SP:Iteration 33Q (264.800262 sec): 3 clusters Score: Raw -1137855.518766 + Penalty 2977.612674 = -1134877.906092 nChanged 16 SP:Iteration 34Q (264.853368 sec): 3 clusters Score: Raw -1137859.855573 + Penalty 2977.612674 = -1134882.242899 nChanged 15 SP:Iteration 35Q (264.917961 sec): 3 clusters Score: Raw -1137863.510423 + Penalty 2977.612674 = -1134885.897749 nChanged 13 SP:Iteration 36Q (264.968370 sec): 3 clusters Score: Raw -1137866.848932 + Penalty 2977.612674 = -1134889.236257 nChanged 13 SP:Iteration 37Q (265.019731 sec): 3 clusters Score: Raw -1137870.478231 + Penalty 2977.612674 = -1134892.865557 nChanged 12 SP:Iteration 38Q (265.066211 sec): 3 clusters Score: Raw -1137873.941961 + Penalty 2977.612674 = -1134896.329287 nChanged 11 SP:Iteration 39Q (265.120342 sec): 3 clusters Score: Raw -1137877.681846 + Penalty 2977.612674 = -1134900.069171 nChanged 5 SP:Iteration 40F (265.167838 sec): 3 clusters Score: Raw -1137879.355723 + Penalty 2977.612674 = -1134901.743048 nChanged 11 SP:Iteration 41Q (265.213470 sec): 3 clusters Score: Raw -1137883.405331 + Penalty 2977.612674 = -1134905.792657 nChanged 12 SP:Iteration 42Q (265.264324 sec): 3 clusters Score: Raw -1137887.502601 + Penalty 2977.612674 = -1134909.889926 nChanged 12 SP:Iteration 43Q (265.328359 sec): 3 clusters Score: Raw -1137892.325683 + Penalty 2977.612674 = -1134914.713009 nChanged 8 SP:Iteration 44Q (265.388361 sec): 3 clusters Score: Raw -1137894.138220 + Penalty 2977.612674 = -1134916.525546 nChanged 11 SP:Iteration 45Q (265.435245 sec): 3 clusters Score: Raw -1137896.701454 + Penalty 2977.612674 = -1134919.088779 nChanged 14 SP:Iteration 46Q (265.485227 sec): 3 clusters Score: Raw -1137901.613173 + Penalty 2977.612674 = -1134924.000498 nChanged 11 SP:Iteration 47Q (265.542962 sec): 3 clusters Score: Raw -1137905.072279 + Penalty 2977.612674 = -1134927.459605 nChanged 12 SP:Iteration 48Q (265.593244 sec): 3 clusters Score: Raw -1137909.556744 + Penalty 2977.612674 = -1134931.944070 nChanged 13 SP:Iteration 49Q (265.640048 sec): 3 clusters Score: Raw -1137914.785262 + Penalty 2977.612674 = -1134937.172588 nChanged 17 SP:Iteration 50Q (265.692302 sec): 3 clusters Score: Raw -1137922.375046 + Penalty 2977.612674 = -1134944.762372 nChanged 10 SP:Iteration 51Q (265.740942 sec): 3 clusters Score: Raw -1137927.590075 + Penalty 2977.612674 = -1134949.977401 nChanged 13 SP:Iteration 52Q (265.804960 sec): 3 clusters Score: Raw -1137931.281456 + Penalty 2977.612674 = -1134953.668781 nChanged 15 SP:Iteration 53Q (265.854355 sec): 3 clusters Score: Raw -1137937.492608 + Penalty 2977.612674 = -1134959.879934 nChanged 18 SP:Iteration 54Q (265.912876 sec): 3 clusters Score: Raw -1137943.592616 + Penalty 2977.612674 = -1134965.979942 nChanged 6 SP:Iteration 55Q (265.970684 sec): 3 clusters Score: Raw -1137945.778216 + Penalty 2977.612674 = -1134968.165542 nChanged 7 SP:Iteration 56Q (266.018937 sec): 3 clusters Score: Raw -1137947.867922 + Penalty 2977.612674 = -1134970.255248 nChanged 3 SP:Iteration 57Q (266.077182 sec): 3 clusters Score: Raw -1137948.471918 + Penalty 2977.612674 = -1134970.859244 nChanged 3 SP:Iteration 58Q (266.126499 sec): 3 clusters Score: Raw -1137948.713947 + Penalty 2977.612674 = -1134971.101272 nChanged 2 SP:Iteration 59Q (266.167994 sec): 3 clusters Score: Raw -1137948.883752 + Penalty 2977.612674 = -1134971.271078 nChanged 1 SP:Iteration 60F (266.221833 sec): 3 clusters Score: Raw -1137949.162921 + Penalty 2977.612674 = -1134971.550247 nChanged 0 Trying to split cluster 6 (72414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (266.343284 sec): 2 clusters Score: Raw -8760890.187507 + Penalty 1818.400176 = -8759071.787331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (266.498563 sec): 3 clusters Score: Raw -8714280.554845 + Penalty 3636.800352 = -8710643.754493 nChanged 34472 SP:Iteration 1F (266.653958 sec): 3 clusters Score: Raw -8735284.585260 + Penalty 3636.800352 = -8731647.784908 nChanged 4165 SP:Iteration 2F (266.811936 sec): 3 clusters Score: Raw -8737826.572423 + Penalty 3636.800352 = -8734189.772071 nChanged 5325 SP:Iteration 3F (266.982644 sec): 3 clusters Score: Raw -8742130.394307 + Penalty 3636.800352 = -8738493.593955 nChanged 6336 SP:Iteration 4F (267.144785 sec): 3 clusters Score: Raw -8747655.343274 + Penalty 3636.800352 = -8744018.542922 nChanged 6093 SP:Iteration 5F (267.312562 sec): 3 clusters Score: Raw -8753071.004190 + Penalty 3636.800352 = -8749434.203838 nChanged 4702 SP:Iteration 6F (267.570858 sec): 3 clusters Score: Raw -8757195.569883 + Penalty 3636.800352 = -8753558.769531 nChanged 3073 SP:Iteration 7Q (267.750345 sec): 3 clusters Score: Raw -8759846.238976 + Penalty 3636.800352 = -8756209.438624 nChanged 2105 SP:Iteration 8Q (267.917078 sec): 3 clusters Score: Raw -8761725.646129 + Penalty 3636.800352 = -8758088.845777 nChanged 1549 SP:Iteration 9Q (268.073433 sec): 3 clusters Score: Raw -8762983.760389 + Penalty 3636.800352 = -8759346.960037 nChanged 1105 SP:Iteration 10Q (268.227134 sec): 3 clusters Score: Raw -8763796.511258 + Penalty 3636.800352 = -8760159.710905 nChanged 832 SP:Iteration 11Q (268.372491 sec): 3 clusters Score: Raw -8764297.125770 + Penalty 3636.800352 = -8760660.325418 nChanged 680 SP:Iteration 12Q (268.511210 sec): 3 clusters Score: Raw -8764632.334834 + Penalty 3636.800352 = -8760995.534482 nChanged 538 SP:Iteration 13Q (268.668381 sec): 3 clusters Score: Raw -8764857.553602 + Penalty 3636.800352 = -8761220.753250 nChanged 449 SP:Iteration 14Q (268.816984 sec): 3 clusters Score: Raw -8765027.722041 + Penalty 3636.800352 = -8761390.921689 nChanged 413 SP:Iteration 15Q (268.950877 sec): 3 clusters Score: Raw -8765162.076881 + Penalty 3636.800352 = -8761525.276529 nChanged 344 SP:Iteration 16Q (269.095662 sec): 3 clusters Score: Raw -8765257.928983 + Penalty 3636.800352 = -8761621.128631 nChanged 275 SP:Iteration 17Q (269.244153 sec): 3 clusters Score: Raw -8765329.005320 + Penalty 3636.800352 = -8761692.204967 nChanged 212 SP:Iteration 18Q (269.397132 sec): 3 clusters Score: Raw -8765385.543950 + Penalty 3636.800352 = -8761748.743598 nChanged 213 SP:Iteration 19Q (269.549074 sec): 3 clusters Score: Raw -8765462.981514 + Penalty 3636.800352 = -8761826.181162 nChanged 222 SP:Iteration 20F (269.703096 sec): 3 clusters Score: Raw -8765549.837831 + Penalty 3636.800352 = -8761913.037478 nChanged 212 SP:Iteration 21Q (269.846646 sec): 3 clusters Score: Raw -8765661.546958 + Penalty 3636.800352 = -8762024.746605 nChanged 231 SP:Iteration 22Q (269.984471 sec): 3 clusters Score: Raw -8765810.280039 + Penalty 3636.800352 = -8762173.479686 nChanged 244 SP:Iteration 23Q (270.114756 sec): 3 clusters Score: Raw -8765990.737114 + Penalty 3636.800352 = -8762353.936762 nChanged 252 SP:Iteration 24Q (270.255578 sec): 3 clusters Score: Raw -8766181.826916 + Penalty 3636.800352 = -8762545.026564 nChanged 243 SP:Iteration 25Q (270.392635 sec): 3 clusters Score: Raw -8766348.905295 + Penalty 3636.800352 = -8762712.104943 nChanged 248 SP:Iteration 26Q (270.545898 sec): 3 clusters Score: Raw -8766480.837512 + Penalty 3636.800352 = -8762844.037160 nChanged 196 SP:Iteration 27Q (270.685834 sec): 3 clusters Score: Raw -8766564.533680 + Penalty 3636.800352 = -8762927.733328 nChanged 174 SP:Iteration 28Q (270.840695 sec): 3 clusters Score: Raw -8766606.238759 + Penalty 3636.800352 = -8762969.438407 nChanged 105 SP:Iteration 29Q (270.993634 sec): 3 clusters Score: Raw -8766623.484184 + Penalty 3636.800352 = -8762986.683832 nChanged 86 SP:Iteration 30Q (271.144779 sec): 3 clusters Score: Raw -8766635.141038 + Penalty 3636.800352 = -8762998.340686 nChanged 65 SP:Iteration 31Q (271.300479 sec): 3 clusters Score: Raw -8766642.285346 + Penalty 3636.800352 = -8763005.484993 nChanged 42 SP:Iteration 32Q (271.432691 sec): 3 clusters Score: Raw -8766646.009433 + Penalty 3636.800352 = -8763009.209080 nChanged 40 SP:Iteration 33Q (271.572987 sec): 3 clusters Score: Raw -8766649.568966 + Penalty 3636.800352 = -8763012.768614 nChanged 37 SP:Iteration 34Q (271.709311 sec): 3 clusters Score: Raw -8766652.164679 + Penalty 3636.800352 = -8763015.364327 nChanged 23 SP:Iteration 35Q (271.863970 sec): 3 clusters Score: Raw -8766654.060951 + Penalty 3636.800352 = -8763017.260599 nChanged 21 SP:Iteration 36Q (272.022873 sec): 3 clusters Score: Raw -8766655.464007 + Penalty 3636.800352 = -8763018.663655 nChanged 20 SP:Iteration 37Q (272.176910 sec): 3 clusters Score: Raw -8766656.623818 + Penalty 3636.800352 = -8763019.823466 nChanged 18 SP:Iteration 38Q (272.328401 sec): 3 clusters Score: Raw -8766657.532226 + Penalty 3636.800352 = -8763020.731874 nChanged 11 SP:Iteration 39Q (272.480406 sec): 3 clusters Score: Raw -8766657.967291 + Penalty 3636.800352 = -8763021.166939 nChanged 6 SP:Iteration 40F (272.650829 sec): 3 clusters Score: Raw -8766658.205078 + Penalty 3636.800352 = -8763021.404726 nChanged 5 SP:Iteration 41Q (272.786096 sec): 3 clusters Score: Raw -8766658.380025 + Penalty 3636.800352 = -8763021.579673 nChanged 2 SP:Iteration 42Q (272.924596 sec): 3 clusters Score: Raw -8766658.439806 + Penalty 3636.800352 = -8763021.639454 nChanged 0 SP:Iteration 43F (273.086165 sec): 3 clusters Score: Raw -8766658.439806 + Penalty 3636.800352 = -8763021.639454 nChanged 0 Score: Raw -51844453.308960 + Penalty 37990.862328 = -51806462.446632 Splitting cluster 6 changes total score from -51802759.337137 to -51806462.446632 So it's getting split into cluster 13. Trying to split cluster 7 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (278.671620 sec): 2 clusters Score: Raw -52485.458841 + Penalty 1019.342514 = -51466.116328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (278.705334 sec): 3 clusters Score: Raw -52436.886908 + Penalty 2038.685027 = -50398.201881 nChanged 128 SP:Iteration 1F (278.752530 sec): 3 clusters Score: Raw -52671.936062 + Penalty 2038.685027 = -50633.251034 nChanged 63 SP:Iteration 2F (278.801625 sec): 3 clusters Score: Raw -52850.321793 + Penalty 2038.685027 = -50811.636766 nChanged 39 SP:Iteration 3F (278.846769 sec): 3 clusters Score: Raw -53006.034855 + Penalty 2038.685027 = -50967.349828 nChanged 27 SP:Iteration 4F (278.868139 sec): 3 clusters Score: Raw -53102.518030 + Penalty 2038.685027 = -51063.833003 nChanged 18 SP:Iteration 5Q (278.908813 sec): 3 clusters Score: Raw -53183.975493 + Penalty 2038.685027 = -51145.290466 nChanged 10 SP:Iteration 6Q (278.947958 sec): 3 clusters Score: Raw -53230.595848 + Penalty 2038.685027 = -51191.910821 nChanged 10 SP:Iteration 7Q (278.986064 sec): 3 clusters Score: Raw -53299.132421 + Penalty 2038.685027 = -51260.447394 nChanged 13 SP:Iteration 8Q (279.028554 sec): 3 clusters Score: Raw -53355.037354 + Penalty 2038.685027 = -51316.352327 nChanged 8 SP:Iteration 9Q (279.078659 sec): 3 clusters Score: Raw -53393.173387 + Penalty 2038.685027 = -51354.488360 nChanged 6 SP:Iteration 10Q (279.114889 sec): 3 clusters Score: Raw -53438.908277 + Penalty 2038.685027 = -51400.223249 nChanged 7 SP:Iteration 11Q (279.159235 sec): 3 clusters Score: Raw -53479.873057 + Penalty 2038.685027 = -51441.188030 nChanged 5 SP:Iteration 12Q (279.194134 sec): 3 clusters Score: Raw -53492.794237 + Penalty 2038.685027 = -51454.109210 nChanged 3 SP:Iteration 13Q (279.233964 sec): 3 clusters Score: Raw -53502.641999 + Penalty 2038.685027 = -51463.956972 nChanged 3 SP:Iteration 14Q (279.279078 sec): 3 clusters Score: Raw -53517.481394 + Penalty 2038.685027 = -51478.796367 nChanged 3 SP:Iteration 15Q (279.324006 sec): 3 clusters Score: Raw -53545.954792 + Penalty 2038.685027 = -51507.269765 nChanged 2 SP:Iteration 16Q (279.364661 sec): 3 clusters Score: Raw -53566.136450 + Penalty 2038.685027 = -51527.451423 nChanged 3 SP:Iteration 17Q (279.397147 sec): 3 clusters Score: Raw -53574.973673 + Penalty 2038.685027 = -51536.288646 nChanged 1 SP:Iteration 18Q (279.438647 sec): 3 clusters Score: Raw -53579.058289 + Penalty 2038.685027 = -51540.373262 nChanged 2 SP:Iteration 19Q (279.477225 sec): 3 clusters Score: Raw -53585.298178 + Penalty 2038.685027 = -51546.613151 nChanged 1 SP:Iteration 20F (279.480868 sec): 3 clusters Score: Raw -53593.284658 + Penalty 2038.685027 = -51554.599631 nChanged 5 SP:Iteration 21Q (279.483837 sec): 3 clusters Score: Raw -53644.632573 + Penalty 2038.685027 = -51605.947546 nChanged 6 SP:Iteration 22Q (279.486785 sec): 3 clusters Score: Raw -53675.783639 + Penalty 2038.685027 = -51637.098612 nChanged 5 SP:Iteration 23Q (279.489729 sec): 3 clusters Score: Raw -53708.154767 + Penalty 2038.685027 = -51669.469740 nChanged 5 SP:Iteration 24Q (279.492663 sec): 3 clusters Score: Raw -53723.234512 + Penalty 2038.685027 = -51684.549485 nChanged 3 SP:Iteration 25Q (279.529279 sec): 3 clusters Score: Raw -53729.926428 + Penalty 2038.685027 = -51691.241401 nChanged 1 SP:Iteration 26Q (279.580373 sec): 3 clusters Score: Raw -53734.796142 + Penalty 2038.685027 = -51696.111115 nChanged 2 SP:Iteration 27Q (279.621963 sec): 3 clusters Score: Raw -53747.180036 + Penalty 2038.685027 = -51708.495009 nChanged 3 SP:Iteration 28Q (279.656115 sec): 3 clusters Score: Raw -53754.860032 + Penalty 2038.685027 = -51716.175005 nChanged 2 SP:Iteration 29Q (279.699188 sec): 3 clusters Score: Raw -53764.889890 + Penalty 2038.685027 = -51726.204863 nChanged 3 SP:Iteration 30Q (279.731861 sec): 3 clusters Score: Raw -53783.126092 + Penalty 2038.685027 = -51744.441064 nChanged 3 SP:Iteration 31Q (279.782061 sec): 3 clusters Score: Raw -53821.343484 + Penalty 2038.685027 = -51782.658457 nChanged 4 SP:Iteration 32Q (279.819234 sec): 3 clusters Score: Raw -53889.075016 + Penalty 2038.685027 = -51850.389989 nChanged 6 SP:Iteration 33Q (279.857924 sec): 3 clusters Score: Raw -53974.395628 + Penalty 2038.685027 = -51935.710601 nChanged 12 SP:Iteration 34Q (279.890311 sec): 3 clusters Score: Raw -54039.787563 + Penalty 2038.685027 = -52001.102536 nChanged 9 SP:Iteration 35Q (279.931129 sec): 3 clusters Score: Raw -54075.803637 + Penalty 2038.685027 = -52037.118610 nChanged 15 SP:Iteration 36Q (279.978851 sec): 3 clusters Score: Raw -54133.618613 + Penalty 2038.685027 = -52094.933585 nChanged 9 SP:Iteration 37Q (280.026199 sec): 3 clusters Score: Raw -54176.645414 + Penalty 2038.685027 = -52137.960386 nChanged 8 SP:Iteration 38Q (280.067728 sec): 3 clusters Score: Raw -54216.229444 + Penalty 2038.685027 = -52177.544417 nChanged 6 SP:Iteration 39Q (280.111708 sec): 3 clusters Score: Raw -54248.967208 + Penalty 2038.685027 = -52210.282181 nChanged 4 SP:Iteration 40F (280.153498 sec): 3 clusters Score: Raw -54282.565455 + Penalty 2038.685027 = -52243.880428 nChanged 6 SP:Iteration 41Q (280.196810 sec): 3 clusters Score: Raw -54314.164597 + Penalty 2038.685027 = -52275.479570 nChanged 5 SP:Iteration 42Q (280.234961 sec): 3 clusters Score: Raw -54335.725553 + Penalty 2038.685027 = -52297.040526 nChanged 5 SP:Iteration 43Q (280.270995 sec): 3 clusters Score: Raw -54369.834966 + Penalty 2038.685027 = -52331.149939 nChanged 2 SP:Iteration 44Q (280.302845 sec): 3 clusters Score: Raw -54374.426345 + Penalty 2038.685027 = -52335.741318 nChanged 2 SP:Iteration 45Q (280.342918 sec): 3 clusters Score: Raw -54379.023506 + Penalty 2038.685027 = -52340.338479 nChanged 1 SP:Iteration 46Q (280.382125 sec): 3 clusters Score: Raw -54381.682060 + Penalty 2038.685027 = -52342.997033 nChanged 1 SP:Iteration 47Q (280.414450 sec): 3 clusters Score: Raw -54383.441044 + Penalty 2038.685027 = -52344.756017 nChanged 1 SP:Iteration 48Q (280.456985 sec): 3 clusters Score: Raw -54386.495413 + Penalty 2038.685027 = -52347.810386 nChanged 3 SP:Iteration 49Q (280.497966 sec): 3 clusters Score: Raw -54395.088436 + Penalty 2038.685027 = -52356.403409 nChanged 2 SP:Iteration 50Q (280.529850 sec): 3 clusters Score: Raw -54402.205692 + Penalty 2038.685027 = -52363.520665 nChanged 2 SP:Iteration 51Q (280.570877 sec): 3 clusters Score: Raw -54416.183498 + Penalty 2038.685027 = -52377.498471 nChanged 1 SP:Iteration 52Q (280.604244 sec): 3 clusters Score: Raw -54418.152881 + Penalty 2038.685027 = -52379.467853 nChanged 1 SP:Iteration 53Q (280.648466 sec): 3 clusters Score: Raw -54420.327482 + Penalty 2038.685027 = -52381.642455 nChanged 1 SP:Iteration 54Q (280.687166 sec): 3 clusters Score: Raw -54422.923521 + Penalty 2038.685027 = -52384.238494 nChanged 0 SP:Iteration 55F (280.734434 sec): 3 clusters Score: Raw -54422.923521 + Penalty 2038.685027 = -52384.238494 nChanged 0 Score: Raw -51846390.773640 + Penalty 40101.465791 = -51806289.307849 Splitting cluster 7 changes total score from -51802759.337137 to -51806289.307849 So it's getting split into cluster 18. Trying to split cluster 8 (118640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (286.450096 sec): 2 clusters Score: Raw -14336021.428851 + Penalty 1898.625459 = -14334122.803392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (286.685356 sec): 3 clusters Score: Raw -14258499.970714 + Penalty 3797.250917 = -14254702.719797 nChanged 57113 SP:Iteration 1F (286.915133 sec): 3 clusters Score: Raw -14292370.293197 + Penalty 3797.250917 = -14288573.042279 nChanged 4624 SP:Iteration 2Q (287.163123 sec): 3 clusters Score: Raw -14293963.846537 + Penalty 3797.250917 = -14290166.595619 nChanged 5270 SP:Iteration 3Q (287.421084 sec): 3 clusters Score: Raw -14296201.307742 + Penalty 3797.250917 = -14292404.056825 nChanged 6318 SP:Iteration 4F (287.668324 sec): 3 clusters Score: Raw -14299586.189894 + Penalty 3797.250917 = -14295788.938977 nChanged 7518 SP:Iteration 5F (287.916193 sec): 3 clusters Score: Raw -14304629.447778 + Penalty 3797.250917 = -14300832.196860 nChanged 8601 SP:Iteration 6F (288.170275 sec): 3 clusters Score: Raw -14311507.490973 + Penalty 3797.250917 = -14307710.240056 nChanged 8674 SP:Iteration 7F (288.405984 sec): 3 clusters Score: Raw -14318541.655179 + Penalty 3797.250917 = -14314744.404262 nChanged 7375 SP:Iteration 8F (288.644217 sec): 3 clusters Score: Raw -14323692.317452 + Penalty 3797.250917 = -14319895.066534 nChanged 5321 SP:Iteration 9Q (288.886998 sec): 3 clusters Score: Raw -14326697.010661 + Penalty 3797.250917 = -14322899.759743 nChanged 3842 SP:Iteration 10Q (289.129422 sec): 3 clusters Score: Raw -14328625.542606 + Penalty 3797.250917 = -14324828.291688 nChanged 3099 SP:Iteration 11Q (289.405215 sec): 3 clusters Score: Raw -14330100.093040 + Penalty 3797.250917 = -14326302.842122 nChanged 2613 SP:Iteration 12Q (289.657963 sec): 3 clusters Score: Raw -14331319.109424 + Penalty 3797.250917 = -14327521.858507 nChanged 2408 SP:Iteration 13Q (289.896073 sec): 3 clusters Score: Raw -14332364.990872 + Penalty 3797.250917 = -14328567.739954 nChanged 2188 SP:Iteration 14Q (290.150230 sec): 3 clusters Score: Raw -14333293.577441 + Penalty 3797.250917 = -14329496.326524 nChanged 2023 SP:Iteration 15Q (290.408523 sec): 3 clusters Score: Raw -14334143.116069 + Penalty 3797.250917 = -14330345.865152 nChanged 1823 SP:Iteration 16Q (290.647933 sec): 3 clusters Score: Raw -14334855.900361 + Penalty 3797.250917 = -14331058.649443 nChanged 1715 SP:Iteration 17Q (290.904320 sec): 3 clusters Score: Raw -14335482.570380 + Penalty 3797.250917 = -14331685.319463 nChanged 1632 SP:Iteration 18Q (291.154915 sec): 3 clusters Score: Raw -14336029.538306 + Penalty 3797.250917 = -14332232.287388 nChanged 1391 SP:Iteration 19Q (291.386889 sec): 3 clusters Score: Raw -14336426.769350 + Penalty 3797.250917 = -14332629.518432 nChanged 1192 SP:Iteration 20F (291.635403 sec): 3 clusters Score: Raw -14336737.995757 + Penalty 3797.250917 = -14332940.744840 nChanged 1088 SP:Iteration 21Q (291.863098 sec): 3 clusters Score: Raw -14336961.332307 + Penalty 3797.250917 = -14333164.081390 nChanged 859 SP:Iteration 22Q (292.103631 sec): 3 clusters Score: Raw -14337098.027479 + Penalty 3797.250917 = -14333300.776562 nChanged 685 SP:Iteration 23Q (292.339891 sec): 3 clusters Score: Raw -14337189.779168 + Penalty 3797.250917 = -14333392.528251 nChanged 580 SP:Iteration 24Q (292.596598 sec): 3 clusters Score: Raw -14337253.151169 + Penalty 3797.250917 = -14333455.900251 nChanged 501 SP:Iteration 25Q (292.855772 sec): 3 clusters Score: Raw -14337301.594314 + Penalty 3797.250917 = -14333504.343396 nChanged 412 SP:Iteration 26Q (293.112558 sec): 3 clusters Score: Raw -14337336.568209 + Penalty 3797.250917 = -14333539.317292 nChanged 385 SP:Iteration 27Q (293.352955 sec): 3 clusters Score: Raw -14337365.684032 + Penalty 3797.250917 = -14333568.433114 nChanged 355 SP:Iteration 28Q (293.603719 sec): 3 clusters Score: Raw -14337391.276707 + Penalty 3797.250917 = -14333594.025789 nChanged 322 SP:Iteration 29Q (293.869786 sec): 3 clusters Score: Raw -14337415.200017 + Penalty 3797.250917 = -14333617.949100 nChanged 314 SP:Iteration 30Q (294.133746 sec): 3 clusters Score: Raw -14337442.044862 + Penalty 3797.250917 = -14333644.793944 nChanged 328 SP:Iteration 31Q (294.375670 sec): 3 clusters Score: Raw -14337472.481737 + Penalty 3797.250917 = -14333675.230819 nChanged 337 SP:Iteration 32Q (294.604087 sec): 3 clusters Score: Raw -14337504.252381 + Penalty 3797.250917 = -14333707.001464 nChanged 353 SP:Iteration 33Q (294.859575 sec): 3 clusters Score: Raw -14337534.929658 + Penalty 3797.250917 = -14333737.678741 nChanged 332 SP:Iteration 34Q (295.110474 sec): 3 clusters Score: Raw -14337565.402312 + Penalty 3797.250917 = -14333768.151395 nChanged 368 SP:Iteration 35Q (295.338796 sec): 3 clusters Score: Raw -14337603.197538 + Penalty 3797.250917 = -14333805.946621 nChanged 391 SP:Iteration 36Q (295.595157 sec): 3 clusters Score: Raw -14337643.966586 + Penalty 3797.250917 = -14333846.715669 nChanged 420 SP:Iteration 37Q (295.833326 sec): 3 clusters Score: Raw -14337695.096813 + Penalty 3797.250917 = -14333897.845895 nChanged 417 SP:Iteration 38Q (296.095110 sec): 3 clusters Score: Raw -14337748.486101 + Penalty 3797.250917 = -14333951.235184 nChanged 480 SP:Iteration 39Q (296.329310 sec): 3 clusters Score: Raw -14337808.447896 + Penalty 3797.250917 = -14334011.196979 nChanged 473 SP:Iteration 40F (296.571360 sec): 3 clusters Score: Raw -14337868.014944 + Penalty 3797.250917 = -14334070.764026 nChanged 497 SP:Iteration 41Q (296.811138 sec): 3 clusters Score: Raw -14337930.064240 + Penalty 3797.250917 = -14334132.813322 nChanged 510 SP:Iteration 42Q (297.041204 sec): 3 clusters Score: Raw -14337993.061699 + Penalty 3797.250917 = -14334195.810781 nChanged 503 SP:Iteration 43Q (297.276910 sec): 3 clusters Score: Raw -14338050.811916 + Penalty 3797.250917 = -14334253.560999 nChanged 504 SP:Iteration 44Q (297.543656 sec): 3 clusters Score: Raw -14338105.834463 + Penalty 3797.250917 = -14334308.583546 nChanged 475 SP:Iteration 45Q (297.792704 sec): 3 clusters Score: Raw -14338157.126401 + Penalty 3797.250917 = -14334359.875484 nChanged 459 SP:Iteration 46Q (298.052948 sec): 3 clusters Score: Raw -14338205.267378 + Penalty 3797.250917 = -14334408.016460 nChanged 435 SP:Iteration 47Q (298.292183 sec): 3 clusters Score: Raw -14338254.064945 + Penalty 3797.250917 = -14334456.814027 nChanged 457 SP:Iteration 48Q (298.530454 sec): 3 clusters Score: Raw -14338307.832378 + Penalty 3797.250917 = -14334510.581461 nChanged 458 SP:Iteration 49Q (298.786003 sec): 3 clusters Score: Raw -14338358.749094 + Penalty 3797.250917 = -14334561.498177 nChanged 441 SP:Iteration 50Q (299.034989 sec): 3 clusters Score: Raw -14338407.157016 + Penalty 3797.250917 = -14334609.906098 nChanged 401 SP:Iteration 51Q (299.281926 sec): 3 clusters Score: Raw -14338449.201383 + Penalty 3797.250917 = -14334651.950465 nChanged 416 SP:Iteration 52Q (299.543042 sec): 3 clusters Score: Raw -14338486.608692 + Penalty 3797.250917 = -14334689.357774 nChanged 412 SP:Iteration 53Q (299.795710 sec): 3 clusters Score: Raw -14338522.063258 + Penalty 3797.250917 = -14334724.812340 nChanged 406 SP:Iteration 54Q (300.051787 sec): 3 clusters Score: Raw -14338553.831832 + Penalty 3797.250917 = -14334756.580914 nChanged 403 SP:Iteration 55Q (300.309949 sec): 3 clusters Score: Raw -14338585.930434 + Penalty 3797.250917 = -14334788.679517 nChanged 394 SP:Iteration 56Q (300.557866 sec): 3 clusters Score: Raw -14338616.375944 + Penalty 3797.250917 = -14334819.125026 nChanged 333 SP:Iteration 57Q (300.808434 sec): 3 clusters Score: Raw -14338637.832070 + Penalty 3797.250917 = -14334840.581152 nChanged 312 SP:Iteration 58Q (301.055974 sec): 3 clusters Score: Raw -14338658.541846 + Penalty 3797.250917 = -14334861.290928 nChanged 322 SP:Iteration 59Q (301.286991 sec): 3 clusters Score: Raw -14338679.765752 + Penalty 3797.250917 = -14334882.514835 nChanged 325 SP:Iteration 60F (301.516871 sec): 3 clusters Score: Raw -14338702.537191 + Penalty 3797.250917 = -14334905.286273 nChanged 307 SP:Iteration 61Q (301.786763 sec): 3 clusters Score: Raw -14338723.539813 + Penalty 3797.250917 = -14334926.288896 nChanged 281 SP:Iteration 62Q (302.054465 sec): 3 clusters Score: Raw -14338743.863267 + Penalty 3797.250917 = -14334946.612349 nChanged 248 SP:Iteration 63Q (302.304664 sec): 3 clusters Score: Raw -14338759.575784 + Penalty 3797.250917 = -14334962.324866 nChanged 237 SP:Iteration 64Q (302.544779 sec): 3 clusters Score: Raw -14338771.321170 + Penalty 3797.250917 = -14334974.070252 nChanged 217 SP:Iteration 65Q (302.792972 sec): 3 clusters Score: Raw -14338780.897118 + Penalty 3797.250917 = -14334983.646200 nChanged 167 SP:Iteration 66Q (303.024361 sec): 3 clusters Score: Raw -14338787.044758 + Penalty 3797.250917 = -14334989.793841 nChanged 153 SP:Iteration 67Q (303.283216 sec): 3 clusters Score: Raw -14338793.061545 + Penalty 3797.250917 = -14334995.810628 nChanged 167 SP:Iteration 68Q (303.523729 sec): 3 clusters Score: Raw -14338799.649590 + Penalty 3797.250917 = -14335002.398673 nChanged 157 SP:Iteration 69Q (303.752703 sec): 3 clusters Score: Raw -14338806.175152 + Penalty 3797.250917 = -14335008.924235 nChanged 165 SP:Iteration 70Q (304.002837 sec): 3 clusters Score: Raw -14338813.618643 + Penalty 3797.250917 = -14335016.367726 nChanged 170 SP:Iteration 71Q (304.259010 sec): 3 clusters Score: Raw -14338820.694218 + Penalty 3797.250917 = -14335023.443301 nChanged 173 SP:Iteration 72Q (304.516137 sec): 3 clusters Score: Raw -14338827.403884 + Penalty 3797.250917 = -14335030.152966 nChanged 156 SP:Iteration 73Q (304.752302 sec): 3 clusters Score: Raw -14338833.838751 + Penalty 3797.250917 = -14335036.587833 nChanged 157 SP:Iteration 74Q (304.986506 sec): 3 clusters Score: Raw -14338839.305032 + Penalty 3797.250917 = -14335042.054114 nChanged 154 SP:Iteration 75Q (305.241870 sec): 3 clusters Score: Raw -14338844.556741 + Penalty 3797.250917 = -14335047.305824 nChanged 163 SP:Iteration 76Q (305.492105 sec): 3 clusters Score: Raw -14338850.155717 + Penalty 3797.250917 = -14335052.904799 nChanged 145 SP:Iteration 77Q (305.750730 sec): 3 clusters Score: Raw -14338855.428261 + Penalty 3797.250917 = -14335058.177344 nChanged 138 SP:Iteration 78Q (306.000519 sec): 3 clusters Score: Raw -14338860.556362 + Penalty 3797.250917 = -14335063.305445 nChanged 140 SP:Iteration 79Q (306.245183 sec): 3 clusters Score: Raw -14338865.515613 + Penalty 3797.250917 = -14335068.264695 nChanged 132 SP:Iteration 80F (306.479340 sec): 3 clusters Score: Raw -14338869.808682 + Penalty 3797.250917 = -14335072.557765 nChanged 127 SP:Iteration 81Q (306.740391 sec): 3 clusters Score: Raw -14338873.661770 + Penalty 3797.250917 = -14335076.410853 nChanged 116 SP:Iteration 82Q (306.991670 sec): 3 clusters Score: Raw -14338876.902492 + Penalty 3797.250917 = -14335079.651574 nChanged 119 SP:Iteration 83Q (307.237473 sec): 3 clusters Score: Raw -14338880.551251 + Penalty 3797.250917 = -14335083.300334 nChanged 117 SP:Iteration 84Q (307.494150 sec): 3 clusters Score: Raw -14338884.560436 + Penalty 3797.250917 = -14335087.309518 nChanged 109 SP:Iteration 85Q (307.757166 sec): 3 clusters Score: Raw -14338887.835640 + Penalty 3797.250917 = -14335090.584723 nChanged 112 SP:Iteration 86Q (308.004391 sec): 3 clusters Score: Raw -14338891.406462 + Penalty 3797.250917 = -14335094.155545 nChanged 110 SP:Iteration 87Q (308.266879 sec): 3 clusters Score: Raw -14338894.873618 + Penalty 3797.250917 = -14335097.622700 nChanged 117 SP:Iteration 88Q (308.535469 sec): 3 clusters Score: Raw -14338898.082836 + Penalty 3797.250917 = -14335100.831919 nChanged 111 SP:Iteration 89Q (308.780454 sec): 3 clusters Score: Raw -14338900.984395 + Penalty 3797.250917 = -14335103.733478 nChanged 92 SP:Iteration 90Q (309.017121 sec): 3 clusters Score: Raw -14338903.456826 + Penalty 3797.250917 = -14335106.205909 nChanged 103 SP:Iteration 91Q (309.253347 sec): 3 clusters Score: Raw -14338905.805504 + Penalty 3797.250917 = -14335108.554587 nChanged 101 SP:Iteration 92Q (309.494058 sec): 3 clusters Score: Raw -14338908.166337 + Penalty 3797.250917 = -14335110.915419 nChanged 97 SP:Iteration 93Q (309.735229 sec): 3 clusters Score: Raw -14338910.898665 + Penalty 3797.250917 = -14335113.647748 nChanged 100 SP:Iteration 94Q (309.971297 sec): 3 clusters Score: Raw -14338913.499536 + Penalty 3797.250917 = -14335116.248618 nChanged 93 SP:Iteration 95Q (310.206338 sec): 3 clusters Score: Raw -14338915.886948 + Penalty 3797.250917 = -14335118.636030 nChanged 96 SP:Iteration 96Q (310.462155 sec): 3 clusters Score: Raw -14338918.234883 + Penalty 3797.250917 = -14335120.983966 nChanged 100 SP:Iteration 97Q (310.715210 sec): 3 clusters Score: Raw -14338920.682356 + Penalty 3797.250917 = -14335123.431439 nChanged 86 SP:Iteration 98Q (310.949605 sec): 3 clusters Score: Raw -14338922.283183 + Penalty 3797.250917 = -14335125.032266 nChanged 59 SP:Iteration 99Q (311.208030 sec): 3 clusters Score: Raw -14338923.282192 + Penalty 3797.250917 = -14335126.031275 nChanged 66 SP:Iteration 100F (311.445395 sec): 3 clusters Score: Raw -14338924.570375 + Penalty 3797.250917 = -14335127.319458 nChanged 68 SP:Iteration 101Q (311.684640 sec): 3 clusters Score: Raw -14338925.869489 + Penalty 3797.250917 = -14335128.618571 nChanged 59 SP:Iteration 102Q (311.937541 sec): 3 clusters Score: Raw -14338927.033145 + Penalty 3797.250917 = -14335129.782228 nChanged 53 SP:Iteration 103Q (312.168510 sec): 3 clusters Score: Raw -14338928.216318 + Penalty 3797.250917 = -14335130.965401 nChanged 63 SP:Iteration 104Q (312.407406 sec): 3 clusters Score: Raw -14338929.355423 + Penalty 3797.250917 = -14335132.104505 nChanged 46 SP:Iteration 105Q (312.665375 sec): 3 clusters Score: Raw -14338930.168252 + Penalty 3797.250917 = -14335132.917335 nChanged 47 SP:Iteration 106Q (312.914359 sec): 3 clusters Score: Raw -14338930.941050 + Penalty 3797.250917 = -14335133.690132 nChanged 47 SP:Iteration 107Q (313.149805 sec): 3 clusters Score: Raw -14338931.678229 + Penalty 3797.250917 = -14335134.427312 nChanged 45 SP:Iteration 108Q (313.378526 sec): 3 clusters Score: Raw -14338932.370927 + Penalty 3797.250917 = -14335135.120010 nChanged 37 SP:Iteration 109Q (313.611149 sec): 3 clusters Score: Raw -14338933.015050 + Penalty 3797.250917 = -14335135.764132 nChanged 33 SP:Iteration 110Q (313.861490 sec): 3 clusters Score: Raw -14338933.619947 + Penalty 3797.250917 = -14335136.369029 nChanged 36 SP:Iteration 111Q (314.112658 sec): 3 clusters Score: Raw -14338934.324736 + Penalty 3797.250917 = -14335137.073819 nChanged 28 SP:Iteration 112Q (314.372725 sec): 3 clusters Score: Raw -14338934.923651 + Penalty 3797.250917 = -14335137.672734 nChanged 39 SP:Iteration 113Q (314.629918 sec): 3 clusters Score: Raw -14338935.702105 + Penalty 3797.250917 = -14335138.451187 nChanged 44 SP:Iteration 114Q (314.884783 sec): 3 clusters Score: Raw -14338936.455064 + Penalty 3797.250917 = -14335139.204147 nChanged 38 SP:Iteration 115Q (315.113439 sec): 3 clusters Score: Raw -14338937.141270 + Penalty 3797.250917 = -14335139.890353 nChanged 37 SP:Iteration 116Q (315.366748 sec): 3 clusters Score: Raw -14338937.753564 + Penalty 3797.250917 = -14335140.502646 nChanged 29 SP:Iteration 117Q (315.605218 sec): 3 clusters Score: Raw -14338938.108253 + Penalty 3797.250917 = -14335140.857335 nChanged 27 SP:Iteration 118Q (315.862635 sec): 3 clusters Score: Raw -14338938.357979 + Penalty 3797.250917 = -14335141.107062 nChanged 22 SP:Iteration 119Q (316.121564 sec): 3 clusters Score: Raw -14338938.621268 + Penalty 3797.250917 = -14335141.370351 nChanged 23 SP:Iteration 120F (316.358964 sec): 3 clusters Score: Raw -14338938.898441 + Penalty 3797.250917 = -14335141.647523 nChanged 15 SP:Iteration 121Q (316.611458 sec): 3 clusters Score: Raw -14338939.124051 + Penalty 3797.250917 = -14335141.873133 nChanged 14 SP:Iteration 122Q (316.869829 sec): 3 clusters Score: Raw -14338939.248045 + Penalty 3797.250917 = -14335141.997128 nChanged 14 SP:Iteration 123Q (317.126988 sec): 3 clusters Score: Raw -14338939.349906 + Penalty 3797.250917 = -14335142.098988 nChanged 8 SP:Iteration 124Q (317.383277 sec): 3 clusters Score: Raw -14338939.409565 + Penalty 3797.250917 = -14335142.158648 nChanged 7 SP:Iteration 125Q (317.632780 sec): 3 clusters Score: Raw -14338939.472202 + Penalty 3797.250917 = -14335142.221284 nChanged 9 SP:Iteration 126Q (317.884622 sec): 3 clusters Score: Raw -14338939.556398 + Penalty 3797.250917 = -14335142.305480 nChanged 4 SP:Iteration 127Q (318.134574 sec): 3 clusters Score: Raw -14338939.592622 + Penalty 3797.250917 = -14335142.341705 nChanged 5 SP:Iteration 128Q (318.376885 sec): 3 clusters Score: Raw -14338939.618348 + Penalty 3797.250917 = -14335142.367430 nChanged 5 SP:Iteration 129Q (318.614897 sec): 3 clusters Score: Raw -14338939.648234 + Penalty 3797.250917 = -14335142.397317 nChanged 5 SP:Iteration 130Q (318.853738 sec): 3 clusters Score: Raw -14338939.674252 + Penalty 3797.250917 = -14335142.423334 nChanged 5 SP:Iteration 131Q (319.117501 sec): 3 clusters Score: Raw -14338939.696570 + Penalty 3797.250917 = -14335142.445652 nChanged 4 SP:Iteration 132Q (319.373033 sec): 3 clusters Score: Raw -14338939.723721 + Penalty 3797.250917 = -14335142.472803 nChanged 1 SP:Iteration 133Q (319.623665 sec): 3 clusters Score: Raw -14338939.727677 + Penalty 3797.250917 = -14335142.476760 nChanged 1 SP:Iteration 134Q (319.879878 sec): 3 clusters Score: Raw -14338939.732888 + Penalty 3797.250917 = -14335142.481971 nChanged 0 SP:Iteration 135F (320.140475 sec): 3 clusters Score: Raw -14338939.732888 + Penalty 3797.250917 = -14335142.481971 nChanged 0 Score: Raw -51849309.077678 + Penalty 42212.069254 = -51807097.008424 Splitting cluster 8 changes total score from -51802759.337137 to -51807097.008424 So it's getting split into cluster 20. Trying to split cluster 9 (12813 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (326.272182 sec): 2 clusters Score: Raw -1504093.214319 + Penalty 1536.960028 = -1502556.254290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (326.333586 sec): 3 clusters Score: Raw -1496699.827123 + Penalty 3073.920057 = -1493625.907066 nChanged 5605 SP:Iteration 1F (326.399016 sec): 3 clusters Score: Raw -1499921.408717 + Penalty 3073.920057 = -1496847.488660 nChanged 878 SP:Iteration 2F (326.468493 sec): 3 clusters Score: Raw -1500425.145885 + Penalty 3073.920057 = -1497351.225828 nChanged 814 SP:Iteration 3F (326.518336 sec): 3 clusters Score: Raw -1500945.085154 + Penalty 3073.920057 = -1497871.165097 nChanged 803 SP:Iteration 4F (326.575348 sec): 3 clusters Score: Raw -1501513.262499 + Penalty 3073.920057 = -1498439.342443 nChanged 800 SP:Iteration 5F (326.639147 sec): 3 clusters Score: Raw -1502095.008247 + Penalty 3073.920057 = -1499021.088190 nChanged 739 SP:Iteration 6F (326.701641 sec): 3 clusters Score: Raw -1502627.086001 + Penalty 3073.920057 = -1499553.165944 nChanged 641 SP:Iteration 7F (326.755738 sec): 3 clusters Score: Raw -1503043.810866 + Penalty 3073.920057 = -1499969.890809 nChanged 559 SP:Iteration 8Q (326.828269 sec): 3 clusters Score: Raw -1503358.267563 + Penalty 3073.920057 = -1500284.347506 nChanged 419 SP:Iteration 9Q (326.889330 sec): 3 clusters Score: Raw -1503561.481635 + Penalty 3073.920057 = -1500487.561579 nChanged 355 SP:Iteration 10Q (326.960824 sec): 3 clusters Score: Raw -1503737.810633 + Penalty 3073.920057 = -1500663.890576 nChanged 313 SP:Iteration 11Q (327.031176 sec): 3 clusters Score: Raw -1503890.669423 + Penalty 3073.920057 = -1500816.749366 nChanged 280 SP:Iteration 12Q (327.091446 sec): 3 clusters Score: Raw -1504024.732255 + Penalty 3073.920057 = -1500950.812199 nChanged 237 SP:Iteration 13Q (327.158120 sec): 3 clusters Score: Raw -1504127.045161 + Penalty 3073.920057 = -1501053.125104 nChanged 235 SP:Iteration 14Q (327.214891 sec): 3 clusters Score: Raw -1504219.900692 + Penalty 3073.920057 = -1501145.980635 nChanged 216 SP:Iteration 15Q (327.286873 sec): 3 clusters Score: Raw -1504294.045928 + Penalty 3073.920057 = -1501220.125872 nChanged 172 SP:Iteration 16Q (327.350355 sec): 3 clusters Score: Raw -1504354.966193 + Penalty 3073.920057 = -1501281.046137 nChanged 161 SP:Iteration 17Q (327.405000 sec): 3 clusters Score: Raw -1504409.531245 + Penalty 3073.920057 = -1501335.611188 nChanged 154 SP:Iteration 18Q (327.470375 sec): 3 clusters Score: Raw -1504464.617566 + Penalty 3073.920057 = -1501390.697510 nChanged 150 SP:Iteration 19Q (327.533859 sec): 3 clusters Score: Raw -1504518.974031 + Penalty 3073.920057 = -1501445.053974 nChanged 133 SP:Iteration 20F (327.597707 sec): 3 clusters Score: Raw -1504566.144859 + Penalty 3073.920057 = -1501492.224802 nChanged 127 SP:Iteration 21Q (327.670520 sec): 3 clusters Score: Raw -1504609.245511 + Penalty 3073.920057 = -1501535.325455 nChanged 119 SP:Iteration 22Q (327.720256 sec): 3 clusters Score: Raw -1504644.647856 + Penalty 3073.920057 = -1501570.727799 nChanged 99 SP:Iteration 23Q (327.774808 sec): 3 clusters Score: Raw -1504675.908758 + Penalty 3073.920057 = -1501601.988701 nChanged 101 SP:Iteration 24Q (327.834146 sec): 3 clusters Score: Raw -1504712.660269 + Penalty 3073.920057 = -1501638.740212 nChanged 91 SP:Iteration 25Q (327.903182 sec): 3 clusters Score: Raw -1504746.614975 + Penalty 3073.920057 = -1501672.694918 nChanged 80 SP:Iteration 26Q (327.955429 sec): 3 clusters Score: Raw -1504774.749041 + Penalty 3073.920057 = -1501700.828984 nChanged 61 SP:Iteration 27Q (328.021012 sec): 3 clusters Score: Raw -1504797.483091 + Penalty 3073.920057 = -1501723.563034 nChanged 66 SP:Iteration 28Q (328.087932 sec): 3 clusters Score: Raw -1504822.230036 + Penalty 3073.920057 = -1501748.309979 nChanged 68 SP:Iteration 29Q (328.159620 sec): 3 clusters Score: Raw -1504848.263575 + Penalty 3073.920057 = -1501774.343518 nChanged 62 SP:Iteration 30Q (328.209359 sec): 3 clusters Score: Raw -1504872.806504 + Penalty 3073.920057 = -1501798.886447 nChanged 55 SP:Iteration 31Q (328.278489 sec): 3 clusters Score: Raw -1504895.390235 + Penalty 3073.920057 = -1501821.470178 nChanged 47 SP:Iteration 32Q (328.333837 sec): 3 clusters Score: Raw -1504909.423460 + Penalty 3073.920057 = -1501835.503403 nChanged 45 SP:Iteration 33Q (328.393868 sec): 3 clusters Score: Raw -1504923.211749 + Penalty 3073.920057 = -1501849.291692 nChanged 39 SP:Iteration 34Q (328.449517 sec): 3 clusters Score: Raw -1504937.654039 + Penalty 3073.920057 = -1501863.733982 nChanged 35 SP:Iteration 35Q (328.513439 sec): 3 clusters Score: Raw -1504948.324198 + Penalty 3073.920057 = -1501874.404141 nChanged 23 SP:Iteration 36Q (328.579306 sec): 3 clusters Score: Raw -1504954.517675 + Penalty 3073.920057 = -1501880.597618 nChanged 15 SP:Iteration 37Q (328.643916 sec): 3 clusters Score: Raw -1504958.422008 + Penalty 3073.920057 = -1501884.501951 nChanged 10 SP:Iteration 38Q (328.697649 sec): 3 clusters Score: Raw -1504962.539722 + Penalty 3073.920057 = -1501888.619666 nChanged 13 SP:Iteration 39Q (328.761964 sec): 3 clusters Score: Raw -1504965.450090 + Penalty 3073.920057 = -1501891.530033 nChanged 7 SP:Iteration 40F (328.818567 sec): 3 clusters Score: Raw -1504967.194030 + Penalty 3073.920057 = -1501893.273974 nChanged 7 SP:Iteration 41Q (328.874971 sec): 3 clusters Score: Raw -1504969.733873 + Penalty 3073.920057 = -1501895.813816 nChanged 8 SP:Iteration 42Q (328.913100 sec): 3 clusters Score: Raw -1504972.462292 + Penalty 3073.920057 = -1501898.542235 nChanged 7 SP:Iteration 43Q (328.985860 sec): 3 clusters Score: Raw -1504974.492988 + Penalty 3073.920057 = -1501900.572931 nChanged 11 SP:Iteration 44Q (329.046268 sec): 3 clusters Score: Raw -1504977.096263 + Penalty 3073.920057 = -1501903.176206 nChanged 7 SP:Iteration 45Q (329.098541 sec): 3 clusters Score: Raw -1504980.131035 + Penalty 3073.920057 = -1501906.210979 nChanged 7 SP:Iteration 46Q (329.170201 sec): 3 clusters Score: Raw -1504981.321033 + Penalty 3073.920057 = -1501907.400976 nChanged 5 SP:Iteration 47Q (329.224631 sec): 3 clusters Score: Raw -1504982.204086 + Penalty 3073.920057 = -1501908.284029 nChanged 5 SP:Iteration 48Q (329.271933 sec): 3 clusters Score: Raw -1504983.828611 + Penalty 3073.920057 = -1501909.908554 nChanged 2 SP:Iteration 49Q (329.337519 sec): 3 clusters Score: Raw -1504984.295913 + Penalty 3073.920057 = -1501910.375856 nChanged 1 SP:Iteration 50Q (329.401323 sec): 3 clusters Score: Raw -1504984.478191 + Penalty 3073.920057 = -1501910.558134 nChanged 0 SP:Iteration 51F (329.459371 sec): 3 clusters Score: Raw -1504984.478191 + Penalty 3073.920057 = -1501910.558134 nChanged 0 Trying to split cluster 10 (11533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (329.491578 sec): 2 clusters Score: Raw -1371021.576448 + Penalty 1519.857263 = -1369501.719186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (329.551202 sec): 3 clusters Score: Raw -1364340.608673 + Penalty 3039.714525 = -1361300.894148 nChanged 5084 SP:Iteration 1F (329.613367 sec): 3 clusters Score: Raw -1367109.515364 + Penalty 3039.714525 = -1364069.800838 nChanged 726 SP:Iteration 2F (329.663206 sec): 3 clusters Score: Raw -1367462.683804 + Penalty 3039.714525 = -1364422.969279 nChanged 650 SP:Iteration 3F (329.722983 sec): 3 clusters Score: Raw -1367794.609384 + Penalty 3039.714525 = -1364754.894859 nChanged 618 SP:Iteration 4F (329.782234 sec): 3 clusters Score: Raw -1368179.840272 + Penalty 3039.714525 = -1365140.125747 nChanged 657 SP:Iteration 5F (329.853443 sec): 3 clusters Score: Raw -1368605.197924 + Penalty 3039.714525 = -1365565.483398 nChanged 638 SP:Iteration 6F (329.903427 sec): 3 clusters Score: Raw -1369038.360610 + Penalty 3039.714525 = -1365998.646085 nChanged 619 SP:Iteration 7F (329.959807 sec): 3 clusters Score: Raw -1369450.623939 + Penalty 3039.714525 = -1366410.909414 nChanged 590 SP:Iteration 8F (330.019246 sec): 3 clusters Score: Raw -1369821.877241 + Penalty 3039.714525 = -1366782.162716 nChanged 494 SP:Iteration 9Q (330.085363 sec): 3 clusters Score: Raw -1370117.437414 + Penalty 3039.714525 = -1367077.722889 nChanged 413 SP:Iteration 10Q (330.144678 sec): 3 clusters Score: Raw -1370324.179993 + Penalty 3039.714525 = -1367284.465468 nChanged 337 SP:Iteration 11Q (330.200805 sec): 3 clusters Score: Raw -1370458.524716 + Penalty 3039.714525 = -1367418.810191 nChanged 241 SP:Iteration 12Q (330.263534 sec): 3 clusters Score: Raw -1370534.727553 + Penalty 3039.714525 = -1367495.013027 nChanged 175 SP:Iteration 13Q (330.320595 sec): 3 clusters Score: Raw -1370578.886936 + Penalty 3039.714525 = -1367539.172410 nChanged 132 SP:Iteration 14Q (330.381383 sec): 3 clusters Score: Raw -1370612.015071 + Penalty 3039.714525 = -1367572.300545 nChanged 104 SP:Iteration 15Q (330.440175 sec): 3 clusters Score: Raw -1370633.101435 + Penalty 3039.714525 = -1367593.386909 nChanged 86 SP:Iteration 16Q (330.501927 sec): 3 clusters Score: Raw -1370650.666015 + Penalty 3039.714525 = -1367610.951490 nChanged 77 SP:Iteration 17Q (330.558264 sec): 3 clusters Score: Raw -1370663.232312 + Penalty 3039.714525 = -1367623.517787 nChanged 56 SP:Iteration 18Q (330.614278 sec): 3 clusters Score: Raw -1370673.443405 + Penalty 3039.714525 = -1367633.728879 nChanged 49 SP:Iteration 19Q (330.660910 sec): 3 clusters Score: Raw -1370682.148146 + Penalty 3039.714525 = -1367642.433621 nChanged 50 SP:Iteration 20F (330.725088 sec): 3 clusters Score: Raw -1370690.221904 + Penalty 3039.714525 = -1367650.507378 nChanged 49 SP:Iteration 21Q (330.748771 sec): 3 clusters Score: Raw -1370701.384055 + Penalty 3039.714525 = -1367661.669529 nChanged 50 SP:Iteration 22Q (330.813842 sec): 3 clusters Score: Raw -1370710.211057 + Penalty 3039.714525 = -1367670.496532 nChanged 44 SP:Iteration 23Q (330.867932 sec): 3 clusters Score: Raw -1370718.152866 + Penalty 3039.714525 = -1367678.438341 nChanged 48 SP:Iteration 24Q (330.931377 sec): 3 clusters Score: Raw -1370726.107883 + Penalty 3039.714525 = -1367686.393358 nChanged 44 SP:Iteration 25Q (330.985239 sec): 3 clusters Score: Raw -1370732.413307 + Penalty 3039.714525 = -1367692.698781 nChanged 29 SP:Iteration 26Q (331.053198 sec): 3 clusters Score: Raw -1370736.941405 + Penalty 3039.714525 = -1367697.226880 nChanged 33 SP:Iteration 27Q (331.109360 sec): 3 clusters Score: Raw -1370740.696140 + Penalty 3039.714525 = -1367700.981614 nChanged 38 SP:Iteration 28Q (331.162179 sec): 3 clusters Score: Raw -1370747.786283 + Penalty 3039.714525 = -1367708.071757 nChanged 38 SP:Iteration 29Q (331.224215 sec): 3 clusters Score: Raw -1370753.669662 + Penalty 3039.714525 = -1367713.955137 nChanged 38 SP:Iteration 30Q (331.291851 sec): 3 clusters Score: Raw -1370759.971194 + Penalty 3039.714525 = -1367720.256669 nChanged 49 SP:Iteration 31Q (331.347586 sec): 3 clusters Score: Raw -1370768.806355 + Penalty 3039.714525 = -1367729.091830 nChanged 47 SP:Iteration 32Q (331.395519 sec): 3 clusters Score: Raw -1370775.411807 + Penalty 3039.714525 = -1367735.697282 nChanged 40 SP:Iteration 33Q (331.459096 sec): 3 clusters Score: Raw -1370781.815153 + Penalty 3039.714525 = -1367742.100628 nChanged 41 SP:Iteration 34Q (331.517738 sec): 3 clusters Score: Raw -1370787.049601 + Penalty 3039.714525 = -1367747.335076 nChanged 33 SP:Iteration 35Q (331.588961 sec): 3 clusters Score: Raw -1370791.649226 + Penalty 3039.714525 = -1367751.934701 nChanged 33 SP:Iteration 36Q (331.645042 sec): 3 clusters Score: Raw -1370796.664990 + Penalty 3039.714525 = -1367756.950464 nChanged 33 SP:Iteration 37Q (331.706258 sec): 3 clusters Score: Raw -1370802.607054 + Penalty 3039.714525 = -1367762.892529 nChanged 44 SP:Iteration 38Q (331.769687 sec): 3 clusters Score: Raw -1370810.768094 + Penalty 3039.714525 = -1367771.053569 nChanged 48 SP:Iteration 39Q (331.814276 sec): 3 clusters Score: Raw -1370817.965155 + Penalty 3039.714525 = -1367778.250630 nChanged 39 SP:Iteration 40F (331.873663 sec): 3 clusters Score: Raw -1370824.270119 + Penalty 3039.714525 = -1367784.555593 nChanged 37 SP:Iteration 41Q (331.941094 sec): 3 clusters Score: Raw -1370829.835800 + Penalty 3039.714525 = -1367790.121275 nChanged 36 SP:Iteration 42Q (331.997930 sec): 3 clusters Score: Raw -1370835.724613 + Penalty 3039.714525 = -1367796.010088 nChanged 39 SP:Iteration 43Q (332.068469 sec): 3 clusters Score: Raw -1370841.061484 + Penalty 3039.714525 = -1367801.346959 nChanged 37 SP:Iteration 44Q (332.124047 sec): 3 clusters Score: Raw -1370846.856407 + Penalty 3039.714525 = -1367807.141882 nChanged 37 SP:Iteration 45Q (332.184394 sec): 3 clusters Score: Raw -1370852.741649 + Penalty 3039.714525 = -1367813.027124 nChanged 45 SP:Iteration 46Q (332.236360 sec): 3 clusters Score: Raw -1370862.582736 + Penalty 3039.714525 = -1367822.868210 nChanged 53 SP:Iteration 47Q (332.294814 sec): 3 clusters Score: Raw -1370872.020909 + Penalty 3039.714525 = -1367832.306384 nChanged 45 SP:Iteration 48Q (332.356545 sec): 3 clusters Score: Raw -1370880.921359 + Penalty 3039.714525 = -1367841.206834 nChanged 48 SP:Iteration 49Q (332.418650 sec): 3 clusters Score: Raw -1370888.932035 + Penalty 3039.714525 = -1367849.217510 nChanged 39 SP:Iteration 50Q (332.476241 sec): 3 clusters Score: Raw -1370895.669451 + Penalty 3039.714525 = -1367855.954926 nChanged 35 SP:Iteration 51Q (332.522236 sec): 3 clusters Score: Raw -1370900.218859 + Penalty 3039.714525 = -1367860.504333 nChanged 27 SP:Iteration 52Q (332.589148 sec): 3 clusters Score: Raw -1370904.389994 + Penalty 3039.714525 = -1367864.675468 nChanged 34 SP:Iteration 53Q (332.640976 sec): 3 clusters Score: Raw -1370909.454993 + Penalty 3039.714525 = -1367869.740468 nChanged 33 SP:Iteration 54Q (332.698538 sec): 3 clusters Score: Raw -1370914.896936 + Penalty 3039.714525 = -1367875.182411 nChanged 26 SP:Iteration 55Q (332.751152 sec): 3 clusters Score: Raw -1370919.111469 + Penalty 3039.714525 = -1367879.396944 nChanged 24 SP:Iteration 56Q (332.821666 sec): 3 clusters Score: Raw -1370922.855078 + Penalty 3039.714525 = -1367883.140553 nChanged 19 SP:Iteration 57Q (332.879931 sec): 3 clusters Score: Raw -1370925.513409 + Penalty 3039.714525 = -1367885.798883 nChanged 27 SP:Iteration 58Q (332.934804 sec): 3 clusters Score: Raw -1370930.008483 + Penalty 3039.714525 = -1367890.293958 nChanged 27 SP:Iteration 59Q (332.986469 sec): 3 clusters Score: Raw -1370933.789728 + Penalty 3039.714525 = -1367894.075203 nChanged 24 SP:Iteration 60F (333.051001 sec): 3 clusters Score: Raw -1370936.376372 + Penalty 3039.714525 = -1367896.661847 nChanged 20 SP:Iteration 61Q (333.116095 sec): 3 clusters Score: Raw -1370939.016855 + Penalty 3039.714525 = -1367899.302330 nChanged 22 SP:Iteration 62Q (333.160210 sec): 3 clusters Score: Raw -1370941.981768 + Penalty 3039.714525 = -1367902.267242 nChanged 18 SP:Iteration 63Q (333.230415 sec): 3 clusters Score: Raw -1370943.745009 + Penalty 3039.714525 = -1367904.030483 nChanged 18 SP:Iteration 64Q (333.286234 sec): 3 clusters Score: Raw -1370946.330161 + Penalty 3039.714525 = -1367906.615636 nChanged 16 SP:Iteration 65Q (333.340571 sec): 3 clusters Score: Raw -1370948.626987 + Penalty 3039.714525 = -1367908.912462 nChanged 21 SP:Iteration 66Q (333.400746 sec): 3 clusters Score: Raw -1370952.685629 + Penalty 3039.714525 = -1367912.971103 nChanged 28 SP:Iteration 67Q (333.466498 sec): 3 clusters Score: Raw -1370957.136273 + Penalty 3039.714525 = -1367917.421748 nChanged 26 SP:Iteration 68Q (333.524217 sec): 3 clusters Score: Raw -1370960.687240 + Penalty 3039.714525 = -1367920.972714 nChanged 17 SP:Iteration 69Q (333.587672 sec): 3 clusters Score: Raw -1370962.846503 + Penalty 3039.714525 = -1367923.131978 nChanged 18 SP:Iteration 70Q (333.658746 sec): 3 clusters Score: Raw -1370965.296502 + Penalty 3039.714525 = -1367925.581976 nChanged 26 SP:Iteration 71Q (333.704254 sec): 3 clusters Score: Raw -1370968.380493 + Penalty 3039.714525 = -1367928.665968 nChanged 21 SP:Iteration 72Q (333.770523 sec): 3 clusters Score: Raw -1370970.822202 + Penalty 3039.714525 = -1367931.107676 nChanged 20 SP:Iteration 73Q (333.840403 sec): 3 clusters Score: Raw -1370972.857705 + Penalty 3039.714525 = -1367933.143180 nChanged 16 SP:Iteration 74Q (333.898079 sec): 3 clusters Score: Raw -1370974.625993 + Penalty 3039.714525 = -1367934.911468 nChanged 12 SP:Iteration 75Q (333.951370 sec): 3 clusters Score: Raw -1370975.688638 + Penalty 3039.714525 = -1367935.974112 nChanged 11 SP:Iteration 76Q (334.013999 sec): 3 clusters Score: Raw -1370976.790602 + Penalty 3039.714525 = -1367937.076077 nChanged 10 SP:Iteration 77Q (334.071732 sec): 3 clusters Score: Raw -1370977.966688 + Penalty 3039.714525 = -1367938.252162 nChanged 10 SP:Iteration 78Q (334.130948 sec): 3 clusters Score: Raw -1370979.274778 + Penalty 3039.714525 = -1367939.560253 nChanged 10 SP:Iteration 79Q (334.178887 sec): 3 clusters Score: Raw -1370980.347871 + Penalty 3039.714525 = -1367940.633346 nChanged 10 SP:Iteration 80F (334.246842 sec): 3 clusters Score: Raw -1370981.558506 + Penalty 3039.714525 = -1367941.843981 nChanged 9 SP:Iteration 81Q (334.309119 sec): 3 clusters Score: Raw -1370982.812276 + Penalty 3039.714525 = -1367943.097751 nChanged 10 SP:Iteration 82Q (334.359522 sec): 3 clusters Score: Raw -1370984.420838 + Penalty 3039.714525 = -1367944.706313 nChanged 11 SP:Iteration 83Q (334.403800 sec): 3 clusters Score: Raw -1370985.843307 + Penalty 3039.714525 = -1367946.128781 nChanged 13 SP:Iteration 84Q (334.464670 sec): 3 clusters Score: Raw -1370989.045572 + Penalty 3039.714525 = -1367949.331047 nChanged 18 SP:Iteration 85Q (334.524744 sec): 3 clusters Score: Raw -1370992.389733 + Penalty 3039.714525 = -1367952.675208 nChanged 27 SP:Iteration 86Q (334.571500 sec): 3 clusters Score: Raw -1370996.449481 + Penalty 3039.714525 = -1367956.734955 nChanged 14 SP:Iteration 87Q (334.630318 sec): 3 clusters Score: Raw -1370998.276479 + Penalty 3039.714525 = -1367958.561953 nChanged 19 SP:Iteration 88Q (334.696955 sec): 3 clusters Score: Raw -1371001.886336 + Penalty 3039.714525 = -1367962.171811 nChanged 35 SP:Iteration 89Q (334.752505 sec): 3 clusters Score: Raw -1371008.648591 + Penalty 3039.714525 = -1367968.934066 nChanged 39 SP:Iteration 90Q (334.818407 sec): 3 clusters Score: Raw -1371017.159991 + Penalty 3039.714525 = -1367977.445466 nChanged 38 SP:Iteration 91Q (334.867111 sec): 3 clusters Score: Raw -1371024.699056 + Penalty 3039.714525 = -1367984.984531 nChanged 41 SP:Iteration 92Q (334.930272 sec): 3 clusters Score: Raw -1371032.780991 + Penalty 3039.714525 = -1367993.066466 nChanged 38 SP:Iteration 93Q (334.992781 sec): 3 clusters Score: Raw -1371040.075862 + Penalty 3039.714525 = -1368000.361336 nChanged 44 SP:Iteration 94Q (335.048949 sec): 3 clusters Score: Raw -1371050.418781 + Penalty 3039.714525 = -1368010.704255 nChanged 59 SP:Iteration 95Q (335.121078 sec): 3 clusters Score: Raw -1371065.587721 + Penalty 3039.714525 = -1368025.873196 nChanged 58 SP:Iteration 96Q (335.179937 sec): 3 clusters Score: Raw -1371079.587953 + Penalty 3039.714525 = -1368039.873428 nChanged 57 SP:Iteration 97Q (335.236145 sec): 3 clusters Score: Raw -1371096.502243 + Penalty 3039.714525 = -1368056.787718 nChanged 65 SP:Iteration 98Q (335.306610 sec): 3 clusters Score: Raw -1371117.923704 + Penalty 3039.714525 = -1368078.209178 nChanged 89 SP:Iteration 99Q (335.362818 sec): 3 clusters Score: Raw -1371147.575515 + Penalty 3039.714525 = -1368107.860990 nChanged 82 SP:Iteration 100F (335.427436 sec): 3 clusters Score: Raw -1371178.390860 + Penalty 3039.714525 = -1368138.676334 nChanged 91 SP:Iteration 101Q (335.491584 sec): 3 clusters Score: Raw -1371208.082674 + Penalty 3039.714525 = -1368168.368149 nChanged 85 SP:Iteration 102Q (335.546314 sec): 3 clusters Score: Raw -1371239.267757 + Penalty 3039.714525 = -1368199.553232 nChanged 111 SP:Iteration 103Q (335.616517 sec): 3 clusters Score: Raw -1371277.044209 + Penalty 3039.714525 = -1368237.329684 nChanged 89 SP:Iteration 104Q (335.676268 sec): 3 clusters Score: Raw -1371306.417065 + Penalty 3039.714525 = -1368266.702540 nChanged 70 SP:Iteration 105Q (335.743173 sec): 3 clusters Score: Raw -1371329.692471 + Penalty 3039.714525 = -1368289.977945 nChanged 67 SP:Iteration 106Q (335.793988 sec): 3 clusters Score: Raw -1371352.194944 + Penalty 3039.714525 = -1368312.480419 nChanged 59 SP:Iteration 107Q (335.852484 sec): 3 clusters Score: Raw -1371370.321741 + Penalty 3039.714525 = -1368330.607215 nChanged 67 SP:Iteration 108Q (335.908347 sec): 3 clusters Score: Raw -1371392.494494 + Penalty 3039.714525 = -1368352.779968 nChanged 67 SP:Iteration 109Q (335.969373 sec): 3 clusters Score: Raw -1371414.575641 + Penalty 3039.714525 = -1368374.861116 nChanged 63 SP:Iteration 110Q (336.042909 sec): 3 clusters Score: Raw -1371438.891352 + Penalty 3039.714525 = -1368399.176827 nChanged 68 SP:Iteration 111Q (336.094188 sec): 3 clusters Score: Raw -1371471.875387 + Penalty 3039.714525 = -1368432.160862 nChanged 71 SP:Iteration 112Q (336.162976 sec): 3 clusters Score: Raw -1371506.343980 + Penalty 3039.714525 = -1368466.629454 nChanged 71 SP:Iteration 113Q (336.222847 sec): 3 clusters Score: Raw -1371539.038531 + Penalty 3039.714525 = -1368499.324006 nChanged 64 SP:Iteration 114Q (336.275473 sec): 3 clusters Score: Raw -1371565.339550 + Penalty 3039.714525 = -1368525.625025 nChanged 63 SP:Iteration 115Q (336.334859 sec): 3 clusters Score: Raw -1371587.420552 + Penalty 3039.714525 = -1368547.706027 nChanged 53 SP:Iteration 116Q (336.396785 sec): 3 clusters Score: Raw -1371611.627783 + Penalty 3039.714525 = -1368571.913258 nChanged 52 SP:Iteration 117Q (336.451670 sec): 3 clusters Score: Raw -1371632.528657 + Penalty 3039.714525 = -1368592.814132 nChanged 47 SP:Iteration 118Q (336.510750 sec): 3 clusters Score: Raw -1371648.093957 + Penalty 3039.714525 = -1368608.379431 nChanged 36 SP:Iteration 119Q (336.566313 sec): 3 clusters Score: Raw -1371659.254227 + Penalty 3039.714525 = -1368619.539702 nChanged 25 SP:Iteration 120F (336.623897 sec): 3 clusters Score: Raw -1371668.898573 + Penalty 3039.714525 = -1368629.184047 nChanged 23 SP:Iteration 121Q (336.681043 sec): 3 clusters Score: Raw -1371675.597728 + Penalty 3039.714525 = -1368635.883202 nChanged 20 SP:Iteration 122Q (336.739239 sec): 3 clusters Score: Raw -1371680.324127 + Penalty 3039.714525 = -1368640.609602 nChanged 13 SP:Iteration 123Q (336.796618 sec): 3 clusters Score: Raw -1371683.531058 + Penalty 3039.714525 = -1368643.816532 nChanged 10 SP:Iteration 124Q (336.852962 sec): 3 clusters Score: Raw -1371687.307978 + Penalty 3039.714525 = -1368647.593452 nChanged 16 SP:Iteration 125Q (336.911850 sec): 3 clusters Score: Raw -1371692.934068 + Penalty 3039.714525 = -1368653.219542 nChanged 12 SP:Iteration 126Q (336.975330 sec): 3 clusters Score: Raw -1371695.948831 + Penalty 3039.714525 = -1368656.234306 nChanged 11 SP:Iteration 127Q (337.030110 sec): 3 clusters Score: Raw -1371699.303022 + Penalty 3039.714525 = -1368659.588496 nChanged 9 SP:Iteration 128Q (337.094930 sec): 3 clusters Score: Raw -1371701.921857 + Penalty 3039.714525 = -1368662.207331 nChanged 9 SP:Iteration 129Q (337.149780 sec): 3 clusters Score: Raw -1371703.511419 + Penalty 3039.714525 = -1368663.796893 nChanged 3 SP:Iteration 130Q (337.207370 sec): 3 clusters Score: Raw -1371704.098612 + Penalty 3039.714525 = -1368664.384087 nChanged 2 SP:Iteration 131Q (337.275709 sec): 3 clusters Score: Raw -1371704.516356 + Penalty 3039.714525 = -1368664.801831 nChanged 0 SP:Iteration 132F (337.330019 sec): 3 clusters Score: Raw -1371704.516356 + Penalty 3039.714525 = -1368664.801831 nChanged 0 Trying to split cluster 11 (4032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (337.359197 sec): 2 clusters Score: Raw -515211.552617 + Penalty 1349.077894 = -513862.474723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (337.405658 sec): 3 clusters Score: Raw -513259.962341 + Penalty 2698.155788 = -510561.806553 nChanged 1549 SP:Iteration 1F (337.455348 sec): 3 clusters Score: Raw -514273.940954 + Penalty 2698.155788 = -511575.785166 nChanged 334 SP:Iteration 2F (337.512612 sec): 3 clusters Score: Raw -514547.927899 + Penalty 2698.155788 = -511849.772111 nChanged 250 SP:Iteration 3F (337.556982 sec): 3 clusters Score: Raw -514768.523806 + Penalty 2698.155788 = -512070.368017 nChanged 252 SP:Iteration 4F (337.597855 sec): 3 clusters Score: Raw -515012.371363 + Penalty 2698.155788 = -512314.215575 nChanged 238 SP:Iteration 5F (337.651498 sec): 3 clusters Score: Raw -515218.501534 + Penalty 2698.155788 = -512520.345746 nChanged 201 SP:Iteration 6Q (337.704830 sec): 3 clusters Score: Raw -515391.385592 + Penalty 2698.155788 = -512693.229804 nChanged 170 SP:Iteration 7Q (337.746832 sec): 3 clusters Score: Raw -515553.107022 + Penalty 2698.155788 = -512854.951234 nChanged 146 SP:Iteration 8Q (337.791590 sec): 3 clusters Score: Raw -515684.939400 + Penalty 2698.155788 = -512986.783612 nChanged 120 SP:Iteration 9Q (337.837654 sec): 3 clusters Score: Raw -515794.212337 + Penalty 2698.155788 = -513096.056548 nChanged 110 SP:Iteration 10Q (337.897389 sec): 3 clusters Score: Raw -515882.959781 + Penalty 2698.155788 = -513184.803993 nChanged 92 SP:Iteration 11Q (337.927718 sec): 3 clusters Score: Raw -515946.713668 + Penalty 2698.155788 = -513248.557880 nChanged 67 SP:Iteration 12Q (337.985344 sec): 3 clusters Score: Raw -515988.665236 + Penalty 2698.155788 = -513290.509448 nChanged 55 SP:Iteration 13Q (338.026088 sec): 3 clusters Score: Raw -516020.006455 + Penalty 2698.155788 = -513321.850667 nChanged 45 SP:Iteration 14Q (338.074868 sec): 3 clusters Score: Raw -516041.551615 + Penalty 2698.155788 = -513343.395827 nChanged 34 SP:Iteration 15Q (338.122119 sec): 3 clusters Score: Raw -516053.942773 + Penalty 2698.155788 = -513355.786985 nChanged 22 SP:Iteration 16Q (338.168917 sec): 3 clusters Score: Raw -516061.358756 + Penalty 2698.155788 = -513363.202967 nChanged 18 SP:Iteration 17Q (338.214255 sec): 3 clusters Score: Raw -516068.168567 + Penalty 2698.155788 = -513370.012779 nChanged 12 SP:Iteration 18Q (338.266189 sec): 3 clusters Score: Raw -516072.332514 + Penalty 2698.155788 = -513374.176726 nChanged 11 SP:Iteration 19Q (338.316640 sec): 3 clusters Score: Raw -516078.309114 + Penalty 2698.155788 = -513380.153326 nChanged 16 SP:Iteration 20F (338.353994 sec): 3 clusters Score: Raw -516085.181320 + Penalty 2698.155788 = -513387.025532 nChanged 18 SP:Iteration 21Q (338.388879 sec): 3 clusters Score: Raw -516089.734122 + Penalty 2698.155788 = -513391.578334 nChanged 16 SP:Iteration 22Q (338.451927 sec): 3 clusters Score: Raw -516094.235002 + Penalty 2698.155788 = -513396.079213 nChanged 9 SP:Iteration 23Q (338.501316 sec): 3 clusters Score: Raw -516096.335892 + Penalty 2698.155788 = -513398.180104 nChanged 6 SP:Iteration 24Q (338.535859 sec): 3 clusters Score: Raw -516098.114734 + Penalty 2698.155788 = -513399.958946 nChanged 5 SP:Iteration 25Q (338.583122 sec): 3 clusters Score: Raw -516099.374713 + Penalty 2698.155788 = -513401.218925 nChanged 3 SP:Iteration 26Q (338.628316 sec): 3 clusters Score: Raw -516100.464748 + Penalty 2698.155788 = -513402.308960 nChanged 3 SP:Iteration 27Q (338.678101 sec): 3 clusters Score: Raw -516100.948698 + Penalty 2698.155788 = -513402.792909 nChanged 4 SP:Iteration 28Q (338.724665 sec): 3 clusters Score: Raw -516101.923784 + Penalty 2698.155788 = -513403.767996 nChanged 5 SP:Iteration 29Q (338.779731 sec): 3 clusters Score: Raw -516103.523868 + Penalty 2698.155788 = -513405.368080 nChanged 5 SP:Iteration 30Q (338.818361 sec): 3 clusters Score: Raw -516104.765184 + Penalty 2698.155788 = -513406.609396 nChanged 3 SP:Iteration 31Q (338.862545 sec): 3 clusters Score: Raw -516105.460535 + Penalty 2698.155788 = -513407.304746 nChanged 2 SP:Iteration 32Q (338.917421 sec): 3 clusters Score: Raw -516106.106010 + Penalty 2698.155788 = -513407.950222 nChanged 2 SP:Iteration 33Q (338.961351 sec): 3 clusters Score: Raw -516107.297833 + Penalty 2698.155788 = -513409.142045 nChanged 5 SP:Iteration 34Q (339.003727 sec): 3 clusters Score: Raw -516108.478941 + Penalty 2698.155788 = -513410.323153 nChanged 5 SP:Iteration 35Q (339.041359 sec): 3 clusters Score: Raw -516109.998179 + Penalty 2698.155788 = -513411.842391 nChanged 4 SP:Iteration 36Q (339.096319 sec): 3 clusters Score: Raw -516110.660548 + Penalty 2698.155788 = -513412.504760 nChanged 5 SP:Iteration 37Q (339.142143 sec): 3 clusters Score: Raw -516111.912275 + Penalty 2698.155788 = -513413.756487 nChanged 4 SP:Iteration 38Q (339.183153 sec): 3 clusters Score: Raw -516113.116772 + Penalty 2698.155788 = -513414.960984 nChanged 2 SP:Iteration 39Q (339.227346 sec): 3 clusters Score: Raw -516113.427096 + Penalty 2698.155788 = -513415.271308 nChanged 2 SP:Iteration 40F (339.269004 sec): 3 clusters Score: Raw -516114.008665 + Penalty 2698.155788 = -513415.852877 nChanged 3 SP:Iteration 41Q (339.322491 sec): 3 clusters Score: Raw -516114.522120 + Penalty 2698.155788 = -513416.366332 nChanged 2 SP:Iteration 42Q (339.381270 sec): 3 clusters Score: Raw -516114.841498 + Penalty 2698.155788 = -513416.685710 nChanged 0 SP:Iteration 43F (339.426165 sec): 3 clusters Score: Raw -516114.841498 + Penalty 2698.155788 = -513416.685710 nChanged 0 Trying to split cluster 12 (2655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (339.444756 sec): 2 clusters Score: Raw -311150.396273 + Penalty 1281.182489 = -309869.213783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (339.484129 sec): 3 clusters Score: Raw -309927.676016 + Penalty 2562.364978 = -307365.311037 nChanged 992 SP:Iteration 1F (339.529885 sec): 3 clusters Score: Raw -310604.808286 + Penalty 2562.364978 = -308042.443308 nChanged 244 SP:Iteration 2F (339.571692 sec): 3 clusters Score: Raw -310921.937211 + Penalty 2562.364978 = -308359.572233 nChanged 227 SP:Iteration 3F (339.612542 sec): 3 clusters Score: Raw -311247.686062 + Penalty 2562.364978 = -308685.321083 nChanged 229 SP:Iteration 4F (339.658746 sec): 3 clusters Score: Raw -311543.013292 + Penalty 2562.364978 = -308980.648314 nChanged 189 SP:Iteration 5F (339.695993 sec): 3 clusters Score: Raw -311817.944754 + Penalty 2562.364978 = -309255.579776 nChanged 162 SP:Iteration 6F (339.732178 sec): 3 clusters Score: Raw -312025.256505 + Penalty 2562.364978 = -309462.891526 nChanged 119 SP:Iteration 7Q (339.774178 sec): 3 clusters Score: Raw -312176.284444 + Penalty 2562.364978 = -309613.919465 nChanged 87 SP:Iteration 8Q (339.825966 sec): 3 clusters Score: Raw -312281.674661 + Penalty 2562.364978 = -309719.309683 nChanged 52 SP:Iteration 9Q (339.875925 sec): 3 clusters Score: Raw -312376.138842 + Penalty 2562.364978 = -309813.773864 nChanged 55 SP:Iteration 10Q (339.920990 sec): 3 clusters Score: Raw -312436.260765 + Penalty 2562.364978 = -309873.895786 nChanged 47 SP:Iteration 11Q (339.953567 sec): 3 clusters Score: Raw -312484.632593 + Penalty 2562.364978 = -309922.267615 nChanged 35 SP:Iteration 12Q (339.997605 sec): 3 clusters Score: Raw -312517.744409 + Penalty 2562.364978 = -309955.379431 nChanged 34 SP:Iteration 13Q (340.043544 sec): 3 clusters Score: Raw -312544.743017 + Penalty 2562.364978 = -309982.378038 nChanged 26 SP:Iteration 14Q (340.082550 sec): 3 clusters Score: Raw -312563.208734 + Penalty 2562.364978 = -310000.843756 nChanged 22 SP:Iteration 15Q (340.123215 sec): 3 clusters Score: Raw -312580.443530 + Penalty 2562.364978 = -310018.078552 nChanged 25 SP:Iteration 16Q (340.158464 sec): 3 clusters Score: Raw -312596.836151 + Penalty 2562.364978 = -310034.471173 nChanged 21 SP:Iteration 17Q (340.206053 sec): 3 clusters Score: Raw -312612.535266 + Penalty 2562.364978 = -310050.170287 nChanged 28 SP:Iteration 18Q (340.255547 sec): 3 clusters Score: Raw -312638.957856 + Penalty 2562.364978 = -310076.592877 nChanged 38 SP:Iteration 19Q (340.298767 sec): 3 clusters Score: Raw -312682.550109 + Penalty 2562.364978 = -310120.185131 nChanged 43 SP:Iteration 20F (340.342237 sec): 3 clusters Score: Raw -312726.831523 + Penalty 2562.364978 = -310164.466545 nChanged 46 SP:Iteration 21Q (340.380467 sec): 3 clusters Score: Raw -312782.578782 + Penalty 2562.364978 = -310220.213803 nChanged 51 SP:Iteration 22Q (340.412582 sec): 3 clusters Score: Raw -312847.931673 + Penalty 2562.364978 = -310285.566695 nChanged 50 SP:Iteration 23Q (340.459837 sec): 3 clusters Score: Raw -312922.213760 + Penalty 2562.364978 = -310359.848781 nChanged 45 SP:Iteration 24Q (340.507701 sec): 3 clusters Score: Raw -312980.425964 + Penalty 2562.364978 = -310418.060986 nChanged 41 SP:Iteration 25Q (340.560746 sec): 3 clusters Score: Raw -313037.234378 + Penalty 2562.364978 = -310474.869400 nChanged 42 SP:Iteration 26Q (340.604123 sec): 3 clusters Score: Raw -313102.749935 + Penalty 2562.364978 = -310540.384957 nChanged 37 SP:Iteration 27Q (340.640234 sec): 3 clusters Score: Raw -313149.354415 + Penalty 2562.364978 = -310586.989437 nChanged 27 SP:Iteration 28Q (340.683069 sec): 3 clusters Score: Raw -313174.868373 + Penalty 2562.364978 = -310612.503395 nChanged 15 SP:Iteration 29Q (340.729148 sec): 3 clusters Score: Raw -313185.112194 + Penalty 2562.364978 = -310622.747215 nChanged 16 SP:Iteration 30Q (340.768585 sec): 3 clusters Score: Raw -313198.038257 + Penalty 2562.364978 = -310635.673279 nChanged 12 SP:Iteration 31Q (340.810539 sec): 3 clusters Score: Raw -313206.256733 + Penalty 2562.364978 = -310643.891755 nChanged 8 SP:Iteration 32Q (340.848390 sec): 3 clusters Score: Raw -313209.627456 + Penalty 2562.364978 = -310647.262478 nChanged 2 SP:Iteration 33Q (340.886399 sec): 3 clusters Score: Raw -313211.334162 + Penalty 2562.364978 = -310648.969184 nChanged 2 SP:Iteration 34Q (340.931916 sec): 3 clusters Score: Raw -313212.060222 + Penalty 2562.364978 = -310649.695244 nChanged 1 SP:Iteration 35Q (340.968415 sec): 3 clusters Score: Raw -313212.551826 + Penalty 2562.364978 = -310650.186848 nChanged 0 SP:Iteration 36F (340.997288 sec): 3 clusters Score: Raw -313212.551826 + Penalty 2562.364978 = -310650.186848 nChanged 0 Score: Raw -51851371.233232 + Penalty 44322.672716 = -51807048.560516 Splitting cluster 12 changes total score from -51802759.337137 to -51807048.560516 So it's getting split into cluster 21. Trying to split cluster 14 (118523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (347.554829 sec): 2 clusters Score: Raw -14586508.295934 + Penalty 1898.465126 = -14584609.830809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (347.786411 sec): 3 clusters Score: Raw -14508918.309894 + Penalty 3796.930252 = -14505121.379642 nChanged 56882 SP:Iteration 1F (348.038457 sec): 3 clusters Score: Raw -14541806.464613 + Penalty 3796.930252 = -14538009.534361 nChanged 3256 SP:Iteration 2Q (348.283150 sec): 3 clusters Score: Raw -14542500.347467 + Penalty 3796.930252 = -14538703.417215 nChanged 3520 SP:Iteration 3Q (348.530293 sec): 3 clusters Score: Raw -14543369.894014 + Penalty 3796.930252 = -14539572.963762 nChanged 3913 SP:Iteration 4Q (348.774966 sec): 3 clusters Score: Raw -14544510.908822 + Penalty 3796.930252 = -14540713.978570 nChanged 4468 SP:Iteration 5Q (349.014833 sec): 3 clusters Score: Raw -14546073.746077 + Penalty 3796.930252 = -14542276.815825 nChanged 5131 SP:Iteration 6Q (349.268720 sec): 3 clusters Score: Raw -14548110.366083 + Penalty 3796.930252 = -14544313.435831 nChanged 5778 SP:Iteration 7Q (349.529823 sec): 3 clusters Score: Raw -14550684.314172 + Penalty 3796.930252 = -14546887.383920 nChanged 6249 SP:Iteration 8F (349.790878 sec): 3 clusters Score: Raw -14553572.938609 + Penalty 3796.930252 = -14549776.008357 nChanged 6387 SP:Iteration 9F (350.030702 sec): 3 clusters Score: Raw -14556729.718999 + Penalty 3796.930252 = -14552932.788747 nChanged 6270 SP:Iteration 10F (350.274034 sec): 3 clusters Score: Raw -14559972.339175 + Penalty 3796.930252 = -14556175.408923 nChanged 5960 SP:Iteration 11F (350.505484 sec): 3 clusters Score: Raw -14562898.329767 + Penalty 3796.930252 = -14559101.399515 nChanged 5489 SP:Iteration 12Q (350.769423 sec): 3 clusters Score: Raw -14565405.610336 + Penalty 3796.930252 = -14561608.680085 nChanged 4950 SP:Iteration 13Q (351.013127 sec): 3 clusters Score: Raw -14567467.482130 + Penalty 3796.930252 = -14563670.551878 nChanged 4443 SP:Iteration 14Q (351.288978 sec): 3 clusters Score: Raw -14569157.338979 + Penalty 3796.930252 = -14565360.408727 nChanged 3978 SP:Iteration 15Q (351.557147 sec): 3 clusters Score: Raw -14570636.360557 + Penalty 3796.930252 = -14566839.430305 nChanged 3617 SP:Iteration 16Q (351.830934 sec): 3 clusters Score: Raw -14572005.195339 + Penalty 3796.930252 = -14568208.265087 nChanged 3292 SP:Iteration 17Q (352.081916 sec): 3 clusters Score: Raw -14573313.841275 + Penalty 3796.930252 = -14569516.911023 nChanged 3126 SP:Iteration 18Q (352.340513 sec): 3 clusters Score: Raw -14574711.545679 + Penalty 3796.930252 = -14570914.615427 nChanged 2946 SP:Iteration 19Q (352.618827 sec): 3 clusters Score: Raw -14576160.176603 + Penalty 3796.930252 = -14572363.246351 nChanged 2613 SP:Iteration 20F (352.858694 sec): 3 clusters Score: Raw -14577452.690383 + Penalty 3796.930252 = -14573655.760132 nChanged 2378 SP:Iteration 21Q (353.100829 sec): 3 clusters Score: Raw -14578475.176941 + Penalty 3796.930252 = -14574678.246689 nChanged 2086 SP:Iteration 22Q (353.354297 sec): 3 clusters Score: Raw -14579271.605606 + Penalty 3796.930252 = -14575474.675354 nChanged 1968 SP:Iteration 23Q (353.607564 sec): 3 clusters Score: Raw -14579957.153847 + Penalty 3796.930252 = -14576160.223595 nChanged 1835 SP:Iteration 24Q (353.850746 sec): 3 clusters Score: Raw -14580553.542931 + Penalty 3796.930252 = -14576756.612679 nChanged 1812 SP:Iteration 25Q (354.112527 sec): 3 clusters Score: Raw -14581146.389987 + Penalty 3796.930252 = -14577349.459735 nChanged 1820 SP:Iteration 26Q (354.376998 sec): 3 clusters Score: Raw -14581747.971588 + Penalty 3796.930252 = -14577951.041336 nChanged 1780 SP:Iteration 27Q (354.623258 sec): 3 clusters Score: Raw -14582346.176366 + Penalty 3796.930252 = -14578549.246114 nChanged 1771 SP:Iteration 28Q (354.876578 sec): 3 clusters Score: Raw -14582998.913096 + Penalty 3796.930252 = -14579201.982844 nChanged 1717 SP:Iteration 29Q (355.116406 sec): 3 clusters Score: Raw -14583646.362808 + Penalty 3796.930252 = -14579849.432556 nChanged 1592 SP:Iteration 30Q (355.342833 sec): 3 clusters Score: Raw -14584238.422367 + Penalty 3796.930252 = -14580441.492115 nChanged 1477 SP:Iteration 31Q (355.590083 sec): 3 clusters Score: Raw -14584773.693277 + Penalty 3796.930252 = -14580976.763025 nChanged 1413 SP:Iteration 32Q (355.823440 sec): 3 clusters Score: Raw -14585275.855312 + Penalty 3796.930252 = -14581478.925060 nChanged 1324 SP:Iteration 33Q (356.069434 sec): 3 clusters Score: Raw -14585712.041221 + Penalty 3796.930252 = -14581915.110969 nChanged 1171 SP:Iteration 34Q (356.291432 sec): 3 clusters Score: Raw -14586056.506461 + Penalty 3796.930252 = -14582259.576209 nChanged 1083 SP:Iteration 35Q (356.537619 sec): 3 clusters Score: Raw -14586350.286093 + Penalty 3796.930252 = -14582553.355841 nChanged 1019 SP:Iteration 36Q (356.753881 sec): 3 clusters Score: Raw -14586613.470798 + Penalty 3796.930252 = -14582816.540546 nChanged 937 SP:Iteration 37Q (356.972675 sec): 3 clusters Score: Raw -14586834.241375 + Penalty 3796.930252 = -14583037.311123 nChanged 889 SP:Iteration 38Q (357.186774 sec): 3 clusters Score: Raw -14587031.007162 + Penalty 3796.930252 = -14583234.076910 nChanged 826 SP:Iteration 39Q (357.417527 sec): 3 clusters Score: Raw -14587214.155781 + Penalty 3796.930252 = -14583417.225529 nChanged 778 SP:Iteration 40F (357.660975 sec): 3 clusters Score: Raw -14587416.601863 + Penalty 3796.930252 = -14583619.671612 nChanged 792 SP:Iteration 41Q (357.871392 sec): 3 clusters Score: Raw -14587598.390646 + Penalty 3796.930252 = -14583801.460395 nChanged 733 SP:Iteration 42Q (358.084136 sec): 3 clusters Score: Raw -14587757.674491 + Penalty 3796.930252 = -14583960.744239 nChanged 671 SP:Iteration 43Q (358.303436 sec): 3 clusters Score: Raw -14587897.307909 + Penalty 3796.930252 = -14584100.377657 nChanged 625 SP:Iteration 44Q (358.526213 sec): 3 clusters Score: Raw -14588021.400245 + Penalty 3796.930252 = -14584224.469993 nChanged 532 SP:Iteration 45Q (358.751268 sec): 3 clusters Score: Raw -14588114.586027 + Penalty 3796.930252 = -14584317.655775 nChanged 487 SP:Iteration 46Q (358.944991 sec): 3 clusters Score: Raw -14588194.052646 + Penalty 3796.930252 = -14584397.122394 nChanged 432 SP:Iteration 47Q (359.154787 sec): 3 clusters Score: Raw -14588259.777334 + Penalty 3796.930252 = -14584462.847083 nChanged 384 SP:Iteration 48Q (359.373810 sec): 3 clusters Score: Raw -14588313.380049 + Penalty 3796.930252 = -14584516.449797 nChanged 356 SP:Iteration 49Q (359.603742 sec): 3 clusters Score: Raw -14588362.601392 + Penalty 3796.930252 = -14584565.671140 nChanged 344 SP:Iteration 50Q (359.831936 sec): 3 clusters Score: Raw -14588408.058184 + Penalty 3796.930252 = -14584611.127932 nChanged 322 SP:Iteration 51Q (360.058845 sec): 3 clusters Score: Raw -14588449.826064 + Penalty 3796.930252 = -14584652.895813 nChanged 302 SP:Iteration 52Q (360.272686 sec): 3 clusters Score: Raw -14588486.245450 + Penalty 3796.930252 = -14584689.315198 nChanged 262 SP:Iteration 53Q (360.504490 sec): 3 clusters Score: Raw -14588516.020744 + Penalty 3796.930252 = -14584719.090492 nChanged 261 SP:Iteration 54Q (360.709334 sec): 3 clusters Score: Raw -14588546.910291 + Penalty 3796.930252 = -14584749.980039 nChanged 254 SP:Iteration 55Q (360.942058 sec): 3 clusters Score: Raw -14588575.807154 + Penalty 3796.930252 = -14584778.876902 nChanged 223 SP:Iteration 56Q (361.162523 sec): 3 clusters Score: Raw -14588600.251093 + Penalty 3796.930252 = -14584803.320841 nChanged 209 SP:Iteration 57Q (361.384681 sec): 3 clusters Score: Raw -14588622.762078 + Penalty 3796.930252 = -14584825.831826 nChanged 208 SP:Iteration 58Q (361.610016 sec): 3 clusters Score: Raw -14588644.616459 + Penalty 3796.930252 = -14584847.686207 nChanged 197 SP:Iteration 59Q (361.825239 sec): 3 clusters Score: Raw -14588663.777656 + Penalty 3796.930252 = -14584866.847405 nChanged 160 SP:Iteration 60F (362.075100 sec): 3 clusters Score: Raw -14588677.979301 + Penalty 3796.930252 = -14584881.049049 nChanged 168 SP:Iteration 61Q (362.301808 sec): 3 clusters Score: Raw -14588694.965538 + Penalty 3796.930252 = -14584898.035286 nChanged 163 SP:Iteration 62Q (362.517098 sec): 3 clusters Score: Raw -14588711.564516 + Penalty 3796.930252 = -14584914.634264 nChanged 135 SP:Iteration 63Q (362.725762 sec): 3 clusters Score: Raw -14588723.796654 + Penalty 3796.930252 = -14584926.866402 nChanged 116 SP:Iteration 64Q (362.949410 sec): 3 clusters Score: Raw -14588734.007653 + Penalty 3796.930252 = -14584937.077401 nChanged 111 SP:Iteration 65Q (363.149880 sec): 3 clusters Score: Raw -14588743.906719 + Penalty 3796.930252 = -14584946.976468 nChanged 105 SP:Iteration 66Q (363.371985 sec): 3 clusters Score: Raw -14588752.615880 + Penalty 3796.930252 = -14584955.685628 nChanged 94 SP:Iteration 67Q (363.587094 sec): 3 clusters Score: Raw -14588760.385095 + Penalty 3796.930252 = -14584963.454843 nChanged 89 SP:Iteration 68Q (363.801383 sec): 3 clusters Score: Raw -14588767.286615 + Penalty 3796.930252 = -14584970.356363 nChanged 76 SP:Iteration 69Q (364.018236 sec): 3 clusters Score: Raw -14588772.332115 + Penalty 3796.930252 = -14584975.401863 nChanged 60 SP:Iteration 70Q (364.219342 sec): 3 clusters Score: Raw -14588775.881661 + Penalty 3796.930252 = -14584978.951409 nChanged 56 SP:Iteration 71Q (364.427901 sec): 3 clusters Score: Raw -14588779.064992 + Penalty 3796.930252 = -14584982.134740 nChanged 48 SP:Iteration 72Q (364.636628 sec): 3 clusters Score: Raw -14588781.595632 + Penalty 3796.930252 = -14584984.665380 nChanged 51 SP:Iteration 73Q (364.858698 sec): 3 clusters Score: Raw -14588784.159287 + Penalty 3796.930252 = -14584987.229036 nChanged 45 SP:Iteration 74Q (365.092918 sec): 3 clusters Score: Raw -14588786.306042 + Penalty 3796.930252 = -14584989.375790 nChanged 40 SP:Iteration 75Q (365.295304 sec): 3 clusters Score: Raw -14588788.377990 + Penalty 3796.930252 = -14584991.447738 nChanged 45 SP:Iteration 76Q (365.496393 sec): 3 clusters Score: Raw -14588790.751869 + Penalty 3796.930252 = -14584993.821617 nChanged 48 SP:Iteration 77Q (365.704064 sec): 3 clusters Score: Raw -14588793.193536 + Penalty 3796.930252 = -14584996.263284 nChanged 49 SP:Iteration 78Q (365.923327 sec): 3 clusters Score: Raw -14588795.942396 + Penalty 3796.930252 = -14584999.012144 nChanged 51 SP:Iteration 79Q (366.137866 sec): 3 clusters Score: Raw -14588798.769292 + Penalty 3796.930252 = -14585001.839041 nChanged 45 SP:Iteration 80F (366.395523 sec): 3 clusters Score: Raw -14588801.423499 + Penalty 3796.930252 = -14585004.493247 nChanged 43 SP:Iteration 81Q (366.579674 sec): 3 clusters Score: Raw -14588804.265781 + Penalty 3796.930252 = -14585007.335529 nChanged 44 SP:Iteration 82Q (366.770296 sec): 3 clusters Score: Raw -14588807.191415 + Penalty 3796.930252 = -14585010.261163 nChanged 52 SP:Iteration 83Q (366.986874 sec): 3 clusters Score: Raw -14588810.169968 + Penalty 3796.930252 = -14585013.239716 nChanged 51 SP:Iteration 84Q (367.204385 sec): 3 clusters Score: Raw -14588813.204600 + Penalty 3796.930252 = -14585016.274348 nChanged 57 SP:Iteration 85Q (367.408658 sec): 3 clusters Score: Raw -14588816.648970 + Penalty 3796.930252 = -14585019.718719 nChanged 45 SP:Iteration 86Q (367.615870 sec): 3 clusters Score: Raw -14588819.036370 + Penalty 3796.930252 = -14585022.106118 nChanged 38 SP:Iteration 87Q (367.806342 sec): 3 clusters Score: Raw -14588820.755899 + Penalty 3796.930252 = -14585023.825647 nChanged 32 SP:Iteration 88Q (368.015634 sec): 3 clusters Score: Raw -14588823.061565 + Penalty 3796.930252 = -14585026.131313 nChanged 41 SP:Iteration 89Q (368.226510 sec): 3 clusters Score: Raw -14588825.860417 + Penalty 3796.930252 = -14585028.930165 nChanged 43 SP:Iteration 90Q (368.433818 sec): 3 clusters Score: Raw -14588828.765536 + Penalty 3796.930252 = -14585031.835284 nChanged 41 SP:Iteration 91Q (368.626790 sec): 3 clusters Score: Raw -14588830.988689 + Penalty 3796.930252 = -14585034.058437 nChanged 42 SP:Iteration 92Q (368.836771 sec): 3 clusters Score: Raw -14588833.356756 + Penalty 3796.930252 = -14585036.426504 nChanged 38 SP:Iteration 93Q (369.049673 sec): 3 clusters Score: Raw -14588835.581442 + Penalty 3796.930252 = -14585038.651190 nChanged 37 SP:Iteration 94Q (369.242227 sec): 3 clusters Score: Raw -14588837.796276 + Penalty 3796.930252 = -14585040.866024 nChanged 38 SP:Iteration 95Q (369.451235 sec): 3 clusters Score: Raw -14588840.100252 + Penalty 3796.930252 = -14585043.170000 nChanged 31 SP:Iteration 96Q (369.665440 sec): 3 clusters Score: Raw -14588841.863390 + Penalty 3796.930252 = -14585044.933139 nChanged 28 SP:Iteration 97Q (369.859093 sec): 3 clusters Score: Raw -14588843.780601 + Penalty 3796.930252 = -14585046.850349 nChanged 24 SP:Iteration 98Q (370.056351 sec): 3 clusters Score: Raw -14588844.973646 + Penalty 3796.930252 = -14585048.043394 nChanged 19 SP:Iteration 99Q (370.253336 sec): 3 clusters Score: Raw -14588845.930873 + Penalty 3796.930252 = -14585049.000621 nChanged 19 SP:Iteration 100F (370.465225 sec): 3 clusters Score: Raw -14588846.760537 + Penalty 3796.930252 = -14585049.830285 nChanged 21 SP:Iteration 101Q (370.671470 sec): 3 clusters Score: Raw -14588847.631535 + Penalty 3796.930252 = -14585050.701283 nChanged 11 SP:Iteration 102Q (370.868431 sec): 3 clusters Score: Raw -14588848.148791 + Penalty 3796.930252 = -14585051.218539 nChanged 11 SP:Iteration 103Q (371.064167 sec): 3 clusters Score: Raw -14588848.556577 + Penalty 3796.930252 = -14585051.626325 nChanged 4 SP:Iteration 104Q (371.250612 sec): 3 clusters Score: Raw -14588848.756587 + Penalty 3796.930252 = -14585051.826336 nChanged 6 SP:Iteration 105Q (371.459370 sec): 3 clusters Score: Raw -14588849.021416 + Penalty 3796.930252 = -14585052.091165 nChanged 2 SP:Iteration 106Q (371.649425 sec): 3 clusters Score: Raw -14588849.090336 + Penalty 3796.930252 = -14585052.160084 nChanged 1 SP:Iteration 107Q (371.864042 sec): 3 clusters Score: Raw -14588849.159649 + Penalty 3796.930252 = -14585052.229397 nChanged 5 SP:Iteration 108Q (372.080371 sec): 3 clusters Score: Raw -14588849.412715 + Penalty 3796.930252 = -14585052.482463 nChanged 5 SP:Iteration 109Q (372.276840 sec): 3 clusters Score: Raw -14588849.567116 + Penalty 3796.930252 = -14585052.636864 nChanged 4 SP:Iteration 110Q (372.484465 sec): 3 clusters Score: Raw -14588849.698722 + Penalty 3796.930252 = -14585052.768470 nChanged 7 SP:Iteration 111Q (372.676974 sec): 3 clusters Score: Raw -14588850.030604 + Penalty 3796.930252 = -14585053.100352 nChanged 10 SP:Iteration 112Q (372.872599 sec): 3 clusters Score: Raw -14588850.480595 + Penalty 3796.930252 = -14585053.550343 nChanged 6 SP:Iteration 113Q (373.077749 sec): 3 clusters Score: Raw -14588850.817029 + Penalty 3796.930252 = -14585053.886777 nChanged 13 SP:Iteration 114Q (373.294194 sec): 3 clusters Score: Raw -14588851.467966 + Penalty 3796.930252 = -14585054.537714 nChanged 16 SP:Iteration 115Q (373.513401 sec): 3 clusters Score: Raw -14588852.233467 + Penalty 3796.930252 = -14585055.303215 nChanged 10 SP:Iteration 116Q (373.727876 sec): 3 clusters Score: Raw -14588852.627137 + Penalty 3796.930252 = -14585055.696885 nChanged 11 SP:Iteration 117Q (373.917092 sec): 3 clusters Score: Raw -14588852.918487 + Penalty 3796.930252 = -14585055.988235 nChanged 10 SP:Iteration 118Q (374.113299 sec): 3 clusters Score: Raw -14588853.181207 + Penalty 3796.930252 = -14585056.250955 nChanged 11 SP:Iteration 119Q (374.320964 sec): 3 clusters Score: Raw -14588853.693467 + Penalty 3796.930252 = -14585056.763215 nChanged 9 SP:Iteration 120F (374.559160 sec): 3 clusters Score: Raw -14588854.025789 + Penalty 3796.930252 = -14585057.095537 nChanged 12 SP:Iteration 121Q (374.761499 sec): 3 clusters Score: Raw -14588854.480897 + Penalty 3796.930252 = -14585057.550645 nChanged 10 SP:Iteration 122Q (374.958019 sec): 3 clusters Score: Raw -14588854.859426 + Penalty 3796.930252 = -14585057.929174 nChanged 13 SP:Iteration 123Q (375.182510 sec): 3 clusters Score: Raw -14588855.338024 + Penalty 3796.930252 = -14585058.407772 nChanged 15 SP:Iteration 124Q (375.387062 sec): 3 clusters Score: Raw -14588855.905792 + Penalty 3796.930252 = -14585058.975540 nChanged 7 SP:Iteration 125Q (375.564455 sec): 3 clusters Score: Raw -14588856.142021 + Penalty 3796.930252 = -14585059.211769 nChanged 5 SP:Iteration 126Q (375.777004 sec): 3 clusters Score: Raw -14588856.240250 + Penalty 3796.930252 = -14585059.309998 nChanged 2 SP:Iteration 127Q (375.966176 sec): 3 clusters Score: Raw -14588856.285715 + Penalty 3796.930252 = -14585059.355463 nChanged 1 SP:Iteration 128Q (376.178224 sec): 3 clusters Score: Raw -14588856.336073 + Penalty 3796.930252 = -14585059.405822 nChanged 2 SP:Iteration 129Q (376.395711 sec): 3 clusters Score: Raw -14588856.431533 + Penalty 3796.930252 = -14585059.501281 nChanged 5 SP:Iteration 130Q (376.613872 sec): 3 clusters Score: Raw -14588856.700426 + Penalty 3796.930252 = -14585059.770174 nChanged 6 SP:Iteration 131Q (376.807881 sec): 3 clusters Score: Raw -14588856.873020 + Penalty 3796.930252 = -14585059.942768 nChanged 5 SP:Iteration 132Q (376.993462 sec): 3 clusters Score: Raw -14588856.991119 + Penalty 3796.930252 = -14585060.060867 nChanged 5 SP:Iteration 133Q (377.218796 sec): 3 clusters Score: Raw -14588857.170671 + Penalty 3796.930252 = -14585060.240419 nChanged 7 SP:Iteration 134Q (377.428887 sec): 3 clusters Score: Raw -14588857.436198 + Penalty 3796.930252 = -14585060.505946 nChanged 6 SP:Iteration 135Q (377.637449 sec): 3 clusters Score: Raw -14588857.634261 + Penalty 3796.930252 = -14585060.704009 nChanged 3 SP:Iteration 136Q (377.859292 sec): 3 clusters Score: Raw -14588857.656469 + Penalty 3796.930252 = -14585060.726217 nChanged 2 SP:Iteration 137Q (378.070169 sec): 3 clusters Score: Raw -14588857.695204 + Penalty 3796.930252 = -14585060.764952 nChanged 0 SP:Iteration 138F (378.305606 sec): 3 clusters Score: Raw -14588857.695204 + Penalty 3796.930252 = -14585060.764952 nChanged 0 Score: Raw -51853720.632501 + Penalty 46433.276179 = -51807287.356321 Splitting cluster 14 changes total score from -51802759.337137 to -51807287.356321 So it's getting split into cluster 22. Trying to split cluster 15 (15878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (385.068416 sec): 2 clusters Score: Raw -1784083.284949 + Penalty 1571.812090 = -1782511.472859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (385.136632 sec): 3 clusters Score: Raw -1774837.178677 + Penalty 3143.624179 = -1771693.554498 nChanged 7082 SP:Iteration 1F (385.203127 sec): 3 clusters Score: Raw -1779963.966663 + Penalty 3143.624179 = -1776820.342484 nChanged 1654 SP:Iteration 2F (385.274185 sec): 3 clusters Score: Raw -1781774.631861 + Penalty 3143.624179 = -1778631.007682 nChanged 1714 SP:Iteration 3F (385.332873 sec): 3 clusters Score: Raw -1783455.678739 + Penalty 3143.624179 = -1780312.054559 nChanged 1397 SP:Iteration 4F (385.389052 sec): 3 clusters Score: Raw -1784496.476872 + Penalty 3143.624179 = -1781352.852692 nChanged 904 SP:Iteration 5F (385.462803 sec): 3 clusters Score: Raw -1785017.191155 + Penalty 3143.624179 = -1781873.566976 nChanged 574 SP:Iteration 6Q (385.523937 sec): 3 clusters Score: Raw -1785282.404300 + Penalty 3143.624179 = -1782138.780120 nChanged 367 SP:Iteration 7Q (385.589844 sec): 3 clusters Score: Raw -1785429.499895 + Penalty 3143.624179 = -1782285.875715 nChanged 272 SP:Iteration 8Q (385.659940 sec): 3 clusters Score: Raw -1785525.833277 + Penalty 3143.624179 = -1782382.209098 nChanged 189 SP:Iteration 9Q (385.734067 sec): 3 clusters Score: Raw -1785580.774825 + Penalty 3143.624179 = -1782437.150645 nChanged 126 SP:Iteration 10Q (385.798659 sec): 3 clusters Score: Raw -1785611.410314 + Penalty 3143.624179 = -1782467.786135 nChanged 106 SP:Iteration 11Q (385.869284 sec): 3 clusters Score: Raw -1785638.666241 + Penalty 3143.624179 = -1782495.042062 nChanged 106 SP:Iteration 12Q (385.948426 sec): 3 clusters Score: Raw -1785663.407968 + Penalty 3143.624179 = -1782519.783789 nChanged 92 SP:Iteration 13Q (386.013694 sec): 3 clusters Score: Raw -1785683.367553 + Penalty 3143.624179 = -1782539.743373 nChanged 95 SP:Iteration 14Q (386.086772 sec): 3 clusters Score: Raw -1785703.541342 + Penalty 3143.624179 = -1782559.917162 nChanged 92 SP:Iteration 15Q (386.153717 sec): 3 clusters Score: Raw -1785723.388653 + Penalty 3143.624179 = -1782579.764474 nChanged 87 SP:Iteration 16Q (386.222768 sec): 3 clusters Score: Raw -1785740.497362 + Penalty 3143.624179 = -1782596.873183 nChanged 75 SP:Iteration 17Q (386.292290 sec): 3 clusters Score: Raw -1785755.148363 + Penalty 3143.624179 = -1782611.524184 nChanged 82 SP:Iteration 18Q (386.351588 sec): 3 clusters Score: Raw -1785771.285742 + Penalty 3143.624179 = -1782627.661563 nChanged 76 SP:Iteration 19Q (386.425054 sec): 3 clusters Score: Raw -1785784.798361 + Penalty 3143.624179 = -1782641.174182 nChanged 61 SP:Iteration 20F (386.492902 sec): 3 clusters Score: Raw -1785795.480678 + Penalty 3143.624179 = -1782651.856499 nChanged 64 SP:Iteration 21Q (386.568739 sec): 3 clusters Score: Raw -1785805.238834 + Penalty 3143.624179 = -1782661.614655 nChanged 49 SP:Iteration 22Q (386.636609 sec): 3 clusters Score: Raw -1785812.241980 + Penalty 3143.624179 = -1782668.617801 nChanged 44 SP:Iteration 23Q (386.703413 sec): 3 clusters Score: Raw -1785818.438892 + Penalty 3143.624179 = -1782674.814713 nChanged 40 SP:Iteration 24Q (386.786996 sec): 3 clusters Score: Raw -1785823.057983 + Penalty 3143.624179 = -1782679.433804 nChanged 27 SP:Iteration 25Q (386.845254 sec): 3 clusters Score: Raw -1785827.332388 + Penalty 3143.624179 = -1782683.708209 nChanged 21 SP:Iteration 26Q (386.921555 sec): 3 clusters Score: Raw -1785830.151793 + Penalty 3143.624179 = -1782686.527614 nChanged 21 SP:Iteration 27Q (386.988192 sec): 3 clusters Score: Raw -1785832.985227 + Penalty 3143.624179 = -1782689.361048 nChanged 27 SP:Iteration 28Q (387.052869 sec): 3 clusters Score: Raw -1785836.179300 + Penalty 3143.624179 = -1782692.555121 nChanged 18 SP:Iteration 29Q (387.128934 sec): 3 clusters Score: Raw -1785839.387147 + Penalty 3143.624179 = -1782695.762968 nChanged 21 SP:Iteration 30Q (387.197934 sec): 3 clusters Score: Raw -1785842.320266 + Penalty 3143.624179 = -1782698.696086 nChanged 18 SP:Iteration 31Q (387.259723 sec): 3 clusters Score: Raw -1785845.009660 + Penalty 3143.624179 = -1782701.385480 nChanged 13 SP:Iteration 32Q (387.325042 sec): 3 clusters Score: Raw -1785847.249114 + Penalty 3143.624179 = -1782703.624935 nChanged 12 SP:Iteration 33Q (387.385197 sec): 3 clusters Score: Raw -1785848.843395 + Penalty 3143.624179 = -1782705.219215 nChanged 17 SP:Iteration 34Q (387.447193 sec): 3 clusters Score: Raw -1785851.293890 + Penalty 3143.624179 = -1782707.669711 nChanged 14 SP:Iteration 35Q (387.511764 sec): 3 clusters Score: Raw -1785853.069028 + Penalty 3143.624179 = -1782709.444849 nChanged 8 SP:Iteration 36Q (387.576876 sec): 3 clusters Score: Raw -1785853.738870 + Penalty 3143.624179 = -1782710.114690 nChanged 5 SP:Iteration 37Q (387.643893 sec): 3 clusters Score: Raw -1785854.332123 + Penalty 3143.624179 = -1782710.707944 nChanged 8 SP:Iteration 38Q (387.719306 sec): 3 clusters Score: Raw -1785855.811975 + Penalty 3143.624179 = -1782712.187796 nChanged 8 SP:Iteration 39Q (387.786363 sec): 3 clusters Score: Raw -1785856.657622 + Penalty 3143.624179 = -1782713.033442 nChanged 6 SP:Iteration 40F (387.849070 sec): 3 clusters Score: Raw -1785857.344978 + Penalty 3143.624179 = -1782713.720798 nChanged 1 SP:Iteration 41Q (387.926735 sec): 3 clusters Score: Raw -1785857.418992 + Penalty 3143.624179 = -1782713.794813 nChanged 4 SP:Iteration 42Q (387.996610 sec): 3 clusters Score: Raw -1785857.803216 + Penalty 3143.624179 = -1782714.179037 nChanged 3 SP:Iteration 43Q (388.070472 sec): 3 clusters Score: Raw -1785858.092978 + Penalty 3143.624179 = -1782714.468799 nChanged 0 SP:Iteration 44F (388.143820 sec): 3 clusters Score: Raw -1785858.092978 + Penalty 3143.624179 = -1782714.468799 nChanged 0 Score: Raw -51855495.440530 + Penalty 48543.879642 = -51806951.560888 Splitting cluster 15 changes total score from -51802759.337137 to -51806951.560888 So it's getting split into cluster 23. Trying to split cluster 16 (52032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (395.373818 sec): 2 clusters Score: Raw -6091635.024231 + Penalty 1764.687306 = -6089870.336925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (395.510286 sec): 3 clusters Score: Raw -6058544.437199 + Penalty 3529.374613 = -6055015.062587 nChanged 24433 SP:Iteration 1F (395.629610 sec): 3 clusters Score: Raw -6072621.844782 + Penalty 3529.374613 = -6069092.470169 nChanged 2293 SP:Iteration 2Q (395.773826 sec): 3 clusters Score: Raw -6073403.732974 + Penalty 3529.374613 = -6069874.358362 nChanged 2444 SP:Iteration 3Q (395.893369 sec): 3 clusters Score: Raw -6074453.332880 + Penalty 3529.374613 = -6070923.958267 nChanged 2934 SP:Iteration 4F (396.021423 sec): 3 clusters Score: Raw -6076060.361426 + Penalty 3529.374613 = -6072530.986813 nChanged 3296 SP:Iteration 5F (396.146846 sec): 3 clusters Score: Raw -6078256.741909 + Penalty 3529.374613 = -6074727.367296 nChanged 3563 SP:Iteration 6F (396.275929 sec): 3 clusters Score: Raw -6080730.578895 + Penalty 3529.374613 = -6077201.204282 nChanged 3412 SP:Iteration 7F (396.406663 sec): 3 clusters Score: Raw -6083101.305907 + Penalty 3529.374613 = -6079571.931295 nChanged 2951 SP:Iteration 8F (396.529805 sec): 3 clusters Score: Raw -6085001.551424 + Penalty 3529.374613 = -6081472.176811 nChanged 2334 SP:Iteration 9Q (396.666573 sec): 3 clusters Score: Raw -6086445.997820 + Penalty 3529.374613 = -6082916.623207 nChanged 1839 SP:Iteration 10Q (396.784348 sec): 3 clusters Score: Raw -6087580.269075 + Penalty 3529.374613 = -6084050.894463 nChanged 1586 SP:Iteration 11Q (396.913010 sec): 3 clusters Score: Raw -6088480.749089 + Penalty 3529.374613 = -6084951.374477 nChanged 1300 SP:Iteration 12Q (397.042268 sec): 3 clusters Score: Raw -6089130.688000 + Penalty 3529.374613 = -6085601.313388 nChanged 1008 SP:Iteration 13Q (397.163816 sec): 3 clusters Score: Raw -6089615.374800 + Penalty 3529.374613 = -6086086.000187 nChanged 845 SP:Iteration 14Q (397.272437 sec): 3 clusters Score: Raw -6089994.855742 + Penalty 3529.374613 = -6086465.481129 nChanged 718 SP:Iteration 15Q (397.413085 sec): 3 clusters Score: Raw -6090299.802935 + Penalty 3529.374613 = -6086770.428322 nChanged 659 SP:Iteration 16Q (397.543178 sec): 3 clusters Score: Raw -6090589.005031 + Penalty 3529.374613 = -6087059.630418 nChanged 622 SP:Iteration 17Q (397.663861 sec): 3 clusters Score: Raw -6090863.611077 + Penalty 3529.374613 = -6087334.236464 nChanged 599 SP:Iteration 18Q (397.784113 sec): 3 clusters Score: Raw -6091128.832633 + Penalty 3529.374613 = -6087599.458020 nChanged 588 SP:Iteration 19Q (397.901903 sec): 3 clusters Score: Raw -6091400.579055 + Penalty 3529.374613 = -6087871.204443 nChanged 552 SP:Iteration 20F (398.015888 sec): 3 clusters Score: Raw -6091655.998473 + Penalty 3529.374613 = -6088126.623860 nChanged 529 SP:Iteration 21Q (398.145834 sec): 3 clusters Score: Raw -6091917.320702 + Penalty 3529.374613 = -6088387.946089 nChanged 497 SP:Iteration 22Q (398.257636 sec): 3 clusters Score: Raw -6092188.853978 + Penalty 3529.374613 = -6088659.479365 nChanged 471 SP:Iteration 23Q (398.366798 sec): 3 clusters Score: Raw -6092460.891382 + Penalty 3529.374613 = -6088931.516769 nChanged 435 SP:Iteration 24Q (398.492423 sec): 3 clusters Score: Raw -6092704.830122 + Penalty 3529.374613 = -6089175.455509 nChanged 412 SP:Iteration 25Q (398.617524 sec): 3 clusters Score: Raw -6092935.591513 + Penalty 3529.374613 = -6089406.216900 nChanged 338 SP:Iteration 26Q (398.740302 sec): 3 clusters Score: Raw -6093105.752302 + Penalty 3529.374613 = -6089576.377690 nChanged 276 SP:Iteration 27Q (398.846196 sec): 3 clusters Score: Raw -6093214.449882 + Penalty 3529.374613 = -6089685.075269 nChanged 203 SP:Iteration 28Q (398.958019 sec): 3 clusters Score: Raw -6093276.274402 + Penalty 3529.374613 = -6089746.899789 nChanged 156 SP:Iteration 29Q (399.072383 sec): 3 clusters Score: Raw -6093319.823349 + Penalty 3529.374613 = -6089790.448736 nChanged 133 SP:Iteration 30Q (399.179651 sec): 3 clusters Score: Raw -6093350.519256 + Penalty 3529.374613 = -6089821.144644 nChanged 99 SP:Iteration 31Q (399.307000 sec): 3 clusters Score: Raw -6093368.101074 + Penalty 3529.374613 = -6089838.726462 nChanged 64 SP:Iteration 32Q (399.423796 sec): 3 clusters Score: Raw -6093378.106378 + Penalty 3529.374613 = -6089848.731765 nChanged 54 SP:Iteration 33Q (399.548937 sec): 3 clusters Score: Raw -6093386.796663 + Penalty 3529.374613 = -6089857.422050 nChanged 49 SP:Iteration 34Q (399.654547 sec): 3 clusters Score: Raw -6093392.983962 + Penalty 3529.374613 = -6089863.609350 nChanged 42 SP:Iteration 35Q (399.769245 sec): 3 clusters Score: Raw -6093397.770925 + Penalty 3529.374613 = -6089868.396313 nChanged 43 SP:Iteration 36Q (399.896693 sec): 3 clusters Score: Raw -6093403.297230 + Penalty 3529.374613 = -6089873.922617 nChanged 34 SP:Iteration 37Q (400.001909 sec): 3 clusters Score: Raw -6093407.311490 + Penalty 3529.374613 = -6089877.936877 nChanged 22 SP:Iteration 38Q (400.120557 sec): 3 clusters Score: Raw -6093410.536964 + Penalty 3529.374613 = -6089881.162351 nChanged 23 SP:Iteration 39Q (400.245259 sec): 3 clusters Score: Raw -6093413.347541 + Penalty 3529.374613 = -6089883.972928 nChanged 28 SP:Iteration 40F (400.354707 sec): 3 clusters Score: Raw -6093416.805831 + Penalty 3529.374613 = -6089887.431218 nChanged 23 SP:Iteration 41Q (400.474068 sec): 3 clusters Score: Raw -6093419.418446 + Penalty 3529.374613 = -6089890.043834 nChanged 20 SP:Iteration 42Q (400.594935 sec): 3 clusters Score: Raw -6093421.109997 + Penalty 3529.374613 = -6089891.735385 nChanged 9 SP:Iteration 43Q (400.711915 sec): 3 clusters Score: Raw -6093422.186071 + Penalty 3529.374613 = -6089892.811458 nChanged 14 SP:Iteration 44Q (400.821459 sec): 3 clusters Score: Raw -6093423.980986 + Penalty 3529.374613 = -6089894.606373 nChanged 17 SP:Iteration 45Q (400.946874 sec): 3 clusters Score: Raw -6093425.959969 + Penalty 3529.374613 = -6089896.585356 nChanged 18 SP:Iteration 46Q (401.071405 sec): 3 clusters Score: Raw -6093427.948168 + Penalty 3529.374613 = -6089898.573555 nChanged 18 SP:Iteration 47Q (401.188887 sec): 3 clusters Score: Raw -6093430.175660 + Penalty 3529.374613 = -6089900.801047 nChanged 17 SP:Iteration 48Q (401.291615 sec): 3 clusters Score: Raw -6093432.501710 + Penalty 3529.374613 = -6089903.127097 nChanged 15 SP:Iteration 49Q (401.424358 sec): 3 clusters Score: Raw -6093434.115164 + Penalty 3529.374613 = -6089904.740551 nChanged 20 SP:Iteration 50Q (401.545923 sec): 3 clusters Score: Raw -6093436.380493 + Penalty 3529.374613 = -6089907.005881 nChanged 15 SP:Iteration 51Q (401.663779 sec): 3 clusters Score: Raw -6093438.414463 + Penalty 3529.374613 = -6089909.039851 nChanged 12 SP:Iteration 52Q (401.784103 sec): 3 clusters Score: Raw -6093439.334937 + Penalty 3529.374613 = -6089909.960324 nChanged 9 SP:Iteration 53Q (401.899913 sec): 3 clusters Score: Raw -6093440.165137 + Penalty 3529.374613 = -6089910.790524 nChanged 11 SP:Iteration 54Q (401.998600 sec): 3 clusters Score: Raw -6093441.437300 + Penalty 3529.374613 = -6089912.062688 nChanged 7 SP:Iteration 55Q (402.122804 sec): 3 clusters Score: Raw -6093441.980380 + Penalty 3529.374613 = -6089912.605768 nChanged 6 SP:Iteration 56Q (402.238350 sec): 3 clusters Score: Raw -6093442.580585 + Penalty 3529.374613 = -6089913.205972 nChanged 7 SP:Iteration 57Q (402.355467 sec): 3 clusters Score: Raw -6093443.063496 + Penalty 3529.374613 = -6089913.688883 nChanged 3 SP:Iteration 58Q (402.464584 sec): 3 clusters Score: Raw -6093443.247626 + Penalty 3529.374613 = -6089913.873014 nChanged 3 SP:Iteration 59Q (402.585086 sec): 3 clusters Score: Raw -6093443.542551 + Penalty 3529.374613 = -6089914.167939 nChanged 2 SP:Iteration 60F (402.703876 sec): 3 clusters Score: Raw -6093443.665660 + Penalty 3529.374613 = -6089914.291047 nChanged 2 SP:Iteration 61Q (402.822395 sec): 3 clusters Score: Raw -6093443.781572 + Penalty 3529.374613 = -6089914.406959 nChanged 2 SP:Iteration 62Q (402.929900 sec): 3 clusters Score: Raw -6093443.885651 + Penalty 3529.374613 = -6089914.511039 nChanged 2 SP:Iteration 63Q (403.052462 sec): 3 clusters Score: Raw -6093444.032343 + Penalty 3529.374613 = -6089914.657730 nChanged 1 SP:Iteration 64Q (403.160543 sec): 3 clusters Score: Raw -6093444.099995 + Penalty 3529.374613 = -6089914.725382 nChanged 1 SP:Iteration 65Q (403.271827 sec): 3 clusters Score: Raw -6093444.136770 + Penalty 3529.374613 = -6089914.762157 nChanged 0 SP:Iteration 66F (403.399221 sec): 3 clusters Score: Raw -6093444.136770 + Penalty 3529.374613 = -6089914.762157 nChanged 0 Score: Raw -51857304.553069 + Penalty 50654.483105 = -51806650.069964 Splitting cluster 16 changes total score from -51802759.337137 to -51806650.069964 So it's getting split into cluster 24. Trying to split cluster 17 (3232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (410.674017 sec): 2 clusters Score: Raw -368544.451640 + Penalty 1313.139168 = -367231.312472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (410.711007 sec): 3 clusters Score: Raw -367010.647102 + Penalty 2626.278336 = -364384.368766 nChanged 1262 SP:Iteration 1F (410.746101 sec): 3 clusters Score: Raw -367867.341406 + Penalty 2626.278336 = -365241.063070 nChanged 298 SP:Iteration 2F (410.785340 sec): 3 clusters Score: Raw -368136.434929 + Penalty 2626.278336 = -365510.156593 nChanged 217 SP:Iteration 3F (410.828886 sec): 3 clusters Score: Raw -368330.281128 + Penalty 2626.278336 = -365704.002791 nChanged 162 SP:Iteration 4F (410.878178 sec): 3 clusters Score: Raw -368495.204164 + Penalty 2626.278336 = -365868.925827 nChanged 156 SP:Iteration 5Q (410.926564 sec): 3 clusters Score: Raw -368637.737867 + Penalty 2626.278336 = -366011.459531 nChanged 128 SP:Iteration 6Q (410.971945 sec): 3 clusters Score: Raw -368753.706972 + Penalty 2626.278336 = -366127.428635 nChanged 112 SP:Iteration 7Q (411.030162 sec): 3 clusters Score: Raw -368836.484731 + Penalty 2626.278336 = -366210.206395 nChanged 80 SP:Iteration 8Q (411.068641 sec): 3 clusters Score: Raw -368888.018311 + Penalty 2626.278336 = -366261.739974 nChanged 51 SP:Iteration 9Q (411.116533 sec): 3 clusters Score: Raw -368923.179014 + Penalty 2626.278336 = -366296.900678 nChanged 55 SP:Iteration 10Q (411.150607 sec): 3 clusters Score: Raw -368956.330712 + Penalty 2626.278336 = -366330.052375 nChanged 46 SP:Iteration 11Q (411.199448 sec): 3 clusters Score: Raw -368981.971330 + Penalty 2626.278336 = -366355.692994 nChanged 41 SP:Iteration 12Q (411.244774 sec): 3 clusters Score: Raw -369003.722767 + Penalty 2626.278336 = -366377.444430 nChanged 46 SP:Iteration 13Q (411.301769 sec): 3 clusters Score: Raw -369028.714854 + Penalty 2626.278336 = -366402.436517 nChanged 50 SP:Iteration 14Q (411.340726 sec): 3 clusters Score: Raw -369057.124516 + Penalty 2626.278336 = -366430.846180 nChanged 40 SP:Iteration 15Q (411.376887 sec): 3 clusters Score: Raw -369077.003546 + Penalty 2626.278336 = -366450.725210 nChanged 35 SP:Iteration 16Q (411.422360 sec): 3 clusters Score: Raw -369090.820359 + Penalty 2626.278336 = -366464.542022 nChanged 30 SP:Iteration 17Q (411.472822 sec): 3 clusters Score: Raw -369105.224676 + Penalty 2626.278336 = -366478.946340 nChanged 34 SP:Iteration 18Q (411.518120 sec): 3 clusters Score: Raw -369121.235239 + Penalty 2626.278336 = -366494.956903 nChanged 39 SP:Iteration 19Q (411.565420 sec): 3 clusters Score: Raw -369137.166801 + Penalty 2626.278336 = -366510.888464 nChanged 30 SP:Iteration 20F (411.610701 sec): 3 clusters Score: Raw -369148.932933 + Penalty 2626.278336 = -366522.654597 nChanged 28 SP:Iteration 21Q (411.657567 sec): 3 clusters Score: Raw -369159.220334 + Penalty 2626.278336 = -366532.941997 nChanged 23 SP:Iteration 22Q (411.697416 sec): 3 clusters Score: Raw -369167.628669 + Penalty 2626.278336 = -366541.350333 nChanged 17 SP:Iteration 23Q (411.743650 sec): 3 clusters Score: Raw -369174.590915 + Penalty 2626.278336 = -366548.312579 nChanged 19 SP:Iteration 24Q (411.782767 sec): 3 clusters Score: Raw -369182.037975 + Penalty 2626.278336 = -366555.759639 nChanged 17 SP:Iteration 25Q (411.823353 sec): 3 clusters Score: Raw -369188.082871 + Penalty 2626.278336 = -366561.804535 nChanged 10 SP:Iteration 26Q (411.878112 sec): 3 clusters Score: Raw -369191.661205 + Penalty 2626.278336 = -366565.382869 nChanged 8 SP:Iteration 27Q (411.920272 sec): 3 clusters Score: Raw -369193.870437 + Penalty 2626.278336 = -366567.592100 nChanged 8 SP:Iteration 28Q (411.967560 sec): 3 clusters Score: Raw -369197.384292 + Penalty 2626.278336 = -366571.105955 nChanged 11 SP:Iteration 29Q (412.017104 sec): 3 clusters Score: Raw -369201.185156 + Penalty 2626.278336 = -366574.906820 nChanged 10 SP:Iteration 30Q (412.069118 sec): 3 clusters Score: Raw -369204.340863 + Penalty 2626.278336 = -366578.062526 nChanged 9 SP:Iteration 31Q (412.106804 sec): 3 clusters Score: Raw -369207.758046 + Penalty 2626.278336 = -366581.479710 nChanged 15 SP:Iteration 32Q (412.139850 sec): 3 clusters Score: Raw -369213.071585 + Penalty 2626.278336 = -366586.793249 nChanged 11 SP:Iteration 33Q (412.182632 sec): 3 clusters Score: Raw -369218.975564 + Penalty 2626.278336 = -366592.697227 nChanged 16 SP:Iteration 34Q (412.227552 sec): 3 clusters Score: Raw -369225.099558 + Penalty 2626.278336 = -366598.821221 nChanged 19 SP:Iteration 35Q (412.273473 sec): 3 clusters Score: Raw -369236.864760 + Penalty 2626.278336 = -366610.586424 nChanged 23 SP:Iteration 36Q (412.317695 sec): 3 clusters Score: Raw -369250.101147 + Penalty 2626.278336 = -366623.822810 nChanged 24 SP:Iteration 37Q (412.360189 sec): 3 clusters Score: Raw -369261.215514 + Penalty 2626.278336 = -366634.937178 nChanged 21 SP:Iteration 38Q (412.402434 sec): 3 clusters Score: Raw -369268.809741 + Penalty 2626.278336 = -366642.531405 nChanged 12 SP:Iteration 39Q (412.441176 sec): 3 clusters Score: Raw -369274.109101 + Penalty 2626.278336 = -366647.830765 nChanged 13 SP:Iteration 40F (412.491163 sec): 3 clusters Score: Raw -369278.313919 + Penalty 2626.278336 = -366652.035582 nChanged 8 SP:Iteration 41Q (412.539180 sec): 3 clusters Score: Raw -369280.385774 + Penalty 2626.278336 = -366654.107437 nChanged 5 SP:Iteration 42Q (412.585463 sec): 3 clusters Score: Raw -369281.288579 + Penalty 2626.278336 = -366655.010243 nChanged 5 SP:Iteration 43Q (412.628080 sec): 3 clusters Score: Raw -369282.397224 + Penalty 2626.278336 = -366656.118888 nChanged 6 SP:Iteration 44Q (412.683721 sec): 3 clusters Score: Raw -369283.750166 + Penalty 2626.278336 = -366657.471830 nChanged 4 SP:Iteration 45Q (412.722792 sec): 3 clusters Score: Raw -369284.562397 + Penalty 2626.278336 = -366658.284061 nChanged 2 SP:Iteration 46Q (412.776339 sec): 3 clusters Score: Raw -369284.802888 + Penalty 2626.278336 = -366658.524551 nChanged 3 SP:Iteration 47Q (412.812409 sec): 3 clusters Score: Raw -369286.011115 + Penalty 2626.278336 = -366659.732779 nChanged 3 SP:Iteration 48Q (412.859162 sec): 3 clusters Score: Raw -369286.726882 + Penalty 2626.278336 = -366660.448545 nChanged 3 SP:Iteration 49Q (412.903687 sec): 3 clusters Score: Raw -369288.022041 + Penalty 2626.278336 = -366661.743704 nChanged 3 SP:Iteration 50Q (412.945948 sec): 3 clusters Score: Raw -369289.154302 + Penalty 2626.278336 = -366662.875966 nChanged 3 SP:Iteration 51Q (412.990733 sec): 3 clusters Score: Raw -369290.126934 + Penalty 2626.278336 = -366663.848598 nChanged 3 SP:Iteration 52Q (413.045801 sec): 3 clusters Score: Raw -369290.531992 + Penalty 2626.278336 = -366664.253656 nChanged 1 SP:Iteration 53Q (413.085489 sec): 3 clusters Score: Raw -369290.719517 + Penalty 2626.278336 = -366664.441181 nChanged 2 SP:Iteration 54Q (413.124015 sec): 3 clusters Score: Raw -369291.133441 + Penalty 2626.278336 = -366664.855105 nChanged 0 SP:Iteration 55F (413.172306 sec): 3 clusters Score: Raw -369291.133441 + Penalty 2626.278336 = -366664.855105 nChanged 0 Trying to split cluster 19 (3896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (413.203578 sec): 2 clusters Score: Raw -491654.646844 + Penalty 1343.502171 = -490311.144673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (413.266444 sec): 3 clusters Score: Raw -489730.501780 + Penalty 2687.004341 = -487043.497439 nChanged 1536 SP:Iteration 1F (413.314764 sec): 3 clusters Score: Raw -490648.350282 + Penalty 2687.004341 = -487961.345941 nChanged 298 SP:Iteration 2F (413.348253 sec): 3 clusters Score: Raw -490813.997894 + Penalty 2687.004341 = -488126.993553 nChanged 191 SP:Iteration 3Q (413.394539 sec): 3 clusters Score: Raw -490912.137687 + Penalty 2687.004341 = -488225.133346 nChanged 159 SP:Iteration 4Q (413.447597 sec): 3 clusters Score: Raw -490982.801457 + Penalty 2687.004341 = -488295.797116 nChanged 121 SP:Iteration 5Q (413.499301 sec): 3 clusters Score: Raw -491036.564015 + Penalty 2687.004341 = -488349.559674 nChanged 106 SP:Iteration 6Q (413.539127 sec): 3 clusters Score: Raw -491088.445620 + Penalty 2687.004341 = -488401.441279 nChanged 90 SP:Iteration 7Q (413.589386 sec): 3 clusters Score: Raw -491131.395298 + Penalty 2687.004341 = -488444.390957 nChanged 74 SP:Iteration 8Q (413.630494 sec): 3 clusters Score: Raw -491164.184674 + Penalty 2687.004341 = -488477.180333 nChanged 71 SP:Iteration 9Q (413.673175 sec): 3 clusters Score: Raw -491189.648420 + Penalty 2687.004341 = -488502.644079 nChanged 63 SP:Iteration 10Q (413.724549 sec): 3 clusters Score: Raw -491218.488695 + Penalty 2687.004341 = -488531.484354 nChanged 65 SP:Iteration 11Q (413.773065 sec): 3 clusters Score: Raw -491256.271892 + Penalty 2687.004341 = -488569.267551 nChanged 80 SP:Iteration 12Q (413.805775 sec): 3 clusters Score: Raw -491301.893252 + Penalty 2687.004341 = -488614.888911 nChanged 89 SP:Iteration 13Q (413.855529 sec): 3 clusters Score: Raw -491364.734582 + Penalty 2687.004341 = -488677.730241 nChanged 116 SP:Iteration 14Q (413.895730 sec): 3 clusters Score: Raw -491453.505813 + Penalty 2687.004341 = -488766.501472 nChanged 128 SP:Iteration 15Q (413.948773 sec): 3 clusters Score: Raw -491558.677243 + Penalty 2687.004341 = -488871.672902 nChanged 137 SP:Iteration 16Q (413.994908 sec): 3 clusters Score: Raw -491659.819609 + Penalty 2687.004341 = -488972.815268 nChanged 125 SP:Iteration 17Q (414.033442 sec): 3 clusters Score: Raw -491770.556272 + Penalty 2687.004341 = -489083.551931 nChanged 139 SP:Iteration 18Q (414.083642 sec): 3 clusters Score: Raw -491917.463839 + Penalty 2687.004341 = -489230.459498 nChanged 154 SP:Iteration 19Q (414.139984 sec): 3 clusters Score: Raw -492083.908500 + Penalty 2687.004341 = -489396.904159 nChanged 139 SP:Iteration 20F (414.196113 sec): 3 clusters Score: Raw -492212.083436 + Penalty 2687.004341 = -489525.079095 nChanged 100 SP:Iteration 21Q (414.240779 sec): 3 clusters Score: Raw -492312.459942 + Penalty 2687.004341 = -489625.455601 nChanged 87 SP:Iteration 22Q (414.293244 sec): 3 clusters Score: Raw -492398.431777 + Penalty 2687.004341 = -489711.427436 nChanged 80 SP:Iteration 23Q (414.330548 sec): 3 clusters Score: Raw -492476.311679 + Penalty 2687.004341 = -489789.307338 nChanged 66 SP:Iteration 24Q (414.376396 sec): 3 clusters Score: Raw -492537.865219 + Penalty 2687.004341 = -489850.860878 nChanged 52 SP:Iteration 25Q (414.425941 sec): 3 clusters Score: Raw -492576.549896 + Penalty 2687.004341 = -489889.545554 nChanged 52 SP:Iteration 26Q (414.485398 sec): 3 clusters Score: Raw -492611.754351 + Penalty 2687.004341 = -489924.750010 nChanged 27 SP:Iteration 27Q (414.524471 sec): 3 clusters Score: Raw -492627.159410 + Penalty 2687.004341 = -489940.155069 nChanged 17 SP:Iteration 28Q (414.569034 sec): 3 clusters Score: Raw -492636.306875 + Penalty 2687.004341 = -489949.302534 nChanged 18 SP:Iteration 29Q (414.602607 sec): 3 clusters Score: Raw -492645.941221 + Penalty 2687.004341 = -489958.936880 nChanged 16 SP:Iteration 30Q (414.653885 sec): 3 clusters Score: Raw -492653.857153 + Penalty 2687.004341 = -489966.852812 nChanged 22 SP:Iteration 31Q (414.694675 sec): 3 clusters Score: Raw -492667.883449 + Penalty 2687.004341 = -489980.879108 nChanged 12 SP:Iteration 32Q (414.735450 sec): 3 clusters Score: Raw -492674.359838 + Penalty 2687.004341 = -489987.355497 nChanged 16 SP:Iteration 33Q (414.781716 sec): 3 clusters Score: Raw -492683.917083 + Penalty 2687.004341 = -489996.912741 nChanged 17 SP:Iteration 34Q (414.825880 sec): 3 clusters Score: Raw -492693.537061 + Penalty 2687.004341 = -490006.532720 nChanged 14 SP:Iteration 35Q (414.886393 sec): 3 clusters Score: Raw -492699.904746 + Penalty 2687.004341 = -490012.900405 nChanged 14 SP:Iteration 36Q (414.931761 sec): 3 clusters Score: Raw -492716.461590 + Penalty 2687.004341 = -490029.457249 nChanged 18 SP:Iteration 37Q (414.970131 sec): 3 clusters Score: Raw -492730.900697 + Penalty 2687.004341 = -490043.896356 nChanged 12 SP:Iteration 38Q (415.018104 sec): 3 clusters Score: Raw -492738.346463 + Penalty 2687.004341 = -490051.342122 nChanged 11 SP:Iteration 39Q (415.057677 sec): 3 clusters Score: Raw -492744.144214 + Penalty 2687.004341 = -490057.139873 nChanged 6 SP:Iteration 40F (415.106409 sec): 3 clusters Score: Raw -492748.488450 + Penalty 2687.004341 = -490061.484109 nChanged 3 SP:Iteration 41Q (415.149378 sec): 3 clusters Score: Raw -492749.975947 + Penalty 2687.004341 = -490062.971606 nChanged 2 SP:Iteration 42Q (415.204607 sec): 3 clusters Score: Raw -492750.449021 + Penalty 2687.004341 = -490063.444680 nChanged 1 SP:Iteration 43Q (415.242527 sec): 3 clusters Score: Raw -492750.805481 + Penalty 2687.004341 = -490063.801140 nChanged 0 SP:Iteration 44F (415.283283 sec): 3 clusters Score: Raw -492750.805481 + Penalty 2687.004341 = -490063.801140 nChanged 0 Iteration 59Q (420.141649 sec): 25 clusters Score: Raw -51862969.322025 + Penalty 50654.483105 = -51812314.838921 nChanged 10262 Iteration 60F (427.118496 sec): 25 clusters Score: Raw -51866744.501385 + Penalty 50654.483105 = -51816090.018280 nChanged 6016 Iteration 61Q (430.559211 sec): 25 clusters Score: Raw -51868133.499913 + Penalty 50654.483105 = -51817479.016809 nChanged 3529 Iteration 62Q (433.963898 sec): 25 clusters Score: Raw -51868881.390551 + Penalty 50654.483105 = -51818226.907446 nChanged 2848 Iteration 63Q (437.465255 sec): 25 clusters Score: Raw -51869478.423679 + Penalty 50654.483105 = -51818823.940574 nChanged 2418 Iteration 64Q (440.855834 sec): 25 clusters Score: Raw -51869903.421186 + Penalty 50654.483105 = -51819248.938081 nChanged 2068 Iteration 65Q (444.242645 sec): 25 clusters Score: Raw -51870271.558309 + Penalty 50654.483105 = -51819617.075204 nChanged 1891 Iteration 66Q (447.584702 sec): 25 clusters Score: Raw -51870624.875228 + Penalty 50654.483105 = -51819970.392123 nChanged 1847 Iteration 67Q (450.932499 sec): 25 clusters Score: Raw -51870962.717773 + Penalty 50654.483105 = -51820308.234669 nChanged 1782 Iteration 68Q (454.223509 sec): 25 clusters Score: Raw -51871274.089445 + Penalty 50654.483105 = -51820619.606340 nChanged 1606 Iteration 69Q (457.646817 sec): 25 clusters Score: Raw -51871518.681602 + Penalty 50654.483105 = -51820864.198498 nChanged 1527 Iteration 70Q (461.015090 sec): 25 clusters Score: Raw -51871710.735512 + Penalty 50654.483105 = -51821056.252408 nChanged 1376 Iteration 71Q (464.376609 sec): 25 clusters Score: Raw -51871872.356163 + Penalty 50654.483105 = -51821217.873059 nChanged 1259 Iteration 72Q (467.750844 sec): 25 clusters Score: Raw -51872002.482214 + Penalty 50654.483105 = -51821347.999109 nChanged 1140 Iteration 73Q (471.183889 sec): 25 clusters Score: Raw -51872114.234572 + Penalty 50654.483105 = -51821459.751468 nChanged 1054 Iteration 74Q (474.536770 sec): 25 clusters Score: Raw -51872215.603915 + Penalty 50654.483105 = -51821561.120810 nChanged 1001 Iteration 75Q (477.936928 sec): 25 clusters Score: Raw -51872309.908784 + Penalty 50654.483105 = -51821655.425680 nChanged 940 Iteration 76Q (481.271493 sec): 25 clusters Score: Raw -51872392.400095 + Penalty 50654.483105 = -51821737.916991 nChanged 934 Iteration 77Q (484.552645 sec): 25 clusters Score: Raw -51872469.472962 + Penalty 50654.483105 = -51821814.989858 nChanged 833 Iteration 78Q (487.901464 sec): 25 clusters Score: Raw -51872535.693538 + Penalty 50654.483105 = -51821881.210434 nChanged 759 Iteration 79Q (491.245529 sec): 25 clusters Score: Raw -51872590.927615 + Penalty 50654.483105 = -51821936.444510 nChanged 728 Iteration 80F (498.623765 sec): 25 clusters Score: Raw -51872640.359651 + Penalty 50654.483105 = -51821985.876547 nChanged 696 Iteration 81Q (501.927591 sec): 25 clusters Score: Raw -51872687.962147 + Penalty 50654.483105 = -51822033.479043 nChanged 678 Iteration 82Q (505.296738 sec): 25 clusters Score: Raw -51872737.679575 + Penalty 50654.483105 = -51822083.196471 nChanged 567 Iteration 83Q (508.656670 sec): 25 clusters Score: Raw -51872777.240937 + Penalty 50654.483105 = -51822122.757833 nChanged 519 Iteration 84Q (512.070655 sec): 25 clusters Score: Raw -51872808.634599 + Penalty 50654.483105 = -51822154.151494 nChanged 497 Iteration 85Q (515.488781 sec): 25 clusters Score: Raw -51872832.735508 + Penalty 50654.483105 = -51822178.252404 nChanged 440 Iteration 86Q (518.858446 sec): 25 clusters Score: Raw -51872855.495390 + Penalty 50654.483105 = -51822201.012285 nChanged 411 Iteration 87Q (522.284130 sec): 25 clusters Score: Raw -51872875.349274 + Penalty 50654.483105 = -51822220.866169 nChanged 391 Iteration 88Q (525.645021 sec): 25 clusters Score: Raw -51872892.531844 + Penalty 50654.483105 = -51822238.048740 nChanged 341 Iteration 89Q (528.975654 sec): 25 clusters Score: Raw -51872908.110177 + Penalty 50654.483105 = -51822253.627072 nChanged 338 Iteration 90Q (532.340173 sec): 25 clusters Score: Raw -51872924.698568 + Penalty 50654.483105 = -51822270.215464 nChanged 330 Iteration 91Q (535.631818 sec): 25 clusters Score: Raw -51872940.477306 + Penalty 50654.483105 = -51822285.994202 nChanged 358 Iteration 92Q (538.977191 sec): 25 clusters Score: Raw -51872956.479053 + Penalty 50654.483105 = -51822301.995948 nChanged 314 Iteration 93Q (542.472554 sec): 25 clusters Score: Raw -51872970.179366 + Penalty 50654.483105 = -51822315.696262 nChanged 307 Iteration 94Q (545.881280 sec): 25 clusters Score: Raw -51872982.164159 + Penalty 50654.483105 = -51822327.681055 nChanged 290 Iteration 95Q (549.344387 sec): 25 clusters Score: Raw -51872992.587567 + Penalty 50654.483105 = -51822338.104463 nChanged 256 Iteration 96Q (552.663685 sec): 25 clusters Score: Raw -51873002.378144 + Penalty 50654.483105 = -51822347.895039 nChanged 252 Iteration 97Q (556.097493 sec): 25 clusters Score: Raw -51873013.363370 + Penalty 50654.483105 = -51822358.880265 nChanged 253 Iteration 98Q (559.461133 sec): 25 clusters Score: Raw -51873024.643292 + Penalty 50654.483105 = -51822370.160188 nChanged 256 Writing temp clu file Because OldScore, -51822358.880265, is greater than current (better) Score,-51822370.160188 Compute initial score before splitting: Score: Raw -51873024.643292 + Penalty 50654.483105 = -51822370.160188 Trying to split cluster 1 (9868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (559.605137 sec): 2 clusters Score: Raw -1190710.322335 + Penalty 1494.521028 = -1189215.801308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (559.664271 sec): 3 clusters Score: Raw -1185247.530977 + Penalty 2989.042055 = -1182258.488921 nChanged 4207 SP:Iteration 1F (559.727323 sec): 3 clusters Score: Raw -1187585.177001 + Penalty 2989.042055 = -1184596.134945 nChanged 655 SP:Iteration 2F (559.771164 sec): 3 clusters Score: Raw -1187912.375183 + Penalty 2989.042055 = -1184923.333127 nChanged 529 SP:Iteration 3F (559.820354 sec): 3 clusters Score: Raw -1188168.087743 + Penalty 2989.042055 = -1185179.045688 nChanged 470 SP:Iteration 4Q (559.881718 sec): 3 clusters Score: Raw -1188371.821886 + Penalty 2989.042055 = -1185382.779831 nChanged 384 SP:Iteration 5Q (559.928586 sec): 3 clusters Score: Raw -1188532.162983 + Penalty 2989.042055 = -1185543.120927 nChanged 322 SP:Iteration 6Q (559.990089 sec): 3 clusters Score: Raw -1188656.993124 + Penalty 2989.042055 = -1185667.951069 nChanged 275 SP:Iteration 7Q (560.049539 sec): 3 clusters Score: Raw -1188756.452566 + Penalty 2989.042055 = -1185767.410511 nChanged 243 SP:Iteration 8Q (560.104139 sec): 3 clusters Score: Raw -1188836.451836 + Penalty 2989.042055 = -1185847.409780 nChanged 221 SP:Iteration 9Q (560.176046 sec): 3 clusters Score: Raw -1188910.639888 + Penalty 2989.042055 = -1185921.597833 nChanged 195 SP:Iteration 10Q (560.225815 sec): 3 clusters Score: Raw -1188975.857298 + Penalty 2989.042055 = -1185986.815242 nChanged 206 SP:Iteration 11Q (560.284498 sec): 3 clusters Score: Raw -1189045.704736 + Penalty 2989.042055 = -1186056.662680 nChanged 194 SP:Iteration 12Q (560.342186 sec): 3 clusters Score: Raw -1189108.286533 + Penalty 2989.042055 = -1186119.244477 nChanged 194 SP:Iteration 13Q (560.389933 sec): 3 clusters Score: Raw -1189182.584125 + Penalty 2989.042055 = -1186193.542069 nChanged 189 SP:Iteration 14Q (560.446407 sec): 3 clusters Score: Raw -1189262.318936 + Penalty 2989.042055 = -1186273.276881 nChanged 221 SP:Iteration 15Q (560.508728 sec): 3 clusters Score: Raw -1189362.086480 + Penalty 2989.042055 = -1186373.044425 nChanged 212 SP:Iteration 16Q (560.568106 sec): 3 clusters Score: Raw -1189448.516124 + Penalty 2989.042055 = -1186459.474069 nChanged 196 SP:Iteration 17Q (560.621968 sec): 3 clusters Score: Raw -1189519.817777 + Penalty 2989.042055 = -1186530.775722 nChanged 184 SP:Iteration 18Q (560.680388 sec): 3 clusters Score: Raw -1189597.103653 + Penalty 2989.042055 = -1186608.061598 nChanged 204 SP:Iteration 19Q (560.744508 sec): 3 clusters Score: Raw -1189684.731125 + Penalty 2989.042055 = -1186695.689069 nChanged 200 SP:Iteration 20F (560.796396 sec): 3 clusters Score: Raw -1189764.648053 + Penalty 2989.042055 = -1186775.605998 nChanged 176 SP:Iteration 21Q (560.857894 sec): 3 clusters Score: Raw -1189829.030719 + Penalty 2989.042055 = -1186839.988664 nChanged 181 SP:Iteration 22Q (560.917256 sec): 3 clusters Score: Raw -1189904.671758 + Penalty 2989.042055 = -1186915.629703 nChanged 186 SP:Iteration 23Q (560.962956 sec): 3 clusters Score: Raw -1189986.889499 + Penalty 2989.042055 = -1186997.847444 nChanged 179 SP:Iteration 24Q (561.029812 sec): 3 clusters Score: Raw -1190064.425273 + Penalty 2989.042055 = -1187075.383217 nChanged 184 SP:Iteration 25Q (561.089815 sec): 3 clusters Score: Raw -1190160.360894 + Penalty 2989.042055 = -1187171.318838 nChanged 188 SP:Iteration 26Q (561.139484 sec): 3 clusters Score: Raw -1190258.303509 + Penalty 2989.042055 = -1187269.261454 nChanged 200 SP:Iteration 27Q (561.199387 sec): 3 clusters Score: Raw -1190372.878666 + Penalty 2989.042055 = -1187383.836611 nChanged 198 SP:Iteration 28Q (561.255641 sec): 3 clusters Score: Raw -1190482.261452 + Penalty 2989.042055 = -1187493.219396 nChanged 198 SP:Iteration 29Q (561.312751 sec): 3 clusters Score: Raw -1190607.157349 + Penalty 2989.042055 = -1187618.115294 nChanged 178 SP:Iteration 30Q (561.366820 sec): 3 clusters Score: Raw -1190704.680995 + Penalty 2989.042055 = -1187715.638940 nChanged 147 SP:Iteration 31Q (561.424608 sec): 3 clusters Score: Raw -1190800.259992 + Penalty 2989.042055 = -1187811.217936 nChanged 121 SP:Iteration 32Q (561.489597 sec): 3 clusters Score: Raw -1190870.469059 + Penalty 2989.042055 = -1187881.427004 nChanged 90 SP:Iteration 33Q (561.552949 sec): 3 clusters Score: Raw -1190915.153729 + Penalty 2989.042055 = -1187926.111674 nChanged 81 SP:Iteration 34Q (561.606245 sec): 3 clusters Score: Raw -1190951.206500 + Penalty 2989.042055 = -1187962.164445 nChanged 58 SP:Iteration 35Q (561.660767 sec): 3 clusters Score: Raw -1190976.580414 + Penalty 2989.042055 = -1187987.538359 nChanged 55 SP:Iteration 36Q (561.716467 sec): 3 clusters Score: Raw -1190999.052961 + Penalty 2989.042055 = -1188010.010906 nChanged 43 SP:Iteration 37Q (561.779384 sec): 3 clusters Score: Raw -1191015.166131 + Penalty 2989.042055 = -1188026.124076 nChanged 40 SP:Iteration 38Q (561.826887 sec): 3 clusters Score: Raw -1191030.029425 + Penalty 2989.042055 = -1188040.987370 nChanged 40 SP:Iteration 39Q (561.880467 sec): 3 clusters Score: Raw -1191044.939415 + Penalty 2989.042055 = -1188055.897360 nChanged 28 SP:Iteration 40F (561.943151 sec): 3 clusters Score: Raw -1191057.663820 + Penalty 2989.042055 = -1188068.621765 nChanged 31 SP:Iteration 41Q (562.003678 sec): 3 clusters Score: Raw -1191072.184488 + Penalty 2989.042055 = -1188083.142432 nChanged 32 SP:Iteration 42Q (562.052135 sec): 3 clusters Score: Raw -1191087.736768 + Penalty 2989.042055 = -1188098.694712 nChanged 25 SP:Iteration 43Q (562.086906 sec): 3 clusters Score: Raw -1191099.128997 + Penalty 2989.042055 = -1188110.086941 nChanged 26 SP:Iteration 44Q (562.146174 sec): 3 clusters Score: Raw -1191110.991119 + Penalty 2989.042055 = -1188121.949064 nChanged 21 SP:Iteration 45Q (562.196366 sec): 3 clusters Score: Raw -1191117.667397 + Penalty 2989.042055 = -1188128.625342 nChanged 14 SP:Iteration 46Q (562.250850 sec): 3 clusters Score: Raw -1191122.106532 + Penalty 2989.042055 = -1188133.064477 nChanged 8 SP:Iteration 47Q (562.307441 sec): 3 clusters Score: Raw -1191124.732546 + Penalty 2989.042055 = -1188135.690491 nChanged 11 SP:Iteration 48Q (562.358753 sec): 3 clusters Score: Raw -1191128.740229 + Penalty 2989.042055 = -1188139.698174 nChanged 10 SP:Iteration 49Q (562.416527 sec): 3 clusters Score: Raw -1191133.410432 + Penalty 2989.042055 = -1188144.368376 nChanged 8 SP:Iteration 50Q (562.463079 sec): 3 clusters Score: Raw -1191136.140054 + Penalty 2989.042055 = -1188147.097999 nChanged 5 SP:Iteration 51Q (562.518137 sec): 3 clusters Score: Raw -1191138.441194 + Penalty 2989.042055 = -1188149.399139 nChanged 9 SP:Iteration 52Q (562.579160 sec): 3 clusters Score: Raw -1191142.085953 + Penalty 2989.042055 = -1188153.043898 nChanged 10 SP:Iteration 53Q (562.631581 sec): 3 clusters Score: Raw -1191145.827684 + Penalty 2989.042055 = -1188156.785629 nChanged 9 SP:Iteration 54Q (562.684861 sec): 3 clusters Score: Raw -1191149.425888 + Penalty 2989.042055 = -1188160.383833 nChanged 4 SP:Iteration 55Q (562.710137 sec): 3 clusters Score: Raw -1191151.449529 + Penalty 2989.042055 = -1188162.407474 nChanged 6 SP:Iteration 56Q (562.763356 sec): 3 clusters Score: Raw -1191154.319973 + Penalty 2989.042055 = -1188165.277918 nChanged 5 SP:Iteration 57Q (562.788255 sec): 3 clusters Score: Raw -1191155.605115 + Penalty 2989.042055 = -1188166.563060 nChanged 2 SP:Iteration 58Q (562.852693 sec): 3 clusters Score: Raw -1191156.300929 + Penalty 2989.042055 = -1188167.258873 nChanged 2 SP:Iteration 59Q (562.896539 sec): 3 clusters Score: Raw -1191157.272781 + Penalty 2989.042055 = -1188168.230725 nChanged 4 SP:Iteration 60F (562.954169 sec): 3 clusters Score: Raw -1191159.408745 + Penalty 2989.042055 = -1188170.366689 nChanged 4 SP:Iteration 61Q (562.998424 sec): 3 clusters Score: Raw -1191161.157340 + Penalty 2989.042055 = -1188172.115285 nChanged 5 SP:Iteration 62Q (563.049159 sec): 3 clusters Score: Raw -1191162.615442 + Penalty 2989.042055 = -1188173.573386 nChanged 3 SP:Iteration 63Q (563.103016 sec): 3 clusters Score: Raw -1191164.064188 + Penalty 2989.042055 = -1188175.022133 nChanged 3 SP:Iteration 64Q (563.151218 sec): 3 clusters Score: Raw -1191164.854700 + Penalty 2989.042055 = -1188175.812645 nChanged 3 SP:Iteration 65Q (563.211126 sec): 3 clusters Score: Raw -1191166.247873 + Penalty 2989.042055 = -1188177.205818 nChanged 1 SP:Iteration 66Q (563.257814 sec): 3 clusters Score: Raw -1191166.585287 + Penalty 2989.042055 = -1188177.543231 nChanged 0 SP:Iteration 67F (563.313503 sec): 3 clusters Score: Raw -1191166.585287 + Penalty 2989.042055 = -1188177.543231 nChanged 0 Trying to split cluster 2 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (563.334775 sec): 2 clusters Score: Raw -46753.313172 + Penalty 986.869737 = -45766.443436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (563.366688 sec): 3 clusters Score: Raw -46724.387504 + Penalty 1973.739474 = -44750.648030 nChanged 95 SP:Iteration 1F (563.396719 sec): 3 clusters Score: Raw -46876.094665 + Penalty 1973.739474 = -44902.355191 nChanged 26 SP:Iteration 2F (563.436378 sec): 3 clusters Score: Raw -46963.011436 + Penalty 1973.739474 = -44989.271962 nChanged 21 SP:Iteration 3Q (563.469062 sec): 3 clusters Score: Raw -47018.906149 + Penalty 1973.739474 = -45045.166675 nChanged 8 SP:Iteration 4Q (563.501799 sec): 3 clusters Score: Raw -47035.662817 + Penalty 1973.739474 = -45061.923344 nChanged 6 SP:Iteration 5Q (563.541692 sec): 3 clusters Score: Raw -47051.876081 + Penalty 1973.739474 = -45078.136608 nChanged 6 SP:Iteration 6Q (563.591158 sec): 3 clusters Score: Raw -47071.665293 + Penalty 1973.739474 = -45097.925819 nChanged 3 SP:Iteration 7Q (563.624929 sec): 3 clusters Score: Raw -47094.485664 + Penalty 1973.739474 = -45120.746190 nChanged 3 SP:Iteration 8Q (563.657126 sec): 3 clusters Score: Raw -47108.784988 + Penalty 1973.739474 = -45135.045514 nChanged 8 SP:Iteration 9Q (563.684389 sec): 3 clusters Score: Raw -47135.156864 + Penalty 1973.739474 = -45161.417391 nChanged 5 SP:Iteration 10Q (563.727468 sec): 3 clusters Score: Raw -47176.674715 + Penalty 1973.739474 = -45202.935241 nChanged 3 SP:Iteration 11Q (563.765913 sec): 3 clusters Score: Raw -47202.531001 + Penalty 1973.739474 = -45228.791527 nChanged 9 SP:Iteration 12Q (563.807203 sec): 3 clusters Score: Raw -47270.477680 + Penalty 1973.739474 = -45296.738206 nChanged 14 SP:Iteration 13Q (563.854715 sec): 3 clusters Score: Raw -47316.391014 + Penalty 1973.739474 = -45342.651541 nChanged 8 SP:Iteration 14Q (563.881364 sec): 3 clusters Score: Raw -47338.080891 + Penalty 1973.739474 = -45364.341418 nChanged 4 SP:Iteration 15Q (563.924304 sec): 3 clusters Score: Raw -47346.487026 + Penalty 1973.739474 = -45372.747553 nChanged 2 SP:Iteration 16Q (563.962566 sec): 3 clusters Score: Raw -47352.386870 + Penalty 1973.739474 = -45378.647396 nChanged 1 SP:Iteration 17Q (564.007073 sec): 3 clusters Score: Raw -47354.722796 + Penalty 1973.739474 = -45380.983322 nChanged 0 SP:Iteration 18F (564.046374 sec): 3 clusters Score: Raw -47354.722796 + Penalty 1973.739474 = -45380.983322 nChanged 0 Trying to split cluster 3 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (564.074089 sec): 2 clusters Score: Raw -20689.680132 + Penalty 887.872668 = -19801.807464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (564.081188 sec): 3 clusters Score: Raw -20846.730090 + Penalty 1775.745337 = -19070.984753 nChanged 40 SP:Iteration 1F (564.083051 sec): 3 clusters Score: Raw -21087.153665 + Penalty 1775.745337 = -19311.408328 nChanged 21 SP:Iteration 2F (564.084798 sec): 3 clusters Score: Raw -21207.439909 + Penalty 1775.745337 = -19431.694573 nChanged 13 SP:Iteration 3F (564.086541 sec): 3 clusters Score: Raw -21253.555269 + Penalty 1775.745337 = -19477.809932 nChanged 2 SP:Iteration 4Q (564.088213 sec): 3 clusters Score: Raw -21262.652585 + Penalty 1775.745337 = -19486.907249 nChanged 1 SP:Iteration 5Q (564.089868 sec): 3 clusters Score: Raw -21274.435002 + Penalty 1775.745337 = -19498.689665 nChanged 3 SP:Iteration 6Q (564.091533 sec): 3 clusters Score: Raw -21294.176471 + Penalty 1775.745337 = -19518.431134 nChanged 3 SP:Iteration 7Q (564.093188 sec): 3 clusters Score: Raw -21311.774274 + Penalty 1775.745337 = -19536.028937 nChanged 4 SP:Iteration 8Q (564.094842 sec): 3 clusters Score: Raw -21337.022581 + Penalty 1775.745337 = -19561.277244 nChanged 3 SP:Iteration 9Q (564.096486 sec): 3 clusters Score: Raw -21371.234484 + Penalty 1775.745337 = -19595.489147 nChanged 3 SP:Iteration 10Q (564.098127 sec): 3 clusters Score: Raw -21390.173786 + Penalty 1775.745337 = -19614.428450 nChanged 0 SP:Iteration 11F (564.099864 sec): 3 clusters Score: Raw -21390.173786 + Penalty 1775.745337 = -19614.428450 nChanged 0 Trying to split cluster 4 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (564.108451 sec): 2 clusters Score: Raw -52961.352571 + Penalty 1005.926253 = -51955.426317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (564.111704 sec): 3 clusters Score: Raw -52960.933443 + Penalty 2011.852507 = -50949.080936 nChanged 108 SP:Iteration 1F (564.147344 sec): 3 clusters Score: Raw -53181.283106 + Penalty 2011.852507 = -51169.430599 nChanged 42 SP:Iteration 2F (564.182643 sec): 3 clusters Score: Raw -53281.904092 + Penalty 2011.852507 = -51270.051585 nChanged 24 SP:Iteration 3Q (564.229569 sec): 3 clusters Score: Raw -53349.214212 + Penalty 2011.852507 = -51337.361705 nChanged 23 SP:Iteration 4Q (564.278976 sec): 3 clusters Score: Raw -53422.461300 + Penalty 2011.852507 = -51410.608793 nChanged 11 SP:Iteration 5Q (564.327986 sec): 3 clusters Score: Raw -53456.285766 + Penalty 2011.852507 = -51444.433259 nChanged 3 SP:Iteration 6Q (564.358958 sec): 3 clusters Score: Raw -53462.500517 + Penalty 2011.852507 = -51450.648010 nChanged 2 SP:Iteration 7Q (564.400852 sec): 3 clusters Score: Raw -53464.959085 + Penalty 2011.852507 = -51453.106578 nChanged 1 SP:Iteration 8Q (564.450867 sec): 3 clusters Score: Raw -53470.736069 + Penalty 2011.852507 = -51458.883562 nChanged 2 SP:Iteration 9Q (564.479561 sec): 3 clusters Score: Raw -53484.759364 + Penalty 2011.852507 = -51472.906858 nChanged 1 SP:Iteration 10Q (564.525634 sec): 3 clusters Score: Raw -53485.803749 + Penalty 2011.852507 = -51473.951242 nChanged 0 SP:Iteration 11F (564.566982 sec): 3 clusters Score: Raw -53485.803749 + Penalty 2011.852507 = -51473.951242 nChanged 0 Trying to split cluster 5 (10686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (564.613671 sec): 2 clusters Score: Raw -1264955.629173 + Penalty 1507.462085 = -1263448.167088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (564.663820 sec): 3 clusters Score: Raw -1258899.007059 + Penalty 3014.924170 = -1255884.082889 nChanged 4626 SP:Iteration 1F (564.722101 sec): 3 clusters Score: Raw -1261504.425206 + Penalty 3014.924170 = -1258489.501036 nChanged 719 SP:Iteration 2F (564.788655 sec): 3 clusters Score: Raw -1261870.783086 + Penalty 3014.924170 = -1258855.858917 nChanged 639 SP:Iteration 3F (564.847178 sec): 3 clusters Score: Raw -1262193.324796 + Penalty 3014.924170 = -1259178.400626 nChanged 558 SP:Iteration 4F (564.906552 sec): 3 clusters Score: Raw -1262490.845657 + Penalty 3014.924170 = -1259475.921487 nChanged 529 SP:Iteration 5Q (564.970839 sec): 3 clusters Score: Raw -1262772.480412 + Penalty 3014.924170 = -1259757.556242 nChanged 516 SP:Iteration 6Q (565.043787 sec): 3 clusters Score: Raw -1263053.531077 + Penalty 3014.924170 = -1260038.606907 nChanged 481 SP:Iteration 7Q (565.091227 sec): 3 clusters Score: Raw -1263372.658254 + Penalty 3014.924170 = -1260357.734085 nChanged 482 SP:Iteration 8Q (565.146018 sec): 3 clusters Score: Raw -1263713.228133 + Penalty 3014.924170 = -1260698.303964 nChanged 468 SP:Iteration 9Q (565.207289 sec): 3 clusters Score: Raw -1264020.558860 + Penalty 3014.924170 = -1261005.634690 nChanged 390 SP:Iteration 10Q (565.268182 sec): 3 clusters Score: Raw -1264245.451142 + Penalty 3014.924170 = -1261230.526973 nChanged 295 SP:Iteration 11Q (565.319750 sec): 3 clusters Score: Raw -1264371.198741 + Penalty 3014.924170 = -1261356.274571 nChanged 197 SP:Iteration 12Q (565.389119 sec): 3 clusters Score: Raw -1264431.513103 + Penalty 3014.924170 = -1261416.588934 nChanged 129 SP:Iteration 13Q (565.441860 sec): 3 clusters Score: Raw -1264468.356429 + Penalty 3014.924170 = -1261453.432259 nChanged 120 SP:Iteration 14Q (565.511485 sec): 3 clusters Score: Raw -1264505.805101 + Penalty 3014.924170 = -1261490.880932 nChanged 127 SP:Iteration 15Q (565.555174 sec): 3 clusters Score: Raw -1264544.262176 + Penalty 3014.924170 = -1261529.338006 nChanged 100 SP:Iteration 16Q (565.621913 sec): 3 clusters Score: Raw -1264575.806502 + Penalty 3014.924170 = -1261560.882333 nChanged 94 SP:Iteration 17Q (565.686889 sec): 3 clusters Score: Raw -1264604.785080 + Penalty 3014.924170 = -1261589.860911 nChanged 97 SP:Iteration 18Q (565.739929 sec): 3 clusters Score: Raw -1264637.579073 + Penalty 3014.924170 = -1261622.654904 nChanged 81 SP:Iteration 19Q (565.796622 sec): 3 clusters Score: Raw -1264661.462148 + Penalty 3014.924170 = -1261646.537979 nChanged 67 SP:Iteration 20F (565.856734 sec): 3 clusters Score: Raw -1264678.298007 + Penalty 3014.924170 = -1261663.373838 nChanged 68 SP:Iteration 21Q (565.917373 sec): 3 clusters Score: Raw -1264694.937348 + Penalty 3014.924170 = -1261680.013179 nChanged 58 SP:Iteration 22Q (565.970824 sec): 3 clusters Score: Raw -1264708.610247 + Penalty 3014.924170 = -1261693.686077 nChanged 74 SP:Iteration 23Q (566.033416 sec): 3 clusters Score: Raw -1264725.572143 + Penalty 3014.924170 = -1261710.647974 nChanged 71 SP:Iteration 24Q (566.094152 sec): 3 clusters Score: Raw -1264742.328112 + Penalty 3014.924170 = -1261727.403943 nChanged 57 SP:Iteration 25Q (566.151355 sec): 3 clusters Score: Raw -1264755.025231 + Penalty 3014.924170 = -1261740.101062 nChanged 49 SP:Iteration 26Q (566.213082 sec): 3 clusters Score: Raw -1264765.427403 + Penalty 3014.924170 = -1261750.503233 nChanged 46 SP:Iteration 27Q (566.272165 sec): 3 clusters Score: Raw -1264774.111155 + Penalty 3014.924170 = -1261759.186985 nChanged 45 SP:Iteration 28Q (566.332263 sec): 3 clusters Score: Raw -1264782.455176 + Penalty 3014.924170 = -1261767.531007 nChanged 44 SP:Iteration 29Q (566.388286 sec): 3 clusters Score: Raw -1264790.831871 + Penalty 3014.924170 = -1261775.907701 nChanged 33 SP:Iteration 30Q (566.444634 sec): 3 clusters Score: Raw -1264797.257217 + Penalty 3014.924170 = -1261782.333047 nChanged 30 SP:Iteration 31Q (566.504659 sec): 3 clusters Score: Raw -1264802.711962 + Penalty 3014.924170 = -1261787.787792 nChanged 31 SP:Iteration 32Q (566.565646 sec): 3 clusters Score: Raw -1264809.295859 + Penalty 3014.924170 = -1261794.371690 nChanged 30 SP:Iteration 33Q (566.635527 sec): 3 clusters Score: Raw -1264816.709751 + Penalty 3014.924170 = -1261801.785581 nChanged 46 SP:Iteration 34Q (566.688192 sec): 3 clusters Score: Raw -1264826.152431 + Penalty 3014.924170 = -1261811.228262 nChanged 41 SP:Iteration 35Q (566.741147 sec): 3 clusters Score: Raw -1264835.932972 + Penalty 3014.924170 = -1261821.008802 nChanged 40 SP:Iteration 36Q (566.811723 sec): 3 clusters Score: Raw -1264846.791223 + Penalty 3014.924170 = -1261831.867054 nChanged 46 SP:Iteration 37Q (566.860033 sec): 3 clusters Score: Raw -1264858.759439 + Penalty 3014.924170 = -1261843.835269 nChanged 41 SP:Iteration 38Q (566.921875 sec): 3 clusters Score: Raw -1264870.871390 + Penalty 3014.924170 = -1261855.947221 nChanged 40 SP:Iteration 39Q (566.984693 sec): 3 clusters Score: Raw -1264879.955067 + Penalty 3014.924170 = -1261865.030897 nChanged 34 SP:Iteration 40F (567.056031 sec): 3 clusters Score: Raw -1264885.925370 + Penalty 3014.924170 = -1261871.001201 nChanged 28 SP:Iteration 41Q (567.101643 sec): 3 clusters Score: Raw -1264891.805439 + Penalty 3014.924170 = -1261876.881269 nChanged 25 SP:Iteration 42Q (567.154697 sec): 3 clusters Score: Raw -1264896.850148 + Penalty 3014.924170 = -1261881.925978 nChanged 24 SP:Iteration 43Q (567.213674 sec): 3 clusters Score: Raw -1264901.213830 + Penalty 3014.924170 = -1261886.289661 nChanged 18 SP:Iteration 44Q (567.284702 sec): 3 clusters Score: Raw -1264903.025072 + Penalty 3014.924170 = -1261888.100903 nChanged 10 SP:Iteration 45Q (567.334896 sec): 3 clusters Score: Raw -1264904.148148 + Penalty 3014.924170 = -1261889.223979 nChanged 5 SP:Iteration 46Q (567.393299 sec): 3 clusters Score: Raw -1264904.603638 + Penalty 3014.924170 = -1261889.679469 nChanged 3 SP:Iteration 47Q (567.456335 sec): 3 clusters Score: Raw -1264905.025021 + Penalty 3014.924170 = -1261890.100852 nChanged 1 SP:Iteration 48Q (567.522142 sec): 3 clusters Score: Raw -1264905.149203 + Penalty 3014.924170 = -1261890.225034 nChanged 2 SP:Iteration 49Q (567.574052 sec): 3 clusters Score: Raw -1264905.248221 + Penalty 3014.924170 = -1261890.324052 nChanged 2 SP:Iteration 50Q (567.627596 sec): 3 clusters Score: Raw -1264905.363066 + Penalty 3014.924170 = -1261890.438896 nChanged 2 SP:Iteration 51Q (567.692365 sec): 3 clusters Score: Raw -1264905.555213 + Penalty 3014.924170 = -1261890.631043 nChanged 1 SP:Iteration 52Q (567.750083 sec): 3 clusters Score: Raw -1264905.728688 + Penalty 3014.924170 = -1261890.804518 nChanged 3 SP:Iteration 53Q (567.816144 sec): 3 clusters Score: Raw -1264905.952278 + Penalty 3014.924170 = -1261891.028109 nChanged 5 SP:Iteration 54Q (567.861424 sec): 3 clusters Score: Raw -1264906.583103 + Penalty 3014.924170 = -1261891.658934 nChanged 9 SP:Iteration 55Q (567.927085 sec): 3 clusters Score: Raw -1264907.585677 + Penalty 3014.924170 = -1261892.661508 nChanged 14 SP:Iteration 56Q (567.986872 sec): 3 clusters Score: Raw -1264909.256284 + Penalty 3014.924170 = -1261894.332114 nChanged 12 SP:Iteration 57Q (568.040409 sec): 3 clusters Score: Raw -1264910.749400 + Penalty 3014.924170 = -1261895.825231 nChanged 9 SP:Iteration 58Q (568.090072 sec): 3 clusters Score: Raw -1264911.823627 + Penalty 3014.924170 = -1261896.899457 nChanged 11 SP:Iteration 59Q (568.156752 sec): 3 clusters Score: Raw -1264913.058275 + Penalty 3014.924170 = -1261898.134105 nChanged 10 SP:Iteration 60F (568.211476 sec): 3 clusters Score: Raw -1264913.993166 + Penalty 3014.924170 = -1261899.068997 nChanged 4 SP:Iteration 61Q (568.264138 sec): 3 clusters Score: Raw -1264914.342688 + Penalty 3014.924170 = -1261899.418519 nChanged 5 SP:Iteration 62Q (568.322199 sec): 3 clusters Score: Raw -1264915.068098 + Penalty 3014.924170 = -1261900.143928 nChanged 9 SP:Iteration 63Q (568.383773 sec): 3 clusters Score: Raw -1264916.263888 + Penalty 3014.924170 = -1261901.339718 nChanged 5 SP:Iteration 64Q (568.447969 sec): 3 clusters Score: Raw -1264916.890007 + Penalty 3014.924170 = -1261901.965838 nChanged 4 SP:Iteration 65Q (568.496050 sec): 3 clusters Score: Raw -1264917.844209 + Penalty 3014.924170 = -1261902.920039 nChanged 8 SP:Iteration 66Q (568.557435 sec): 3 clusters Score: Raw -1264918.924920 + Penalty 3014.924170 = -1261904.000750 nChanged 8 SP:Iteration 67Q (568.612714 sec): 3 clusters Score: Raw -1264919.681322 + Penalty 3014.924170 = -1261904.757152 nChanged 8 SP:Iteration 68Q (568.674295 sec): 3 clusters Score: Raw -1264920.664152 + Penalty 3014.924170 = -1261905.739983 nChanged 8 SP:Iteration 69Q (568.725645 sec): 3 clusters Score: Raw -1264921.334845 + Penalty 3014.924170 = -1261906.410675 nChanged 6 SP:Iteration 70Q (568.786850 sec): 3 clusters Score: Raw -1264921.990384 + Penalty 3014.924170 = -1261907.066215 nChanged 8 SP:Iteration 71Q (568.834206 sec): 3 clusters Score: Raw -1264922.897872 + Penalty 3014.924170 = -1261907.973702 nChanged 4 SP:Iteration 72Q (568.890692 sec): 3 clusters Score: Raw -1264923.246149 + Penalty 3014.924170 = -1261908.321980 nChanged 3 SP:Iteration 73Q (568.945852 sec): 3 clusters Score: Raw -1264923.489632 + Penalty 3014.924170 = -1261908.565462 nChanged 2 SP:Iteration 74Q (569.011669 sec): 3 clusters Score: Raw -1264923.631312 + Penalty 3014.924170 = -1261908.707143 nChanged 1 SP:Iteration 75Q (569.070170 sec): 3 clusters Score: Raw -1264923.730722 + Penalty 3014.924170 = -1261908.806552 nChanged 2 SP:Iteration 76Q (569.118107 sec): 3 clusters Score: Raw -1264923.819640 + Penalty 3014.924170 = -1261908.895470 nChanged 1 SP:Iteration 77Q (569.174473 sec): 3 clusters Score: Raw -1264923.936761 + Penalty 3014.924170 = -1261909.012592 nChanged 0 SP:Iteration 78F (569.245340 sec): 3 clusters Score: Raw -1264923.936761 + Penalty 3014.924170 = -1261909.012592 nChanged 0 Trying to split cluster 6 (7632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (569.274858 sec): 2 clusters Score: Raw -934272.340992 + Penalty 1452.767097 = -932819.573895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (569.326544 sec): 3 clusters Score: Raw -930122.524334 + Penalty 2905.534194 = -927216.990139 nChanged 3229 SP:Iteration 1F (569.379664 sec): 3 clusters Score: Raw -931874.578992 + Penalty 2905.534194 = -928969.044798 nChanged 452 SP:Iteration 2F (569.438202 sec): 3 clusters Score: Raw -932084.501824 + Penalty 2905.534194 = -929178.967630 nChanged 377 SP:Iteration 3Q (569.491916 sec): 3 clusters Score: Raw -932269.799858 + Penalty 2905.534194 = -929364.265664 nChanged 348 SP:Iteration 4Q (569.547123 sec): 3 clusters Score: Raw -932448.399174 + Penalty 2905.534194 = -929542.864980 nChanged 329 SP:Iteration 5Q (569.595024 sec): 3 clusters Score: Raw -932642.384747 + Penalty 2905.534194 = -929736.850553 nChanged 355 SP:Iteration 6Q (569.652685 sec): 3 clusters Score: Raw -932859.068868 + Penalty 2905.534194 = -929953.534674 nChanged 315 SP:Iteration 7Q (569.706206 sec): 3 clusters Score: Raw -933057.826696 + Penalty 2905.534194 = -930152.292502 nChanged 304 SP:Iteration 8Q (569.753569 sec): 3 clusters Score: Raw -933275.177381 + Penalty 2905.534194 = -930369.643187 nChanged 289 SP:Iteration 9Q (569.804576 sec): 3 clusters Score: Raw -933483.657261 + Penalty 2905.534194 = -930578.123067 nChanged 281 SP:Iteration 10Q (569.856225 sec): 3 clusters Score: Raw -933683.905088 + Penalty 2905.534194 = -930778.370894 nChanged 241 SP:Iteration 11Q (569.911456 sec): 3 clusters Score: Raw -933875.459105 + Penalty 2905.534194 = -930969.924911 nChanged 200 SP:Iteration 12Q (569.974768 sec): 3 clusters Score: Raw -934031.362919 + Penalty 2905.534194 = -931125.828725 nChanged 175 SP:Iteration 13Q (570.015423 sec): 3 clusters Score: Raw -934156.773790 + Penalty 2905.534194 = -931251.239595 nChanged 131 SP:Iteration 14Q (570.058556 sec): 3 clusters Score: Raw -934253.430222 + Penalty 2905.534194 = -931347.896028 nChanged 100 SP:Iteration 15Q (570.113753 sec): 3 clusters Score: Raw -934324.400216 + Penalty 2905.534194 = -931418.866022 nChanged 77 SP:Iteration 16Q (570.149872 sec): 3 clusters Score: Raw -934374.727697 + Penalty 2905.534194 = -931469.193503 nChanged 53 SP:Iteration 17Q (570.201486 sec): 3 clusters Score: Raw -934407.537530 + Penalty 2905.534194 = -931502.003336 nChanged 39 SP:Iteration 18Q (570.246200 sec): 3 clusters Score: Raw -934432.597143 + Penalty 2905.534194 = -931527.062949 nChanged 27 SP:Iteration 19Q (570.299068 sec): 3 clusters Score: Raw -934449.905758 + Penalty 2905.534194 = -931544.371564 nChanged 15 SP:Iteration 20F (570.358270 sec): 3 clusters Score: Raw -934460.492978 + Penalty 2905.534194 = -931554.958784 nChanged 13 SP:Iteration 21Q (570.409301 sec): 3 clusters Score: Raw -934470.673859 + Penalty 2905.534194 = -931565.139665 nChanged 14 SP:Iteration 22Q (570.464877 sec): 3 clusters Score: Raw -934478.833134 + Penalty 2905.534194 = -931573.298940 nChanged 10 SP:Iteration 23Q (570.514613 sec): 3 clusters Score: Raw -934484.303570 + Penalty 2905.534194 = -931578.769376 nChanged 5 SP:Iteration 24Q (570.562782 sec): 3 clusters Score: Raw -934487.390740 + Penalty 2905.534194 = -931581.856546 nChanged 9 SP:Iteration 25Q (570.626892 sec): 3 clusters Score: Raw -934491.719434 + Penalty 2905.534194 = -931586.185240 nChanged 6 SP:Iteration 26Q (570.673009 sec): 3 clusters Score: Raw -934495.268422 + Penalty 2905.534194 = -931589.734228 nChanged 3 SP:Iteration 27Q (570.727943 sec): 3 clusters Score: Raw -934497.602776 + Penalty 2905.534194 = -931592.068582 nChanged 7 SP:Iteration 28Q (570.775369 sec): 3 clusters Score: Raw -934501.964036 + Penalty 2905.534194 = -931596.429842 nChanged 8 SP:Iteration 29Q (570.796374 sec): 3 clusters Score: Raw -934506.736436 + Penalty 2905.534194 = -931601.202242 nChanged 4 SP:Iteration 30Q (570.856400 sec): 3 clusters Score: Raw -934508.840775 + Penalty 2905.534194 = -931603.306581 nChanged 2 SP:Iteration 31Q (570.897824 sec): 3 clusters Score: Raw -934509.429690 + Penalty 2905.534194 = -931603.895495 nChanged 2 SP:Iteration 32Q (570.950795 sec): 3 clusters Score: Raw -934511.807941 + Penalty 2905.534194 = -931606.273747 nChanged 2 SP:Iteration 33Q (570.999744 sec): 3 clusters Score: Raw -934513.061876 + Penalty 2905.534194 = -931607.527682 nChanged 3 SP:Iteration 34Q (571.057152 sec): 3 clusters Score: Raw -934514.740744 + Penalty 2905.534194 = -931609.206550 nChanged 4 SP:Iteration 35Q (571.108001 sec): 3 clusters Score: Raw -934516.990014 + Penalty 2905.534194 = -931611.455820 nChanged 5 SP:Iteration 36Q (571.152906 sec): 3 clusters Score: Raw -934520.254275 + Penalty 2905.534194 = -931614.720080 nChanged 4 SP:Iteration 37Q (571.207141 sec): 3 clusters Score: Raw -934525.524044 + Penalty 2905.534194 = -931619.989849 nChanged 4 SP:Iteration 38Q (571.266443 sec): 3 clusters Score: Raw -934527.249233 + Penalty 2905.534194 = -931621.715038 nChanged 3 SP:Iteration 39Q (571.310560 sec): 3 clusters Score: Raw -934528.794640 + Penalty 2905.534194 = -931623.260446 nChanged 1 SP:Iteration 40F (571.363092 sec): 3 clusters Score: Raw -934529.185706 + Penalty 2905.534194 = -931623.651512 nChanged 0 Trying to split cluster 7 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (571.376731 sec): 2 clusters Score: Raw -29678.744684 + Penalty 927.944390 = -28750.800294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (571.424180 sec): 3 clusters Score: Raw -29714.197677 + Penalty 1855.888781 = -27858.308897 nChanged 60 SP:Iteration 1F (571.451423 sec): 3 clusters Score: Raw -29815.232866 + Penalty 1855.888781 = -27959.344085 nChanged 13 SP:Iteration 2Q (571.486916 sec): 3 clusters Score: Raw -29854.467667 + Penalty 1855.888781 = -27998.578886 nChanged 6 SP:Iteration 3Q (571.517865 sec): 3 clusters Score: Raw -29869.611573 + Penalty 1855.888781 = -28013.722793 nChanged 5 SP:Iteration 4Q (571.554627 sec): 3 clusters Score: Raw -29883.973880 + Penalty 1855.888781 = -28028.085100 nChanged 7 SP:Iteration 5Q (571.584701 sec): 3 clusters Score: Raw -29916.412374 + Penalty 1855.888781 = -28060.523593 nChanged 5 SP:Iteration 6Q (571.623703 sec): 3 clusters Score: Raw -29930.230946 + Penalty 1855.888781 = -28074.342166 nChanged 4 SP:Iteration 7Q (571.653679 sec): 3 clusters Score: Raw -29934.069753 + Penalty 1855.888781 = -28078.180972 nChanged 2 SP:Iteration 8Q (571.683683 sec): 3 clusters Score: Raw -29941.899034 + Penalty 1855.888781 = -28086.010254 nChanged 2 SP:Iteration 9Q (571.725753 sec): 3 clusters Score: Raw -29945.294868 + Penalty 1855.888781 = -28089.406087 nChanged 1 SP:Iteration 10Q (571.767467 sec): 3 clusters Score: Raw -29952.591804 + Penalty 1855.888781 = -28096.703023 nChanged 3 SP:Iteration 11Q (571.813948 sec): 3 clusters Score: Raw -29977.254056 + Penalty 1855.888781 = -28121.365275 nChanged 4 SP:Iteration 12Q (571.850633 sec): 3 clusters Score: Raw -29987.739066 + Penalty 1855.888781 = -28131.850285 nChanged 1 SP:Iteration 13Q (571.890244 sec): 3 clusters Score: Raw -29990.615424 + Penalty 1855.888781 = -28134.726643 nChanged 0 SP:Iteration 14F (571.920101 sec): 3 clusters Score: Raw -29990.615424 + Penalty 1855.888781 = -28134.726643 nChanged 0 Trying to split cluster 8 (60990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (572.015880 sec): 2 clusters Score: Raw -7461288.714979 + Penalty 1790.500594 = -7459498.214385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (572.151852 sec): 3 clusters Score: Raw -7422100.842295 + Penalty 3581.001188 = -7418519.841106 nChanged 28941 SP:Iteration 1F (572.305929 sec): 3 clusters Score: Raw -7439044.891503 + Penalty 3581.001188 = -7435463.890315 nChanged 2866 SP:Iteration 2Q (572.458549 sec): 3 clusters Score: Raw -7440142.566106 + Penalty 3581.001188 = -7436561.564917 nChanged 3113 SP:Iteration 3F (572.598395 sec): 3 clusters Score: Raw -7441561.208621 + Penalty 3581.001188 = -7437980.207433 nChanged 3582 SP:Iteration 4F (572.735255 sec): 3 clusters Score: Raw -7443454.035683 + Penalty 3581.001188 = -7439873.034495 nChanged 3797 SP:Iteration 5F (572.875900 sec): 3 clusters Score: Raw -7445828.786564 + Penalty 3581.001188 = -7442247.785375 nChanged 3914 SP:Iteration 6F (573.017777 sec): 3 clusters Score: Raw -7448543.103934 + Penalty 3581.001188 = -7444962.102746 nChanged 3585 SP:Iteration 7F (573.167184 sec): 3 clusters Score: Raw -7451121.296474 + Penalty 3581.001188 = -7447540.295286 nChanged 3025 SP:Iteration 8Q (573.312766 sec): 3 clusters Score: Raw -7453041.021797 + Penalty 3581.001188 = -7449460.020608 nChanged 2295 SP:Iteration 9Q (573.456591 sec): 3 clusters Score: Raw -7454139.305070 + Penalty 3581.001188 = -7450558.303881 nChanged 1508 SP:Iteration 10Q (573.609381 sec): 3 clusters Score: Raw -7454683.907531 + Penalty 3581.001188 = -7451102.906343 nChanged 1072 SP:Iteration 11Q (573.767276 sec): 3 clusters Score: Raw -7455044.132546 + Penalty 3581.001188 = -7451463.131357 nChanged 964 SP:Iteration 12Q (573.914788 sec): 3 clusters Score: Raw -7455386.716180 + Penalty 3581.001188 = -7451805.714992 nChanged 964 SP:Iteration 13Q (574.064705 sec): 3 clusters Score: Raw -7455726.944110 + Penalty 3581.001188 = -7452145.942922 nChanged 961 SP:Iteration 14Q (574.208121 sec): 3 clusters Score: Raw -7456067.353845 + Penalty 3581.001188 = -7452486.352656 nChanged 930 SP:Iteration 15Q (574.354752 sec): 3 clusters Score: Raw -7456386.697230 + Penalty 3581.001188 = -7452805.696042 nChanged 879 SP:Iteration 16Q (574.505507 sec): 3 clusters Score: Raw -7456686.915798 + Penalty 3581.001188 = -7453105.914610 nChanged 840 SP:Iteration 17Q (574.665091 sec): 3 clusters Score: Raw -7456958.908517 + Penalty 3581.001188 = -7453377.907329 nChanged 803 SP:Iteration 18Q (574.805693 sec): 3 clusters Score: Raw -7457220.917509 + Penalty 3581.001188 = -7453639.916320 nChanged 791 SP:Iteration 19Q (574.945194 sec): 3 clusters Score: Raw -7457474.536787 + Penalty 3581.001188 = -7453893.535598 nChanged 792 SP:Iteration 20F (575.072828 sec): 3 clusters Score: Raw -7457758.836122 + Penalty 3581.001188 = -7454177.834933 nChanged 818 SP:Iteration 21Q (575.214029 sec): 3 clusters Score: Raw -7458065.210526 + Penalty 3581.001188 = -7454484.209338 nChanged 797 SP:Iteration 22Q (575.358339 sec): 3 clusters Score: Raw -7458368.979652 + Penalty 3581.001188 = -7454787.978463 nChanged 729 SP:Iteration 23Q (575.484224 sec): 3 clusters Score: Raw -7458650.908287 + Penalty 3581.001188 = -7455069.907099 nChanged 683 SP:Iteration 24Q (575.607575 sec): 3 clusters Score: Raw -7458937.128774 + Penalty 3581.001188 = -7455356.127585 nChanged 652 SP:Iteration 25Q (575.741555 sec): 3 clusters Score: Raw -7459228.162207 + Penalty 3581.001188 = -7455647.161019 nChanged 621 SP:Iteration 26Q (575.876815 sec): 3 clusters Score: Raw -7459521.996125 + Penalty 3581.001188 = -7455940.994937 nChanged 569 SP:Iteration 27Q (576.004210 sec): 3 clusters Score: Raw -7459810.192861 + Penalty 3581.001188 = -7456229.191672 nChanged 525 SP:Iteration 28Q (576.139746 sec): 3 clusters Score: Raw -7460075.482991 + Penalty 3581.001188 = -7456494.481803 nChanged 490 SP:Iteration 29Q (576.280828 sec): 3 clusters Score: Raw -7460318.226383 + Penalty 3581.001188 = -7456737.225195 nChanged 422 SP:Iteration 30Q (576.396658 sec): 3 clusters Score: Raw -7460535.050067 + Penalty 3581.001188 = -7456954.048878 nChanged 378 SP:Iteration 31Q (576.516494 sec): 3 clusters Score: Raw -7460734.203905 + Penalty 3581.001188 = -7457153.202717 nChanged 343 SP:Iteration 32Q (576.628905 sec): 3 clusters Score: Raw -7460893.520732 + Penalty 3581.001188 = -7457312.519544 nChanged 273 SP:Iteration 33Q (576.748758 sec): 3 clusters Score: Raw -7461013.722909 + Penalty 3581.001188 = -7457432.721721 nChanged 234 SP:Iteration 34Q (576.869555 sec): 3 clusters Score: Raw -7461109.948815 + Penalty 3581.001188 = -7457528.947627 nChanged 227 SP:Iteration 35Q (576.981625 sec): 3 clusters Score: Raw -7461186.076940 + Penalty 3581.001188 = -7457605.075752 nChanged 201 SP:Iteration 36Q (577.118331 sec): 3 clusters Score: Raw -7461247.035466 + Penalty 3581.001188 = -7457666.034278 nChanged 199 SP:Iteration 37Q (577.237544 sec): 3 clusters Score: Raw -7461306.373627 + Penalty 3581.001188 = -7457725.372439 nChanged 167 SP:Iteration 38Q (577.343828 sec): 3 clusters Score: Raw -7461347.871035 + Penalty 3581.001188 = -7457766.869846 nChanged 141 SP:Iteration 39Q (577.488616 sec): 3 clusters Score: Raw -7461379.470210 + Penalty 3581.001188 = -7457798.469022 nChanged 127 SP:Iteration 40F (577.636319 sec): 3 clusters Score: Raw -7461411.268090 + Penalty 3581.001188 = -7457830.266901 nChanged 121 SP:Iteration 41Q (577.761892 sec): 3 clusters Score: Raw -7461438.068722 + Penalty 3581.001188 = -7457857.067533 nChanged 107 SP:Iteration 42Q (577.879994 sec): 3 clusters Score: Raw -7461458.262195 + Penalty 3581.001188 = -7457877.261006 nChanged 83 SP:Iteration 43Q (578.006403 sec): 3 clusters Score: Raw -7461472.243581 + Penalty 3581.001188 = -7457891.242393 nChanged 86 SP:Iteration 44Q (578.120830 sec): 3 clusters Score: Raw -7461484.066135 + Penalty 3581.001188 = -7457903.064946 nChanged 62 SP:Iteration 45Q (578.242164 sec): 3 clusters Score: Raw -7461492.834796 + Penalty 3581.001188 = -7457911.833608 nChanged 48 SP:Iteration 46Q (578.364818 sec): 3 clusters Score: Raw -7461499.138597 + Penalty 3581.001188 = -7457918.137408 nChanged 50 SP:Iteration 47Q (578.476886 sec): 3 clusters Score: Raw -7461506.326401 + Penalty 3581.001188 = -7457925.325213 nChanged 52 SP:Iteration 48Q (578.593689 sec): 3 clusters Score: Raw -7461515.136672 + Penalty 3581.001188 = -7457934.135484 nChanged 57 SP:Iteration 49Q (578.730406 sec): 3 clusters Score: Raw -7461524.628388 + Penalty 3581.001188 = -7457943.627199 nChanged 46 SP:Iteration 50Q (578.849072 sec): 3 clusters Score: Raw -7461530.691388 + Penalty 3581.001188 = -7457949.690200 nChanged 47 SP:Iteration 51Q (578.970963 sec): 3 clusters Score: Raw -7461538.318027 + Penalty 3581.001188 = -7457957.316838 nChanged 49 SP:Iteration 52Q (579.106496 sec): 3 clusters Score: Raw -7461545.867011 + Penalty 3581.001188 = -7457964.865823 nChanged 61 SP:Iteration 53Q (579.222119 sec): 3 clusters Score: Raw -7461556.496872 + Penalty 3581.001188 = -7457975.495683 nChanged 60 SP:Iteration 54Q (579.359986 sec): 3 clusters Score: Raw -7461565.810279 + Penalty 3581.001188 = -7457984.809090 nChanged 50 SP:Iteration 55Q (579.496867 sec): 3 clusters Score: Raw -7461573.890830 + Penalty 3581.001188 = -7457992.889641 nChanged 48 SP:Iteration 56Q (579.643138 sec): 3 clusters Score: Raw -7461582.147046 + Penalty 3581.001188 = -7458001.145857 nChanged 45 SP:Iteration 57Q (579.773581 sec): 3 clusters Score: Raw -7461589.146138 + Penalty 3581.001188 = -7458008.144950 nChanged 35 SP:Iteration 58Q (579.886905 sec): 3 clusters Score: Raw -7461594.395295 + Penalty 3581.001188 = -7458013.394106 nChanged 28 SP:Iteration 59Q (580.013562 sec): 3 clusters Score: Raw -7461597.765649 + Penalty 3581.001188 = -7458016.764460 nChanged 28 SP:Iteration 60F (580.148523 sec): 3 clusters Score: Raw -7461601.030035 + Penalty 3581.001188 = -7458020.028847 nChanged 29 SP:Iteration 61Q (580.264422 sec): 3 clusters Score: Raw -7461605.220553 + Penalty 3581.001188 = -7458024.219365 nChanged 29 SP:Iteration 62Q (580.386157 sec): 3 clusters Score: Raw -7461609.083354 + Penalty 3581.001188 = -7458028.082166 nChanged 26 SP:Iteration 63Q (580.507209 sec): 3 clusters Score: Raw -7461612.519610 + Penalty 3581.001188 = -7458031.518422 nChanged 27 SP:Iteration 64Q (580.649336 sec): 3 clusters Score: Raw -7461617.646309 + Penalty 3581.001188 = -7458036.645121 nChanged 27 SP:Iteration 65Q (580.790415 sec): 3 clusters Score: Raw -7461622.287517 + Penalty 3581.001188 = -7458041.286329 nChanged 30 SP:Iteration 66Q (580.911199 sec): 3 clusters Score: Raw -7461629.239346 + Penalty 3581.001188 = -7458048.238158 nChanged 34 SP:Iteration 67Q (581.037811 sec): 3 clusters Score: Raw -7461636.141379 + Penalty 3581.001188 = -7458055.140190 nChanged 37 SP:Iteration 68Q (581.150562 sec): 3 clusters Score: Raw -7461641.740479 + Penalty 3581.001188 = -7458060.739290 nChanged 37 SP:Iteration 69Q (581.241141 sec): 3 clusters Score: Raw -7461649.723033 + Penalty 3581.001188 = -7458068.721844 nChanged 47 SP:Iteration 70Q (581.368544 sec): 3 clusters Score: Raw -7461659.457865 + Penalty 3581.001188 = -7458078.456676 nChanged 30 SP:Iteration 71Q (581.497243 sec): 3 clusters Score: Raw -7461666.607123 + Penalty 3581.001188 = -7458085.605934 nChanged 42 SP:Iteration 72Q (581.632632 sec): 3 clusters Score: Raw -7461674.822965 + Penalty 3581.001188 = -7458093.821776 nChanged 33 SP:Iteration 73Q (581.762144 sec): 3 clusters Score: Raw -7461679.796676 + Penalty 3581.001188 = -7458098.795488 nChanged 28 SP:Iteration 74Q (581.879690 sec): 3 clusters Score: Raw -7461683.974918 + Penalty 3581.001188 = -7458102.973729 nChanged 26 SP:Iteration 75Q (582.007385 sec): 3 clusters Score: Raw -7461690.525750 + Penalty 3581.001188 = -7458109.524561 nChanged 32 SP:Iteration 76Q (582.116943 sec): 3 clusters Score: Raw -7461697.591507 + Penalty 3581.001188 = -7458116.590318 nChanged 29 SP:Iteration 77Q (582.237918 sec): 3 clusters Score: Raw -7461702.015329 + Penalty 3581.001188 = -7458121.014140 nChanged 23 SP:Iteration 78Q (582.356046 sec): 3 clusters Score: Raw -7461705.282835 + Penalty 3581.001188 = -7458124.281647 nChanged 17 SP:Iteration 79Q (582.479535 sec): 3 clusters Score: Raw -7461707.923875 + Penalty 3581.001188 = -7458126.922687 nChanged 10 SP:Iteration 80F (582.616039 sec): 3 clusters Score: Raw -7461709.361149 + Penalty 3581.001188 = -7458128.359960 nChanged 11 SP:Iteration 81Q (582.730689 sec): 3 clusters Score: Raw -7461710.580145 + Penalty 3581.001188 = -7458129.578957 nChanged 8 SP:Iteration 82Q (582.860466 sec): 3 clusters Score: Raw -7461711.914021 + Penalty 3581.001188 = -7458130.912833 nChanged 7 SP:Iteration 83Q (582.979006 sec): 3 clusters Score: Raw -7461712.819170 + Penalty 3581.001188 = -7458131.817981 nChanged 5 SP:Iteration 84Q (583.095379 sec): 3 clusters Score: Raw -7461713.325171 + Penalty 3581.001188 = -7458132.323982 nChanged 4 SP:Iteration 85Q (583.213585 sec): 3 clusters Score: Raw -7461713.648890 + Penalty 3581.001188 = -7458132.647702 nChanged 2 SP:Iteration 86Q (583.332330 sec): 3 clusters Score: Raw -7461713.764783 + Penalty 3581.001188 = -7458132.763595 nChanged 1 SP:Iteration 87Q (583.444863 sec): 3 clusters Score: Raw -7461713.810845 + Penalty 3581.001188 = -7458132.809657 nChanged 1 SP:Iteration 88Q (583.560889 sec): 3 clusters Score: Raw -7461713.840967 + Penalty 3581.001188 = -7458132.839779 nChanged 2 SP:Iteration 89Q (583.699540 sec): 3 clusters Score: Raw -7461714.066557 + Penalty 3581.001188 = -7458133.065368 nChanged 2 SP:Iteration 90Q (583.839707 sec): 3 clusters Score: Raw -7461714.286681 + Penalty 3581.001188 = -7458133.285492 nChanged 1 SP:Iteration 91Q (583.948568 sec): 3 clusters Score: Raw -7461714.474931 + Penalty 3581.001188 = -7458133.473742 nChanged 1 SP:Iteration 92Q (584.064769 sec): 3 clusters Score: Raw -7461714.721240 + Penalty 3581.001188 = -7458133.720052 nChanged 0 SP:Iteration 93F (584.221179 sec): 3 clusters Score: Raw -7461714.721240 + Penalty 3581.001188 = -7458133.720052 nChanged 0 Trying to split cluster 9 (15301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (584.259588 sec): 2 clusters Score: Raw -1803352.215008 + Penalty 1565.796938 = -1801786.418069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (584.325773 sec): 3 clusters Score: Raw -1794351.776132 + Penalty 3131.593876 = -1791220.182256 nChanged 6785 SP:Iteration 1F (584.394346 sec): 3 clusters Score: Raw -1798269.464660 + Penalty 3131.593876 = -1795137.870784 nChanged 1017 SP:Iteration 2F (584.461279 sec): 3 clusters Score: Raw -1799059.922283 + Penalty 3131.593876 = -1795928.328407 nChanged 1181 SP:Iteration 3F (584.514451 sec): 3 clusters Score: Raw -1800272.014820 + Penalty 3131.593876 = -1797140.420944 nChanged 1362 SP:Iteration 4F (584.579671 sec): 3 clusters Score: Raw -1801634.022908 + Penalty 3131.593876 = -1798502.429032 nChanged 1316 SP:Iteration 5F (584.649255 sec): 3 clusters Score: Raw -1802793.345778 + Penalty 3131.593876 = -1799661.751902 nChanged 1062 SP:Iteration 6F (584.703157 sec): 3 clusters Score: Raw -1803436.479874 + Penalty 3131.593876 = -1800304.885998 nChanged 671 SP:Iteration 7Q (584.790688 sec): 3 clusters Score: Raw -1803727.311458 + Penalty 3131.593876 = -1800595.717582 nChanged 447 SP:Iteration 8Q (584.848532 sec): 3 clusters Score: Raw -1803882.296752 + Penalty 3131.593876 = -1800750.702876 nChanged 287 SP:Iteration 9Q (584.918009 sec): 3 clusters Score: Raw -1803955.142691 + Penalty 3131.593876 = -1800823.548815 nChanged 168 SP:Iteration 10Q (584.992606 sec): 3 clusters Score: Raw -1803994.009459 + Penalty 3131.593876 = -1800862.415583 nChanged 131 SP:Iteration 11Q (585.048286 sec): 3 clusters Score: Raw -1804024.029085 + Penalty 3131.593876 = -1800892.435209 nChanged 100 SP:Iteration 12Q (585.115258 sec): 3 clusters Score: Raw -1804044.214087 + Penalty 3131.593876 = -1800912.620211 nChanged 74 SP:Iteration 13Q (585.185602 sec): 3 clusters Score: Raw -1804062.608376 + Penalty 3131.593876 = -1800931.014500 nChanged 71 SP:Iteration 14Q (585.245266 sec): 3 clusters Score: Raw -1804081.694656 + Penalty 3131.593876 = -1800950.100780 nChanged 74 SP:Iteration 15Q (585.306749 sec): 3 clusters Score: Raw -1804097.777345 + Penalty 3131.593876 = -1800966.183469 nChanged 50 SP:Iteration 16Q (585.371014 sec): 3 clusters Score: Raw -1804109.274625 + Penalty 3131.593876 = -1800977.680748 nChanged 59 SP:Iteration 17Q (585.428718 sec): 3 clusters Score: Raw -1804125.145150 + Penalty 3131.593876 = -1800993.551274 nChanged 54 SP:Iteration 18Q (585.504005 sec): 3 clusters Score: Raw -1804138.846790 + Penalty 3131.593876 = -1801007.252914 nChanged 79 SP:Iteration 19Q (585.573631 sec): 3 clusters Score: Raw -1804158.364957 + Penalty 3131.593876 = -1801026.771081 nChanged 82 SP:Iteration 20F (585.635764 sec): 3 clusters Score: Raw -1804175.674645 + Penalty 3131.593876 = -1801044.080769 nChanged 83 SP:Iteration 21Q (585.697143 sec): 3 clusters Score: Raw -1804190.461394 + Penalty 3131.593876 = -1801058.867517 nChanged 71 SP:Iteration 22Q (585.774361 sec): 3 clusters Score: Raw -1804202.871965 + Penalty 3131.593876 = -1801071.278089 nChanged 68 SP:Iteration 23Q (585.840813 sec): 3 clusters Score: Raw -1804215.672417 + Penalty 3131.593876 = -1801084.078541 nChanged 67 SP:Iteration 24Q (585.911572 sec): 3 clusters Score: Raw -1804227.343331 + Penalty 3131.593876 = -1801095.749455 nChanged 68 SP:Iteration 25Q (585.967347 sec): 3 clusters Score: Raw -1804238.005528 + Penalty 3131.593876 = -1801106.411652 nChanged 62 SP:Iteration 26Q (586.036607 sec): 3 clusters Score: Raw -1804245.936492 + Penalty 3131.593876 = -1801114.342616 nChanged 47 SP:Iteration 27Q (586.103495 sec): 3 clusters Score: Raw -1804251.548865 + Penalty 3131.593876 = -1801119.954989 nChanged 30 SP:Iteration 28Q (586.175913 sec): 3 clusters Score: Raw -1804255.563416 + Penalty 3131.593876 = -1801123.969540 nChanged 31 SP:Iteration 29Q (586.242170 sec): 3 clusters Score: Raw -1804259.449323 + Penalty 3131.593876 = -1801127.855447 nChanged 29 SP:Iteration 30Q (586.303984 sec): 3 clusters Score: Raw -1804263.961063 + Penalty 3131.593876 = -1801132.367187 nChanged 29 SP:Iteration 31Q (586.373072 sec): 3 clusters Score: Raw -1804267.503026 + Penalty 3131.593876 = -1801135.909150 nChanged 26 SP:Iteration 32Q (586.411623 sec): 3 clusters Score: Raw -1804270.160234 + Penalty 3131.593876 = -1801138.566358 nChanged 16 SP:Iteration 33Q (586.488156 sec): 3 clusters Score: Raw -1804271.556657 + Penalty 3131.593876 = -1801139.962781 nChanged 19 SP:Iteration 34Q (586.550205 sec): 3 clusters Score: Raw -1804273.426231 + Penalty 3131.593876 = -1801141.832355 nChanged 18 SP:Iteration 35Q (586.621182 sec): 3 clusters Score: Raw -1804275.303733 + Penalty 3131.593876 = -1801143.709857 nChanged 27 SP:Iteration 36Q (586.690617 sec): 3 clusters Score: Raw -1804278.721126 + Penalty 3131.593876 = -1801147.127250 nChanged 22 SP:Iteration 37Q (586.754124 sec): 3 clusters Score: Raw -1804281.605569 + Penalty 3131.593876 = -1801150.011693 nChanged 24 SP:Iteration 38Q (586.819765 sec): 3 clusters Score: Raw -1804284.760111 + Penalty 3131.593876 = -1801153.166234 nChanged 25 SP:Iteration 39Q (586.887958 sec): 3 clusters Score: Raw -1804287.430842 + Penalty 3131.593876 = -1801155.836965 nChanged 18 SP:Iteration 40F (586.961586 sec): 3 clusters Score: Raw -1804289.692356 + Penalty 3131.593876 = -1801158.098480 nChanged 21 SP:Iteration 41Q (587.032740 sec): 3 clusters Score: Raw -1804292.477010 + Penalty 3131.593876 = -1801160.883134 nChanged 27 SP:Iteration 42Q (587.100528 sec): 3 clusters Score: Raw -1804295.433387 + Penalty 3131.593876 = -1801163.839511 nChanged 24 SP:Iteration 43Q (587.165479 sec): 3 clusters Score: Raw -1804298.148430 + Penalty 3131.593876 = -1801166.554554 nChanged 25 SP:Iteration 44Q (587.241795 sec): 3 clusters Score: Raw -1804300.682769 + Penalty 3131.593876 = -1801169.088893 nChanged 20 SP:Iteration 45Q (587.310553 sec): 3 clusters Score: Raw -1804302.775449 + Penalty 3131.593876 = -1801171.181573 nChanged 15 SP:Iteration 46Q (587.378084 sec): 3 clusters Score: Raw -1804303.899255 + Penalty 3131.593876 = -1801172.305379 nChanged 8 SP:Iteration 47Q (587.451406 sec): 3 clusters Score: Raw -1804304.521965 + Penalty 3131.593876 = -1801172.928089 nChanged 10 SP:Iteration 48Q (587.509379 sec): 3 clusters Score: Raw -1804305.181183 + Penalty 3131.593876 = -1801173.587307 nChanged 7 SP:Iteration 49Q (587.571380 sec): 3 clusters Score: Raw -1804305.822622 + Penalty 3131.593876 = -1801174.228746 nChanged 16 SP:Iteration 50Q (587.635950 sec): 3 clusters Score: Raw -1804307.247512 + Penalty 3131.593876 = -1801175.653636 nChanged 20 SP:Iteration 51Q (587.699965 sec): 3 clusters Score: Raw -1804308.797520 + Penalty 3131.593876 = -1801177.203644 nChanged 20 SP:Iteration 52Q (587.771173 sec): 3 clusters Score: Raw -1804310.478478 + Penalty 3131.593876 = -1801178.884602 nChanged 20 SP:Iteration 53Q (587.842591 sec): 3 clusters Score: Raw -1804312.814946 + Penalty 3131.593876 = -1801181.221070 nChanged 28 SP:Iteration 54Q (587.902587 sec): 3 clusters Score: Raw -1804315.795588 + Penalty 3131.593876 = -1801184.201712 nChanged 23 SP:Iteration 55Q (587.967176 sec): 3 clusters Score: Raw -1804318.515895 + Penalty 3131.593876 = -1801186.922019 nChanged 37 SP:Iteration 56Q (588.040661 sec): 3 clusters Score: Raw -1804322.837600 + Penalty 3131.593876 = -1801191.243724 nChanged 34 SP:Iteration 57Q (588.108986 sec): 3 clusters Score: Raw -1804326.971626 + Penalty 3131.593876 = -1801195.377750 nChanged 32 SP:Iteration 58Q (588.165574 sec): 3 clusters Score: Raw -1804331.022549 + Penalty 3131.593876 = -1801199.428673 nChanged 29 SP:Iteration 59Q (588.242660 sec): 3 clusters Score: Raw -1804334.287987 + Penalty 3131.593876 = -1801202.694111 nChanged 27 SP:Iteration 60F (588.300337 sec): 3 clusters Score: Raw -1804336.940827 + Penalty 3131.593876 = -1801205.346951 nChanged 20 SP:Iteration 61Q (588.362695 sec): 3 clusters Score: Raw -1804339.558970 + Penalty 3131.593876 = -1801207.965094 nChanged 24 SP:Iteration 62Q (588.436770 sec): 3 clusters Score: Raw -1804342.046350 + Penalty 3131.593876 = -1801210.452474 nChanged 19 SP:Iteration 63Q (588.505219 sec): 3 clusters Score: Raw -1804344.014972 + Penalty 3131.593876 = -1801212.421096 nChanged 22 SP:Iteration 64Q (588.566768 sec): 3 clusters Score: Raw -1804346.413770 + Penalty 3131.593876 = -1801214.819894 nChanged 14 SP:Iteration 65Q (588.649859 sec): 3 clusters Score: Raw -1804347.621124 + Penalty 3131.593876 = -1801216.027248 nChanged 12 SP:Iteration 66Q (588.706870 sec): 3 clusters Score: Raw -1804348.685630 + Penalty 3131.593876 = -1801217.091754 nChanged 13 SP:Iteration 67Q (588.778264 sec): 3 clusters Score: Raw -1804350.025300 + Penalty 3131.593876 = -1801218.431424 nChanged 16 SP:Iteration 68Q (588.841751 sec): 3 clusters Score: Raw -1804351.276690 + Penalty 3131.593876 = -1801219.682814 nChanged 13 SP:Iteration 69Q (588.912815 sec): 3 clusters Score: Raw -1804352.109728 + Penalty 3131.593876 = -1801220.515852 nChanged 11 SP:Iteration 70Q (588.961320 sec): 3 clusters Score: Raw -1804353.038084 + Penalty 3131.593876 = -1801221.444208 nChanged 11 SP:Iteration 71Q (589.024666 sec): 3 clusters Score: Raw -1804354.080473 + Penalty 3131.593876 = -1801222.486597 nChanged 14 SP:Iteration 72Q (589.108990 sec): 3 clusters Score: Raw -1804355.295464 + Penalty 3131.593876 = -1801223.701588 nChanged 13 SP:Iteration 73Q (589.176094 sec): 3 clusters Score: Raw -1804356.300193 + Penalty 3131.593876 = -1801224.706317 nChanged 13 SP:Iteration 74Q (589.234189 sec): 3 clusters Score: Raw -1804357.285473 + Penalty 3131.593876 = -1801225.691597 nChanged 15 SP:Iteration 75Q (589.313094 sec): 3 clusters Score: Raw -1804358.295310 + Penalty 3131.593876 = -1801226.701434 nChanged 9 SP:Iteration 76Q (589.375621 sec): 3 clusters Score: Raw -1804358.788481 + Penalty 3131.593876 = -1801227.194605 nChanged 6 SP:Iteration 77Q (589.435197 sec): 3 clusters Score: Raw -1804359.356262 + Penalty 3131.593876 = -1801227.762386 nChanged 5 SP:Iteration 78Q (589.474939 sec): 3 clusters Score: Raw -1804359.685732 + Penalty 3131.593876 = -1801228.091856 nChanged 5 SP:Iteration 79Q (589.560282 sec): 3 clusters Score: Raw -1804360.024315 + Penalty 3131.593876 = -1801228.430439 nChanged 7 SP:Iteration 80F (589.615628 sec): 3 clusters Score: Raw -1804360.377282 + Penalty 3131.593876 = -1801228.783406 nChanged 5 SP:Iteration 81Q (589.685617 sec): 3 clusters Score: Raw -1804360.569577 + Penalty 3131.593876 = -1801228.975701 nChanged 5 SP:Iteration 82Q (589.760353 sec): 3 clusters Score: Raw -1804360.835681 + Penalty 3131.593876 = -1801229.241805 nChanged 5 SP:Iteration 83Q (589.826499 sec): 3 clusters Score: Raw -1804361.150682 + Penalty 3131.593876 = -1801229.556806 nChanged 6 SP:Iteration 84Q (589.895369 sec): 3 clusters Score: Raw -1804361.469103 + Penalty 3131.593876 = -1801229.875227 nChanged 5 SP:Iteration 85Q (589.970093 sec): 3 clusters Score: Raw -1804361.744308 + Penalty 3131.593876 = -1801230.150432 nChanged 1 SP:Iteration 86Q (590.038118 sec): 3 clusters Score: Raw -1804361.789048 + Penalty 3131.593876 = -1801230.195172 nChanged 1 SP:Iteration 87Q (590.105717 sec): 3 clusters Score: Raw -1804361.940059 + Penalty 3131.593876 = -1801230.346183 nChanged 1 SP:Iteration 88Q (590.172304 sec): 3 clusters Score: Raw -1804361.988774 + Penalty 3131.593876 = -1801230.394898 nChanged 0 SP:Iteration 89F (590.244685 sec): 3 clusters Score: Raw -1804361.988774 + Penalty 3131.593876 = -1801230.394898 nChanged 0 Trying to split cluster 10 (11668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (590.271727 sec): 2 clusters Score: Raw -1387318.903041 + Penalty 1521.748366 = -1385797.154674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (590.333502 sec): 3 clusters Score: Raw -1380667.122549 + Penalty 3043.496733 = -1377623.625817 nChanged 5156 SP:Iteration 1F (590.407887 sec): 3 clusters Score: Raw -1383677.173056 + Penalty 3043.496733 = -1380633.676324 nChanged 825 SP:Iteration 2F (590.461961 sec): 3 clusters Score: Raw -1384189.274989 + Penalty 3043.496733 = -1381145.778256 nChanged 754 SP:Iteration 3F (590.515404 sec): 3 clusters Score: Raw -1384685.108447 + Penalty 3043.496733 = -1381641.611715 nChanged 732 SP:Iteration 4F (590.574456 sec): 3 clusters Score: Raw -1385189.097027 + Penalty 3043.496733 = -1382145.600294 nChanged 659 SP:Iteration 5F (590.644198 sec): 3 clusters Score: Raw -1385669.105162 + Penalty 3043.496733 = -1382625.608430 nChanged 599 SP:Iteration 6F (590.699730 sec): 3 clusters Score: Raw -1386126.353280 + Penalty 3043.496733 = -1383082.856547 nChanged 556 SP:Iteration 7Q (590.754072 sec): 3 clusters Score: Raw -1386531.678954 + Penalty 3043.496733 = -1383488.182222 nChanged 482 SP:Iteration 8Q (590.817148 sec): 3 clusters Score: Raw -1386812.662993 + Penalty 3043.496733 = -1383769.166260 nChanged 375 SP:Iteration 9Q (590.879160 sec): 3 clusters Score: Raw -1387010.151158 + Penalty 3043.496733 = -1383966.654425 nChanged 299 SP:Iteration 10Q (590.937306 sec): 3 clusters Score: Raw -1387201.199797 + Penalty 3043.496733 = -1384157.703065 nChanged 288 SP:Iteration 11Q (590.996962 sec): 3 clusters Score: Raw -1387350.522903 + Penalty 3043.496733 = -1384307.026170 nChanged 239 SP:Iteration 12Q (591.050987 sec): 3 clusters Score: Raw -1387467.658388 + Penalty 3043.496733 = -1384424.161655 nChanged 225 SP:Iteration 13Q (591.125283 sec): 3 clusters Score: Raw -1387574.186633 + Penalty 3043.496733 = -1384530.689900 nChanged 203 SP:Iteration 14Q (591.173539 sec): 3 clusters Score: Raw -1387654.809742 + Penalty 3043.496733 = -1384611.313009 nChanged 147 SP:Iteration 15Q (591.238003 sec): 3 clusters Score: Raw -1387703.939156 + Penalty 3043.496733 = -1384660.442424 nChanged 108 SP:Iteration 16Q (591.306967 sec): 3 clusters Score: Raw -1387733.410956 + Penalty 3043.496733 = -1384689.914223 nChanged 105 SP:Iteration 17Q (591.361398 sec): 3 clusters Score: Raw -1387761.302328 + Penalty 3043.496733 = -1384717.805595 nChanged 73 SP:Iteration 18Q (591.423572 sec): 3 clusters Score: Raw -1387778.464284 + Penalty 3043.496733 = -1384734.967552 nChanged 78 SP:Iteration 19Q (591.469062 sec): 3 clusters Score: Raw -1387799.346318 + Penalty 3043.496733 = -1384755.849586 nChanged 72 SP:Iteration 20F (591.543319 sec): 3 clusters Score: Raw -1387816.568584 + Penalty 3043.496733 = -1384773.071851 nChanged 75 SP:Iteration 21Q (591.599999 sec): 3 clusters Score: Raw -1387835.599675 + Penalty 3043.496733 = -1384792.102943 nChanged 72 SP:Iteration 22Q (591.657623 sec): 3 clusters Score: Raw -1387853.559310 + Penalty 3043.496733 = -1384810.062578 nChanged 67 SP:Iteration 23Q (591.719256 sec): 3 clusters Score: Raw -1387870.652369 + Penalty 3043.496733 = -1384827.155636 nChanged 56 SP:Iteration 24Q (591.775111 sec): 3 clusters Score: Raw -1387883.352096 + Penalty 3043.496733 = -1384839.855363 nChanged 48 SP:Iteration 25Q (591.832966 sec): 3 clusters Score: Raw -1387894.250862 + Penalty 3043.496733 = -1384850.754130 nChanged 48 SP:Iteration 26Q (591.901720 sec): 3 clusters Score: Raw -1387902.737355 + Penalty 3043.496733 = -1384859.240622 nChanged 32 SP:Iteration 27Q (591.960596 sec): 3 clusters Score: Raw -1387909.337282 + Penalty 3043.496733 = -1384865.840549 nChanged 29 SP:Iteration 28Q (592.018483 sec): 3 clusters Score: Raw -1387915.515850 + Penalty 3043.496733 = -1384872.019117 nChanged 36 SP:Iteration 29Q (592.076137 sec): 3 clusters Score: Raw -1387921.246854 + Penalty 3043.496733 = -1384877.750122 nChanged 27 SP:Iteration 30Q (592.124776 sec): 3 clusters Score: Raw -1387926.050081 + Penalty 3043.496733 = -1384882.553348 nChanged 28 SP:Iteration 31Q (592.190967 sec): 3 clusters Score: Raw -1387930.788885 + Penalty 3043.496733 = -1384887.292152 nChanged 28 SP:Iteration 32Q (592.252302 sec): 3 clusters Score: Raw -1387934.842152 + Penalty 3043.496733 = -1384891.345419 nChanged 23 SP:Iteration 33Q (592.320214 sec): 3 clusters Score: Raw -1387938.299837 + Penalty 3043.496733 = -1384894.803104 nChanged 21 SP:Iteration 34Q (592.375465 sec): 3 clusters Score: Raw -1387940.904649 + Penalty 3043.496733 = -1384897.407917 nChanged 14 SP:Iteration 35Q (592.437787 sec): 3 clusters Score: Raw -1387942.762903 + Penalty 3043.496733 = -1384899.266170 nChanged 13 SP:Iteration 36Q (592.500329 sec): 3 clusters Score: Raw -1387944.099266 + Penalty 3043.496733 = -1384900.602534 nChanged 13 SP:Iteration 37Q (592.550101 sec): 3 clusters Score: Raw -1387945.640271 + Penalty 3043.496733 = -1384902.143538 nChanged 12 SP:Iteration 38Q (592.617531 sec): 3 clusters Score: Raw -1387946.927309 + Penalty 3043.496733 = -1384903.430577 nChanged 9 SP:Iteration 39Q (592.688442 sec): 3 clusters Score: Raw -1387947.710832 + Penalty 3043.496733 = -1384904.214100 nChanged 4 SP:Iteration 40F (592.750175 sec): 3 clusters Score: Raw -1387948.115791 + Penalty 3043.496733 = -1384904.619059 nChanged 5 SP:Iteration 41Q (592.799043 sec): 3 clusters Score: Raw -1387948.668662 + Penalty 3043.496733 = -1384905.171929 nChanged 5 SP:Iteration 42Q (592.858566 sec): 3 clusters Score: Raw -1387949.295924 + Penalty 3043.496733 = -1384905.799192 nChanged 5 SP:Iteration 43Q (592.920999 sec): 3 clusters Score: Raw -1387949.844422 + Penalty 3043.496733 = -1384906.347689 nChanged 2 SP:Iteration 44Q (592.975391 sec): 3 clusters Score: Raw -1387949.985002 + Penalty 3043.496733 = -1384906.488269 nChanged 1 SP:Iteration 45Q (593.042593 sec): 3 clusters Score: Raw -1387950.035352 + Penalty 3043.496733 = -1384906.538620 nChanged 1 SP:Iteration 46Q (593.092440 sec): 3 clusters Score: Raw -1387950.098878 + Penalty 3043.496733 = -1384906.602146 nChanged 4 SP:Iteration 47Q (593.152738 sec): 3 clusters Score: Raw -1387950.350133 + Penalty 3043.496733 = -1384906.853401 nChanged 3 SP:Iteration 48Q (593.214774 sec): 3 clusters Score: Raw -1387950.720912 + Penalty 3043.496733 = -1384907.224180 nChanged 9 SP:Iteration 49Q (593.273430 sec): 3 clusters Score: Raw -1387952.312056 + Penalty 3043.496733 = -1384908.815324 nChanged 12 SP:Iteration 50Q (593.328897 sec): 3 clusters Score: Raw -1387954.122782 + Penalty 3043.496733 = -1384910.626049 nChanged 10 SP:Iteration 51Q (593.396360 sec): 3 clusters Score: Raw -1387955.617358 + Penalty 3043.496733 = -1384912.120625 nChanged 12 SP:Iteration 52Q (593.453167 sec): 3 clusters Score: Raw -1387957.620051 + Penalty 3043.496733 = -1384914.123318 nChanged 13 SP:Iteration 53Q (593.517283 sec): 3 clusters Score: Raw -1387960.397837 + Penalty 3043.496733 = -1384916.901104 nChanged 17 SP:Iteration 54Q (593.573377 sec): 3 clusters Score: Raw -1387963.143322 + Penalty 3043.496733 = -1384919.646589 nChanged 13 SP:Iteration 55Q (593.638587 sec): 3 clusters Score: Raw -1387965.479603 + Penalty 3043.496733 = -1384921.982870 nChanged 10 SP:Iteration 56Q (593.682115 sec): 3 clusters Score: Raw -1387966.766245 + Penalty 3043.496733 = -1384923.269513 nChanged 6 SP:Iteration 57Q (593.733437 sec): 3 clusters Score: Raw -1387967.597777 + Penalty 3043.496733 = -1384924.101044 nChanged 7 SP:Iteration 58Q (593.798905 sec): 3 clusters Score: Raw -1387968.351001 + Penalty 3043.496733 = -1384924.854268 nChanged 2 SP:Iteration 59Q (593.862991 sec): 3 clusters Score: Raw -1387968.463969 + Penalty 3043.496733 = -1384924.967237 nChanged 1 SP:Iteration 60F (593.921794 sec): 3 clusters Score: Raw -1387968.546063 + Penalty 3043.496733 = -1384925.049330 nChanged 1 SP:Iteration 61Q (593.974509 sec): 3 clusters Score: Raw -1387968.694061 + Penalty 3043.496733 = -1384925.197328 nChanged 2 SP:Iteration 62Q (594.035314 sec): 3 clusters Score: Raw -1387968.871646 + Penalty 3043.496733 = -1384925.374914 nChanged 1 SP:Iteration 63Q (594.096183 sec): 3 clusters Score: Raw -1387969.051236 + Penalty 3043.496733 = -1384925.554504 nChanged 1 SP:Iteration 64Q (594.146348 sec): 3 clusters Score: Raw -1387969.191578 + Penalty 3043.496733 = -1384925.694845 nChanged 1 SP:Iteration 65Q (594.210229 sec): 3 clusters Score: Raw -1387969.315810 + Penalty 3043.496733 = -1384925.819078 nChanged 0 SP:Iteration 66F (594.291318 sec): 3 clusters Score: Raw -1387969.315810 + Penalty 3043.496733 = -1384925.819078 nChanged 0 Trying to split cluster 11 (3975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (594.309930 sec): 2 clusters Score: Raw -508166.894590 + Penalty 1346.764254 = -506820.130336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (594.363074 sec): 3 clusters Score: Raw -506196.579144 + Penalty 2693.528509 = -503503.050635 nChanged 1581 SP:Iteration 1F (594.407732 sec): 3 clusters Score: Raw -507159.733807 + Penalty 2693.528509 = -504466.205298 nChanged 351 SP:Iteration 2F (594.451495 sec): 3 clusters Score: Raw -507420.851258 + Penalty 2693.528509 = -504727.322749 nChanged 271 SP:Iteration 3F (594.498108 sec): 3 clusters Score: Raw -507623.673124 + Penalty 2693.528509 = -504930.144615 nChanged 209 SP:Iteration 4F (594.547350 sec): 3 clusters Score: Raw -507778.609979 + Penalty 2693.528509 = -505085.081470 nChanged 167 SP:Iteration 5Q (594.593408 sec): 3 clusters Score: Raw -507911.575600 + Penalty 2693.528509 = -505218.047091 nChanged 162 SP:Iteration 6Q (594.635162 sec): 3 clusters Score: Raw -508063.671453 + Penalty 2693.528509 = -505370.142945 nChanged 167 SP:Iteration 7Q (594.682227 sec): 3 clusters Score: Raw -508217.125353 + Penalty 2693.528509 = -505523.596844 nChanged 144 SP:Iteration 8Q (594.737116 sec): 3 clusters Score: Raw -508365.730567 + Penalty 2693.528509 = -505672.202059 nChanged 146 SP:Iteration 9Q (594.774527 sec): 3 clusters Score: Raw -508541.595545 + Penalty 2693.528509 = -505848.067037 nChanged 122 SP:Iteration 10Q (594.811084 sec): 3 clusters Score: Raw -508698.807957 + Penalty 2693.528509 = -506005.279448 nChanged 109 SP:Iteration 11Q (594.851726 sec): 3 clusters Score: Raw -508820.736863 + Penalty 2693.528509 = -506127.208354 nChanged 77 SP:Iteration 12Q (594.893536 sec): 3 clusters Score: Raw -508887.905070 + Penalty 2693.528509 = -506194.376561 nChanged 55 SP:Iteration 13Q (594.940601 sec): 3 clusters Score: Raw -508918.700888 + Penalty 2693.528509 = -506225.172380 nChanged 31 SP:Iteration 14Q (594.991037 sec): 3 clusters Score: Raw -508945.173575 + Penalty 2693.528509 = -506251.645067 nChanged 33 SP:Iteration 15Q (595.026867 sec): 3 clusters Score: Raw -508964.300922 + Penalty 2693.528509 = -506270.772414 nChanged 18 SP:Iteration 16Q (595.061554 sec): 3 clusters Score: Raw -508972.794436 + Penalty 2693.528509 = -506279.265927 nChanged 11 SP:Iteration 17Q (595.101783 sec): 3 clusters Score: Raw -508977.897520 + Penalty 2693.528509 = -506284.369011 nChanged 7 SP:Iteration 18Q (595.155773 sec): 3 clusters Score: Raw -508982.025669 + Penalty 2693.528509 = -506288.497160 nChanged 7 SP:Iteration 19Q (595.203176 sec): 3 clusters Score: Raw -508984.881793 + Penalty 2693.528509 = -506291.353284 nChanged 7 SP:Iteration 20F (595.238489 sec): 3 clusters Score: Raw -508988.190983 + Penalty 2693.528509 = -506294.662474 nChanged 8 SP:Iteration 21Q (595.278718 sec): 3 clusters Score: Raw -508993.801123 + Penalty 2693.528509 = -506300.272615 nChanged 9 SP:Iteration 22Q (595.317849 sec): 3 clusters Score: Raw -508998.024075 + Penalty 2693.528509 = -506304.495566 nChanged 12 SP:Iteration 23Q (595.365998 sec): 3 clusters Score: Raw -509002.279455 + Penalty 2693.528509 = -506308.750946 nChanged 7 SP:Iteration 24Q (595.413222 sec): 3 clusters Score: Raw -509005.270397 + Penalty 2693.528509 = -506311.741888 nChanged 8 SP:Iteration 25Q (595.459486 sec): 3 clusters Score: Raw -509007.380552 + Penalty 2693.528509 = -506313.852043 nChanged 4 SP:Iteration 26Q (595.501925 sec): 3 clusters Score: Raw -509008.218763 + Penalty 2693.528509 = -506314.690255 nChanged 4 SP:Iteration 27Q (595.545174 sec): 3 clusters Score: Raw -509009.474536 + Penalty 2693.528509 = -506315.946027 nChanged 6 SP:Iteration 28Q (595.587358 sec): 3 clusters Score: Raw -509011.601172 + Penalty 2693.528509 = -506318.072663 nChanged 8 SP:Iteration 29Q (595.636602 sec): 3 clusters Score: Raw -509015.873299 + Penalty 2693.528509 = -506322.344791 nChanged 12 SP:Iteration 30Q (595.684077 sec): 3 clusters Score: Raw -509019.813610 + Penalty 2693.528509 = -506326.285101 nChanged 6 SP:Iteration 31Q (595.732749 sec): 3 clusters Score: Raw -509022.282879 + Penalty 2693.528509 = -506328.754370 nChanged 6 SP:Iteration 32Q (595.784615 sec): 3 clusters Score: Raw -509024.458119 + Penalty 2693.528509 = -506330.929610 nChanged 5 SP:Iteration 33Q (595.818486 sec): 3 clusters Score: Raw -509025.782529 + Penalty 2693.528509 = -506332.254021 nChanged 1 SP:Iteration 34Q (595.873754 sec): 3 clusters Score: Raw -509026.016090 + Penalty 2693.528509 = -506332.487581 nChanged 3 SP:Iteration 35Q (595.918418 sec): 3 clusters Score: Raw -509026.858503 + Penalty 2693.528509 = -506333.329994 nChanged 2 SP:Iteration 36Q (595.960542 sec): 3 clusters Score: Raw -509027.848392 + Penalty 2693.528509 = -506334.319884 nChanged 1 SP:Iteration 37Q (595.998607 sec): 3 clusters Score: Raw -509028.223266 + Penalty 2693.528509 = -506334.694757 nChanged 0 SP:Iteration 38F (596.040435 sec): 3 clusters Score: Raw -509028.223266 + Penalty 2693.528509 = -506334.694757 nChanged 0 Trying to split cluster 12 (940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (596.058529 sec): 2 clusters Score: Raw -116151.938652 + Penalty 1112.455480 = -115039.483172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (596.100664 sec): 3 clusters Score: Raw -115836.369663 + Penalty 2224.910959 = -113611.458703 nChanged 266 SP:Iteration 1F (596.152610 sec): 3 clusters Score: Raw -116089.294293 + Penalty 2224.910959 = -113864.383334 nChanged 75 SP:Iteration 2F (596.192934 sec): 3 clusters Score: Raw -116151.303069 + Penalty 2224.910959 = -113926.392110 nChanged 31 SP:Iteration 3Q (596.227464 sec): 3 clusters Score: Raw -116177.186005 + Penalty 2224.910959 = -113952.275046 nChanged 19 SP:Iteration 4Q (596.270936 sec): 3 clusters Score: Raw -116198.778831 + Penalty 2224.910959 = -113973.867872 nChanged 16 SP:Iteration 5Q (596.313341 sec): 3 clusters Score: Raw -116212.840080 + Penalty 2224.910959 = -113987.929120 nChanged 11 SP:Iteration 6Q (596.356902 sec): 3 clusters Score: Raw -116223.947707 + Penalty 2224.910959 = -113999.036748 nChanged 10 SP:Iteration 7Q (596.401856 sec): 3 clusters Score: Raw -116235.918780 + Penalty 2224.910959 = -114011.007821 nChanged 10 SP:Iteration 8Q (596.441318 sec): 3 clusters Score: Raw -116247.605649 + Penalty 2224.910959 = -114022.694690 nChanged 9 SP:Iteration 9Q (596.480481 sec): 3 clusters Score: Raw -116257.147428 + Penalty 2224.910959 = -114032.236468 nChanged 11 SP:Iteration 10Q (596.514698 sec): 3 clusters Score: Raw -116266.502581 + Penalty 2224.910959 = -114041.591622 nChanged 5 SP:Iteration 11Q (596.557035 sec): 3 clusters Score: Raw -116270.845452 + Penalty 2224.910959 = -114045.934493 nChanged 6 SP:Iteration 12Q (596.599095 sec): 3 clusters Score: Raw -116278.373768 + Penalty 2224.910959 = -114053.462809 nChanged 7 SP:Iteration 13Q (596.633953 sec): 3 clusters Score: Raw -116283.543186 + Penalty 2224.910959 = -114058.632227 nChanged 5 SP:Iteration 14Q (596.692299 sec): 3 clusters Score: Raw -116288.952799 + Penalty 2224.910959 = -114064.041840 nChanged 5 SP:Iteration 15Q (596.727645 sec): 3 clusters Score: Raw -116295.366652 + Penalty 2224.910959 = -114070.455692 nChanged 3 SP:Iteration 16Q (596.762258 sec): 3 clusters Score: Raw -116299.354662 + Penalty 2224.910959 = -114074.443702 nChanged 6 SP:Iteration 17Q (596.792539 sec): 3 clusters Score: Raw -116304.904570 + Penalty 2224.910959 = -114079.993611 nChanged 4 SP:Iteration 18Q (596.824245 sec): 3 clusters Score: Raw -116311.411466 + Penalty 2224.910959 = -114086.500507 nChanged 5 SP:Iteration 19Q (596.857550 sec): 3 clusters Score: Raw -116316.429984 + Penalty 2224.910959 = -114091.519025 nChanged 5 SP:Iteration 20F (596.901139 sec): 3 clusters Score: Raw -116320.682868 + Penalty 2224.910959 = -114095.771909 nChanged 1 SP:Iteration 21Q (596.955581 sec): 3 clusters Score: Raw -116322.440021 + Penalty 2224.910959 = -114097.529062 nChanged 4 SP:Iteration 22Q (596.998876 sec): 3 clusters Score: Raw -116327.451974 + Penalty 2224.910959 = -114102.541015 nChanged 5 SP:Iteration 23Q (597.041898 sec): 3 clusters Score: Raw -116333.407511 + Penalty 2224.910959 = -114108.496552 nChanged 3 SP:Iteration 24Q (597.082487 sec): 3 clusters Score: Raw -116336.909397 + Penalty 2224.910959 = -114111.998437 nChanged 0 SP:Iteration 25F (597.127282 sec): 3 clusters Score: Raw -116336.909397 + Penalty 2224.910959 = -114111.998437 nChanged 0 Trying to split cluster 13 (61281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (597.213741 sec): 2 clusters Score: Raw -7449732.255078 + Penalty 1791.274082 = -7447940.980996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (597.360248 sec): 3 clusters Score: Raw -7410676.128094 + Penalty 3582.548165 = -7407093.579929 nChanged 28800 SP:Iteration 1F (597.512896 sec): 3 clusters Score: Raw -7427636.329966 + Penalty 3582.548165 = -7424053.781801 nChanged 3178 SP:Iteration 2F (597.662161 sec): 3 clusters Score: Raw -7428904.226120 + Penalty 3582.548165 = -7425321.677955 nChanged 3546 SP:Iteration 3F (597.821303 sec): 3 clusters Score: Raw -7430652.119225 + Penalty 3582.548165 = -7427069.571060 nChanged 3931 SP:Iteration 4F (597.984216 sec): 3 clusters Score: Raw -7432834.632791 + Penalty 3582.548165 = -7429252.084626 nChanged 4122 SP:Iteration 5F (598.112320 sec): 3 clusters Score: Raw -7435363.368387 + Penalty 3582.548165 = -7431780.820222 nChanged 4090 SP:Iteration 6F (598.250663 sec): 3 clusters Score: Raw -7438028.358888 + Penalty 3582.548165 = -7434445.810723 nChanged 3648 SP:Iteration 7F (598.388489 sec): 3 clusters Score: Raw -7440488.822350 + Penalty 3582.548165 = -7436906.274185 nChanged 2953 SP:Iteration 8Q (598.556498 sec): 3 clusters Score: Raw -7442589.012892 + Penalty 3582.548165 = -7439006.464727 nChanged 2314 SP:Iteration 9Q (598.718803 sec): 3 clusters Score: Raw -7444273.517490 + Penalty 3582.548165 = -7440690.969325 nChanged 1802 SP:Iteration 10Q (598.861974 sec): 3 clusters Score: Raw -7445648.380047 + Penalty 3582.548165 = -7442065.831882 nChanged 1424 SP:Iteration 11Q (599.007127 sec): 3 clusters Score: Raw -7446702.187738 + Penalty 3582.548165 = -7443119.639573 nChanged 1100 SP:Iteration 12Q (599.154016 sec): 3 clusters Score: Raw -7447525.906618 + Penalty 3582.548165 = -7443943.358453 nChanged 862 SP:Iteration 13Q (599.288141 sec): 3 clusters Score: Raw -7448242.572170 + Penalty 3582.548165 = -7444660.024005 nChanged 700 SP:Iteration 14Q (599.415417 sec): 3 clusters Score: Raw -7448831.604609 + Penalty 3582.548165 = -7445249.056444 nChanged 554 SP:Iteration 15Q (599.553244 sec): 3 clusters Score: Raw -7449287.016415 + Penalty 3582.548165 = -7445704.468250 nChanged 482 SP:Iteration 16Q (599.690875 sec): 3 clusters Score: Raw -7449693.901953 + Penalty 3582.548165 = -7446111.353788 nChanged 418 SP:Iteration 17Q (599.834217 sec): 3 clusters Score: Raw -7449995.708609 + Penalty 3582.548165 = -7446413.160444 nChanged 353 SP:Iteration 18Q (599.950332 sec): 3 clusters Score: Raw -7450193.797583 + Penalty 3582.548165 = -7446611.249418 nChanged 288 SP:Iteration 19Q (600.083740 sec): 3 clusters Score: Raw -7450321.142063 + Penalty 3582.548165 = -7446738.593898 nChanged 224 SP:Iteration 20F (600.237113 sec): 3 clusters Score: Raw -7450406.429804 + Penalty 3582.548165 = -7446823.881639 nChanged 192 SP:Iteration 21Q (600.382917 sec): 3 clusters Score: Raw -7450477.593740 + Penalty 3582.548165 = -7446895.045575 nChanged 154 SP:Iteration 22Q (600.513753 sec): 3 clusters Score: Raw -7450528.392699 + Penalty 3582.548165 = -7446945.844534 nChanged 130 SP:Iteration 23Q (600.648464 sec): 3 clusters Score: Raw -7450569.482823 + Penalty 3582.548165 = -7446986.934658 nChanged 115 SP:Iteration 24Q (600.770275 sec): 3 clusters Score: Raw -7450604.694250 + Penalty 3582.548165 = -7447022.146085 nChanged 108 SP:Iteration 25Q (600.883708 sec): 3 clusters Score: Raw -7450635.630426 + Penalty 3582.548165 = -7447053.082261 nChanged 92 SP:Iteration 26Q (601.029589 sec): 3 clusters Score: Raw -7450659.721393 + Penalty 3582.548165 = -7447077.173228 nChanged 75 SP:Iteration 27Q (601.174044 sec): 3 clusters Score: Raw -7450679.178279 + Penalty 3582.548165 = -7447096.630114 nChanged 66 SP:Iteration 28Q (601.289659 sec): 3 clusters Score: Raw -7450695.121823 + Penalty 3582.548165 = -7447112.573658 nChanged 57 SP:Iteration 29Q (601.407253 sec): 3 clusters Score: Raw -7450706.124485 + Penalty 3582.548165 = -7447123.576320 nChanged 39 SP:Iteration 30Q (601.547478 sec): 3 clusters Score: Raw -7450712.647251 + Penalty 3582.548165 = -7447130.099086 nChanged 32 SP:Iteration 31Q (601.689347 sec): 3 clusters Score: Raw -7450717.250379 + Penalty 3582.548165 = -7447134.702214 nChanged 29 SP:Iteration 32Q (601.825497 sec): 3 clusters Score: Raw -7450722.071474 + Penalty 3582.548165 = -7447139.523309 nChanged 38 SP:Iteration 33Q (601.961272 sec): 3 clusters Score: Raw -7450728.539413 + Penalty 3582.548165 = -7447145.991248 nChanged 36 SP:Iteration 34Q (602.095522 sec): 3 clusters Score: Raw -7450736.218841 + Penalty 3582.548165 = -7447153.670676 nChanged 44 SP:Iteration 35Q (602.212750 sec): 3 clusters Score: Raw -7450744.223650 + Penalty 3582.548165 = -7447161.675486 nChanged 35 SP:Iteration 36Q (602.355733 sec): 3 clusters Score: Raw -7450751.026583 + Penalty 3582.548165 = -7447168.478418 nChanged 37 SP:Iteration 37Q (602.502185 sec): 3 clusters Score: Raw -7450759.685806 + Penalty 3582.548165 = -7447177.137641 nChanged 37 SP:Iteration 38Q (602.640939 sec): 3 clusters Score: Raw -7450767.081059 + Penalty 3582.548165 = -7447184.532894 nChanged 25 SP:Iteration 39Q (602.765021 sec): 3 clusters Score: Raw -7450773.394260 + Penalty 3582.548165 = -7447190.846095 nChanged 31 SP:Iteration 40F (602.900041 sec): 3 clusters Score: Raw -7450779.315260 + Penalty 3582.548165 = -7447196.767096 nChanged 25 SP:Iteration 41Q (603.020544 sec): 3 clusters Score: Raw -7450784.693641 + Penalty 3582.548165 = -7447202.145476 nChanged 23 SP:Iteration 42Q (603.151180 sec): 3 clusters Score: Raw -7450788.789889 + Penalty 3582.548165 = -7447206.241724 nChanged 19 SP:Iteration 43Q (603.260419 sec): 3 clusters Score: Raw -7450792.253824 + Penalty 3582.548165 = -7447209.705659 nChanged 15 SP:Iteration 44Q (603.383644 sec): 3 clusters Score: Raw -7450794.964266 + Penalty 3582.548165 = -7447212.416101 nChanged 22 SP:Iteration 45Q (603.520113 sec): 3 clusters Score: Raw -7450799.687100 + Penalty 3582.548165 = -7447217.138935 nChanged 21 SP:Iteration 46Q (603.650046 sec): 3 clusters Score: Raw -7450803.857111 + Penalty 3582.548165 = -7447221.308946 nChanged 17 SP:Iteration 47Q (603.760795 sec): 3 clusters Score: Raw -7450807.173422 + Penalty 3582.548165 = -7447224.625257 nChanged 11 SP:Iteration 48Q (603.878683 sec): 3 clusters Score: Raw -7450808.896220 + Penalty 3582.548165 = -7447226.348055 nChanged 6 SP:Iteration 49Q (604.003254 sec): 3 clusters Score: Raw -7450809.413936 + Penalty 3582.548165 = -7447226.865771 nChanged 2 SP:Iteration 50Q (604.133710 sec): 3 clusters Score: Raw -7450809.609746 + Penalty 3582.548165 = -7447227.061582 nChanged 1 SP:Iteration 51Q (604.278396 sec): 3 clusters Score: Raw -7450809.753884 + Penalty 3582.548165 = -7447227.205719 nChanged 3 SP:Iteration 52Q (604.425925 sec): 3 clusters Score: Raw -7450810.407312 + Penalty 3582.548165 = -7447227.859147 nChanged 3 SP:Iteration 53Q (604.537099 sec): 3 clusters Score: Raw -7450810.709189 + Penalty 3582.548165 = -7447228.161024 nChanged 3 SP:Iteration 54Q (604.655498 sec): 3 clusters Score: Raw -7450811.102843 + Penalty 3582.548165 = -7447228.554678 nChanged 3 SP:Iteration 55Q (604.769600 sec): 3 clusters Score: Raw -7450811.630545 + Penalty 3582.548165 = -7447229.082380 nChanged 4 SP:Iteration 56Q (604.900002 sec): 3 clusters Score: Raw -7450812.264859 + Penalty 3582.548165 = -7447229.716694 nChanged 7 SP:Iteration 57Q (605.024861 sec): 3 clusters Score: Raw -7450813.668306 + Penalty 3582.548165 = -7447231.120141 nChanged 6 SP:Iteration 58Q (605.135297 sec): 3 clusters Score: Raw -7450814.764757 + Penalty 3582.548165 = -7447232.216592 nChanged 9 SP:Iteration 59Q (605.262959 sec): 3 clusters Score: Raw -7450816.605300 + Penalty 3582.548165 = -7447234.057135 nChanged 10 SP:Iteration 60F (605.412726 sec): 3 clusters Score: Raw -7450818.124376 + Penalty 3582.548165 = -7447235.576211 nChanged 4 SP:Iteration 61Q (605.550287 sec): 3 clusters Score: Raw -7450818.615459 + Penalty 3582.548165 = -7447236.067294 nChanged 4 SP:Iteration 62Q (605.652574 sec): 3 clusters Score: Raw -7450819.160247 + Penalty 3582.548165 = -7447236.612082 nChanged 7 SP:Iteration 63Q (605.782143 sec): 3 clusters Score: Raw -7450820.084567 + Penalty 3582.548165 = -7447237.536402 nChanged 11 SP:Iteration 64Q (605.902562 sec): 3 clusters Score: Raw -7450822.082957 + Penalty 3582.548165 = -7447239.534792 nChanged 12 SP:Iteration 65Q (606.019374 sec): 3 clusters Score: Raw -7450824.654439 + Penalty 3582.548165 = -7447242.106274 nChanged 11 SP:Iteration 66Q (606.164055 sec): 3 clusters Score: Raw -7450826.566202 + Penalty 3582.548165 = -7447244.018037 nChanged 10 SP:Iteration 67Q (606.274683 sec): 3 clusters Score: Raw -7450828.112067 + Penalty 3582.548165 = -7447245.563902 nChanged 6 SP:Iteration 68Q (606.397512 sec): 3 clusters Score: Raw -7450829.164974 + Penalty 3582.548165 = -7447246.616809 nChanged 9 SP:Iteration 69Q (606.534118 sec): 3 clusters Score: Raw -7450830.163037 + Penalty 3582.548165 = -7447247.614872 nChanged 5 SP:Iteration 70Q (606.656904 sec): 3 clusters Score: Raw -7450831.014300 + Penalty 3582.548165 = -7447248.466135 nChanged 6 SP:Iteration 71Q (606.776623 sec): 3 clusters Score: Raw -7450831.958103 + Penalty 3582.548165 = -7447249.409938 nChanged 5 SP:Iteration 72Q (606.904003 sec): 3 clusters Score: Raw -7450832.620024 + Penalty 3582.548165 = -7447250.071859 nChanged 2 SP:Iteration 73Q (607.050740 sec): 3 clusters Score: Raw -7450832.951213 + Penalty 3582.548165 = -7447250.403049 nChanged 2 SP:Iteration 74Q (607.168451 sec): 3 clusters Score: Raw -7450833.089386 + Penalty 3582.548165 = -7447250.541221 nChanged 2 SP:Iteration 75Q (607.292685 sec): 3 clusters Score: Raw -7450833.477324 + Penalty 3582.548165 = -7447250.929159 nChanged 2 SP:Iteration 76Q (607.418911 sec): 3 clusters Score: Raw -7450833.623428 + Penalty 3582.548165 = -7447251.075263 nChanged 1 SP:Iteration 77Q (607.561979 sec): 3 clusters Score: Raw -7450833.787702 + Penalty 3582.548165 = -7447251.239538 nChanged 0 SP:Iteration 78F (607.713275 sec): 3 clusters Score: Raw -7450833.787702 + Penalty 3582.548165 = -7447251.239538 nChanged 0 Trying to split cluster 14 (110968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (607.891381 sec): 2 clusters Score: Raw -13681693.792677 + Penalty 1887.762037 = -13679806.030640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (608.130923 sec): 3 clusters Score: Raw -13609508.066519 + Penalty 3775.524074 = -13605732.542446 nChanged 53155 SP:Iteration 1F (608.357360 sec): 3 clusters Score: Raw -13640549.996043 + Penalty 3775.524074 = -13636774.471970 nChanged 4044 SP:Iteration 2Q (608.599206 sec): 3 clusters Score: Raw -13641775.888909 + Penalty 3775.524074 = -13638000.364836 nChanged 4552 SP:Iteration 3Q (608.825733 sec): 3 clusters Score: Raw -13643579.043615 + Penalty 3775.524074 = -13639803.519541 nChanged 5538 SP:Iteration 4Q (609.061576 sec): 3 clusters Score: Raw -13646492.385564 + Penalty 3775.524074 = -13642716.861490 nChanged 6824 SP:Iteration 5F (609.280129 sec): 3 clusters Score: Raw -13651140.614961 + Penalty 3775.524074 = -13647365.090887 nChanged 7761 SP:Iteration 6F (609.511561 sec): 3 clusters Score: Raw -13657579.066441 + Penalty 3775.524074 = -13653803.542367 nChanged 7650 SP:Iteration 7F (609.735192 sec): 3 clusters Score: Raw -13664522.945769 + Penalty 3775.524074 = -13660747.421695 nChanged 6328 SP:Iteration 8F (609.975564 sec): 3 clusters Score: Raw -13670171.161676 + Penalty 3775.524074 = -13666395.637602 nChanged 4788 SP:Iteration 9Q (610.186778 sec): 3 clusters Score: Raw -13674112.190316 + Penalty 3775.524074 = -13670336.666242 nChanged 3461 SP:Iteration 10Q (610.387687 sec): 3 clusters Score: Raw -13676826.845654 + Penalty 3775.524074 = -13673051.321580 nChanged 2569 SP:Iteration 11Q (610.593243 sec): 3 clusters Score: Raw -13678834.448581 + Penalty 3775.524074 = -13675058.924507 nChanged 1861 SP:Iteration 12Q (610.785563 sec): 3 clusters Score: Raw -13680252.317137 + Penalty 3775.524074 = -13676476.793063 nChanged 1163 SP:Iteration 13Q (610.972978 sec): 3 clusters Score: Raw -13681076.682297 + Penalty 3775.524074 = -13677301.158223 nChanged 703 SP:Iteration 14Q (611.155266 sec): 3 clusters Score: Raw -13681531.270394 + Penalty 3775.524074 = -13677755.746320 nChanged 428 SP:Iteration 15Q (611.355036 sec): 3 clusters Score: Raw -13681792.214695 + Penalty 3775.524074 = -13678016.690621 nChanged 266 SP:Iteration 16Q (611.561110 sec): 3 clusters Score: Raw -13681944.154947 + Penalty 3775.524074 = -13678168.630873 nChanged 177 SP:Iteration 17Q (611.730015 sec): 3 clusters Score: Raw -13682051.773511 + Penalty 3775.524074 = -13678276.249437 nChanged 113 SP:Iteration 18Q (611.916691 sec): 3 clusters Score: Raw -13682117.357841 + Penalty 3775.524074 = -13678341.833767 nChanged 76 SP:Iteration 19Q (612.097881 sec): 3 clusters Score: Raw -13682164.322920 + Penalty 3775.524074 = -13678388.798846 nChanged 65 SP:Iteration 20F (612.319428 sec): 3 clusters Score: Raw -13682209.499687 + Penalty 3775.524074 = -13678433.975613 nChanged 61 SP:Iteration 21Q (612.507114 sec): 3 clusters Score: Raw -13682256.009987 + Penalty 3775.524074 = -13678480.485914 nChanged 42 SP:Iteration 22Q (612.691643 sec): 3 clusters Score: Raw -13682287.943675 + Penalty 3775.524074 = -13678512.419602 nChanged 34 SP:Iteration 23Q (612.867266 sec): 3 clusters Score: Raw -13682307.290379 + Penalty 3775.524074 = -13678531.766305 nChanged 29 SP:Iteration 24Q (613.043573 sec): 3 clusters Score: Raw -13682323.624787 + Penalty 3775.524074 = -13678548.100713 nChanged 26 SP:Iteration 25Q (613.231000 sec): 3 clusters Score: Raw -13682333.905231 + Penalty 3775.524074 = -13678558.381157 nChanged 15 SP:Iteration 26Q (613.411629 sec): 3 clusters Score: Raw -13682340.438229 + Penalty 3775.524074 = -13678564.914156 nChanged 18 SP:Iteration 27Q (613.610548 sec): 3 clusters Score: Raw -13682350.048850 + Penalty 3775.524074 = -13678574.524776 nChanged 13 SP:Iteration 28Q (613.792135 sec): 3 clusters Score: Raw -13682356.995336 + Penalty 3775.524074 = -13678581.471262 nChanged 19 SP:Iteration 29Q (613.986049 sec): 3 clusters Score: Raw -13682365.473712 + Penalty 3775.524074 = -13678589.949638 nChanged 18 SP:Iteration 30Q (614.178175 sec): 3 clusters Score: Raw -13682371.604618 + Penalty 3775.524074 = -13678596.080544 nChanged 15 SP:Iteration 31Q (614.343550 sec): 3 clusters Score: Raw -13682376.511746 + Penalty 3775.524074 = -13678600.987672 nChanged 13 SP:Iteration 32Q (614.509908 sec): 3 clusters Score: Raw -13682381.931942 + Penalty 3775.524074 = -13678606.407868 nChanged 12 SP:Iteration 33Q (614.715569 sec): 3 clusters Score: Raw -13682386.341058 + Penalty 3775.524074 = -13678610.816984 nChanged 11 SP:Iteration 34Q (614.896698 sec): 3 clusters Score: Raw -13682391.819457 + Penalty 3775.524074 = -13678616.295384 nChanged 5 SP:Iteration 35Q (615.060088 sec): 3 clusters Score: Raw -13682394.158602 + Penalty 3775.524074 = -13678618.634528 nChanged 5 SP:Iteration 36Q (615.249256 sec): 3 clusters Score: Raw -13682395.675333 + Penalty 3775.524074 = -13678620.151260 nChanged 5 SP:Iteration 37Q (615.452635 sec): 3 clusters Score: Raw -13682397.197506 + Penalty 3775.524074 = -13678621.673432 nChanged 5 SP:Iteration 38Q (615.625326 sec): 3 clusters Score: Raw -13682398.672118 + Penalty 3775.524074 = -13678623.148044 nChanged 5 SP:Iteration 39Q (615.807127 sec): 3 clusters Score: Raw -13682399.881118 + Penalty 3775.524074 = -13678624.357044 nChanged 4 SP:Iteration 40F (616.041068 sec): 3 clusters Score: Raw -13682401.160189 + Penalty 3775.524074 = -13678625.636115 nChanged 0 Trying to split cluster 15 (2639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (616.069044 sec): 2 clusters Score: Raw -288412.822195 + Penalty 1280.200242 = -287132.621952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (616.115568 sec): 3 clusters Score: Raw -287214.099417 + Penalty 2560.400484 = -284653.698933 nChanged 980 SP:Iteration 1F (616.169993 sec): 3 clusters Score: Raw -287813.040348 + Penalty 2560.400484 = -285252.639864 nChanged 208 SP:Iteration 2F (616.209600 sec): 3 clusters Score: Raw -287950.799692 + Penalty 2560.400484 = -285390.399208 nChanged 139 SP:Iteration 3F (616.253064 sec): 3 clusters Score: Raw -288039.554792 + Penalty 2560.400484 = -285479.154307 nChanged 114 SP:Iteration 4Q (616.302180 sec): 3 clusters Score: Raw -288117.520269 + Penalty 2560.400484 = -285557.119784 nChanged 92 SP:Iteration 5Q (616.332502 sec): 3 clusters Score: Raw -288182.321541 + Penalty 2560.400484 = -285621.921056 nChanged 89 SP:Iteration 6Q (616.381460 sec): 3 clusters Score: Raw -288253.532102 + Penalty 2560.400484 = -285693.131617 nChanged 82 SP:Iteration 7Q (616.441979 sec): 3 clusters Score: Raw -288320.801514 + Penalty 2560.400484 = -285760.401030 nChanged 94 SP:Iteration 8Q (616.488865 sec): 3 clusters Score: Raw -288400.622132 + Penalty 2560.400484 = -285840.221647 nChanged 88 SP:Iteration 9Q (616.526642 sec): 3 clusters Score: Raw -288481.990435 + Penalty 2560.400484 = -285921.589950 nChanged 99 SP:Iteration 10Q (616.567141 sec): 3 clusters Score: Raw -288562.358396 + Penalty 2560.400484 = -286001.957911 nChanged 73 SP:Iteration 11Q (616.611006 sec): 3 clusters Score: Raw -288620.088931 + Penalty 2560.400484 = -286059.688446 nChanged 61 SP:Iteration 12Q (616.662289 sec): 3 clusters Score: Raw -288669.389344 + Penalty 2560.400484 = -286108.988860 nChanged 56 SP:Iteration 13Q (616.708103 sec): 3 clusters Score: Raw -288709.990860 + Penalty 2560.400484 = -286149.590376 nChanged 43 SP:Iteration 14Q (616.745383 sec): 3 clusters Score: Raw -288743.210305 + Penalty 2560.400484 = -286182.809821 nChanged 38 SP:Iteration 15Q (616.798266 sec): 3 clusters Score: Raw -288777.564336 + Penalty 2560.400484 = -286217.163851 nChanged 48 SP:Iteration 16Q (616.835547 sec): 3 clusters Score: Raw -288812.974671 + Penalty 2560.400484 = -286252.574187 nChanged 47 SP:Iteration 17Q (616.881205 sec): 3 clusters Score: Raw -288852.198456 + Penalty 2560.400484 = -286291.797971 nChanged 41 SP:Iteration 18Q (616.934634 sec): 3 clusters Score: Raw -288878.308947 + Penalty 2560.400484 = -286317.908462 nChanged 28 SP:Iteration 19Q (616.964150 sec): 3 clusters Score: Raw -288892.319981 + Penalty 2560.400484 = -286331.919497 nChanged 22 SP:Iteration 20F (617.007275 sec): 3 clusters Score: Raw -288904.237551 + Penalty 2560.400484 = -286343.837066 nChanged 21 SP:Iteration 21Q (617.059193 sec): 3 clusters Score: Raw -288914.440686 + Penalty 2560.400484 = -286354.040201 nChanged 14 SP:Iteration 22Q (617.103648 sec): 3 clusters Score: Raw -288919.994892 + Penalty 2560.400484 = -286359.594407 nChanged 9 SP:Iteration 23Q (617.143359 sec): 3 clusters Score: Raw -288923.731726 + Penalty 2560.400484 = -286363.331242 nChanged 7 SP:Iteration 24Q (617.174756 sec): 3 clusters Score: Raw -288927.139368 + Penalty 2560.400484 = -286366.738884 nChanged 7 SP:Iteration 25Q (617.229165 sec): 3 clusters Score: Raw -288929.388209 + Penalty 2560.400484 = -286368.987724 nChanged 3 SP:Iteration 26Q (617.277524 sec): 3 clusters Score: Raw -288930.699853 + Penalty 2560.400484 = -286370.299369 nChanged 5 SP:Iteration 27Q (617.313987 sec): 3 clusters Score: Raw -288932.365529 + Penalty 2560.400484 = -286371.965045 nChanged 0 SP:Iteration 28F (617.358319 sec): 3 clusters Score: Raw -288932.365529 + Penalty 2560.400484 = -286371.965045 nChanged 0 Trying to split cluster 16 (4353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (617.380490 sec): 2 clusters Score: Raw -515164.662740 + Penalty 1361.525838 = -513803.136902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (617.416861 sec): 3 clusters Score: Raw -512993.315634 + Penalty 2723.051676 = -510270.263958 nChanged 1697 SP:Iteration 1F (617.465012 sec): 3 clusters Score: Raw -513940.022667 + Penalty 2723.051676 = -511216.970991 nChanged 322 SP:Iteration 2F (617.508905 sec): 3 clusters Score: Raw -514116.615235 + Penalty 2723.051676 = -511393.563559 nChanged 203 SP:Iteration 3Q (617.551714 sec): 3 clusters Score: Raw -514217.445924 + Penalty 2723.051676 = -511494.394248 nChanged 165 SP:Iteration 4Q (617.598636 sec): 3 clusters Score: Raw -514290.132584 + Penalty 2723.051676 = -511567.080908 nChanged 138 SP:Iteration 5Q (617.645688 sec): 3 clusters Score: Raw -514359.857806 + Penalty 2723.051676 = -511636.806130 nChanged 126 SP:Iteration 6Q (617.697577 sec): 3 clusters Score: Raw -514421.060150 + Penalty 2723.051676 = -511698.008474 nChanged 109 SP:Iteration 7Q (617.736659 sec): 3 clusters Score: Raw -514466.808676 + Penalty 2723.051676 = -511743.757000 nChanged 84 SP:Iteration 8Q (617.799934 sec): 3 clusters Score: Raw -514507.345336 + Penalty 2723.051676 = -511784.293660 nChanged 98 SP:Iteration 9Q (617.841618 sec): 3 clusters Score: Raw -514557.728385 + Penalty 2723.051676 = -511834.676709 nChanged 107 SP:Iteration 10Q (617.885799 sec): 3 clusters Score: Raw -514613.078368 + Penalty 2723.051676 = -511890.026692 nChanged 113 SP:Iteration 11Q (617.936191 sec): 3 clusters Score: Raw -514673.771058 + Penalty 2723.051676 = -511950.719382 nChanged 100 SP:Iteration 12Q (617.981974 sec): 3 clusters Score: Raw -514738.105646 + Penalty 2723.051676 = -512015.053970 nChanged 106 SP:Iteration 13Q (618.029651 sec): 3 clusters Score: Raw -514792.460450 + Penalty 2723.051676 = -512069.408774 nChanged 103 SP:Iteration 14Q (618.073431 sec): 3 clusters Score: Raw -514848.737423 + Penalty 2723.051676 = -512125.685747 nChanged 86 SP:Iteration 15Q (618.125640 sec): 3 clusters Score: Raw -514884.201736 + Penalty 2723.051676 = -512161.150060 nChanged 70 SP:Iteration 16Q (618.172150 sec): 3 clusters Score: Raw -514918.111775 + Penalty 2723.051676 = -512195.060099 nChanged 71 SP:Iteration 17Q (618.223749 sec): 3 clusters Score: Raw -514961.781448 + Penalty 2723.051676 = -512238.729772 nChanged 76 SP:Iteration 18Q (618.279616 sec): 3 clusters Score: Raw -514999.692727 + Penalty 2723.051676 = -512276.641051 nChanged 69 SP:Iteration 19Q (618.317632 sec): 3 clusters Score: Raw -515044.075041 + Penalty 2723.051676 = -512321.023365 nChanged 69 SP:Iteration 20F (618.352419 sec): 3 clusters Score: Raw -515087.978797 + Penalty 2723.051676 = -512364.927121 nChanged 82 SP:Iteration 21Q (618.402096 sec): 3 clusters Score: Raw -515132.548227 + Penalty 2723.051676 = -512409.496551 nChanged 64 SP:Iteration 22Q (618.448080 sec): 3 clusters Score: Raw -515166.905072 + Penalty 2723.051676 = -512443.853396 nChanged 53 SP:Iteration 23Q (618.496289 sec): 3 clusters Score: Raw -515190.649098 + Penalty 2723.051676 = -512467.597422 nChanged 50 SP:Iteration 24Q (618.536730 sec): 3 clusters Score: Raw -515214.151132 + Penalty 2723.051676 = -512491.099456 nChanged 46 SP:Iteration 25Q (618.576872 sec): 3 clusters Score: Raw -515232.834553 + Penalty 2723.051676 = -512509.782877 nChanged 44 SP:Iteration 26Q (618.631721 sec): 3 clusters Score: Raw -515254.151843 + Penalty 2723.051676 = -512531.100167 nChanged 49 SP:Iteration 27Q (618.679715 sec): 3 clusters Score: Raw -515286.459293 + Penalty 2723.051676 = -512563.407617 nChanged 58 SP:Iteration 28Q (618.732168 sec): 3 clusters Score: Raw -515326.233619 + Penalty 2723.051676 = -512603.181943 nChanged 65 SP:Iteration 29Q (618.768977 sec): 3 clusters Score: Raw -515369.440338 + Penalty 2723.051676 = -512646.388662 nChanged 58 SP:Iteration 30Q (618.823057 sec): 3 clusters Score: Raw -515405.037731 + Penalty 2723.051676 = -512681.986055 nChanged 50 SP:Iteration 31Q (618.861503 sec): 3 clusters Score: Raw -515444.288043 + Penalty 2723.051676 = -512721.236367 nChanged 52 SP:Iteration 32Q (618.915898 sec): 3 clusters Score: Raw -515484.562745 + Penalty 2723.051676 = -512761.511069 nChanged 51 SP:Iteration 33Q (618.961222 sec): 3 clusters Score: Raw -515516.872517 + Penalty 2723.051676 = -512793.820841 nChanged 39 SP:Iteration 34Q (619.002431 sec): 3 clusters Score: Raw -515536.631123 + Penalty 2723.051676 = -512813.579447 nChanged 30 SP:Iteration 35Q (619.052732 sec): 3 clusters Score: Raw -515552.372086 + Penalty 2723.051676 = -512829.320410 nChanged 16 SP:Iteration 36Q (619.097950 sec): 3 clusters Score: Raw -515559.092498 + Penalty 2723.051676 = -512836.040822 nChanged 16 SP:Iteration 37Q (619.151952 sec): 3 clusters Score: Raw -515564.978942 + Penalty 2723.051676 = -512841.927266 nChanged 8 SP:Iteration 38Q (619.183836 sec): 3 clusters Score: Raw -515569.272020 + Penalty 2723.051676 = -512846.220344 nChanged 8 SP:Iteration 39Q (619.222710 sec): 3 clusters Score: Raw -515571.802749 + Penalty 2723.051676 = -512848.751073 nChanged 8 SP:Iteration 40F (619.267942 sec): 3 clusters Score: Raw -515574.281362 + Penalty 2723.051676 = -512851.229686 nChanged 6 SP:Iteration 41Q (619.311689 sec): 3 clusters Score: Raw -515576.704787 + Penalty 2723.051676 = -512853.653111 nChanged 9 SP:Iteration 42Q (619.361526 sec): 3 clusters Score: Raw -515579.700868 + Penalty 2723.051676 = -512856.649192 nChanged 4 SP:Iteration 43Q (619.403289 sec): 3 clusters Score: Raw -515580.796665 + Penalty 2723.051676 = -512857.744989 nChanged 1 SP:Iteration 44Q (619.445021 sec): 3 clusters Score: Raw -515581.205481 + Penalty 2723.051676 = -512858.153805 nChanged 2 SP:Iteration 45Q (619.491018 sec): 3 clusters Score: Raw -515581.621582 + Penalty 2723.051676 = -512858.569906 nChanged 1 SP:Iteration 46Q (619.536593 sec): 3 clusters Score: Raw -515581.818597 + Penalty 2723.051676 = -512858.766921 nChanged 0 SP:Iteration 47F (619.585688 sec): 3 clusters Score: Raw -515581.818597 + Penalty 2723.051676 = -512858.766921 nChanged 0 Trying to split cluster 17 (2521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (619.610588 sec): 2 clusters Score: Raw -282810.319600 + Penalty 1272.766776 = -281537.552825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (619.646289 sec): 3 clusters Score: Raw -281673.998628 + Penalty 2545.533551 = -279128.465077 nChanged 938 SP:Iteration 1F (619.688568 sec): 3 clusters Score: Raw -282243.804483 + Penalty 2545.533551 = -279698.270932 nChanged 201 SP:Iteration 2F (619.733158 sec): 3 clusters Score: Raw -282386.678288 + Penalty 2545.533551 = -279841.144737 nChanged 125 SP:Iteration 3Q (619.776751 sec): 3 clusters Score: Raw -282442.219834 + Penalty 2545.533551 = -279896.686282 nChanged 66 SP:Iteration 4Q (619.821527 sec): 3 clusters Score: Raw -282477.680915 + Penalty 2545.533551 = -279932.147364 nChanged 50 SP:Iteration 5Q (619.858096 sec): 3 clusters Score: Raw -282504.671301 + Penalty 2545.533551 = -279959.137749 nChanged 43 SP:Iteration 6Q (619.898006 sec): 3 clusters Score: Raw -282534.657007 + Penalty 2545.533551 = -279989.123456 nChanged 41 SP:Iteration 7Q (619.939853 sec): 3 clusters Score: Raw -282553.595875 + Penalty 2545.533551 = -280008.062323 nChanged 36 SP:Iteration 8Q (619.981170 sec): 3 clusters Score: Raw -282577.044694 + Penalty 2545.533551 = -280031.511143 nChanged 46 SP:Iteration 9Q (620.027162 sec): 3 clusters Score: Raw -282616.005814 + Penalty 2545.533551 = -280070.472262 nChanged 65 SP:Iteration 10Q (620.040318 sec): 3 clusters Score: Raw -282666.175912 + Penalty 2545.533551 = -280120.642361 nChanged 65 SP:Iteration 11Q (620.083544 sec): 3 clusters Score: Raw -282701.791234 + Penalty 2545.533551 = -280156.257683 nChanged 55 SP:Iteration 12Q (620.130836 sec): 3 clusters Score: Raw -282734.590162 + Penalty 2545.533551 = -280189.056610 nChanged 58 SP:Iteration 13Q (620.176872 sec): 3 clusters Score: Raw -282769.633897 + Penalty 2545.533551 = -280224.100346 nChanged 51 SP:Iteration 14Q (620.210238 sec): 3 clusters Score: Raw -282803.229759 + Penalty 2545.533551 = -280257.696208 nChanged 48 SP:Iteration 15Q (620.256487 sec): 3 clusters Score: Raw -282835.123855 + Penalty 2545.533551 = -280289.590303 nChanged 61 SP:Iteration 16Q (620.305987 sec): 3 clusters Score: Raw -282872.215244 + Penalty 2545.533551 = -280326.681693 nChanged 54 SP:Iteration 17Q (620.349685 sec): 3 clusters Score: Raw -282908.626193 + Penalty 2545.533551 = -280363.092642 nChanged 55 SP:Iteration 18Q (620.394971 sec): 3 clusters Score: Raw -282947.054032 + Penalty 2545.533551 = -280401.520481 nChanged 47 SP:Iteration 19Q (620.435007 sec): 3 clusters Score: Raw -282975.888212 + Penalty 2545.533551 = -280430.354661 nChanged 45 SP:Iteration 20F (620.482726 sec): 3 clusters Score: Raw -283008.906883 + Penalty 2545.533551 = -280463.373332 nChanged 36 SP:Iteration 21Q (620.521528 sec): 3 clusters Score: Raw -283034.408704 + Penalty 2545.533551 = -280488.875152 nChanged 39 SP:Iteration 22Q (620.558893 sec): 3 clusters Score: Raw -283059.149964 + Penalty 2545.533551 = -280513.616413 nChanged 31 SP:Iteration 23Q (620.610117 sec): 3 clusters Score: Raw -283075.070875 + Penalty 2545.533551 = -280529.537324 nChanged 28 SP:Iteration 24Q (620.650212 sec): 3 clusters Score: Raw -283093.373897 + Penalty 2545.533551 = -280547.840346 nChanged 23 SP:Iteration 25Q (620.688901 sec): 3 clusters Score: Raw -283112.099637 + Penalty 2545.533551 = -280566.566085 nChanged 27 SP:Iteration 26Q (620.734730 sec): 3 clusters Score: Raw -283128.821339 + Penalty 2545.533551 = -280583.287788 nChanged 21 SP:Iteration 27Q (620.774071 sec): 3 clusters Score: Raw -283140.255916 + Penalty 2545.533551 = -280594.722365 nChanged 21 SP:Iteration 28Q (620.813917 sec): 3 clusters Score: Raw -283150.079948 + Penalty 2545.533551 = -280604.546397 nChanged 20 SP:Iteration 29Q (620.863281 sec): 3 clusters Score: Raw -283159.802922 + Penalty 2545.533551 = -280614.269370 nChanged 22 SP:Iteration 30Q (620.911501 sec): 3 clusters Score: Raw -283172.589251 + Penalty 2545.533551 = -280627.055700 nChanged 26 SP:Iteration 31Q (620.969536 sec): 3 clusters Score: Raw -283188.974017 + Penalty 2545.533551 = -280643.440465 nChanged 29 SP:Iteration 32Q (621.006576 sec): 3 clusters Score: Raw -283215.324222 + Penalty 2545.533551 = -280669.790670 nChanged 33 SP:Iteration 33Q (621.047684 sec): 3 clusters Score: Raw -283247.868250 + Penalty 2545.533551 = -280702.334698 nChanged 38 SP:Iteration 34Q (621.100661 sec): 3 clusters Score: Raw -283314.438628 + Penalty 2545.533551 = -280768.905077 nChanged 58 SP:Iteration 35Q (621.154426 sec): 3 clusters Score: Raw -283447.456623 + Penalty 2545.533551 = -280901.923071 nChanged 77 SP:Iteration 36Q (621.194199 sec): 3 clusters Score: Raw -283648.958546 + Penalty 2545.533551 = -281103.424995 nChanged 79 SP:Iteration 37Q (621.233878 sec): 3 clusters Score: Raw -283835.327733 + Penalty 2545.533551 = -281289.794182 nChanged 66 SP:Iteration 38Q (621.279670 sec): 3 clusters Score: Raw -283927.874614 + Penalty 2545.533551 = -281382.341063 nChanged 50 SP:Iteration 39Q (621.337428 sec): 3 clusters Score: Raw -284001.246662 + Penalty 2545.533551 = -281455.713111 nChanged 36 SP:Iteration 40F (621.381298 sec): 3 clusters Score: Raw -284056.143125 + Penalty 2545.533551 = -281510.609574 nChanged 27 SP:Iteration 41Q (621.419678 sec): 3 clusters Score: Raw -284091.553641 + Penalty 2545.533551 = -281546.020090 nChanged 13 SP:Iteration 42Q (621.460272 sec): 3 clusters Score: Raw -284102.990344 + Penalty 2545.533551 = -281557.456793 nChanged 10 SP:Iteration 43Q (621.486611 sec): 3 clusters Score: Raw -284111.541284 + Penalty 2545.533551 = -281566.007732 nChanged 8 SP:Iteration 44Q (621.527789 sec): 3 clusters Score: Raw -284117.516273 + Penalty 2545.533551 = -281571.982722 nChanged 7 SP:Iteration 45Q (621.573629 sec): 3 clusters Score: Raw -284122.927017 + Penalty 2545.533551 = -281577.393465 nChanged 4 SP:Iteration 46Q (621.618570 sec): 3 clusters Score: Raw -284125.626356 + Penalty 2545.533551 = -281580.092805 nChanged 4 SP:Iteration 47Q (621.667274 sec): 3 clusters Score: Raw -284128.090177 + Penalty 2545.533551 = -281582.556625 nChanged 2 SP:Iteration 48Q (621.714891 sec): 3 clusters Score: Raw -284128.914312 + Penalty 2545.533551 = -281583.380761 nChanged 2 SP:Iteration 49Q (621.758876 sec): 3 clusters Score: Raw -284129.818696 + Penalty 2545.533551 = -281584.285145 nChanged 0 SP:Iteration 50F (621.794915 sec): 3 clusters Score: Raw -284129.818696 + Penalty 2545.533551 = -281584.285145 nChanged 0 Score: Raw -51874350.778206 + Penalty 52765.086567 = -51821585.691638 Splitting cluster 17 changes total score from -51822370.160188 to -51821585.691638 So it's not getting split. Trying to split cluster 18 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (629.425316 sec): 2 clusters Score: Raw -52126.895057 + Penalty 994.905082 = -51131.989975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (629.456259 sec): 3 clusters Score: Raw -52067.598182 + Penalty 1989.810163 = -50077.788018 nChanged 112 SP:Iteration 1F (629.489231 sec): 3 clusters Score: Raw -52257.785991 + Penalty 1989.810163 = -50267.975828 nChanged 24 SP:Iteration 2F (629.531234 sec): 3 clusters Score: Raw -52332.844114 + Penalty 1989.810163 = -50343.033951 nChanged 26 SP:Iteration 3F (629.566977 sec): 3 clusters Score: Raw -52433.878494 + Penalty 1989.810163 = -50444.068331 nChanged 22 SP:Iteration 4Q (629.597677 sec): 3 clusters Score: Raw -52508.269059 + Penalty 1989.810163 = -50518.458896 nChanged 17 SP:Iteration 5Q (629.636285 sec): 3 clusters Score: Raw -52566.670775 + Penalty 1989.810163 = -50576.860612 nChanged 9 SP:Iteration 6Q (629.673866 sec): 3 clusters Score: Raw -52581.989522 + Penalty 1989.810163 = -50592.179359 nChanged 6 SP:Iteration 7Q (629.713203 sec): 3 clusters Score: Raw -52593.025127 + Penalty 1989.810163 = -50603.214964 nChanged 7 SP:Iteration 8Q (629.755254 sec): 3 clusters Score: Raw -52608.607304 + Penalty 1989.810163 = -50618.797141 nChanged 4 SP:Iteration 9Q (629.801376 sec): 3 clusters Score: Raw -52626.340415 + Penalty 1989.810163 = -50636.530252 nChanged 1 SP:Iteration 10Q (629.839216 sec): 3 clusters Score: Raw -52629.464326 + Penalty 1989.810163 = -50639.654163 nChanged 2 SP:Iteration 11Q (629.882846 sec): 3 clusters Score: Raw -52637.959168 + Penalty 1989.810163 = -50648.149005 nChanged 4 SP:Iteration 12Q (629.923944 sec): 3 clusters Score: Raw -52645.506955 + Penalty 1989.810163 = -50655.696792 nChanged 4 SP:Iteration 13Q (629.966533 sec): 3 clusters Score: Raw -52652.871917 + Penalty 1989.810163 = -50663.061754 nChanged 2 SP:Iteration 14Q (630.010829 sec): 3 clusters Score: Raw -52655.763657 + Penalty 1989.810163 = -50665.953494 nChanged 0 SP:Iteration 15F (630.044448 sec): 3 clusters Score: Raw -52655.763657 + Penalty 1989.810163 = -50665.953494 nChanged 0 Trying to split cluster 19 (3910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (630.071916 sec): 2 clusters Score: Raw -493363.594074 + Penalty 1344.085056 = -492019.509018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (630.108368 sec): 3 clusters Score: Raw -491393.497565 + Penalty 2688.170112 = -488705.327453 nChanged 1536 SP:Iteration 1F (630.161759 sec): 3 clusters Score: Raw -492340.088424 + Penalty 2688.170112 = -489651.918312 nChanged 300 SP:Iteration 2F (630.212473 sec): 3 clusters Score: Raw -492535.641078 + Penalty 2688.170112 = -489847.470966 nChanged 241 SP:Iteration 3F (630.251608 sec): 3 clusters Score: Raw -492730.342094 + Penalty 2688.170112 = -490042.171982 nChanged 239 SP:Iteration 4F (630.289735 sec): 3 clusters Score: Raw -492986.927716 + Penalty 2688.170112 = -490298.757604 nChanged 249 SP:Iteration 5F (630.341987 sec): 3 clusters Score: Raw -493264.623277 + Penalty 2688.170112 = -490576.453165 nChanged 212 SP:Iteration 6F (630.386062 sec): 3 clusters Score: Raw -493496.015720 + Penalty 2688.170112 = -490807.845608 nChanged 181 SP:Iteration 7Q (630.436788 sec): 3 clusters Score: Raw -493671.484566 + Penalty 2688.170112 = -490983.314453 nChanged 156 SP:Iteration 8Q (630.487055 sec): 3 clusters Score: Raw -493797.820370 + Penalty 2688.170112 = -491109.650257 nChanged 120 SP:Iteration 9Q (630.529113 sec): 3 clusters Score: Raw -493896.770066 + Penalty 2688.170112 = -491208.599954 nChanged 112 SP:Iteration 10Q (630.569578 sec): 3 clusters Score: Raw -493975.064151 + Penalty 2688.170112 = -491286.894039 nChanged 88 SP:Iteration 11Q (630.614343 sec): 3 clusters Score: Raw -494036.229431 + Penalty 2688.170112 = -491348.059319 nChanged 94 SP:Iteration 12Q (630.661832 sec): 3 clusters Score: Raw -494106.836902 + Penalty 2688.170112 = -491418.666789 nChanged 95 SP:Iteration 13Q (630.691339 sec): 3 clusters Score: Raw -494188.259651 + Penalty 2688.170112 = -491500.089539 nChanged 79 SP:Iteration 14Q (630.732685 sec): 3 clusters Score: Raw -494260.035853 + Penalty 2688.170112 = -491571.865740 nChanged 83 SP:Iteration 15Q (630.773733 sec): 3 clusters Score: Raw -494324.213072 + Penalty 2688.170112 = -491636.042960 nChanged 68 SP:Iteration 16Q (630.827954 sec): 3 clusters Score: Raw -494371.655961 + Penalty 2688.170112 = -491683.485849 nChanged 64 SP:Iteration 17Q (630.874442 sec): 3 clusters Score: Raw -494414.444066 + Penalty 2688.170112 = -491726.273954 nChanged 51 SP:Iteration 18Q (630.919263 sec): 3 clusters Score: Raw -494442.728742 + Penalty 2688.170112 = -491754.558630 nChanged 27 SP:Iteration 19Q (630.977077 sec): 3 clusters Score: Raw -494453.375022 + Penalty 2688.170112 = -491765.204910 nChanged 19 SP:Iteration 20F (631.026395 sec): 3 clusters Score: Raw -494460.256338 + Penalty 2688.170112 = -491772.086226 nChanged 15 SP:Iteration 21Q (631.063390 sec): 3 clusters Score: Raw -494465.049450 + Penalty 2688.170112 = -491776.879337 nChanged 11 SP:Iteration 22Q (631.108680 sec): 3 clusters Score: Raw -494470.124306 + Penalty 2688.170112 = -491781.954194 nChanged 11 SP:Iteration 23Q (631.153472 sec): 3 clusters Score: Raw -494474.420478 + Penalty 2688.170112 = -491786.250366 nChanged 13 SP:Iteration 24Q (631.204691 sec): 3 clusters Score: Raw -494478.704592 + Penalty 2688.170112 = -491790.534480 nChanged 14 SP:Iteration 25Q (631.244229 sec): 3 clusters Score: Raw -494484.024697 + Penalty 2688.170112 = -491795.854585 nChanged 12 SP:Iteration 26Q (631.288185 sec): 3 clusters Score: Raw -494487.895250 + Penalty 2688.170112 = -491799.725138 nChanged 6 SP:Iteration 27Q (631.332306 sec): 3 clusters Score: Raw -494489.982028 + Penalty 2688.170112 = -491801.811916 nChanged 4 SP:Iteration 28Q (631.384001 sec): 3 clusters Score: Raw -494491.348713 + Penalty 2688.170112 = -491803.178601 nChanged 3 SP:Iteration 29Q (631.427757 sec): 3 clusters Score: Raw -494492.364181 + Penalty 2688.170112 = -491804.194069 nChanged 0 SP:Iteration 30F (631.469842 sec): 3 clusters Score: Raw -494492.364181 + Penalty 2688.170112 = -491804.194069 nChanged 0 Trying to split cluster 20 (66126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (631.573109 sec): 2 clusters Score: Raw -7972341.732655 + Penalty 1803.639060 = -7970538.093595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (631.734112 sec): 3 clusters Score: Raw -7930371.240529 + Penalty 3607.278120 = -7926763.962409 nChanged 31142 SP:Iteration 1F (631.878052 sec): 3 clusters Score: Raw -7949459.491229 + Penalty 3607.278120 = -7945852.213109 nChanged 3694 SP:Iteration 2F (632.022979 sec): 3 clusters Score: Raw -7951339.820854 + Penalty 3607.278120 = -7947732.542734 nChanged 4072 SP:Iteration 3F (632.172351 sec): 3 clusters Score: Raw -7953792.423170 + Penalty 3607.278120 = -7950185.145050 nChanged 4357 SP:Iteration 4F (632.321304 sec): 3 clusters Score: Raw -7956628.006577 + Penalty 3607.278120 = -7953020.728457 nChanged 4328 SP:Iteration 5F (632.459512 sec): 3 clusters Score: Raw -7959756.320143 + Penalty 3607.278120 = -7956149.042024 nChanged 4145 SP:Iteration 6F (632.610874 sec): 3 clusters Score: Raw -7962872.571640 + Penalty 3607.278120 = -7959265.293520 nChanged 3617 SP:Iteration 7F (632.763532 sec): 3 clusters Score: Raw -7965437.220469 + Penalty 3607.278120 = -7961829.942349 nChanged 2860 SP:Iteration 8Q (632.922883 sec): 3 clusters Score: Raw -7967303.352935 + Penalty 3607.278120 = -7963696.074815 nChanged 2188 SP:Iteration 9Q (633.086405 sec): 3 clusters Score: Raw -7968587.224593 + Penalty 3607.278120 = -7964979.946473 nChanged 1665 SP:Iteration 10Q (633.244028 sec): 3 clusters Score: Raw -7969544.974737 + Penalty 3607.278120 = -7965937.696617 nChanged 1397 SP:Iteration 11Q (633.412559 sec): 3 clusters Score: Raw -7970356.952257 + Penalty 3607.278120 = -7966749.674137 nChanged 1261 SP:Iteration 12Q (633.574480 sec): 3 clusters Score: Raw -7971071.118983 + Penalty 3607.278120 = -7967463.840863 nChanged 1188 SP:Iteration 13Q (633.717216 sec): 3 clusters Score: Raw -7971673.704384 + Penalty 3607.278120 = -7968066.426265 nChanged 1006 SP:Iteration 14Q (633.870432 sec): 3 clusters Score: Raw -7972129.590184 + Penalty 3607.278120 = -7968522.312064 nChanged 860 SP:Iteration 15Q (634.013371 sec): 3 clusters Score: Raw -7972477.820019 + Penalty 3607.278120 = -7968870.541899 nChanged 784 SP:Iteration 16Q (634.145655 sec): 3 clusters Score: Raw -7972779.739254 + Penalty 3607.278120 = -7969172.461135 nChanged 738 SP:Iteration 17Q (634.289692 sec): 3 clusters Score: Raw -7973045.034018 + Penalty 3607.278120 = -7969437.755898 nChanged 660 SP:Iteration 18Q (634.435647 sec): 3 clusters Score: Raw -7973262.419619 + Penalty 3607.278120 = -7969655.141499 nChanged 591 SP:Iteration 19Q (634.562138 sec): 3 clusters Score: Raw -7973438.656211 + Penalty 3607.278120 = -7969831.378091 nChanged 550 SP:Iteration 20F (634.712243 sec): 3 clusters Score: Raw -7973599.077616 + Penalty 3607.278120 = -7969991.799496 nChanged 516 SP:Iteration 21Q (634.849005 sec): 3 clusters Score: Raw -7973744.947706 + Penalty 3607.278120 = -7970137.669586 nChanged 447 SP:Iteration 22Q (634.988306 sec): 3 clusters Score: Raw -7973858.589013 + Penalty 3607.278120 = -7970251.310893 nChanged 391 SP:Iteration 23Q (635.140158 sec): 3 clusters Score: Raw -7973950.896376 + Penalty 3607.278120 = -7970343.618256 nChanged 379 SP:Iteration 24Q (635.294584 sec): 3 clusters Score: Raw -7974037.730574 + Penalty 3607.278120 = -7970430.452454 nChanged 390 SP:Iteration 25Q (635.431129 sec): 3 clusters Score: Raw -7974130.926699 + Penalty 3607.278120 = -7970523.648579 nChanged 390 SP:Iteration 26Q (635.562217 sec): 3 clusters Score: Raw -7974230.778019 + Penalty 3607.278120 = -7970623.499899 nChanged 356 SP:Iteration 27Q (635.699019 sec): 3 clusters Score: Raw -7974325.333011 + Penalty 3607.278120 = -7970718.054891 nChanged 382 SP:Iteration 28Q (635.838229 sec): 3 clusters Score: Raw -7974436.833956 + Penalty 3607.278120 = -7970829.555836 nChanged 387 SP:Iteration 29Q (635.965764 sec): 3 clusters Score: Raw -7974546.595652 + Penalty 3607.278120 = -7970939.317532 nChanged 344 SP:Iteration 30Q (636.090678 sec): 3 clusters Score: Raw -7974636.958694 + Penalty 3607.278120 = -7971029.680574 nChanged 318 SP:Iteration 31Q (636.232617 sec): 3 clusters Score: Raw -7974715.909202 + Penalty 3607.278120 = -7971108.631082 nChanged 291 SP:Iteration 32Q (636.376443 sec): 3 clusters Score: Raw -7974780.562246 + Penalty 3607.278120 = -7971173.284126 nChanged 270 SP:Iteration 33Q (636.523165 sec): 3 clusters Score: Raw -7974832.555128 + Penalty 3607.278120 = -7971225.277008 nChanged 243 SP:Iteration 34Q (636.651889 sec): 3 clusters Score: Raw -7974876.366373 + Penalty 3607.278120 = -7971269.088254 nChanged 228 SP:Iteration 35Q (636.774184 sec): 3 clusters Score: Raw -7974919.348918 + Penalty 3607.278120 = -7971312.070798 nChanged 209 SP:Iteration 36Q (636.918384 sec): 3 clusters Score: Raw -7974956.132330 + Penalty 3607.278120 = -7971348.854210 nChanged 187 SP:Iteration 37Q (637.047833 sec): 3 clusters Score: Raw -7974985.709811 + Penalty 3607.278120 = -7971378.431691 nChanged 162 SP:Iteration 38Q (637.178190 sec): 3 clusters Score: Raw -7975008.752174 + Penalty 3607.278120 = -7971401.474054 nChanged 149 SP:Iteration 39Q (637.306437 sec): 3 clusters Score: Raw -7975026.175550 + Penalty 3607.278120 = -7971418.897430 nChanged 128 SP:Iteration 40F (637.448426 sec): 3 clusters Score: Raw -7975040.761540 + Penalty 3607.278120 = -7971433.483420 nChanged 137 SP:Iteration 41Q (637.583062 sec): 3 clusters Score: Raw -7975057.258517 + Penalty 3607.278120 = -7971449.980397 nChanged 116 SP:Iteration 42Q (637.715989 sec): 3 clusters Score: Raw -7975071.005868 + Penalty 3607.278120 = -7971463.727748 nChanged 107 SP:Iteration 43Q (637.845574 sec): 3 clusters Score: Raw -7975085.565661 + Penalty 3607.278120 = -7971478.287541 nChanged 99 SP:Iteration 44Q (637.976695 sec): 3 clusters Score: Raw -7975096.687105 + Penalty 3607.278120 = -7971489.408985 nChanged 86 SP:Iteration 45Q (638.119823 sec): 3 clusters Score: Raw -7975104.632658 + Penalty 3607.278120 = -7971497.354538 nChanged 76 SP:Iteration 46Q (638.267419 sec): 3 clusters Score: Raw -7975111.514472 + Penalty 3607.278120 = -7971504.236352 nChanged 65 SP:Iteration 47Q (638.416491 sec): 3 clusters Score: Raw -7975116.921401 + Penalty 3607.278120 = -7971509.643281 nChanged 56 SP:Iteration 48Q (638.534736 sec): 3 clusters Score: Raw -7975121.242565 + Penalty 3607.278120 = -7971513.964446 nChanged 44 SP:Iteration 49Q (638.661736 sec): 3 clusters Score: Raw -7975124.613591 + Penalty 3607.278120 = -7971517.335471 nChanged 31 SP:Iteration 50Q (638.800322 sec): 3 clusters Score: Raw -7975127.241859 + Penalty 3607.278120 = -7971519.963739 nChanged 33 SP:Iteration 51Q (638.943117 sec): 3 clusters Score: Raw -7975129.846054 + Penalty 3607.278120 = -7971522.567935 nChanged 32 SP:Iteration 52Q (639.102425 sec): 3 clusters Score: Raw -7975132.320696 + Penalty 3607.278120 = -7971525.042577 nChanged 28 SP:Iteration 53Q (639.247739 sec): 3 clusters Score: Raw -7975134.302751 + Penalty 3607.278120 = -7971527.024631 nChanged 25 SP:Iteration 54Q (639.381871 sec): 3 clusters Score: Raw -7975135.826316 + Penalty 3607.278120 = -7971528.548196 nChanged 27 SP:Iteration 55Q (639.526610 sec): 3 clusters Score: Raw -7975137.348791 + Penalty 3607.278120 = -7971530.070671 nChanged 17 SP:Iteration 56Q (639.656622 sec): 3 clusters Score: Raw -7975138.484101 + Penalty 3607.278120 = -7971531.205981 nChanged 14 SP:Iteration 57Q (639.790283 sec): 3 clusters Score: Raw -7975139.515224 + Penalty 3607.278120 = -7971532.237105 nChanged 19 SP:Iteration 58Q (639.921702 sec): 3 clusters Score: Raw -7975140.780588 + Penalty 3607.278120 = -7971533.502468 nChanged 17 SP:Iteration 59Q (640.064848 sec): 3 clusters Score: Raw -7975142.119770 + Penalty 3607.278120 = -7971534.841650 nChanged 14 SP:Iteration 60F (640.213648 sec): 3 clusters Score: Raw -7975142.688517 + Penalty 3607.278120 = -7971535.410397 nChanged 9 SP:Iteration 61Q (640.355510 sec): 3 clusters Score: Raw -7975143.053375 + Penalty 3607.278120 = -7971535.775255 nChanged 10 SP:Iteration 62Q (640.489945 sec): 3 clusters Score: Raw -7975143.511823 + Penalty 3607.278120 = -7971536.233703 nChanged 7 SP:Iteration 63Q (640.609944 sec): 3 clusters Score: Raw -7975143.861343 + Penalty 3607.278120 = -7971536.583223 nChanged 6 SP:Iteration 64Q (640.742054 sec): 3 clusters Score: Raw -7975144.156525 + Penalty 3607.278120 = -7971536.878406 nChanged 1 SP:Iteration 65Q (640.888744 sec): 3 clusters Score: Raw -7975144.204603 + Penalty 3607.278120 = -7971536.926483 nChanged 1 SP:Iteration 66Q (641.017344 sec): 3 clusters Score: Raw -7975144.238304 + Penalty 3607.278120 = -7971536.960184 nChanged 0 SP:Iteration 67F (641.173586 sec): 3 clusters Score: Raw -7975144.238304 + Penalty 3607.278120 = -7971536.960184 nChanged 0 Score: Raw -51875833.784758 + Penalty 52765.086567 = -51823068.698191 Splitting cluster 20 changes total score from -51822370.160188 to -51823068.698191 So it's getting split into cluster 25. Trying to split cluster 21 (2826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (648.333381 sec): 2 clusters Score: Raw -331977.635535 + Penalty 1291.325354 = -330686.310181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (648.388820 sec): 3 clusters Score: Raw -330633.119747 + Penalty 2582.650708 = -328050.469039 nChanged 1063 SP:Iteration 1F (648.429239 sec): 3 clusters Score: Raw -331297.631079 + Penalty 2582.650708 = -328714.980371 nChanged 231 SP:Iteration 2F (648.467606 sec): 3 clusters Score: Raw -331437.991508 + Penalty 2582.650708 = -328855.340800 nChanged 110 SP:Iteration 3Q (648.502602 sec): 3 clusters Score: Raw -331498.446381 + Penalty 2582.650708 = -328915.795672 nChanged 90 SP:Iteration 4Q (648.540385 sec): 3 clusters Score: Raw -331552.567471 + Penalty 2582.650708 = -328969.916762 nChanged 84 SP:Iteration 5Q (648.553629 sec): 3 clusters Score: Raw -331593.931210 + Penalty 2582.650708 = -329011.280502 nChanged 57 SP:Iteration 6Q (648.568865 sec): 3 clusters Score: Raw -331624.343976 + Penalty 2582.650708 = -329041.693268 nChanged 48 SP:Iteration 7Q (648.583116 sec): 3 clusters Score: Raw -331654.449004 + Penalty 2582.650708 = -329071.798296 nChanged 38 SP:Iteration 8Q (648.629905 sec): 3 clusters Score: Raw -331673.473955 + Penalty 2582.650708 = -329090.823247 nChanged 43 SP:Iteration 9Q (648.675352 sec): 3 clusters Score: Raw -331692.713355 + Penalty 2582.650708 = -329110.062647 nChanged 38 SP:Iteration 10Q (648.721677 sec): 3 clusters Score: Raw -331709.220836 + Penalty 2582.650708 = -329126.570128 nChanged 32 SP:Iteration 11Q (648.766739 sec): 3 clusters Score: Raw -331724.424749 + Penalty 2582.650708 = -329141.774041 nChanged 30 SP:Iteration 12Q (648.801908 sec): 3 clusters Score: Raw -331735.757626 + Penalty 2582.650708 = -329153.106918 nChanged 23 SP:Iteration 13Q (648.836437 sec): 3 clusters Score: Raw -331742.061430 + Penalty 2582.650708 = -329159.410722 nChanged 20 SP:Iteration 14Q (648.885240 sec): 3 clusters Score: Raw -331748.525846 + Penalty 2582.650708 = -329165.875138 nChanged 10 SP:Iteration 15Q (648.935957 sec): 3 clusters Score: Raw -331751.804797 + Penalty 2582.650708 = -329169.154089 nChanged 10 SP:Iteration 16Q (648.979982 sec): 3 clusters Score: Raw -331754.389672 + Penalty 2582.650708 = -329171.738964 nChanged 9 SP:Iteration 17Q (649.026048 sec): 3 clusters Score: Raw -331758.629746 + Penalty 2582.650708 = -329175.979038 nChanged 10 SP:Iteration 18Q (649.064115 sec): 3 clusters Score: Raw -331762.835214 + Penalty 2582.650708 = -329180.184506 nChanged 12 SP:Iteration 19Q (649.101904 sec): 3 clusters Score: Raw -331766.201231 + Penalty 2582.650708 = -329183.550523 nChanged 5 SP:Iteration 20F (649.155319 sec): 3 clusters Score: Raw -331767.312664 + Penalty 2582.650708 = -329184.661956 nChanged 7 SP:Iteration 21Q (649.213058 sec): 3 clusters Score: Raw -331768.882674 + Penalty 2582.650708 = -329186.231966 nChanged 1 SP:Iteration 22Q (649.246780 sec): 3 clusters Score: Raw -331769.253067 + Penalty 2582.650708 = -329186.602359 nChanged 2 SP:Iteration 23Q (649.292190 sec): 3 clusters Score: Raw -331769.915674 + Penalty 2582.650708 = -329187.264966 nChanged 1 SP:Iteration 24Q (649.331071 sec): 3 clusters Score: Raw -331770.091491 + Penalty 2582.650708 = -329187.440783 nChanged 0 SP:Iteration 25F (649.372300 sec): 3 clusters Score: Raw -331770.091491 + Penalty 2582.650708 = -329187.440783 nChanged 0 Trying to split cluster 22 (8701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (649.418308 sec): 2 clusters Score: Raw -1072687.739418 + Penalty 1474.068902 = -1071213.670516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (649.461787 sec): 3 clusters Score: Raw -1067840.619165 + Penalty 2948.137803 = -1064892.481362 nChanged 3739 SP:Iteration 1F (649.504125 sec): 3 clusters Score: Raw -1069766.883707 + Penalty 2948.137803 = -1066818.745904 nChanged 494 SP:Iteration 2F (649.563067 sec): 3 clusters Score: Raw -1069972.682435 + Penalty 2948.137803 = -1067024.544632 nChanged 423 SP:Iteration 3Q (649.623894 sec): 3 clusters Score: Raw -1070143.425718 + Penalty 2948.137803 = -1067195.287915 nChanged 369 SP:Iteration 4Q (649.665618 sec): 3 clusters Score: Raw -1070281.166047 + Penalty 2948.137803 = -1067333.028244 nChanged 327 SP:Iteration 5Q (649.729800 sec): 3 clusters Score: Raw -1070433.745355 + Penalty 2948.137803 = -1067485.607552 nChanged 337 SP:Iteration 6Q (649.776367 sec): 3 clusters Score: Raw -1070609.197558 + Penalty 2948.137803 = -1067661.059755 nChanged 364 SP:Iteration 7Q (649.836916 sec): 3 clusters Score: Raw -1070802.249986 + Penalty 2948.137803 = -1067854.112183 nChanged 366 SP:Iteration 8Q (649.892889 sec): 3 clusters Score: Raw -1071028.234929 + Penalty 2948.137803 = -1068080.097125 nChanged 381 SP:Iteration 9Q (649.943791 sec): 3 clusters Score: Raw -1071281.461382 + Penalty 2948.137803 = -1068333.323578 nChanged 372 SP:Iteration 10Q (649.999597 sec): 3 clusters Score: Raw -1071553.840312 + Penalty 2948.137803 = -1068605.702509 nChanged 357 SP:Iteration 11Q (650.066787 sec): 3 clusters Score: Raw -1071816.397391 + Penalty 2948.137803 = -1068868.259588 nChanged 306 SP:Iteration 12Q (650.112043 sec): 3 clusters Score: Raw -1072050.481055 + Penalty 2948.137803 = -1069102.343252 nChanged 260 SP:Iteration 13Q (650.170700 sec): 3 clusters Score: Raw -1072248.095309 + Penalty 2948.137803 = -1069299.957505 nChanged 197 SP:Iteration 14Q (650.217551 sec): 3 clusters Score: Raw -1072393.405259 + Penalty 2948.137803 = -1069445.267455 nChanged 147 SP:Iteration 15Q (650.284914 sec): 3 clusters Score: Raw -1072485.818572 + Penalty 2948.137803 = -1069537.680768 nChanged 106 SP:Iteration 16Q (650.327221 sec): 3 clusters Score: Raw -1072564.792148 + Penalty 2948.137803 = -1069616.654344 nChanged 75 SP:Iteration 17Q (650.368313 sec): 3 clusters Score: Raw -1072615.468085 + Penalty 2948.137803 = -1069667.330282 nChanged 55 SP:Iteration 18Q (650.416128 sec): 3 clusters Score: Raw -1072660.352979 + Penalty 2948.137803 = -1069712.215175 nChanged 57 SP:Iteration 19Q (650.474111 sec): 3 clusters Score: Raw -1072711.186620 + Penalty 2948.137803 = -1069763.048816 nChanged 46 SP:Iteration 20F (650.543421 sec): 3 clusters Score: Raw -1072750.317271 + Penalty 2948.137803 = -1069802.179468 nChanged 35 SP:Iteration 21Q (650.591904 sec): 3 clusters Score: Raw -1072776.207324 + Penalty 2948.137803 = -1069828.069520 nChanged 40 SP:Iteration 22Q (650.654060 sec): 3 clusters Score: Raw -1072809.864867 + Penalty 2948.137803 = -1069861.727063 nChanged 30 SP:Iteration 23Q (650.707479 sec): 3 clusters Score: Raw -1072826.009294 + Penalty 2948.137803 = -1069877.871491 nChanged 15 SP:Iteration 24Q (650.759455 sec): 3 clusters Score: Raw -1072835.925775 + Penalty 2948.137803 = -1069887.787972 nChanged 14 SP:Iteration 25Q (650.810870 sec): 3 clusters Score: Raw -1072845.832828 + Penalty 2948.137803 = -1069897.695025 nChanged 9 SP:Iteration 26Q (650.860150 sec): 3 clusters Score: Raw -1072851.173610 + Penalty 2948.137803 = -1069903.035807 nChanged 0 SP:Iteration 27F (650.919363 sec): 3 clusters Score: Raw -1072851.173610 + Penalty 2948.137803 = -1069903.035807 nChanged 0 Trying to split cluster 23 (12785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (650.958247 sec): 2 clusters Score: Raw -1457728.079791 + Penalty 1536.604532 = -1456191.475259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (651.016102 sec): 3 clusters Score: Raw -1450286.166396 + Penalty 3073.209064 = -1447212.957333 nChanged 5674 SP:Iteration 1F (651.080805 sec): 3 clusters Score: Raw -1453396.271910 + Penalty 3073.209064 = -1450323.062846 nChanged 735 SP:Iteration 2F (651.141282 sec): 3 clusters Score: Raw -1453702.274853 + Penalty 3073.209064 = -1450629.065789 nChanged 648 SP:Iteration 3F (651.206541 sec): 3 clusters Score: Raw -1453941.293818 + Penalty 3073.209064 = -1450868.084754 nChanged 535 SP:Iteration 4Q (651.262454 sec): 3 clusters Score: Raw -1454129.926888 + Penalty 3073.209064 = -1451056.717824 nChanged 497 SP:Iteration 5Q (651.330168 sec): 3 clusters Score: Raw -1454311.711202 + Penalty 3073.209064 = -1451238.502138 nChanged 475 SP:Iteration 6Q (651.401485 sec): 3 clusters Score: Raw -1454497.210014 + Penalty 3073.209064 = -1451424.000950 nChanged 463 SP:Iteration 7Q (651.465238 sec): 3 clusters Score: Raw -1454697.612930 + Penalty 3073.209064 = -1451624.403867 nChanged 521 SP:Iteration 8Q (651.517062 sec): 3 clusters Score: Raw -1454968.607700 + Penalty 3073.209064 = -1451895.398636 nChanged 523 SP:Iteration 9Q (651.584110 sec): 3 clusters Score: Raw -1455296.969654 + Penalty 3073.209064 = -1452223.760590 nChanged 534 SP:Iteration 10Q (651.646582 sec): 3 clusters Score: Raw -1455641.661295 + Penalty 3073.209064 = -1452568.452232 nChanged 542 SP:Iteration 11Q (651.715700 sec): 3 clusters Score: Raw -1456030.928978 + Penalty 3073.209064 = -1452957.719915 nChanged 553 SP:Iteration 12Q (651.777559 sec): 3 clusters Score: Raw -1456428.933847 + Penalty 3073.209064 = -1453355.724783 nChanged 480 SP:Iteration 13Q (651.840668 sec): 3 clusters Score: Raw -1456765.609336 + Penalty 3073.209064 = -1453692.400272 nChanged 406 SP:Iteration 14Q (651.917847 sec): 3 clusters Score: Raw -1457007.722236 + Penalty 3073.209064 = -1453934.513173 nChanged 322 SP:Iteration 15Q (651.967257 sec): 3 clusters Score: Raw -1457191.765711 + Penalty 3073.209064 = -1454118.556647 nChanged 262 SP:Iteration 16Q (652.045228 sec): 3 clusters Score: Raw -1457318.817944 + Penalty 3073.209064 = -1454245.608880 nChanged 207 SP:Iteration 17Q (652.097891 sec): 3 clusters Score: Raw -1457409.826478 + Penalty 3073.209064 = -1454336.617415 nChanged 174 SP:Iteration 18Q (652.160985 sec): 3 clusters Score: Raw -1457486.314910 + Penalty 3073.209064 = -1454413.105847 nChanged 149 SP:Iteration 19Q (652.221838 sec): 3 clusters Score: Raw -1457545.738570 + Penalty 3073.209064 = -1454472.529507 nChanged 110 SP:Iteration 20F (652.284340 sec): 3 clusters Score: Raw -1457588.976565 + Penalty 3073.209064 = -1454515.767502 nChanged 99 SP:Iteration 21Q (652.356248 sec): 3 clusters Score: Raw -1457627.225715 + Penalty 3073.209064 = -1454554.016652 nChanged 94 SP:Iteration 22Q (652.409929 sec): 3 clusters Score: Raw -1457672.834410 + Penalty 3073.209064 = -1454599.625346 nChanged 95 SP:Iteration 23Q (652.462752 sec): 3 clusters Score: Raw -1457714.531102 + Penalty 3073.209064 = -1454641.322039 nChanged 92 SP:Iteration 24Q (652.516542 sec): 3 clusters Score: Raw -1457752.235060 + Penalty 3073.209064 = -1454679.025996 nChanged 81 SP:Iteration 25Q (652.568545 sec): 3 clusters Score: Raw -1457783.560788 + Penalty 3073.209064 = -1454710.351724 nChanged 63 SP:Iteration 26Q (652.627137 sec): 3 clusters Score: Raw -1457804.587140 + Penalty 3073.209064 = -1454731.378076 nChanged 57 SP:Iteration 27Q (652.693139 sec): 3 clusters Score: Raw -1457824.047172 + Penalty 3073.209064 = -1454750.838108 nChanged 52 SP:Iteration 28Q (652.742498 sec): 3 clusters Score: Raw -1457845.411228 + Penalty 3073.209064 = -1454772.202165 nChanged 59 SP:Iteration 29Q (652.811266 sec): 3 clusters Score: Raw -1457867.238443 + Penalty 3073.209064 = -1454794.029379 nChanged 44 SP:Iteration 30Q (652.877819 sec): 3 clusters Score: Raw -1457881.932681 + Penalty 3073.209064 = -1454808.723617 nChanged 36 SP:Iteration 31Q (652.931293 sec): 3 clusters Score: Raw -1457894.295426 + Penalty 3073.209064 = -1454821.086362 nChanged 32 SP:Iteration 32Q (652.975703 sec): 3 clusters Score: Raw -1457907.660453 + Penalty 3073.209064 = -1454834.451390 nChanged 46 SP:Iteration 33Q (653.047530 sec): 3 clusters Score: Raw -1457926.702601 + Penalty 3073.209064 = -1454853.493537 nChanged 47 SP:Iteration 34Q (653.093058 sec): 3 clusters Score: Raw -1457951.994914 + Penalty 3073.209064 = -1454878.785850 nChanged 53 SP:Iteration 35Q (653.159849 sec): 3 clusters Score: Raw -1457976.451218 + Penalty 3073.209064 = -1454903.242155 nChanged 38 SP:Iteration 36Q (653.212154 sec): 3 clusters Score: Raw -1457990.083220 + Penalty 3073.209064 = -1454916.874157 nChanged 31 SP:Iteration 37Q (653.276583 sec): 3 clusters Score: Raw -1458003.624424 + Penalty 3073.209064 = -1454930.415360 nChanged 25 SP:Iteration 38Q (653.333617 sec): 3 clusters Score: Raw -1458014.471863 + Penalty 3073.209064 = -1454941.262799 nChanged 24 SP:Iteration 39Q (653.391859 sec): 3 clusters Score: Raw -1458021.261015 + Penalty 3073.209064 = -1454948.051951 nChanged 17 SP:Iteration 40F (653.464498 sec): 3 clusters Score: Raw -1458025.930999 + Penalty 3073.209064 = -1454952.721935 nChanged 13 SP:Iteration 41Q (653.515040 sec): 3 clusters Score: Raw -1458030.336960 + Penalty 3073.209064 = -1454957.127896 nChanged 16 SP:Iteration 42Q (653.560341 sec): 3 clusters Score: Raw -1458035.203469 + Penalty 3073.209064 = -1454961.994405 nChanged 15 SP:Iteration 43Q (653.636767 sec): 3 clusters Score: Raw -1458041.004475 + Penalty 3073.209064 = -1454967.795412 nChanged 17 SP:Iteration 44Q (653.690726 sec): 3 clusters Score: Raw -1458046.920181 + Penalty 3073.209064 = -1454973.711117 nChanged 16 SP:Iteration 45Q (653.758810 sec): 3 clusters Score: Raw -1458053.706409 + Penalty 3073.209064 = -1454980.497346 nChanged 15 SP:Iteration 46Q (653.814470 sec): 3 clusters Score: Raw -1458059.588114 + Penalty 3073.209064 = -1454986.379051 nChanged 17 SP:Iteration 47Q (653.867185 sec): 3 clusters Score: Raw -1458065.682210 + Penalty 3073.209064 = -1454992.473147 nChanged 14 SP:Iteration 48Q (653.919727 sec): 3 clusters Score: Raw -1458069.832401 + Penalty 3073.209064 = -1454996.623337 nChanged 12 SP:Iteration 49Q (653.979395 sec): 3 clusters Score: Raw -1458075.256571 + Penalty 3073.209064 = -1455002.047507 nChanged 14 SP:Iteration 50Q (654.036574 sec): 3 clusters Score: Raw -1458079.639762 + Penalty 3073.209064 = -1455006.430698 nChanged 11 SP:Iteration 51Q (654.096074 sec): 3 clusters Score: Raw -1458084.447281 + Penalty 3073.209064 = -1455011.238217 nChanged 13 SP:Iteration 52Q (654.165646 sec): 3 clusters Score: Raw -1458087.914351 + Penalty 3073.209064 = -1455014.705287 nChanged 14 SP:Iteration 53Q (654.209506 sec): 3 clusters Score: Raw -1458093.064122 + Penalty 3073.209064 = -1455019.855058 nChanged 16 SP:Iteration 54Q (654.281496 sec): 3 clusters Score: Raw -1458098.740791 + Penalty 3073.209064 = -1455025.531728 nChanged 12 SP:Iteration 55Q (654.341064 sec): 3 clusters Score: Raw -1458104.088432 + Penalty 3073.209064 = -1455030.879368 nChanged 9 SP:Iteration 56Q (654.400382 sec): 3 clusters Score: Raw -1458106.142955 + Penalty 3073.209064 = -1455032.933892 nChanged 6 SP:Iteration 57Q (654.456588 sec): 3 clusters Score: Raw -1458107.840344 + Penalty 3073.209064 = -1455034.631281 nChanged 5 SP:Iteration 58Q (654.512577 sec): 3 clusters Score: Raw -1458109.260547 + Penalty 3073.209064 = -1455036.051483 nChanged 0 SP:Iteration 59F (654.578017 sec): 3 clusters Score: Raw -1458109.260547 + Penalty 3073.209064 = -1455036.051483 nChanged 0 Trying to split cluster 24 (38181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (654.651318 sec): 2 clusters Score: Raw -4467467.934134 + Penalty 1714.390159 = -4465753.543974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (654.754896 sec): 3 clusters Score: Raw -4443416.339089 + Penalty 3428.780319 = -4439987.558770 nChanged 17829 SP:Iteration 1F (654.866078 sec): 3 clusters Score: Raw -4453675.562191 + Penalty 3428.780319 = -4450246.781872 nChanged 1789 SP:Iteration 2Q (654.983615 sec): 3 clusters Score: Raw -4454291.271967 + Penalty 3428.780319 = -4450862.491648 nChanged 1743 SP:Iteration 3Q (655.091055 sec): 3 clusters Score: Raw -4454978.289490 + Penalty 3428.780319 = -4451549.509171 nChanged 1920 SP:Iteration 4F (655.201951 sec): 3 clusters Score: Raw -4455807.762683 + Penalty 3428.780319 = -4452378.982364 nChanged 2014 SP:Iteration 5F (655.318391 sec): 3 clusters Score: Raw -4456708.067888 + Penalty 3428.780319 = -4453279.287570 nChanged 2019 SP:Iteration 6F (655.426165 sec): 3 clusters Score: Raw -4457657.307954 + Penalty 3428.780319 = -4454228.527636 nChanged 2081 SP:Iteration 7F (655.537474 sec): 3 clusters Score: Raw -4458644.203314 + Penalty 3428.780319 = -4455215.422995 nChanged 1975 SP:Iteration 8F (655.638478 sec): 3 clusters Score: Raw -4459628.586711 + Penalty 3428.780319 = -4456199.806392 nChanged 1882 SP:Iteration 9Q (655.760685 sec): 3 clusters Score: Raw -4460600.702940 + Penalty 3428.780319 = -4457171.922622 nChanged 1719 SP:Iteration 10Q (655.863658 sec): 3 clusters Score: Raw -4461531.407095 + Penalty 3428.780319 = -4458102.626776 nChanged 1547 SP:Iteration 11Q (655.976942 sec): 3 clusters Score: Raw -4462575.104485 + Penalty 3428.780319 = -4459146.324166 nChanged 1475 SP:Iteration 12Q (656.076418 sec): 3 clusters Score: Raw -4463803.081645 + Penalty 3428.780319 = -4460374.301326 nChanged 1365 SP:Iteration 13Q (656.193114 sec): 3 clusters Score: Raw -4464978.307751 + Penalty 3428.780319 = -4461549.527432 nChanged 1173 SP:Iteration 14Q (656.312748 sec): 3 clusters Score: Raw -4465874.062010 + Penalty 3428.780319 = -4462445.281691 nChanged 875 SP:Iteration 15Q (656.413721 sec): 3 clusters Score: Raw -4466298.859317 + Penalty 3428.780319 = -4462870.078998 nChanged 605 SP:Iteration 16Q (656.529584 sec): 3 clusters Score: Raw -4466528.444100 + Penalty 3428.780319 = -4463099.663782 nChanged 476 SP:Iteration 17Q (656.626189 sec): 3 clusters Score: Raw -4466693.536482 + Penalty 3428.780319 = -4463264.756163 nChanged 391 SP:Iteration 18Q (656.709528 sec): 3 clusters Score: Raw -4466822.474773 + Penalty 3428.780319 = -4463393.694454 nChanged 367 SP:Iteration 19Q (656.800589 sec): 3 clusters Score: Raw -4466930.642486 + Penalty 3428.780319 = -4463501.862167 nChanged 318 SP:Iteration 20F (656.925663 sec): 3 clusters Score: Raw -4467014.371053 + Penalty 3428.780319 = -4463585.590734 nChanged 268 SP:Iteration 21Q (657.021578 sec): 3 clusters Score: Raw -4467078.335882 + Penalty 3428.780319 = -4463649.555563 nChanged 232 SP:Iteration 22Q (657.132482 sec): 3 clusters Score: Raw -4467121.947557 + Penalty 3428.780319 = -4463693.167238 nChanged 187 SP:Iteration 23Q (657.245025 sec): 3 clusters Score: Raw -4467151.581463 + Penalty 3428.780319 = -4463722.801144 nChanged 159 SP:Iteration 24Q (657.343070 sec): 3 clusters Score: Raw -4467173.933396 + Penalty 3428.780319 = -4463745.153077 nChanged 147 SP:Iteration 25Q (657.445942 sec): 3 clusters Score: Raw -4467192.634306 + Penalty 3428.780319 = -4463763.853987 nChanged 130 SP:Iteration 26Q (657.552892 sec): 3 clusters Score: Raw -4467208.668317 + Penalty 3428.780319 = -4463779.887998 nChanged 109 SP:Iteration 27Q (657.660747 sec): 3 clusters Score: Raw -4467222.199059 + Penalty 3428.780319 = -4463793.418740 nChanged 123 SP:Iteration 28Q (657.765176 sec): 3 clusters Score: Raw -4467237.513867 + Penalty 3428.780319 = -4463808.733549 nChanged 130 SP:Iteration 29Q (657.862437 sec): 3 clusters Score: Raw -4467252.769301 + Penalty 3428.780319 = -4463823.988982 nChanged 121 SP:Iteration 30Q (657.958333 sec): 3 clusters Score: Raw -4467267.602531 + Penalty 3428.780319 = -4463838.822212 nChanged 118 SP:Iteration 31Q (658.057100 sec): 3 clusters Score: Raw -4467279.818512 + Penalty 3428.780319 = -4463851.038194 nChanged 101 SP:Iteration 32Q (658.135505 sec): 3 clusters Score: Raw -4467290.420983 + Penalty 3428.780319 = -4463861.640664 nChanged 94 SP:Iteration 33Q (658.227804 sec): 3 clusters Score: Raw -4467300.839407 + Penalty 3428.780319 = -4463872.059088 nChanged 99 SP:Iteration 34Q (658.324972 sec): 3 clusters Score: Raw -4467311.276775 + Penalty 3428.780319 = -4463882.496456 nChanged 98 SP:Iteration 35Q (658.419332 sec): 3 clusters Score: Raw -4467322.146893 + Penalty 3428.780319 = -4463893.366575 nChanged 101 SP:Iteration 36Q (658.529358 sec): 3 clusters Score: Raw -4467333.511963 + Penalty 3428.780319 = -4463904.731644 nChanged 97 SP:Iteration 37Q (658.630523 sec): 3 clusters Score: Raw -4467344.757205 + Penalty 3428.780319 = -4463915.976886 nChanged 104 SP:Iteration 38Q (658.737878 sec): 3 clusters Score: Raw -4467356.460943 + Penalty 3428.780319 = -4463927.680624 nChanged 89 SP:Iteration 39Q (658.835747 sec): 3 clusters Score: Raw -4467364.891753 + Penalty 3428.780319 = -4463936.111434 nChanged 69 SP:Iteration 40F (658.943612 sec): 3 clusters Score: Raw -4467371.135983 + Penalty 3428.780319 = -4463942.355665 nChanged 66 SP:Iteration 41Q (659.033554 sec): 3 clusters Score: Raw -4467377.958563 + Penalty 3428.780319 = -4463949.178244 nChanged 85 SP:Iteration 42Q (659.128037 sec): 3 clusters Score: Raw -4467385.922563 + Penalty 3428.780319 = -4463957.142244 nChanged 92 SP:Iteration 43Q (659.219327 sec): 3 clusters Score: Raw -4467396.238345 + Penalty 3428.780319 = -4463967.458026 nChanged 93 SP:Iteration 44Q (659.320503 sec): 3 clusters Score: Raw -4467409.229379 + Penalty 3428.780319 = -4463980.449061 nChanged 96 SP:Iteration 45Q (659.410578 sec): 3 clusters Score: Raw -4467421.407535 + Penalty 3428.780319 = -4463992.627216 nChanged 103 SP:Iteration 46Q (659.508598 sec): 3 clusters Score: Raw -4467433.971158 + Penalty 3428.780319 = -4464005.190839 nChanged 92 SP:Iteration 47Q (659.611896 sec): 3 clusters Score: Raw -4467443.983512 + Penalty 3428.780319 = -4464015.203193 nChanged 101 SP:Iteration 48Q (659.709157 sec): 3 clusters Score: Raw -4467454.468548 + Penalty 3428.780319 = -4464025.688229 nChanged 85 SP:Iteration 49Q (659.814979 sec): 3 clusters Score: Raw -4467463.400631 + Penalty 3428.780319 = -4464034.620312 nChanged 84 SP:Iteration 50Q (659.914532 sec): 3 clusters Score: Raw -4467473.054221 + Penalty 3428.780319 = -4464044.273903 nChanged 82 SP:Iteration 51Q (660.014838 sec): 3 clusters Score: Raw -4467483.203243 + Penalty 3428.780319 = -4464054.422924 nChanged 88 SP:Iteration 52Q (660.111153 sec): 3 clusters Score: Raw -4467493.648819 + Penalty 3428.780319 = -4464064.868500 nChanged 77 SP:Iteration 53Q (660.211902 sec): 3 clusters Score: Raw -4467501.811567 + Penalty 3428.780319 = -4464073.031248 nChanged 79 SP:Iteration 54Q (660.328587 sec): 3 clusters Score: Raw -4467509.570354 + Penalty 3428.780319 = -4464080.790035 nChanged 70 SP:Iteration 55Q (660.426587 sec): 3 clusters Score: Raw -4467517.272616 + Penalty 3428.780319 = -4464088.492297 nChanged 70 SP:Iteration 56Q (660.523625 sec): 3 clusters Score: Raw -4467526.198099 + Penalty 3428.780319 = -4464097.417780 nChanged 74 SP:Iteration 57Q (660.632258 sec): 3 clusters Score: Raw -4467536.448935 + Penalty 3428.780319 = -4464107.668616 nChanged 82 SP:Iteration 58Q (660.728521 sec): 3 clusters Score: Raw -4467547.308832 + Penalty 3428.780319 = -4464118.528513 nChanged 84 SP:Iteration 59Q (660.841069 sec): 3 clusters Score: Raw -4467557.337020 + Penalty 3428.780319 = -4464128.556701 nChanged 77 SP:Iteration 60F (660.955702 sec): 3 clusters Score: Raw -4467565.189900 + Penalty 3428.780319 = -4464136.409581 nChanged 70 SP:Iteration 61Q (661.054581 sec): 3 clusters Score: Raw -4467573.462764 + Penalty 3428.780319 = -4464144.682445 nChanged 78 SP:Iteration 62Q (661.148348 sec): 3 clusters Score: Raw -4467584.112145 + Penalty 3428.780319 = -4464155.331826 nChanged 87 SP:Iteration 63Q (661.241977 sec): 3 clusters Score: Raw -4467596.461652 + Penalty 3428.780319 = -4464167.681333 nChanged 93 SP:Iteration 64Q (661.354941 sec): 3 clusters Score: Raw -4467610.128239 + Penalty 3428.780319 = -4464181.347921 nChanged 98 SP:Iteration 65Q (661.457514 sec): 3 clusters Score: Raw -4467626.424378 + Penalty 3428.780319 = -4464197.644059 nChanged 107 SP:Iteration 66Q (661.549655 sec): 3 clusters Score: Raw -4467640.724573 + Penalty 3428.780319 = -4464211.944254 nChanged 96 SP:Iteration 67Q (661.641676 sec): 3 clusters Score: Raw -4467655.044857 + Penalty 3428.780319 = -4464226.264539 nChanged 103 SP:Iteration 68Q (661.738002 sec): 3 clusters Score: Raw -4467670.171319 + Penalty 3428.780319 = -4464241.391000 nChanged 110 SP:Iteration 69Q (661.845671 sec): 3 clusters Score: Raw -4467688.370897 + Penalty 3428.780319 = -4464259.590578 nChanged 105 SP:Iteration 70Q (661.946284 sec): 3 clusters Score: Raw -4467707.417528 + Penalty 3428.780319 = -4464278.637209 nChanged 106 SP:Iteration 71Q (662.059308 sec): 3 clusters Score: Raw -4467726.651483 + Penalty 3428.780319 = -4464297.871164 nChanged 118 SP:Iteration 72Q (662.143438 sec): 3 clusters Score: Raw -4467750.676811 + Penalty 3428.780319 = -4464321.896492 nChanged 121 SP:Iteration 73Q (662.251543 sec): 3 clusters Score: Raw -4467776.164055 + Penalty 3428.780319 = -4464347.383736 nChanged 105 SP:Iteration 74Q (662.347503 sec): 3 clusters Score: Raw -4467793.707613 + Penalty 3428.780319 = -4464364.927295 nChanged 100 SP:Iteration 75Q (662.438112 sec): 3 clusters Score: Raw -4467807.725762 + Penalty 3428.780319 = -4464378.945443 nChanged 81 SP:Iteration 76Q (662.549819 sec): 3 clusters Score: Raw -4467820.281400 + Penalty 3428.780319 = -4464391.501081 nChanged 90 SP:Iteration 77Q (662.644901 sec): 3 clusters Score: Raw -4467832.921648 + Penalty 3428.780319 = -4464404.141329 nChanged 79 SP:Iteration 78Q (662.753063 sec): 3 clusters Score: Raw -4467844.499874 + Penalty 3428.780319 = -4464415.719555 nChanged 78 SP:Iteration 79Q (662.849309 sec): 3 clusters Score: Raw -4467857.356093 + Penalty 3428.780319 = -4464428.575774 nChanged 81 SP:Iteration 80F (662.965659 sec): 3 clusters Score: Raw -4467870.721105 + Penalty 3428.780319 = -4464441.940786 nChanged 78 SP:Iteration 81Q (663.057005 sec): 3 clusters Score: Raw -4467885.556855 + Penalty 3428.780319 = -4464456.776536 nChanged 78 SP:Iteration 82Q (663.142830 sec): 3 clusters Score: Raw -4467898.958101 + Penalty 3428.780319 = -4464470.177782 nChanged 82 SP:Iteration 83Q (663.234702 sec): 3 clusters Score: Raw -4467911.830523 + Penalty 3428.780319 = -4464483.050204 nChanged 81 SP:Iteration 84Q (663.328702 sec): 3 clusters Score: Raw -4467926.038145 + Penalty 3428.780319 = -4464497.257827 nChanged 86 SP:Iteration 85Q (663.414780 sec): 3 clusters Score: Raw -4467942.636370 + Penalty 3428.780319 = -4464513.856051 nChanged 82 SP:Iteration 86Q (663.517487 sec): 3 clusters Score: Raw -4467958.070193 + Penalty 3428.780319 = -4464529.289874 nChanged 72 SP:Iteration 87Q (663.618296 sec): 3 clusters Score: Raw -4467972.389811 + Penalty 3428.780319 = -4464543.609492 nChanged 63 SP:Iteration 88Q (663.713396 sec): 3 clusters Score: Raw -4467985.016692 + Penalty 3428.780319 = -4464556.236373 nChanged 61 SP:Iteration 89Q (663.813188 sec): 3 clusters Score: Raw -4467999.608461 + Penalty 3428.780319 = -4464570.828142 nChanged 58 SP:Iteration 90Q (663.907527 sec): 3 clusters Score: Raw -4468012.005765 + Penalty 3428.780319 = -4464583.225447 nChanged 52 SP:Iteration 91Q (663.999069 sec): 3 clusters Score: Raw -4468021.499418 + Penalty 3428.780319 = -4464592.719099 nChanged 47 SP:Iteration 92Q (664.088301 sec): 3 clusters Score: Raw -4468028.935491 + Penalty 3428.780319 = -4464600.155172 nChanged 36 SP:Iteration 93Q (664.173360 sec): 3 clusters Score: Raw -4468034.848030 + Penalty 3428.780319 = -4464606.067711 nChanged 33 SP:Iteration 94Q (664.270170 sec): 3 clusters Score: Raw -4468040.808534 + Penalty 3428.780319 = -4464612.028215 nChanged 34 SP:Iteration 95Q (664.361367 sec): 3 clusters Score: Raw -4468046.283507 + Penalty 3428.780319 = -4464617.503188 nChanged 27 SP:Iteration 96Q (664.444938 sec): 3 clusters Score: Raw -4468051.473925 + Penalty 3428.780319 = -4464622.693606 nChanged 27 SP:Iteration 97Q (664.548351 sec): 3 clusters Score: Raw -4468054.789735 + Penalty 3428.780319 = -4464626.009416 nChanged 11 SP:Iteration 98Q (664.628733 sec): 3 clusters Score: Raw -4468056.165916 + Penalty 3428.780319 = -4464627.385597 nChanged 18 SP:Iteration 99Q (664.728542 sec): 3 clusters Score: Raw -4468058.336332 + Penalty 3428.780319 = -4464629.556013 nChanged 12 SP:Iteration 100F (664.827412 sec): 3 clusters Score: Raw -4468059.574386 + Penalty 3428.780319 = -4464630.794067 nChanged 11 SP:Iteration 101Q (664.933586 sec): 3 clusters Score: Raw -4468060.896741 + Penalty 3428.780319 = -4464632.116422 nChanged 8 SP:Iteration 102Q (665.018532 sec): 3 clusters Score: Raw -4468061.739429 + Penalty 3428.780319 = -4464632.959110 nChanged 9 SP:Iteration 103Q (665.119390 sec): 3 clusters Score: Raw -4468062.829173 + Penalty 3428.780319 = -4464634.048855 nChanged 6 SP:Iteration 104Q (665.201772 sec): 3 clusters Score: Raw -4468063.793298 + Penalty 3428.780319 = -4464635.012979 nChanged 11 SP:Iteration 105Q (665.293911 sec): 3 clusters Score: Raw -4468065.008667 + Penalty 3428.780319 = -4464636.228348 nChanged 10 SP:Iteration 106Q (665.374344 sec): 3 clusters Score: Raw -4468066.053007 + Penalty 3428.780319 = -4464637.272689 nChanged 12 SP:Iteration 107Q (665.477183 sec): 3 clusters Score: Raw -4468067.580347 + Penalty 3428.780319 = -4464638.800028 nChanged 10 SP:Iteration 108Q (665.570759 sec): 3 clusters Score: Raw -4468068.770467 + Penalty 3428.780319 = -4464639.990148 nChanged 10 SP:Iteration 109Q (665.662140 sec): 3 clusters Score: Raw -4468069.884865 + Penalty 3428.780319 = -4464641.104546 nChanged 9 SP:Iteration 110Q (665.754810 sec): 3 clusters Score: Raw -4468070.701641 + Penalty 3428.780319 = -4464641.921322 nChanged 6 SP:Iteration 111Q (665.854852 sec): 3 clusters Score: Raw -4468071.298148 + Penalty 3428.780319 = -4464642.517830 nChanged 4 SP:Iteration 112Q (665.946811 sec): 3 clusters Score: Raw -4468071.511232 + Penalty 3428.780319 = -4464642.730913 nChanged 3 SP:Iteration 113Q (666.044573 sec): 3 clusters Score: Raw -4468071.755221 + Penalty 3428.780319 = -4464642.974903 nChanged 4 SP:Iteration 114Q (666.137377 sec): 3 clusters Score: Raw -4468072.163097 + Penalty 3428.780319 = -4464643.382778 nChanged 5 SP:Iteration 115Q (666.239584 sec): 3 clusters Score: Raw -4468072.585613 + Penalty 3428.780319 = -4464643.805294 nChanged 1 SP:Iteration 116Q (666.339736 sec): 3 clusters Score: Raw -4468072.675108 + Penalty 3428.780319 = -4464643.894789 nChanged 2 SP:Iteration 117Q (666.444809 sec): 3 clusters Score: Raw -4468072.794720 + Penalty 3428.780319 = -4464644.014402 nChanged 0 SP:Iteration 118F (666.557394 sec): 3 clusters Score: Raw -4468072.794720 + Penalty 3428.780319 = -4464644.014402 nChanged 0 Iteration 99Q (670.523308 sec): 26 clusters Score: Raw -51876825.998929 + Penalty 52765.086567 = -51824060.912362 nChanged 2391 Iteration 100F (678.156165 sec): 26 clusters Score: Raw -51877444.891382 + Penalty 52765.086567 = -51824679.804814 nChanged 2255 Iteration 101Q (681.602281 sec): 26 clusters Score: Raw -51877716.773096 + Penalty 52765.086567 = -51824951.686529 nChanged 1413 Iteration 102Q (684.948222 sec): 26 clusters Score: Raw -51877861.837479 + Penalty 52765.086567 = -51825096.750912 nChanged 1071 Iteration 103Q (688.370440 sec): 26 clusters Score: Raw -51877961.091416 + Penalty 52765.086567 = -51825196.004848 nChanged 870 Iteration 104Q (691.790500 sec): 26 clusters Score: Raw -51878038.064436 + Penalty 52765.086567 = -51825272.977869 nChanged 764 Iteration 105Q (695.207389 sec): 26 clusters Score: Raw -51878104.067539 + Penalty 52765.086567 = -51825338.980972 nChanged 673 Iteration 106Q (698.648602 sec): 26 clusters Score: Raw -51878162.493433 + Penalty 52765.086567 = -51825397.406866 nChanged 608 Iteration 107Q (702.068916 sec): 26 clusters Score: Raw -51878211.919675 + Penalty 52765.086567 = -51825446.833108 nChanged 532 Iteration 108Q (705.426968 sec): 26 clusters Score: Raw -51878256.731023 + Penalty 52765.086567 = -51825491.644456 nChanged 496 Iteration 109Q (708.782948 sec): 26 clusters Score: Raw -51878298.000992 + Penalty 52765.086567 = -51825532.914425 nChanged 470 Iteration 110Q (712.113106 sec): 26 clusters Score: Raw -51878333.705206 + Penalty 52765.086567 = -51825568.618639 nChanged 436 Iteration 111Q (715.533892 sec): 26 clusters Score: Raw -51878366.399273 + Penalty 52765.086567 = -51825601.312706 nChanged 380 Iteration 112Q (718.868859 sec): 26 clusters Score: Raw -51878397.434463 + Penalty 52765.086567 = -51825632.347896 nChanged 406 Iteration 113Q (722.194651 sec): 26 clusters Score: Raw -51878428.780095 + Penalty 52765.086567 = -51825663.693528 nChanged 403 Iteration 114Q (725.573610 sec): 26 clusters Score: Raw -51878459.879345 + Penalty 52765.086567 = -51825694.792778 nChanged 388 Iteration 115Q (728.967759 sec): 26 clusters Score: Raw -51878488.349864 + Penalty 52765.086567 = -51825723.263297 nChanged 397 Iteration 116Q (732.335791 sec): 26 clusters Score: Raw -51878516.460043 + Penalty 52765.086567 = -51825751.373475 nChanged 394 Iteration 117Q (735.699164 sec): 26 clusters Score: Raw -51878544.123887 + Penalty 52765.086567 = -51825779.037320 nChanged 361 Iteration 118Q (739.076112 sec): 26 clusters Score: Raw -51878566.305563 + Penalty 52765.086567 = -51825801.218996 nChanged 348 Iteration 119Q (742.504768 sec): 26 clusters Score: Raw -51878586.172897 + Penalty 52765.086567 = -51825821.086330 nChanged 294 Iteration 120F (750.128177 sec): 26 clusters Score: Raw -51878600.521269 + Penalty 52765.086567 = -51825835.434702 nChanged 289 Iteration 121Q (753.476567 sec): 26 clusters Score: Raw -51878616.552787 + Penalty 52765.086567 = -51825851.466220 nChanged 299 Iteration 122Q (756.830821 sec): 26 clusters Score: Raw -51878634.462486 + Penalty 52765.086567 = -51825869.375918 nChanged 287 Iteration 123Q (760.225083 sec): 26 clusters Score: Raw -51878650.640297 + Penalty 52765.086567 = -51825885.553730 nChanged 280 Iteration 124Q (763.590592 sec): 26 clusters Score: Raw -51878666.480008 + Penalty 52765.086567 = -51825901.393441 nChanged 288 Iteration 125Q (766.964482 sec): 26 clusters Score: Raw -51878681.829332 + Penalty 52765.086567 = -51825916.742765 nChanged 248 Iteration 126Q (770.398989 sec): 26 clusters Score: Raw -51878693.430593 + Penalty 52765.086567 = -51825928.344026 nChanged 227 Iteration 127Q (773.816312 sec): 26 clusters Score: Raw -51878705.082260 + Penalty 52765.086567 = -51825939.995693 nChanged 261 Iteration 128Q (777.241437 sec): 26 clusters Score: Raw -51878717.868139 + Penalty 52765.086567 = -51825952.781571 nChanged 257 Iteration 129Q (780.598213 sec): 26 clusters Score: Raw -51878730.244882 + Penalty 52765.086567 = -51825965.158315 nChanged 250 Iteration 130Q (783.988133 sec): 26 clusters Score: Raw -51878742.061863 + Penalty 52765.086567 = -51825976.975296 nChanged 239 Iteration 131Q (787.267179 sec): 26 clusters Score: Raw -51878755.122511 + Penalty 52765.086567 = -51825990.035944 nChanged 252 Iteration 132Q (790.629902 sec): 26 clusters Score: Raw -51878767.447941 + Penalty 52765.086567 = -51826002.361374 nChanged 234 Iteration 133Q (793.946112 sec): 26 clusters Score: Raw -51878778.097638 + Penalty 52765.086567 = -51826013.011071 nChanged 219 Iteration 134Q (797.248448 sec): 26 clusters Score: Raw -51878788.596367 + Penalty 52765.086567 = -51826023.509800 nChanged 219 Iteration 135Q (800.645240 sec): 26 clusters Score: Raw -51878798.365721 + Penalty 52765.086567 = -51826033.279154 nChanged 212 Iteration 136Q (804.064004 sec): 26 clusters Score: Raw -51878808.039818 + Penalty 52765.086567 = -51826042.953251 nChanged 189 Iteration 137Q (807.407793 sec): 26 clusters Score: Raw -51878816.233189 + Penalty 52765.086567 = -51826051.146621 nChanged 194 Iteration 138Q (810.830528 sec): 26 clusters Score: Raw -51878824.347727 + Penalty 52765.086567 = -51826059.261160 nChanged 201 Writing temp clu file Because OldScore, -51826051.146621, is greater than current (better) Score,-51826059.261160 Compute initial score before splitting: Score: Raw -51878824.347727 + Penalty 52765.086567 = -51826059.261160 Trying to split cluster 1 (9867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (810.964386 sec): 2 clusters Score: Raw -1190586.177933 + Penalty 1494.504559 = -1189091.673373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (811.015202 sec): 3 clusters Score: Raw -1185075.197107 + Penalty 2989.009119 = -1182086.187988 nChanged 4182 SP:Iteration 1F (811.082738 sec): 3 clusters Score: Raw -1187497.860376 + Penalty 2989.009119 = -1184508.851258 nChanged 761 SP:Iteration 2F (811.126420 sec): 3 clusters Score: Raw -1187896.605169 + Penalty 2989.009119 = -1184907.596050 nChanged 640 SP:Iteration 3F (811.188950 sec): 3 clusters Score: Raw -1188239.720231 + Penalty 2989.009119 = -1185250.711112 nChanged 556 SP:Iteration 4F (811.241689 sec): 3 clusters Score: Raw -1188565.385213 + Penalty 2989.009119 = -1185576.376094 nChanged 543 SP:Iteration 5F (811.307025 sec): 3 clusters Score: Raw -1188912.016534 + Penalty 2989.009119 = -1185923.007416 nChanged 513 SP:Iteration 6F (811.354876 sec): 3 clusters Score: Raw -1189224.410973 + Penalty 2989.009119 = -1186235.401855 nChanged 422 SP:Iteration 7Q (811.407687 sec): 3 clusters Score: Raw -1189452.185221 + Penalty 2989.009119 = -1186463.176102 nChanged 320 SP:Iteration 8Q (811.460968 sec): 3 clusters Score: Raw -1189614.240867 + Penalty 2989.009119 = -1186625.231748 nChanged 305 SP:Iteration 9Q (811.518065 sec): 3 clusters Score: Raw -1189768.749982 + Penalty 2989.009119 = -1186779.740864 nChanged 266 SP:Iteration 10Q (811.581709 sec): 3 clusters Score: Raw -1189900.719913 + Penalty 2989.009119 = -1186911.710795 nChanged 232 SP:Iteration 11Q (811.635495 sec): 3 clusters Score: Raw -1190016.767776 + Penalty 2989.009119 = -1187027.758657 nChanged 198 SP:Iteration 12Q (811.692886 sec): 3 clusters Score: Raw -1190111.995059 + Penalty 2989.009119 = -1187122.985940 nChanged 184 SP:Iteration 13Q (811.748190 sec): 3 clusters Score: Raw -1190199.104623 + Penalty 2989.009119 = -1187210.095505 nChanged 160 SP:Iteration 14Q (811.804082 sec): 3 clusters Score: Raw -1190274.810143 + Penalty 2989.009119 = -1187285.801024 nChanged 142 SP:Iteration 15Q (811.867784 sec): 3 clusters Score: Raw -1190339.953661 + Penalty 2989.009119 = -1187350.944542 nChanged 138 SP:Iteration 16Q (811.921735 sec): 3 clusters Score: Raw -1190403.017642 + Penalty 2989.009119 = -1187414.008524 nChanged 136 SP:Iteration 17Q (811.975265 sec): 3 clusters Score: Raw -1190468.817529 + Penalty 2989.009119 = -1187479.808410 nChanged 137 SP:Iteration 18Q (812.031290 sec): 3 clusters Score: Raw -1190536.686024 + Penalty 2989.009119 = -1187547.676905 nChanged 120 SP:Iteration 19Q (812.092932 sec): 3 clusters Score: Raw -1190590.031635 + Penalty 2989.009119 = -1187601.022516 nChanged 121 SP:Iteration 20F (812.143497 sec): 3 clusters Score: Raw -1190647.679349 + Penalty 2989.009119 = -1187658.670230 nChanged 110 SP:Iteration 21Q (812.194317 sec): 3 clusters Score: Raw -1190703.767124 + Penalty 2989.009119 = -1187714.758005 nChanged 115 SP:Iteration 22Q (812.250841 sec): 3 clusters Score: Raw -1190768.488766 + Penalty 2989.009119 = -1187779.479647 nChanged 90 SP:Iteration 23Q (812.316424 sec): 3 clusters Score: Raw -1190818.744798 + Penalty 2989.009119 = -1187829.735679 nChanged 67 SP:Iteration 24Q (812.372865 sec): 3 clusters Score: Raw -1190852.789398 + Penalty 2989.009119 = -1187863.780280 nChanged 55 SP:Iteration 25Q (812.429909 sec): 3 clusters Score: Raw -1190881.824563 + Penalty 2989.009119 = -1187892.815444 nChanged 47 SP:Iteration 26Q (812.486979 sec): 3 clusters Score: Raw -1190905.921196 + Penalty 2989.009119 = -1187916.912077 nChanged 29 SP:Iteration 27Q (812.551066 sec): 3 clusters Score: Raw -1190918.460482 + Penalty 2989.009119 = -1187929.451363 nChanged 23 SP:Iteration 28Q (812.611091 sec): 3 clusters Score: Raw -1190928.565225 + Penalty 2989.009119 = -1187939.556107 nChanged 18 SP:Iteration 29Q (812.655684 sec): 3 clusters Score: Raw -1190938.141203 + Penalty 2989.009119 = -1187949.132084 nChanged 18 SP:Iteration 30Q (812.704285 sec): 3 clusters Score: Raw -1190947.412036 + Penalty 2989.009119 = -1187958.402917 nChanged 15 SP:Iteration 31Q (812.769716 sec): 3 clusters Score: Raw -1190956.199058 + Penalty 2989.009119 = -1187967.189939 nChanged 13 SP:Iteration 32Q (812.825200 sec): 3 clusters Score: Raw -1190960.701314 + Penalty 2989.009119 = -1187971.692195 nChanged 9 SP:Iteration 33Q (812.884276 sec): 3 clusters Score: Raw -1190964.743665 + Penalty 2989.009119 = -1187975.734546 nChanged 6 SP:Iteration 34Q (812.935052 sec): 3 clusters Score: Raw -1190966.931730 + Penalty 2989.009119 = -1187977.922611 nChanged 4 SP:Iteration 35Q (813.004622 sec): 3 clusters Score: Raw -1190968.678547 + Penalty 2989.009119 = -1187979.669428 nChanged 7 SP:Iteration 36Q (813.043533 sec): 3 clusters Score: Raw -1190972.816408 + Penalty 2989.009119 = -1187983.807289 nChanged 5 SP:Iteration 37Q (813.100125 sec): 3 clusters Score: Raw -1190975.475894 + Penalty 2989.009119 = -1187986.466775 nChanged 6 SP:Iteration 38Q (813.161087 sec): 3 clusters Score: Raw -1190977.702941 + Penalty 2989.009119 = -1187988.693822 nChanged 5 SP:Iteration 39Q (813.208013 sec): 3 clusters Score: Raw -1190979.633038 + Penalty 2989.009119 = -1187990.623919 nChanged 3 SP:Iteration 40F (813.271231 sec): 3 clusters Score: Raw -1190980.614290 + Penalty 2989.009119 = -1187991.605171 nChanged 1 SP:Iteration 41Q (813.323825 sec): 3 clusters Score: Raw -1190980.795654 + Penalty 2989.009119 = -1187991.786535 nChanged 2 SP:Iteration 42Q (813.373504 sec): 3 clusters Score: Raw -1190981.534148 + Penalty 2989.009119 = -1187992.525029 nChanged 0 SP:Iteration 43F (813.430602 sec): 3 clusters Score: Raw -1190981.534148 + Penalty 2989.009119 = -1187992.525029 nChanged 0 Trying to split cluster 2 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (813.450198 sec): 2 clusters Score: Raw -46648.189694 + Penalty 986.494881 = -45661.694813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (813.484929 sec): 3 clusters Score: Raw -46630.364596 + Penalty 1972.989762 = -44657.374835 nChanged 93 SP:Iteration 1F (813.527267 sec): 3 clusters Score: Raw -46775.397323 + Penalty 1972.989762 = -44802.407561 nChanged 20 SP:Iteration 2Q (813.565911 sec): 3 clusters Score: Raw -46810.075419 + Penalty 1972.989762 = -44837.085658 nChanged 11 SP:Iteration 3Q (813.602643 sec): 3 clusters Score: Raw -46828.295693 + Penalty 1972.989762 = -44855.305931 nChanged 9 SP:Iteration 4Q (813.639091 sec): 3 clusters Score: Raw -46846.162211 + Penalty 1972.989762 = -44873.172450 nChanged 9 SP:Iteration 5Q (813.680773 sec): 3 clusters Score: Raw -46871.727670 + Penalty 1972.989762 = -44898.737908 nChanged 3 SP:Iteration 6Q (813.718399 sec): 3 clusters Score: Raw -46879.055997 + Penalty 1972.989762 = -44906.066236 nChanged 2 SP:Iteration 7Q (813.750588 sec): 3 clusters Score: Raw -46885.761389 + Penalty 1972.989762 = -44912.771627 nChanged 1 SP:Iteration 8Q (813.802502 sec): 3 clusters Score: Raw -46886.508191 + Penalty 1972.989762 = -44913.518429 nChanged 1 SP:Iteration 9Q (813.842905 sec): 3 clusters Score: Raw -46887.767239 + Penalty 1972.989762 = -44914.777477 nChanged 0 SP:Iteration 10F (813.872445 sec): 3 clusters Score: Raw -46887.767239 + Penalty 1972.989762 = -44914.777477 nChanged 0 Trying to split cluster 3 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (813.889580 sec): 2 clusters Score: Raw -20689.680132 + Penalty 887.872668 = -19801.807464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (813.922610 sec): 3 clusters Score: Raw -20917.351464 + Penalty 1775.745337 = -19141.606127 nChanged 52 SP:Iteration 1F (813.962082 sec): 3 clusters Score: Raw -21202.041589 + Penalty 1775.745337 = -19426.296252 nChanged 14 SP:Iteration 2F (814.009370 sec): 3 clusters Score: Raw -21298.072608 + Penalty 1775.745337 = -19522.327271 nChanged 4 SP:Iteration 3Q (814.041651 sec): 3 clusters Score: Raw -21311.951800 + Penalty 1775.745337 = -19536.206464 nChanged 3 SP:Iteration 4Q (814.086858 sec): 3 clusters Score: Raw -21326.316530 + Penalty 1775.745337 = -19550.571194 nChanged 1 SP:Iteration 5Q (814.120483 sec): 3 clusters Score: Raw -21341.365648 + Penalty 1775.745337 = -19565.620312 nChanged 1 SP:Iteration 6Q (814.154054 sec): 3 clusters Score: Raw -21345.447525 + Penalty 1775.745337 = -19569.702189 nChanged 0 SP:Iteration 7F (814.187733 sec): 3 clusters Score: Raw -21345.447525 + Penalty 1775.745337 = -19569.702189 nChanged 0 Trying to split cluster 4 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (814.212951 sec): 2 clusters Score: Raw -52962.638137 + Penalty 1005.926253 = -51956.711883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (814.252097 sec): 3 clusters Score: Raw -52908.155766 + Penalty 2011.852507 = -50896.303259 nChanged 116 SP:Iteration 1F (814.287133 sec): 3 clusters Score: Raw -53041.368653 + Penalty 2011.852507 = -51029.516146 nChanged 34 SP:Iteration 2F (814.335242 sec): 3 clusters Score: Raw -53117.942904 + Penalty 2011.852507 = -51106.090397 nChanged 24 SP:Iteration 3Q (814.370400 sec): 3 clusters Score: Raw -53152.005565 + Penalty 2011.852507 = -51140.153059 nChanged 13 SP:Iteration 4Q (814.401706 sec): 3 clusters Score: Raw -53163.377546 + Penalty 2011.852507 = -51151.525039 nChanged 4 SP:Iteration 5Q (814.435176 sec): 3 clusters Score: Raw -53166.575166 + Penalty 2011.852507 = -51154.722659 nChanged 3 SP:Iteration 6Q (814.466744 sec): 3 clusters Score: Raw -53170.610921 + Penalty 2011.852507 = -51158.758414 nChanged 3 SP:Iteration 7Q (814.510531 sec): 3 clusters Score: Raw -53174.438269 + Penalty 2011.852507 = -51162.585762 nChanged 2 SP:Iteration 8Q (814.543681 sec): 3 clusters Score: Raw -53177.455643 + Penalty 2011.852507 = -51165.603136 nChanged 4 SP:Iteration 9Q (814.593312 sec): 3 clusters Score: Raw -53182.697505 + Penalty 2011.852507 = -51170.844998 nChanged 1 SP:Iteration 10Q (814.633633 sec): 3 clusters Score: Raw -53183.241801 + Penalty 2011.852507 = -51171.389294 nChanged 0 SP:Iteration 11F (814.678286 sec): 3 clusters Score: Raw -53183.241801 + Penalty 2011.852507 = -51171.389294 nChanged 0 Trying to split cluster 5 (11400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (814.709292 sec): 2 clusters Score: Raw -1346044.122341 + Penalty 1517.972403 = -1344526.149938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (814.767731 sec): 3 clusters Score: Raw -1339564.307186 + Penalty 3035.944806 = -1336528.362380 nChanged 4976 SP:Iteration 1F (814.837021 sec): 3 clusters Score: Raw -1342303.437766 + Penalty 3035.944806 = -1339267.492960 nChanged 727 SP:Iteration 2F (814.890444 sec): 3 clusters Score: Raw -1342673.476820 + Penalty 3035.944806 = -1339637.532013 nChanged 672 SP:Iteration 3F (814.953490 sec): 3 clusters Score: Raw -1343016.045962 + Penalty 3035.944806 = -1339980.101156 nChanged 637 SP:Iteration 4F (815.017799 sec): 3 clusters Score: Raw -1343376.195744 + Penalty 3035.944806 = -1340340.250938 nChanged 634 SP:Iteration 5F (815.059613 sec): 3 clusters Score: Raw -1343771.856439 + Penalty 3035.944806 = -1340735.911632 nChanged 637 SP:Iteration 6F (815.117007 sec): 3 clusters Score: Raw -1344244.558441 + Penalty 3035.944806 = -1341208.613635 nChanged 641 SP:Iteration 7F (815.181807 sec): 3 clusters Score: Raw -1344722.039062 + Penalty 3035.944806 = -1341686.094256 nChanged 593 SP:Iteration 8F (815.233694 sec): 3 clusters Score: Raw -1345174.567632 + Penalty 3035.944806 = -1342138.622825 nChanged 471 SP:Iteration 9Q (815.296392 sec): 3 clusters Score: Raw -1345486.055413 + Penalty 3035.944806 = -1342450.110607 nChanged 330 SP:Iteration 10Q (815.363111 sec): 3 clusters Score: Raw -1345664.053869 + Penalty 3035.944806 = -1342628.109063 nChanged 233 SP:Iteration 11Q (815.424004 sec): 3 clusters Score: Raw -1345795.964328 + Penalty 3035.944806 = -1342760.019522 nChanged 181 SP:Iteration 12Q (815.492136 sec): 3 clusters Score: Raw -1345878.606442 + Penalty 3035.944806 = -1342842.661636 nChanged 135 SP:Iteration 13Q (815.537613 sec): 3 clusters Score: Raw -1345936.106810 + Penalty 3035.944806 = -1342900.162004 nChanged 113 SP:Iteration 14Q (815.607380 sec): 3 clusters Score: Raw -1345991.982203 + Penalty 3035.944806 = -1342956.037397 nChanged 94 SP:Iteration 15Q (815.657370 sec): 3 clusters Score: Raw -1346030.455373 + Penalty 3035.944806 = -1342994.510567 nChanged 81 SP:Iteration 16Q (815.724633 sec): 3 clusters Score: Raw -1346058.423555 + Penalty 3035.944806 = -1343022.478749 nChanged 71 SP:Iteration 17Q (815.775976 sec): 3 clusters Score: Raw -1346082.529641 + Penalty 3035.944806 = -1343046.584834 nChanged 55 SP:Iteration 18Q (815.840924 sec): 3 clusters Score: Raw -1346099.803893 + Penalty 3035.944806 = -1343063.859087 nChanged 46 SP:Iteration 19Q (815.896419 sec): 3 clusters Score: Raw -1346110.642104 + Penalty 3035.944806 = -1343074.697298 nChanged 43 SP:Iteration 20F (815.942870 sec): 3 clusters Score: Raw -1346121.957257 + Penalty 3035.944806 = -1343086.012450 nChanged 45 SP:Iteration 21Q (816.002226 sec): 3 clusters Score: Raw -1346135.015176 + Penalty 3035.944806 = -1343099.070370 nChanged 37 SP:Iteration 22Q (816.072041 sec): 3 clusters Score: Raw -1346147.699769 + Penalty 3035.944806 = -1343111.754963 nChanged 43 SP:Iteration 23Q (816.135935 sec): 3 clusters Score: Raw -1346161.156257 + Penalty 3035.944806 = -1343125.211451 nChanged 40 SP:Iteration 24Q (816.194628 sec): 3 clusters Score: Raw -1346175.801135 + Penalty 3035.944806 = -1343139.856329 nChanged 39 SP:Iteration 25Q (816.253560 sec): 3 clusters Score: Raw -1346189.792956 + Penalty 3035.944806 = -1343153.848150 nChanged 37 SP:Iteration 26Q (816.317827 sec): 3 clusters Score: Raw -1346200.686456 + Penalty 3035.944806 = -1343164.741650 nChanged 38 SP:Iteration 27Q (816.360671 sec): 3 clusters Score: Raw -1346213.320154 + Penalty 3035.944806 = -1343177.375347 nChanged 31 SP:Iteration 28Q (816.415216 sec): 3 clusters Score: Raw -1346222.584824 + Penalty 3035.944806 = -1343186.640017 nChanged 33 SP:Iteration 29Q (816.485976 sec): 3 clusters Score: Raw -1346232.259860 + Penalty 3035.944806 = -1343196.315053 nChanged 31 SP:Iteration 30Q (816.532656 sec): 3 clusters Score: Raw -1346242.751521 + Penalty 3035.944806 = -1343206.806715 nChanged 38 SP:Iteration 31Q (816.598520 sec): 3 clusters Score: Raw -1346254.277706 + Penalty 3035.944806 = -1343218.332900 nChanged 34 SP:Iteration 32Q (816.654704 sec): 3 clusters Score: Raw -1346264.538858 + Penalty 3035.944806 = -1343228.594052 nChanged 31 SP:Iteration 33Q (816.712945 sec): 3 clusters Score: Raw -1346272.863572 + Penalty 3035.944806 = -1343236.918766 nChanged 17 SP:Iteration 34Q (816.763870 sec): 3 clusters Score: Raw -1346277.086942 + Penalty 3035.944806 = -1343241.142136 nChanged 9 SP:Iteration 35Q (816.812815 sec): 3 clusters Score: Raw -1346279.150317 + Penalty 3035.944806 = -1343243.205511 nChanged 9 SP:Iteration 36Q (816.874966 sec): 3 clusters Score: Raw -1346281.516967 + Penalty 3035.944806 = -1343245.572161 nChanged 8 SP:Iteration 37Q (816.938417 sec): 3 clusters Score: Raw -1346283.554910 + Penalty 3035.944806 = -1343247.610104 nChanged 8 SP:Iteration 38Q (816.988997 sec): 3 clusters Score: Raw -1346285.493042 + Penalty 3035.944806 = -1343249.548235 nChanged 10 SP:Iteration 39Q (817.037840 sec): 3 clusters Score: Raw -1346289.309336 + Penalty 3035.944806 = -1343253.364530 nChanged 15 SP:Iteration 40F (817.100769 sec): 3 clusters Score: Raw -1346294.883513 + Penalty 3035.944806 = -1343258.938707 nChanged 16 SP:Iteration 41Q (817.157657 sec): 3 clusters Score: Raw -1346299.522521 + Penalty 3035.944806 = -1343263.577715 nChanged 17 SP:Iteration 42Q (817.224905 sec): 3 clusters Score: Raw -1346304.773090 + Penalty 3035.944806 = -1343268.828284 nChanged 16 SP:Iteration 43Q (817.267615 sec): 3 clusters Score: Raw -1346309.329320 + Penalty 3035.944806 = -1343273.384514 nChanged 20 SP:Iteration 44Q (817.323926 sec): 3 clusters Score: Raw -1346316.430273 + Penalty 3035.944806 = -1343280.485467 nChanged 23 SP:Iteration 45Q (817.381284 sec): 3 clusters Score: Raw -1346325.171935 + Penalty 3035.944806 = -1343289.227129 nChanged 18 SP:Iteration 46Q (817.443713 sec): 3 clusters Score: Raw -1346334.363074 + Penalty 3035.944806 = -1343298.418268 nChanged 18 SP:Iteration 47Q (817.499184 sec): 3 clusters Score: Raw -1346341.119065 + Penalty 3035.944806 = -1343305.174259 nChanged 14 SP:Iteration 48Q (817.557050 sec): 3 clusters Score: Raw -1346346.260520 + Penalty 3035.944806 = -1343310.315713 nChanged 12 SP:Iteration 49Q (817.616175 sec): 3 clusters Score: Raw -1346351.283683 + Penalty 3035.944806 = -1343315.338877 nChanged 16 SP:Iteration 50Q (817.673188 sec): 3 clusters Score: Raw -1346355.670780 + Penalty 3035.944806 = -1343319.725974 nChanged 9 SP:Iteration 51Q (817.733247 sec): 3 clusters Score: Raw -1346358.307956 + Penalty 3035.944806 = -1343322.363150 nChanged 10 SP:Iteration 52Q (817.775500 sec): 3 clusters Score: Raw -1346360.956538 + Penalty 3035.944806 = -1343325.011732 nChanged 8 SP:Iteration 53Q (817.839402 sec): 3 clusters Score: Raw -1346363.739795 + Penalty 3035.944806 = -1343327.794989 nChanged 8 SP:Iteration 54Q (817.895115 sec): 3 clusters Score: Raw -1346365.555217 + Penalty 3035.944806 = -1343329.610411 nChanged 7 SP:Iteration 55Q (817.950201 sec): 3 clusters Score: Raw -1346366.673238 + Penalty 3035.944806 = -1343330.728432 nChanged 3 SP:Iteration 56Q (817.999405 sec): 3 clusters Score: Raw -1346367.253642 + Penalty 3035.944806 = -1343331.308836 nChanged 3 SP:Iteration 57Q (818.057281 sec): 3 clusters Score: Raw -1346367.830785 + Penalty 3035.944806 = -1343331.885979 nChanged 2 SP:Iteration 58Q (818.121557 sec): 3 clusters Score: Raw -1346368.502487 + Penalty 3035.944806 = -1343332.557681 nChanged 1 SP:Iteration 59Q (818.187514 sec): 3 clusters Score: Raw -1346368.932121 + Penalty 3035.944806 = -1343332.987314 nChanged 3 SP:Iteration 60F (818.238277 sec): 3 clusters Score: Raw -1346369.757079 + Penalty 3035.944806 = -1343333.812273 nChanged 4 SP:Iteration 61Q (818.290259 sec): 3 clusters Score: Raw -1346370.583948 + Penalty 3035.944806 = -1343334.639142 nChanged 4 SP:Iteration 62Q (818.357431 sec): 3 clusters Score: Raw -1346371.528830 + Penalty 3035.944806 = -1343335.584023 nChanged 3 SP:Iteration 63Q (818.415620 sec): 3 clusters Score: Raw -1346372.040768 + Penalty 3035.944806 = -1343336.095962 nChanged 1 SP:Iteration 64Q (818.457268 sec): 3 clusters Score: Raw -1346372.280880 + Penalty 3035.944806 = -1343336.336073 nChanged 0 SP:Iteration 65F (818.516384 sec): 3 clusters Score: Raw -1346372.280880 + Penalty 3035.944806 = -1343336.336073 nChanged 0 Trying to split cluster 6 (7638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (818.554695 sec): 2 clusters Score: Raw -934992.506737 + Penalty 1452.894799 = -933539.611939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (818.598021 sec): 3 clusters Score: Raw -930811.386089 + Penalty 2905.789597 = -927905.596492 nChanged 3182 SP:Iteration 1F (818.656114 sec): 3 clusters Score: Raw -932480.291588 + Penalty 2905.789597 = -929574.501991 nChanged 548 SP:Iteration 2F (818.709352 sec): 3 clusters Score: Raw -932747.207351 + Penalty 2905.789597 = -929841.417754 nChanged 434 SP:Iteration 3F (818.772225 sec): 3 clusters Score: Raw -932966.320167 + Penalty 2905.789597 = -930060.530570 nChanged 388 SP:Iteration 4F (818.814789 sec): 3 clusters Score: Raw -933162.228262 + Penalty 2905.789597 = -930256.438665 nChanged 352 SP:Iteration 5Q (818.864461 sec): 3 clusters Score: Raw -933339.586209 + Penalty 2905.789597 = -930433.796611 nChanged 330 SP:Iteration 6Q (818.923083 sec): 3 clusters Score: Raw -933529.298442 + Penalty 2905.789597 = -930623.508845 nChanged 330 SP:Iteration 7Q (818.967423 sec): 3 clusters Score: Raw -933729.383675 + Penalty 2905.789597 = -930823.594078 nChanged 306 SP:Iteration 8Q (819.035163 sec): 3 clusters Score: Raw -933903.482177 + Penalty 2905.789597 = -930997.692580 nChanged 266 SP:Iteration 9Q (819.080493 sec): 3 clusters Score: Raw -934042.537569 + Penalty 2905.789597 = -931136.747972 nChanged 251 SP:Iteration 10Q (819.137580 sec): 3 clusters Score: Raw -934161.419999 + Penalty 2905.789597 = -931255.630402 nChanged 210 SP:Iteration 11Q (819.188549 sec): 3 clusters Score: Raw -934264.747516 + Penalty 2905.789597 = -931358.957919 nChanged 191 SP:Iteration 12Q (819.247669 sec): 3 clusters Score: Raw -934354.641508 + Penalty 2905.789597 = -931448.851911 nChanged 155 SP:Iteration 13Q (819.307598 sec): 3 clusters Score: Raw -934416.697494 + Penalty 2905.789597 = -931510.907897 nChanged 150 SP:Iteration 14Q (819.355020 sec): 3 clusters Score: Raw -934482.396178 + Penalty 2905.789597 = -931576.606581 nChanged 137 SP:Iteration 15Q (819.401220 sec): 3 clusters Score: Raw -934543.243842 + Penalty 2905.789597 = -931637.454245 nChanged 124 SP:Iteration 16Q (819.457620 sec): 3 clusters Score: Raw -934602.435608 + Penalty 2905.789597 = -931696.646011 nChanged 130 SP:Iteration 17Q (819.515099 sec): 3 clusters Score: Raw -934667.974366 + Penalty 2905.789597 = -931762.184769 nChanged 126 SP:Iteration 18Q (819.565938 sec): 3 clusters Score: Raw -934722.079316 + Penalty 2905.789597 = -931816.289719 nChanged 120 SP:Iteration 19Q (819.616317 sec): 3 clusters Score: Raw -934779.177780 + Penalty 2905.789597 = -931873.388183 nChanged 110 SP:Iteration 20F (819.670454 sec): 3 clusters Score: Raw -934829.232257 + Penalty 2905.789597 = -931923.442660 nChanged 93 SP:Iteration 21Q (819.731111 sec): 3 clusters Score: Raw -934873.102351 + Penalty 2905.789597 = -931967.312754 nChanged 92 SP:Iteration 22Q (819.782493 sec): 3 clusters Score: Raw -934910.587272 + Penalty 2905.789597 = -932004.797675 nChanged 78 SP:Iteration 23Q (819.844691 sec): 3 clusters Score: Raw -934943.025242 + Penalty 2905.789597 = -932037.235645 nChanged 68 SP:Iteration 24Q (819.892396 sec): 3 clusters Score: Raw -934967.174831 + Penalty 2905.789597 = -932061.385234 nChanged 59 SP:Iteration 25Q (819.954129 sec): 3 clusters Score: Raw -934989.307434 + Penalty 2905.789597 = -932083.517837 nChanged 53 SP:Iteration 26Q (819.995443 sec): 3 clusters Score: Raw -935007.133431 + Penalty 2905.789597 = -932101.343834 nChanged 49 SP:Iteration 27Q (820.046064 sec): 3 clusters Score: Raw -935025.093256 + Penalty 2905.789597 = -932119.303659 nChanged 49 SP:Iteration 28Q (820.088612 sec): 3 clusters Score: Raw -935041.438624 + Penalty 2905.789597 = -932135.649027 nChanged 52 SP:Iteration 29Q (820.136619 sec): 3 clusters Score: Raw -935061.979553 + Penalty 2905.789597 = -932156.189956 nChanged 50 SP:Iteration 30Q (820.188566 sec): 3 clusters Score: Raw -935082.245272 + Penalty 2905.789597 = -932176.455675 nChanged 46 SP:Iteration 31Q (820.232866 sec): 3 clusters Score: Raw -935102.696169 + Penalty 2905.789597 = -932196.906572 nChanged 51 SP:Iteration 32Q (820.275636 sec): 3 clusters Score: Raw -935122.689889 + Penalty 2905.789597 = -932216.900292 nChanged 40 SP:Iteration 33Q (820.333445 sec): 3 clusters Score: Raw -935135.979392 + Penalty 2905.789597 = -932230.189794 nChanged 40 SP:Iteration 34Q (820.381409 sec): 3 clusters Score: Raw -935150.385607 + Penalty 2905.789597 = -932244.596010 nChanged 32 SP:Iteration 35Q (820.430610 sec): 3 clusters Score: Raw -935161.070495 + Penalty 2905.789597 = -932255.280898 nChanged 29 SP:Iteration 36Q (820.489903 sec): 3 clusters Score: Raw -935173.658778 + Penalty 2905.789597 = -932267.869181 nChanged 31 SP:Iteration 37Q (820.522727 sec): 3 clusters Score: Raw -935187.243795 + Penalty 2905.789597 = -932281.454198 nChanged 29 SP:Iteration 38Q (820.584013 sec): 3 clusters Score: Raw -935200.845783 + Penalty 2905.789597 = -932295.056186 nChanged 28 SP:Iteration 39Q (820.645585 sec): 3 clusters Score: Raw -935211.813920 + Penalty 2905.789597 = -932306.024323 nChanged 25 SP:Iteration 40F (820.693816 sec): 3 clusters Score: Raw -935220.863373 + Penalty 2905.789597 = -932315.073776 nChanged 18 SP:Iteration 41Q (820.741715 sec): 3 clusters Score: Raw -935229.939250 + Penalty 2905.789597 = -932324.149653 nChanged 24 SP:Iteration 42Q (820.796045 sec): 3 clusters Score: Raw -935241.138368 + Penalty 2905.789597 = -932335.348771 nChanged 25 SP:Iteration 43Q (820.836613 sec): 3 clusters Score: Raw -935251.145717 + Penalty 2905.789597 = -932345.356120 nChanged 22 SP:Iteration 44Q (820.899200 sec): 3 clusters Score: Raw -935260.635498 + Penalty 2905.789597 = -932354.845901 nChanged 16 SP:Iteration 45Q (820.932042 sec): 3 clusters Score: Raw -935267.813959 + Penalty 2905.789597 = -932362.024362 nChanged 14 SP:Iteration 46Q (820.984757 sec): 3 clusters Score: Raw -935275.640016 + Penalty 2905.789597 = -932369.850419 nChanged 16 SP:Iteration 47Q (821.042751 sec): 3 clusters Score: Raw -935284.743136 + Penalty 2905.789597 = -932378.953539 nChanged 18 SP:Iteration 48Q (821.101333 sec): 3 clusters Score: Raw -935291.866222 + Penalty 2905.789597 = -932386.076625 nChanged 14 SP:Iteration 49Q (821.147904 sec): 3 clusters Score: Raw -935297.337806 + Penalty 2905.789597 = -932391.548209 nChanged 19 SP:Iteration 50Q (821.193725 sec): 3 clusters Score: Raw -935308.477592 + Penalty 2905.789597 = -932402.687995 nChanged 20 SP:Iteration 51Q (821.242433 sec): 3 clusters Score: Raw -935319.742803 + Penalty 2905.789597 = -932413.953206 nChanged 13 SP:Iteration 52Q (821.301134 sec): 3 clusters Score: Raw -935325.282797 + Penalty 2905.789597 = -932419.493200 nChanged 12 SP:Iteration 53Q (821.350059 sec): 3 clusters Score: Raw -935332.519298 + Penalty 2905.789597 = -932426.729701 nChanged 15 SP:Iteration 54Q (821.413856 sec): 3 clusters Score: Raw -935339.662436 + Penalty 2905.789597 = -932433.872839 nChanged 8 SP:Iteration 55Q (821.472093 sec): 3 clusters Score: Raw -935342.474973 + Penalty 2905.789597 = -932436.685376 nChanged 9 SP:Iteration 56Q (821.516287 sec): 3 clusters Score: Raw -935345.124078 + Penalty 2905.789597 = -932439.334481 nChanged 6 SP:Iteration 57Q (821.563848 sec): 3 clusters Score: Raw -935348.453922 + Penalty 2905.789597 = -932442.664325 nChanged 9 SP:Iteration 58Q (821.611598 sec): 3 clusters Score: Raw -935355.752950 + Penalty 2905.789597 = -932449.963353 nChanged 14 SP:Iteration 59Q (821.658745 sec): 3 clusters Score: Raw -935365.575855 + Penalty 2905.789597 = -932459.786258 nChanged 11 SP:Iteration 60F (821.710345 sec): 3 clusters Score: Raw -935371.046909 + Penalty 2905.789597 = -932465.257312 nChanged 8 SP:Iteration 61Q (821.764028 sec): 3 clusters Score: Raw -935375.284549 + Penalty 2905.789597 = -932469.494952 nChanged 9 SP:Iteration 62Q (821.811855 sec): 3 clusters Score: Raw -935379.049895 + Penalty 2905.789597 = -932473.260298 nChanged 8 SP:Iteration 63Q (821.860473 sec): 3 clusters Score: Raw -935382.162963 + Penalty 2905.789597 = -932476.373366 nChanged 7 SP:Iteration 64Q (821.897108 sec): 3 clusters Score: Raw -935385.393499 + Penalty 2905.789597 = -932479.603902 nChanged 8 SP:Iteration 65Q (821.942735 sec): 3 clusters Score: Raw -935388.439234 + Penalty 2905.789597 = -932482.649637 nChanged 3 SP:Iteration 66Q (821.996331 sec): 3 clusters Score: Raw -935389.711192 + Penalty 2905.789597 = -932483.921595 nChanged 3 SP:Iteration 67Q (822.048256 sec): 3 clusters Score: Raw -935391.300614 + Penalty 2905.789597 = -932485.511017 nChanged 2 SP:Iteration 68Q (822.096308 sec): 3 clusters Score: Raw -935393.224128 + Penalty 2905.789597 = -932487.434531 nChanged 2 SP:Iteration 69Q (822.151604 sec): 3 clusters Score: Raw -935394.283309 + Penalty 2905.789597 = -932488.493712 nChanged 4 SP:Iteration 70Q (822.209173 sec): 3 clusters Score: Raw -935396.521829 + Penalty 2905.789597 = -932490.732232 nChanged 4 SP:Iteration 71Q (822.261088 sec): 3 clusters Score: Raw -935398.662224 + Penalty 2905.789597 = -932492.872627 nChanged 2 SP:Iteration 72Q (822.310445 sec): 3 clusters Score: Raw -935398.987153 + Penalty 2905.789597 = -932493.197556 nChanged 1 SP:Iteration 73Q (822.365779 sec): 3 clusters Score: Raw -935399.182905 + Penalty 2905.789597 = -932493.393308 nChanged 1 SP:Iteration 74Q (822.412003 sec): 3 clusters Score: Raw -935399.617751 + Penalty 2905.789597 = -932493.828154 nChanged 1 SP:Iteration 75Q (822.467327 sec): 3 clusters Score: Raw -935400.093355 + Penalty 2905.789597 = -932494.303758 nChanged 0 SP:Iteration 76F (822.513989 sec): 3 clusters Score: Raw -935400.093355 + Penalty 2905.789597 = -932494.303758 nChanged 0 Trying to split cluster 7 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (822.541556 sec): 2 clusters Score: Raw -29678.744684 + Penalty 927.944390 = -28750.800294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (822.565106 sec): 3 clusters Score: Raw -29755.223935 + Penalty 1855.888781 = -27899.335155 nChanged 55 SP:Iteration 1F (822.603599 sec): 3 clusters Score: Raw -29901.659549 + Penalty 1855.888781 = -28045.770768 nChanged 17 SP:Iteration 2F (822.644840 sec): 3 clusters Score: Raw -29986.413161 + Penalty 1855.888781 = -28130.524381 nChanged 3 SP:Iteration 3Q (822.692476 sec): 3 clusters Score: Raw -29996.748199 + Penalty 1855.888781 = -28140.859418 nChanged 0 SP:Iteration 4F (822.736882 sec): 3 clusters Score: Raw -29996.748199 + Penalty 1855.888781 = -28140.859418 nChanged 0 Trying to split cluster 8 (66179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (822.849352 sec): 2 clusters Score: Raw -8090493.927027 + Penalty 1803.769252 = -8088690.157775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (823.001679 sec): 3 clusters Score: Raw -8047996.367128 + Penalty 3607.538503 = -8044388.828625 nChanged 31209 SP:Iteration 1F (823.139103 sec): 3 clusters Score: Raw -8066012.904619 + Penalty 3607.538503 = -8062405.366116 nChanged 2629 SP:Iteration 2Q (823.295100 sec): 3 clusters Score: Raw -8066848.444923 + Penalty 3607.538503 = -8063240.906420 nChanged 2852 SP:Iteration 3Q (823.450452 sec): 3 clusters Score: Raw -8067922.672849 + Penalty 3607.538503 = -8064315.134346 nChanged 3238 SP:Iteration 4Q (823.594376 sec): 3 clusters Score: Raw -8069425.600343 + Penalty 3607.538503 = -8065818.061840 nChanged 3736 SP:Iteration 5F (823.736122 sec): 3 clusters Score: Raw -8071528.324044 + Penalty 3607.538503 = -8067920.785541 nChanged 4225 SP:Iteration 6F (823.890460 sec): 3 clusters Score: Raw -8074299.789502 + Penalty 3607.538503 = -8070692.250998 nChanged 4493 SP:Iteration 7F (824.053535 sec): 3 clusters Score: Raw -8077635.084818 + Penalty 3607.538503 = -8074027.546314 nChanged 4209 SP:Iteration 8F (824.214879 sec): 3 clusters Score: Raw -8080932.886155 + Penalty 3607.538503 = -8077325.347652 nChanged 3474 SP:Iteration 9F (824.367162 sec): 3 clusters Score: Raw -8083344.490518 + Penalty 3607.538503 = -8079736.952015 nChanged 2554 SP:Iteration 10Q (824.507882 sec): 3 clusters Score: Raw -8084699.393551 + Penalty 3607.538503 = -8081091.855048 nChanged 1735 SP:Iteration 11Q (824.668323 sec): 3 clusters Score: Raw -8085427.781772 + Penalty 3607.538503 = -8081820.243269 nChanged 1308 SP:Iteration 12Q (824.823108 sec): 3 clusters Score: Raw -8085892.338903 + Penalty 3607.538503 = -8082284.800400 nChanged 1074 SP:Iteration 13Q (824.979430 sec): 3 clusters Score: Raw -8086243.510086 + Penalty 3607.538503 = -8082635.971583 nChanged 993 SP:Iteration 14Q (825.130838 sec): 3 clusters Score: Raw -8086554.743324 + Penalty 3607.538503 = -8082947.204821 nChanged 973 SP:Iteration 15Q (825.277865 sec): 3 clusters Score: Raw -8086858.599364 + Penalty 3607.538503 = -8083251.060861 nChanged 958 SP:Iteration 16Q (825.425071 sec): 3 clusters Score: Raw -8087155.885679 + Penalty 3607.538503 = -8083548.347176 nChanged 891 SP:Iteration 17Q (825.569989 sec): 3 clusters Score: Raw -8087428.962761 + Penalty 3607.538503 = -8083821.424258 nChanged 897 SP:Iteration 18Q (825.707567 sec): 3 clusters Score: Raw -8087715.998552 + Penalty 3607.538503 = -8084108.460049 nChanged 868 SP:Iteration 19Q (825.858974 sec): 3 clusters Score: Raw -8087991.086683 + Penalty 3607.538503 = -8084383.548180 nChanged 824 SP:Iteration 20F (825.995696 sec): 3 clusters Score: Raw -8088261.761665 + Penalty 3607.538503 = -8084654.223162 nChanged 828 SP:Iteration 21Q (826.137364 sec): 3 clusters Score: Raw -8088539.007700 + Penalty 3607.538503 = -8084931.469197 nChanged 786 SP:Iteration 22Q (826.290134 sec): 3 clusters Score: Raw -8088804.037076 + Penalty 3607.538503 = -8085196.498573 nChanged 723 SP:Iteration 23Q (826.428909 sec): 3 clusters Score: Raw -8089043.403814 + Penalty 3607.538503 = -8085435.865311 nChanged 658 SP:Iteration 24Q (826.564307 sec): 3 clusters Score: Raw -8089257.562611 + Penalty 3607.538503 = -8085650.024108 nChanged 601 SP:Iteration 25Q (826.711405 sec): 3 clusters Score: Raw -8089442.775348 + Penalty 3607.538503 = -8085835.236844 nChanged 532 SP:Iteration 26Q (826.839813 sec): 3 clusters Score: Raw -8089613.965615 + Penalty 3607.538503 = -8086006.427112 nChanged 493 SP:Iteration 27Q (826.973353 sec): 3 clusters Score: Raw -8089782.335300 + Penalty 3607.538503 = -8086174.796797 nChanged 440 SP:Iteration 28Q (827.117478 sec): 3 clusters Score: Raw -8089931.725249 + Penalty 3607.538503 = -8086324.186746 nChanged 403 SP:Iteration 29Q (827.237584 sec): 3 clusters Score: Raw -8090059.885611 + Penalty 3607.538503 = -8086452.347108 nChanged 364 SP:Iteration 30Q (827.375774 sec): 3 clusters Score: Raw -8090178.263911 + Penalty 3607.538503 = -8086570.725408 nChanged 327 SP:Iteration 31Q (827.503868 sec): 3 clusters Score: Raw -8090284.866328 + Penalty 3607.538503 = -8086677.327825 nChanged 286 SP:Iteration 32Q (827.651061 sec): 3 clusters Score: Raw -8090384.125924 + Penalty 3607.538503 = -8086776.587421 nChanged 246 SP:Iteration 33Q (827.790015 sec): 3 clusters Score: Raw -8090465.281097 + Penalty 3607.538503 = -8086857.742594 nChanged 227 SP:Iteration 34Q (827.925997 sec): 3 clusters Score: Raw -8090537.758397 + Penalty 3607.538503 = -8086930.219894 nChanged 199 SP:Iteration 35Q (828.054218 sec): 3 clusters Score: Raw -8090605.139241 + Penalty 3607.538503 = -8086997.600738 nChanged 156 SP:Iteration 36Q (828.202447 sec): 3 clusters Score: Raw -8090655.939164 + Penalty 3607.538503 = -8087048.400661 nChanged 131 SP:Iteration 37Q (828.351050 sec): 3 clusters Score: Raw -8090691.997475 + Penalty 3607.538503 = -8087084.458972 nChanged 106 SP:Iteration 38Q (828.487285 sec): 3 clusters Score: Raw -8090720.700037 + Penalty 3607.538503 = -8087113.161534 nChanged 90 SP:Iteration 39Q (828.627362 sec): 3 clusters Score: Raw -8090743.449054 + Penalty 3607.538503 = -8087135.910551 nChanged 66 SP:Iteration 40F (828.774339 sec): 3 clusters Score: Raw -8090760.003943 + Penalty 3607.538503 = -8087152.465440 nChanged 74 SP:Iteration 41Q (828.909460 sec): 3 clusters Score: Raw -8090781.211437 + Penalty 3607.538503 = -8087173.672933 nChanged 74 SP:Iteration 42Q (829.035894 sec): 3 clusters Score: Raw -8090800.629393 + Penalty 3607.538503 = -8087193.090890 nChanged 59 SP:Iteration 43Q (829.155035 sec): 3 clusters Score: Raw -8090815.364110 + Penalty 3607.538503 = -8087207.825607 nChanged 58 SP:Iteration 44Q (829.293153 sec): 3 clusters Score: Raw -8090828.034062 + Penalty 3607.538503 = -8087220.495559 nChanged 49 SP:Iteration 45Q (829.416147 sec): 3 clusters Score: Raw -8090839.229273 + Penalty 3607.538503 = -8087231.690770 nChanged 42 SP:Iteration 46Q (829.533737 sec): 3 clusters Score: Raw -8090848.637702 + Penalty 3607.538503 = -8087241.099199 nChanged 42 SP:Iteration 47Q (829.679571 sec): 3 clusters Score: Raw -8090859.008415 + Penalty 3607.538503 = -8087251.469912 nChanged 36 SP:Iteration 48Q (829.803661 sec): 3 clusters Score: Raw -8090867.259396 + Penalty 3607.538503 = -8087259.720892 nChanged 32 SP:Iteration 49Q (829.929351 sec): 3 clusters Score: Raw -8090874.396145 + Penalty 3607.538503 = -8087266.857642 nChanged 32 SP:Iteration 50Q (830.059695 sec): 3 clusters Score: Raw -8090882.388055 + Penalty 3607.538503 = -8087274.849552 nChanged 32 SP:Iteration 51Q (830.192301 sec): 3 clusters Score: Raw -8090890.527204 + Penalty 3607.538503 = -8087282.988701 nChanged 31 SP:Iteration 52Q (830.324140 sec): 3 clusters Score: Raw -8090898.442139 + Penalty 3607.538503 = -8087290.903636 nChanged 35 SP:Iteration 53Q (830.429461 sec): 3 clusters Score: Raw -8090906.635845 + Penalty 3607.538503 = -8087299.097342 nChanged 26 SP:Iteration 54Q (830.559506 sec): 3 clusters Score: Raw -8090913.258229 + Penalty 3607.538503 = -8087305.719726 nChanged 17 SP:Iteration 55Q (830.690833 sec): 3 clusters Score: Raw -8090916.735973 + Penalty 3607.538503 = -8087309.197470 nChanged 11 SP:Iteration 56Q (830.827100 sec): 3 clusters Score: Raw -8090919.434755 + Penalty 3607.538503 = -8087311.896252 nChanged 11 SP:Iteration 57Q (830.938165 sec): 3 clusters Score: Raw -8090921.960787 + Penalty 3607.538503 = -8087314.422284 nChanged 9 SP:Iteration 58Q (831.065532 sec): 3 clusters Score: Raw -8090924.288283 + Penalty 3607.538503 = -8087316.749780 nChanged 15 SP:Iteration 59Q (831.207586 sec): 3 clusters Score: Raw -8090927.260079 + Penalty 3607.538503 = -8087319.721576 nChanged 8 SP:Iteration 60F (831.361200 sec): 3 clusters Score: Raw -8090929.092407 + Penalty 3607.538503 = -8087321.553904 nChanged 9 SP:Iteration 61Q (831.498511 sec): 3 clusters Score: Raw -8090931.389752 + Penalty 3607.538503 = -8087323.851249 nChanged 8 SP:Iteration 62Q (831.613031 sec): 3 clusters Score: Raw -8090933.136210 + Penalty 3607.538503 = -8087325.597707 nChanged 6 SP:Iteration 63Q (831.743647 sec): 3 clusters Score: Raw -8090934.549300 + Penalty 3607.538503 = -8087327.010797 nChanged 8 SP:Iteration 64Q (831.890003 sec): 3 clusters Score: Raw -8090935.833477 + Penalty 3607.538503 = -8087328.294974 nChanged 8 SP:Iteration 65Q (832.039738 sec): 3 clusters Score: Raw -8090937.283637 + Penalty 3607.538503 = -8087329.745134 nChanged 9 SP:Iteration 66Q (832.181136 sec): 3 clusters Score: Raw -8090939.562276 + Penalty 3607.538503 = -8087332.023773 nChanged 8 SP:Iteration 67Q (832.311690 sec): 3 clusters Score: Raw -8090940.998913 + Penalty 3607.538503 = -8087333.460410 nChanged 6 SP:Iteration 68Q (832.443878 sec): 3 clusters Score: Raw -8090942.393136 + Penalty 3607.538503 = -8087334.854633 nChanged 5 SP:Iteration 69Q (832.569198 sec): 3 clusters Score: Raw -8090943.486180 + Penalty 3607.538503 = -8087335.947677 nChanged 4 SP:Iteration 70Q (832.703137 sec): 3 clusters Score: Raw -8090943.896914 + Penalty 3607.538503 = -8087336.358411 nChanged 2 SP:Iteration 71Q (832.822691 sec): 3 clusters Score: Raw -8090944.334053 + Penalty 3607.538503 = -8087336.795550 nChanged 2 SP:Iteration 72Q (832.945441 sec): 3 clusters Score: Raw -8090944.691233 + Penalty 3607.538503 = -8087337.152730 nChanged 2 SP:Iteration 73Q (833.080104 sec): 3 clusters Score: Raw -8090944.939283 + Penalty 3607.538503 = -8087337.400779 nChanged 4 SP:Iteration 74Q (833.224354 sec): 3 clusters Score: Raw -8090945.999852 + Penalty 3607.538503 = -8087338.461348 nChanged 6 SP:Iteration 75Q (833.365518 sec): 3 clusters Score: Raw -8090947.091544 + Penalty 3607.538503 = -8087339.553040 nChanged 3 SP:Iteration 76Q (833.488958 sec): 3 clusters Score: Raw -8090947.616686 + Penalty 3607.538503 = -8087340.078182 nChanged 2 SP:Iteration 77Q (833.613330 sec): 3 clusters Score: Raw -8090948.219445 + Penalty 3607.538503 = -8087340.680942 nChanged 1 SP:Iteration 78Q (833.744468 sec): 3 clusters Score: Raw -8090948.292871 + Penalty 3607.538503 = -8087340.754367 nChanged 0 SP:Iteration 79F (833.888591 sec): 3 clusters Score: Raw -8090948.292871 + Penalty 3607.538503 = -8087340.754367 nChanged 0 Trying to split cluster 9 (15329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (833.932783 sec): 2 clusters Score: Raw -1807052.739545 + Penalty 1566.094032 = -1805486.645513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (833.999430 sec): 3 clusters Score: Raw -1798141.300283 + Penalty 3132.188065 = -1795009.112218 nChanged 6784 SP:Iteration 1F (834.061921 sec): 3 clusters Score: Raw -1801716.075382 + Penalty 3132.188065 = -1798583.887318 nChanged 812 SP:Iteration 2F (834.136397 sec): 3 clusters Score: Raw -1802040.402698 + Penalty 3132.188065 = -1798908.214633 nChanged 757 SP:Iteration 3Q (834.202682 sec): 3 clusters Score: Raw -1802383.547848 + Penalty 3132.188065 = -1799251.359784 nChanged 755 SP:Iteration 4Q (834.272906 sec): 3 clusters Score: Raw -1802745.147546 + Penalty 3132.188065 = -1799612.959481 nChanged 735 SP:Iteration 5Q (834.340139 sec): 3 clusters Score: Raw -1803148.827597 + Penalty 3132.188065 = -1800016.639532 nChanged 779 SP:Iteration 6F (834.409837 sec): 3 clusters Score: Raw -1803626.001994 + Penalty 3132.188065 = -1800493.813929 nChanged 799 SP:Iteration 7F (834.476566 sec): 3 clusters Score: Raw -1804180.356221 + Penalty 3132.188065 = -1801048.168156 nChanged 874 SP:Iteration 8F (834.539111 sec): 3 clusters Score: Raw -1804864.713129 + Penalty 3132.188065 = -1801732.525064 nChanged 954 SP:Iteration 9F (834.604684 sec): 3 clusters Score: Raw -1805606.617005 + Penalty 3132.188065 = -1802474.428940 nChanged 898 SP:Iteration 10F (834.675147 sec): 3 clusters Score: Raw -1806242.858306 + Penalty 3132.188065 = -1803110.670241 nChanged 784 SP:Iteration 11F (834.725578 sec): 3 clusters Score: Raw -1806722.801993 + Penalty 3132.188065 = -1803590.613929 nChanged 637 SP:Iteration 12Q (834.805866 sec): 3 clusters Score: Raw -1807077.989843 + Penalty 3132.188065 = -1803945.801779 nChanged 502 SP:Iteration 13Q (834.872813 sec): 3 clusters Score: Raw -1807340.585251 + Penalty 3132.188065 = -1804208.397186 nChanged 426 SP:Iteration 14Q (834.924435 sec): 3 clusters Score: Raw -1807545.256908 + Penalty 3132.188065 = -1804413.068844 nChanged 350 SP:Iteration 15Q (834.992969 sec): 3 clusters Score: Raw -1807674.288698 + Penalty 3132.188065 = -1804542.100633 nChanged 259 SP:Iteration 16Q (835.061823 sec): 3 clusters Score: Raw -1807749.298330 + Penalty 3132.188065 = -1804617.110265 nChanged 196 SP:Iteration 17Q (835.130920 sec): 3 clusters Score: Raw -1807798.736256 + Penalty 3132.188065 = -1804666.548192 nChanged 167 SP:Iteration 18Q (835.196175 sec): 3 clusters Score: Raw -1807838.233896 + Penalty 3132.188065 = -1804706.045831 nChanged 151 SP:Iteration 19Q (835.267658 sec): 3 clusters Score: Raw -1807869.857014 + Penalty 3132.188065 = -1804737.668949 nChanged 123 SP:Iteration 20F (835.328847 sec): 3 clusters Score: Raw -1807894.642119 + Penalty 3132.188065 = -1804762.454054 nChanged 108 SP:Iteration 21Q (835.401842 sec): 3 clusters Score: Raw -1807914.689710 + Penalty 3132.188065 = -1804782.501645 nChanged 82 SP:Iteration 22Q (835.473735 sec): 3 clusters Score: Raw -1807929.143095 + Penalty 3132.188065 = -1804796.955031 nChanged 80 SP:Iteration 23Q (835.533185 sec): 3 clusters Score: Raw -1807941.653995 + Penalty 3132.188065 = -1804809.465931 nChanged 59 SP:Iteration 24Q (835.601612 sec): 3 clusters Score: Raw -1807949.594493 + Penalty 3132.188065 = -1804817.406428 nChanged 47 SP:Iteration 25Q (835.678666 sec): 3 clusters Score: Raw -1807955.344511 + Penalty 3132.188065 = -1804823.156446 nChanged 45 SP:Iteration 26Q (835.739130 sec): 3 clusters Score: Raw -1807960.915765 + Penalty 3132.188065 = -1804828.727700 nChanged 39 SP:Iteration 27Q (835.808957 sec): 3 clusters Score: Raw -1807966.822752 + Penalty 3132.188065 = -1804834.634687 nChanged 48 SP:Iteration 28Q (835.890944 sec): 3 clusters Score: Raw -1807972.989617 + Penalty 3132.188065 = -1804840.801552 nChanged 39 SP:Iteration 29Q (835.952990 sec): 3 clusters Score: Raw -1807977.340510 + Penalty 3132.188065 = -1804845.152445 nChanged 32 SP:Iteration 30Q (836.013209 sec): 3 clusters Score: Raw -1807981.609273 + Penalty 3132.188065 = -1804849.421208 nChanged 38 SP:Iteration 31Q (836.082065 sec): 3 clusters Score: Raw -1807986.654758 + Penalty 3132.188065 = -1804854.466693 nChanged 39 SP:Iteration 32Q (836.149342 sec): 3 clusters Score: Raw -1807992.491262 + Penalty 3132.188065 = -1804860.303197 nChanged 33 SP:Iteration 33Q (836.213226 sec): 3 clusters Score: Raw -1807997.224933 + Penalty 3132.188065 = -1804865.036868 nChanged 30 SP:Iteration 34Q (836.284572 sec): 3 clusters Score: Raw -1808000.313913 + Penalty 3132.188065 = -1804868.125849 nChanged 28 SP:Iteration 35Q (836.353230 sec): 3 clusters Score: Raw -1808003.883919 + Penalty 3132.188065 = -1804871.695855 nChanged 37 SP:Iteration 36Q (836.419591 sec): 3 clusters Score: Raw -1808008.156101 + Penalty 3132.188065 = -1804875.968036 nChanged 31 SP:Iteration 37Q (836.485316 sec): 3 clusters Score: Raw -1808010.987431 + Penalty 3132.188065 = -1804878.799366 nChanged 19 SP:Iteration 38Q (836.554630 sec): 3 clusters Score: Raw -1808013.161607 + Penalty 3132.188065 = -1804880.973542 nChanged 20 SP:Iteration 39Q (836.621911 sec): 3 clusters Score: Raw -1808015.013306 + Penalty 3132.188065 = -1804882.825241 nChanged 20 SP:Iteration 40F (836.695774 sec): 3 clusters Score: Raw -1808017.042128 + Penalty 3132.188065 = -1804884.854063 nChanged 18 SP:Iteration 41Q (836.756984 sec): 3 clusters Score: Raw -1808018.597101 + Penalty 3132.188065 = -1804886.409036 nChanged 14 SP:Iteration 42Q (836.828148 sec): 3 clusters Score: Raw -1808019.998763 + Penalty 3132.188065 = -1804887.810698 nChanged 10 SP:Iteration 43Q (836.888462 sec): 3 clusters Score: Raw -1808020.920633 + Penalty 3132.188065 = -1804888.732568 nChanged 12 SP:Iteration 44Q (836.949198 sec): 3 clusters Score: Raw -1808021.798069 + Penalty 3132.188065 = -1804889.610005 nChanged 11 SP:Iteration 45Q (837.008929 sec): 3 clusters Score: Raw -1808022.559487 + Penalty 3132.188065 = -1804890.371422 nChanged 5 SP:Iteration 46Q (837.070101 sec): 3 clusters Score: Raw -1808023.086483 + Penalty 3132.188065 = -1804890.898418 nChanged 5 SP:Iteration 47Q (837.143730 sec): 3 clusters Score: Raw -1808023.368152 + Penalty 3132.188065 = -1804891.180087 nChanged 6 SP:Iteration 48Q (837.205080 sec): 3 clusters Score: Raw -1808024.099006 + Penalty 3132.188065 = -1804891.910941 nChanged 11 SP:Iteration 49Q (837.269537 sec): 3 clusters Score: Raw -1808025.027318 + Penalty 3132.188065 = -1804892.839254 nChanged 8 SP:Iteration 50Q (837.345471 sec): 3 clusters Score: Raw -1808025.621712 + Penalty 3132.188065 = -1804893.433647 nChanged 8 SP:Iteration 51Q (837.410713 sec): 3 clusters Score: Raw -1808026.265127 + Penalty 3132.188065 = -1804894.077062 nChanged 9 SP:Iteration 52Q (837.477003 sec): 3 clusters Score: Raw -1808026.973333 + Penalty 3132.188065 = -1804894.785268 nChanged 4 SP:Iteration 53Q (837.542057 sec): 3 clusters Score: Raw -1808027.287176 + Penalty 3132.188065 = -1804895.099111 nChanged 5 SP:Iteration 54Q (837.595334 sec): 3 clusters Score: Raw -1808027.639311 + Penalty 3132.188065 = -1804895.451247 nChanged 2 SP:Iteration 55Q (837.661045 sec): 3 clusters Score: Raw -1808027.775070 + Penalty 3132.188065 = -1804895.587005 nChanged 2 SP:Iteration 56Q (837.728496 sec): 3 clusters Score: Raw -1808027.920302 + Penalty 3132.188065 = -1804895.732237 nChanged 3 SP:Iteration 57Q (837.797923 sec): 3 clusters Score: Raw -1808028.151216 + Penalty 3132.188065 = -1804895.963151 nChanged 5 SP:Iteration 58Q (837.861068 sec): 3 clusters Score: Raw -1808028.506082 + Penalty 3132.188065 = -1804896.318017 nChanged 5 SP:Iteration 59Q (837.921980 sec): 3 clusters Score: Raw -1808028.938717 + Penalty 3132.188065 = -1804896.750652 nChanged 6 SP:Iteration 60F (837.997433 sec): 3 clusters Score: Raw -1808029.482161 + Penalty 3132.188065 = -1804897.294096 nChanged 8 SP:Iteration 61Q (838.063236 sec): 3 clusters Score: Raw -1808030.314021 + Penalty 3132.188065 = -1804898.125956 nChanged 9 SP:Iteration 62Q (838.130519 sec): 3 clusters Score: Raw -1808031.465150 + Penalty 3132.188065 = -1804899.277085 nChanged 10 SP:Iteration 63Q (838.206853 sec): 3 clusters Score: Raw -1808032.460015 + Penalty 3132.188065 = -1804900.271950 nChanged 4 SP:Iteration 64Q (838.273204 sec): 3 clusters Score: Raw -1808032.792642 + Penalty 3132.188065 = -1804900.604577 nChanged 5 SP:Iteration 65Q (838.333443 sec): 3 clusters Score: Raw -1808033.118573 + Penalty 3132.188065 = -1804900.930508 nChanged 4 SP:Iteration 66Q (838.410570 sec): 3 clusters Score: Raw -1808033.260226 + Penalty 3132.188065 = -1804901.072161 nChanged 3 SP:Iteration 67Q (838.471680 sec): 3 clusters Score: Raw -1808033.449465 + Penalty 3132.188065 = -1804901.261400 nChanged 3 SP:Iteration 68Q (838.535882 sec): 3 clusters Score: Raw -1808033.676718 + Penalty 3132.188065 = -1804901.488653 nChanged 2 SP:Iteration 69Q (838.598753 sec): 3 clusters Score: Raw -1808033.972583 + Penalty 3132.188065 = -1804901.784518 nChanged 5 SP:Iteration 70Q (838.672597 sec): 3 clusters Score: Raw -1808034.368079 + Penalty 3132.188065 = -1804902.180014 nChanged 5 SP:Iteration 71Q (838.728230 sec): 3 clusters Score: Raw -1808034.814915 + Penalty 3132.188065 = -1804902.626850 nChanged 5 SP:Iteration 72Q (838.785387 sec): 3 clusters Score: Raw -1808035.273395 + Penalty 3132.188065 = -1804903.085331 nChanged 4 SP:Iteration 73Q (838.859664 sec): 3 clusters Score: Raw -1808035.613119 + Penalty 3132.188065 = -1804903.425054 nChanged 4 SP:Iteration 74Q (838.926116 sec): 3 clusters Score: Raw -1808035.851897 + Penalty 3132.188065 = -1804903.663832 nChanged 6 SP:Iteration 75Q (838.986002 sec): 3 clusters Score: Raw -1808036.273424 + Penalty 3132.188065 = -1804904.085359 nChanged 6 SP:Iteration 76Q (839.053567 sec): 3 clusters Score: Raw -1808036.773554 + Penalty 3132.188065 = -1804904.585489 nChanged 8 SP:Iteration 77Q (839.140187 sec): 3 clusters Score: Raw -1808037.621069 + Penalty 3132.188065 = -1804905.433004 nChanged 6 SP:Iteration 78Q (839.206700 sec): 3 clusters Score: Raw -1808038.112933 + Penalty 3132.188065 = -1804905.924868 nChanged 9 SP:Iteration 79Q (839.272871 sec): 3 clusters Score: Raw -1808038.868173 + Penalty 3132.188065 = -1804906.680108 nChanged 6 SP:Iteration 80F (839.348242 sec): 3 clusters Score: Raw -1808039.279027 + Penalty 3132.188065 = -1804907.090962 nChanged 6 SP:Iteration 81Q (839.408801 sec): 3 clusters Score: Raw -1808040.169674 + Penalty 3132.188065 = -1804907.981609 nChanged 8 SP:Iteration 82Q (839.478041 sec): 3 clusters Score: Raw -1808041.010556 + Penalty 3132.188065 = -1804908.822491 nChanged 11 SP:Iteration 83Q (839.549618 sec): 3 clusters Score: Raw -1808041.811537 + Penalty 3132.188065 = -1804909.623472 nChanged 5 SP:Iteration 84Q (839.621893 sec): 3 clusters Score: Raw -1808042.344545 + Penalty 3132.188065 = -1804910.156480 nChanged 7 SP:Iteration 85Q (839.680054 sec): 3 clusters Score: Raw -1808043.031100 + Penalty 3132.188065 = -1804910.843036 nChanged 12 SP:Iteration 86Q (839.748916 sec): 3 clusters Score: Raw -1808044.179109 + Penalty 3132.188065 = -1804911.991044 nChanged 7 SP:Iteration 87Q (839.823677 sec): 3 clusters Score: Raw -1808044.726756 + Penalty 3132.188065 = -1804912.538691 nChanged 11 SP:Iteration 88Q (839.896248 sec): 3 clusters Score: Raw -1808046.082381 + Penalty 3132.188065 = -1804913.894316 nChanged 17 SP:Iteration 89Q (839.967019 sec): 3 clusters Score: Raw -1808047.566933 + Penalty 3132.188065 = -1804915.378868 nChanged 18 SP:Iteration 90Q (840.042821 sec): 3 clusters Score: Raw -1808049.603452 + Penalty 3132.188065 = -1804917.415387 nChanged 16 SP:Iteration 91Q (840.101902 sec): 3 clusters Score: Raw -1808052.009164 + Penalty 3132.188065 = -1804919.821099 nChanged 18 SP:Iteration 92Q (840.176859 sec): 3 clusters Score: Raw -1808053.883998 + Penalty 3132.188065 = -1804921.695933 nChanged 14 SP:Iteration 93Q (840.251217 sec): 3 clusters Score: Raw -1808054.973471 + Penalty 3132.188065 = -1804922.785407 nChanged 9 SP:Iteration 94Q (840.307595 sec): 3 clusters Score: Raw -1808055.795017 + Penalty 3132.188065 = -1804923.606953 nChanged 7 SP:Iteration 95Q (840.375054 sec): 3 clusters Score: Raw -1808056.545435 + Penalty 3132.188065 = -1804924.357370 nChanged 6 SP:Iteration 96Q (840.449596 sec): 3 clusters Score: Raw -1808057.140961 + Penalty 3132.188065 = -1804924.952896 nChanged 5 SP:Iteration 97Q (840.517947 sec): 3 clusters Score: Raw -1808057.535600 + Penalty 3132.188065 = -1804925.347535 nChanged 6 SP:Iteration 98Q (840.585806 sec): 3 clusters Score: Raw -1808058.026438 + Penalty 3132.188065 = -1804925.838373 nChanged 7 SP:Iteration 99Q (840.652038 sec): 3 clusters Score: Raw -1808058.655416 + Penalty 3132.188065 = -1804926.467351 nChanged 6 SP:Iteration 100F (840.727884 sec): 3 clusters Score: Raw -1808059.745179 + Penalty 3132.188065 = -1804927.557114 nChanged 12 SP:Iteration 101Q (840.785261 sec): 3 clusters Score: Raw -1808061.580514 + Penalty 3132.188065 = -1804929.392449 nChanged 14 SP:Iteration 102Q (840.850093 sec): 3 clusters Score: Raw -1808063.614980 + Penalty 3132.188065 = -1804931.426915 nChanged 11 SP:Iteration 103Q (840.921605 sec): 3 clusters Score: Raw -1808064.496353 + Penalty 3132.188065 = -1804932.308288 nChanged 9 SP:Iteration 104Q (840.982891 sec): 3 clusters Score: Raw -1808065.480684 + Penalty 3132.188065 = -1804933.292619 nChanged 11 SP:Iteration 105Q (841.047207 sec): 3 clusters Score: Raw -1808066.784087 + Penalty 3132.188065 = -1804934.596022 nChanged 10 SP:Iteration 106Q (841.117037 sec): 3 clusters Score: Raw -1808068.190653 + Penalty 3132.188065 = -1804936.002588 nChanged 14 SP:Iteration 107Q (841.193840 sec): 3 clusters Score: Raw -1808069.338276 + Penalty 3132.188065 = -1804937.150211 nChanged 12 SP:Iteration 108Q (841.242755 sec): 3 clusters Score: Raw -1808070.693033 + Penalty 3132.188065 = -1804938.504968 nChanged 10 SP:Iteration 109Q (841.291582 sec): 3 clusters Score: Raw -1808071.903910 + Penalty 3132.188065 = -1804939.715845 nChanged 10 SP:Iteration 110Q (841.358054 sec): 3 clusters Score: Raw -1808073.273307 + Penalty 3132.188065 = -1804941.085242 nChanged 13 SP:Iteration 111Q (841.416233 sec): 3 clusters Score: Raw -1808074.368999 + Penalty 3132.188065 = -1804942.180934 nChanged 12 SP:Iteration 112Q (841.477027 sec): 3 clusters Score: Raw -1808075.682606 + Penalty 3132.188065 = -1804943.494542 nChanged 14 SP:Iteration 113Q (841.551257 sec): 3 clusters Score: Raw -1808077.420566 + Penalty 3132.188065 = -1804945.232501 nChanged 17 SP:Iteration 114Q (841.628366 sec): 3 clusters Score: Raw -1808079.427006 + Penalty 3132.188065 = -1804947.238941 nChanged 14 SP:Iteration 115Q (841.683440 sec): 3 clusters Score: Raw -1808081.175487 + Penalty 3132.188065 = -1804948.987422 nChanged 17 SP:Iteration 116Q (841.757600 sec): 3 clusters Score: Raw -1808083.394783 + Penalty 3132.188065 = -1804951.206718 nChanged 14 SP:Iteration 117Q (841.813881 sec): 3 clusters Score: Raw -1808085.107970 + Penalty 3132.188065 = -1804952.919905 nChanged 14 SP:Iteration 118Q (841.874347 sec): 3 clusters Score: Raw -1808086.774280 + Penalty 3132.188065 = -1804954.586216 nChanged 19 SP:Iteration 119Q (841.937388 sec): 3 clusters Score: Raw -1808089.046401 + Penalty 3132.188065 = -1804956.858336 nChanged 20 SP:Iteration 120F (842.014051 sec): 3 clusters Score: Raw -1808092.397888 + Penalty 3132.188065 = -1804960.209823 nChanged 24 SP:Iteration 121Q (842.075486 sec): 3 clusters Score: Raw -1808097.019188 + Penalty 3132.188065 = -1804964.831123 nChanged 31 SP:Iteration 122Q (842.139717 sec): 3 clusters Score: Raw -1808103.185227 + Penalty 3132.188065 = -1804970.997162 nChanged 35 SP:Iteration 123Q (842.203036 sec): 3 clusters Score: Raw -1808116.644279 + Penalty 3132.188065 = -1804984.456214 nChanged 53 SP:Iteration 124Q (842.275574 sec): 3 clusters Score: Raw -1808138.981134 + Penalty 3132.188065 = -1805006.793069 nChanged 67 SP:Iteration 125Q (842.342640 sec): 3 clusters Score: Raw -1808178.555484 + Penalty 3132.188065 = -1805046.367419 nChanged 72 SP:Iteration 126Q (842.403034 sec): 3 clusters Score: Raw -1808234.379815 + Penalty 3132.188065 = -1805102.191750 nChanged 68 SP:Iteration 127Q (842.478886 sec): 3 clusters Score: Raw -1808298.572311 + Penalty 3132.188065 = -1805166.384247 nChanged 84 SP:Iteration 128Q (842.547033 sec): 3 clusters Score: Raw -1808352.317213 + Penalty 3132.188065 = -1805220.129148 nChanged 69 SP:Iteration 129Q (842.601879 sec): 3 clusters Score: Raw -1808381.654944 + Penalty 3132.188065 = -1805249.466879 nChanged 45 SP:Iteration 130Q (842.662768 sec): 3 clusters Score: Raw -1808400.658557 + Penalty 3132.188065 = -1805268.470492 nChanged 39 SP:Iteration 131Q (842.728413 sec): 3 clusters Score: Raw -1808413.963334 + Penalty 3132.188065 = -1805281.775269 nChanged 38 SP:Iteration 132Q (842.779653 sec): 3 clusters Score: Raw -1808423.065424 + Penalty 3132.188065 = -1805290.877359 nChanged 43 SP:Iteration 133Q (842.842651 sec): 3 clusters Score: Raw -1808431.800007 + Penalty 3132.188065 = -1805299.611942 nChanged 29 SP:Iteration 134Q (842.911095 sec): 3 clusters Score: Raw -1808435.785088 + Penalty 3132.188065 = -1805303.597023 nChanged 16 SP:Iteration 135Q (842.976879 sec): 3 clusters Score: Raw -1808437.487859 + Penalty 3132.188065 = -1805305.299794 nChanged 16 SP:Iteration 136Q (843.033867 sec): 3 clusters Score: Raw -1808439.582787 + Penalty 3132.188065 = -1805307.394722 nChanged 15 SP:Iteration 137Q (843.106076 sec): 3 clusters Score: Raw -1808441.589808 + Penalty 3132.188065 = -1805309.401743 nChanged 6 SP:Iteration 138Q (843.177835 sec): 3 clusters Score: Raw -1808442.157588 + Penalty 3132.188065 = -1805309.969523 nChanged 3 SP:Iteration 139Q (843.247471 sec): 3 clusters Score: Raw -1808442.310944 + Penalty 3132.188065 = -1805310.122879 nChanged 1 SP:Iteration 140F (843.302785 sec): 3 clusters Score: Raw -1808442.392910 + Penalty 3132.188065 = -1805310.204845 nChanged 1 SP:Iteration 141Q (843.374894 sec): 3 clusters Score: Raw -1808442.521462 + Penalty 3132.188065 = -1805310.333397 nChanged 3 SP:Iteration 142Q (843.427341 sec): 3 clusters Score: Raw -1808443.026428 + Penalty 3132.188065 = -1805310.838363 nChanged 3 SP:Iteration 143Q (843.488615 sec): 3 clusters Score: Raw -1808443.707911 + Penalty 3132.188065 = -1805311.519847 nChanged 3 SP:Iteration 144Q (843.555838 sec): 3 clusters Score: Raw -1808444.001753 + Penalty 3132.188065 = -1805311.813688 nChanged 1 SP:Iteration 145Q (843.615972 sec): 3 clusters Score: Raw -1808444.090339 + Penalty 3132.188065 = -1805311.902274 nChanged 2 SP:Iteration 146Q (843.665220 sec): 3 clusters Score: Raw -1808444.191639 + Penalty 3132.188065 = -1805312.003574 nChanged 0 SP:Iteration 147F (843.726097 sec): 3 clusters Score: Raw -1808444.191639 + Penalty 3132.188065 = -1805312.003574 nChanged 0 Trying to split cluster 10 (11657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (843.760794 sec): 2 clusters Score: Raw -1386129.500927 + Penalty 1521.595097 = -1384607.905830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (843.814551 sec): 3 clusters Score: Raw -1379500.260076 + Penalty 3043.190194 = -1376457.069881 nChanged 5047 SP:Iteration 1F (843.873502 sec): 3 clusters Score: Raw -1382364.674412 + Penalty 3043.190194 = -1379321.484217 nChanged 726 SP:Iteration 2F (843.929265 sec): 3 clusters Score: Raw -1382732.846632 + Penalty 3043.190194 = -1379689.656437 nChanged 655 SP:Iteration 3F (843.990725 sec): 3 clusters Score: Raw -1383121.954565 + Penalty 3043.190194 = -1380078.764370 nChanged 675 SP:Iteration 4F (844.041930 sec): 3 clusters Score: Raw -1383552.874886 + Penalty 3043.190194 = -1380509.684691 nChanged 639 SP:Iteration 5F (844.100975 sec): 3 clusters Score: Raw -1383987.132483 + Penalty 3043.190194 = -1380943.942289 nChanged 656 SP:Iteration 6F (844.163852 sec): 3 clusters Score: Raw -1384439.048937 + Penalty 3043.190194 = -1381395.858743 nChanged 601 SP:Iteration 7F (844.235684 sec): 3 clusters Score: Raw -1384823.699791 + Penalty 3043.190194 = -1381780.509597 nChanged 534 SP:Iteration 8Q (844.286810 sec): 3 clusters Score: Raw -1385132.031248 + Penalty 3043.190194 = -1382088.841054 nChanged 441 SP:Iteration 9Q (844.353703 sec): 3 clusters Score: Raw -1385365.956016 + Penalty 3043.190194 = -1382322.765822 nChanged 336 SP:Iteration 10Q (844.404341 sec): 3 clusters Score: Raw -1385509.176718 + Penalty 3043.190194 = -1382465.986523 nChanged 257 SP:Iteration 11Q (844.472347 sec): 3 clusters Score: Raw -1385630.785406 + Penalty 3043.190194 = -1382587.595212 nChanged 219 SP:Iteration 12Q (844.530585 sec): 3 clusters Score: Raw -1385719.853098 + Penalty 3043.190194 = -1382676.662904 nChanged 186 SP:Iteration 13Q (844.585784 sec): 3 clusters Score: Raw -1385792.500945 + Penalty 3043.190194 = -1382749.310751 nChanged 176 SP:Iteration 14Q (844.655207 sec): 3 clusters Score: Raw -1385864.423166 + Penalty 3043.190194 = -1382821.232971 nChanged 152 SP:Iteration 15Q (844.705406 sec): 3 clusters Score: Raw -1385916.516877 + Penalty 3043.190194 = -1382873.326682 nChanged 143 SP:Iteration 16Q (844.771849 sec): 3 clusters Score: Raw -1385960.354296 + Penalty 3043.190194 = -1382917.164102 nChanged 131 SP:Iteration 17Q (844.829409 sec): 3 clusters Score: Raw -1386003.994021 + Penalty 3043.190194 = -1382960.803826 nChanged 123 SP:Iteration 18Q (844.897913 sec): 3 clusters Score: Raw -1386046.430697 + Penalty 3043.190194 = -1383003.240503 nChanged 126 SP:Iteration 19Q (844.959856 sec): 3 clusters Score: Raw -1386096.998179 + Penalty 3043.190194 = -1383053.807984 nChanged 111 SP:Iteration 20F (845.020881 sec): 3 clusters Score: Raw -1386142.884613 + Penalty 3043.190194 = -1383099.694418 nChanged 102 SP:Iteration 21Q (845.079856 sec): 3 clusters Score: Raw -1386188.220107 + Penalty 3043.190194 = -1383145.029913 nChanged 108 SP:Iteration 22Q (845.150083 sec): 3 clusters Score: Raw -1386238.436281 + Penalty 3043.190194 = -1383195.246087 nChanged 125 SP:Iteration 23Q (845.201037 sec): 3 clusters Score: Raw -1386320.969855 + Penalty 3043.190194 = -1383277.779660 nChanged 126 SP:Iteration 24Q (845.255750 sec): 3 clusters Score: Raw -1386386.622311 + Penalty 3043.190194 = -1383343.432117 nChanged 116 SP:Iteration 25Q (845.310444 sec): 3 clusters Score: Raw -1386436.060423 + Penalty 3043.190194 = -1383392.870229 nChanged 102 SP:Iteration 26Q (845.376250 sec): 3 clusters Score: Raw -1386466.476306 + Penalty 3043.190194 = -1383423.286112 nChanged 81 SP:Iteration 27Q (845.436457 sec): 3 clusters Score: Raw -1386490.971726 + Penalty 3043.190194 = -1383447.781531 nChanged 69 SP:Iteration 28Q (845.502902 sec): 3 clusters Score: Raw -1386508.296464 + Penalty 3043.190194 = -1383465.106269 nChanged 51 SP:Iteration 29Q (845.554216 sec): 3 clusters Score: Raw -1386519.541585 + Penalty 3043.190194 = -1383476.351391 nChanged 50 SP:Iteration 30Q (845.618952 sec): 3 clusters Score: Raw -1386530.878706 + Penalty 3043.190194 = -1383487.688511 nChanged 42 SP:Iteration 31Q (845.663796 sec): 3 clusters Score: Raw -1386537.909279 + Penalty 3043.190194 = -1383494.719084 nChanged 24 SP:Iteration 32Q (845.720995 sec): 3 clusters Score: Raw -1386540.710109 + Penalty 3043.190194 = -1383497.519915 nChanged 24 SP:Iteration 33Q (845.779040 sec): 3 clusters Score: Raw -1386544.623073 + Penalty 3043.190194 = -1383501.432879 nChanged 22 SP:Iteration 34Q (845.841757 sec): 3 clusters Score: Raw -1386546.840540 + Penalty 3043.190194 = -1383503.650345 nChanged 12 SP:Iteration 35Q (845.908090 sec): 3 clusters Score: Raw -1386547.922439 + Penalty 3043.190194 = -1383504.732244 nChanged 10 SP:Iteration 36Q (845.959218 sec): 3 clusters Score: Raw -1386548.941862 + Penalty 3043.190194 = -1383505.751667 nChanged 8 SP:Iteration 37Q (846.021861 sec): 3 clusters Score: Raw -1386549.835050 + Penalty 3043.190194 = -1383506.644856 nChanged 5 SP:Iteration 38Q (846.073796 sec): 3 clusters Score: Raw -1386550.426327 + Penalty 3043.190194 = -1383507.236132 nChanged 9 SP:Iteration 39Q (846.133574 sec): 3 clusters Score: Raw -1386551.602073 + Penalty 3043.190194 = -1383508.411878 nChanged 6 SP:Iteration 40F (846.204907 sec): 3 clusters Score: Raw -1386552.094605 + Penalty 3043.190194 = -1383508.904411 nChanged 4 SP:Iteration 41Q (846.256166 sec): 3 clusters Score: Raw -1386552.409116 + Penalty 3043.190194 = -1383509.218921 nChanged 4 SP:Iteration 42Q (846.312028 sec): 3 clusters Score: Raw -1386552.659563 + Penalty 3043.190194 = -1383509.469368 nChanged 4 SP:Iteration 43Q (846.371492 sec): 3 clusters Score: Raw -1386552.963506 + Penalty 3043.190194 = -1383509.773312 nChanged 2 SP:Iteration 44Q (846.421836 sec): 3 clusters Score: Raw -1386553.037327 + Penalty 3043.190194 = -1383509.847132 nChanged 1 SP:Iteration 45Q (846.482460 sec): 3 clusters Score: Raw -1386553.217479 + Penalty 3043.190194 = -1383510.027285 nChanged 2 SP:Iteration 46Q (846.548900 sec): 3 clusters Score: Raw -1386553.409057 + Penalty 3043.190194 = -1383510.218863 nChanged 3 SP:Iteration 47Q (846.601325 sec): 3 clusters Score: Raw -1386553.831229 + Penalty 3043.190194 = -1383510.641034 nChanged 2 SP:Iteration 48Q (846.666660 sec): 3 clusters Score: Raw -1386554.051030 + Penalty 3043.190194 = -1383510.860835 nChanged 4 SP:Iteration 49Q (846.726354 sec): 3 clusters Score: Raw -1386554.531027 + Penalty 3043.190194 = -1383511.340833 nChanged 3 SP:Iteration 50Q (846.784118 sec): 3 clusters Score: Raw -1386554.722993 + Penalty 3043.190194 = -1383511.532798 nChanged 4 SP:Iteration 51Q (846.848132 sec): 3 clusters Score: Raw -1386554.980696 + Penalty 3043.190194 = -1383511.790502 nChanged 3 SP:Iteration 52Q (846.902118 sec): 3 clusters Score: Raw -1386555.246990 + Penalty 3043.190194 = -1383512.056796 nChanged 4 SP:Iteration 53Q (846.967000 sec): 3 clusters Score: Raw -1386555.473107 + Penalty 3043.190194 = -1383512.282912 nChanged 5 SP:Iteration 54Q (847.019081 sec): 3 clusters Score: Raw -1386556.153314 + Penalty 3043.190194 = -1383512.963120 nChanged 3 SP:Iteration 55Q (847.083146 sec): 3 clusters Score: Raw -1386556.729518 + Penalty 3043.190194 = -1383513.539323 nChanged 4 SP:Iteration 56Q (847.139967 sec): 3 clusters Score: Raw -1386557.062195 + Penalty 3043.190194 = -1383513.872000 nChanged 2 SP:Iteration 57Q (847.199029 sec): 3 clusters Score: Raw -1386557.313618 + Penalty 3043.190194 = -1383514.123424 nChanged 3 SP:Iteration 58Q (847.267507 sec): 3 clusters Score: Raw -1386557.523724 + Penalty 3043.190194 = -1383514.333530 nChanged 3 SP:Iteration 59Q (847.327220 sec): 3 clusters Score: Raw -1386557.811634 + Penalty 3043.190194 = -1383514.621440 nChanged 2 SP:Iteration 60F (847.381670 sec): 3 clusters Score: Raw -1386558.090935 + Penalty 3043.190194 = -1383514.900741 nChanged 1 SP:Iteration 61Q (847.446740 sec): 3 clusters Score: Raw -1386558.212209 + Penalty 3043.190194 = -1383515.022015 nChanged 1 SP:Iteration 62Q (847.502743 sec): 3 clusters Score: Raw -1386558.289965 + Penalty 3043.190194 = -1383515.099771 nChanged 0 SP:Iteration 63F (847.563304 sec): 3 clusters Score: Raw -1386558.289965 + Penalty 3043.190194 = -1383515.099771 nChanged 0 Trying to split cluster 11 (3975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (847.589325 sec): 2 clusters Score: Raw -508166.894590 + Penalty 1346.764254 = -506820.130336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (847.632308 sec): 3 clusters Score: Raw -506229.053999 + Penalty 2693.528509 = -503535.525491 nChanged 1575 SP:Iteration 1F (847.685127 sec): 3 clusters Score: Raw -507257.199412 + Penalty 2693.528509 = -504563.670903 nChanged 355 SP:Iteration 2F (847.726154 sec): 3 clusters Score: Raw -507525.809334 + Penalty 2693.528509 = -504832.280826 nChanged 264 SP:Iteration 3F (847.772568 sec): 3 clusters Score: Raw -507797.929667 + Penalty 2693.528509 = -505104.401159 nChanged 280 SP:Iteration 4F (847.824812 sec): 3 clusters Score: Raw -508134.158585 + Penalty 2693.528509 = -505440.630076 nChanged 281 SP:Iteration 5F (847.871094 sec): 3 clusters Score: Raw -508539.609240 + Penalty 2693.528509 = -505846.080731 nChanged 283 SP:Iteration 6F (847.921826 sec): 3 clusters Score: Raw -508924.201479 + Penalty 2693.528509 = -506230.672971 nChanged 222 SP:Iteration 7F (847.970545 sec): 3 clusters Score: Raw -509156.638539 + Penalty 2693.528509 = -506463.110030 nChanged 153 SP:Iteration 8Q (848.017337 sec): 3 clusters Score: Raw -509292.527511 + Penalty 2693.528509 = -506598.999002 nChanged 89 SP:Iteration 9Q (848.070177 sec): 3 clusters Score: Raw -509355.357692 + Penalty 2693.528509 = -506661.829183 nChanged 64 SP:Iteration 10Q (848.111973 sec): 3 clusters Score: Raw -509396.153666 + Penalty 2693.528509 = -506702.625157 nChanged 45 SP:Iteration 11Q (848.149554 sec): 3 clusters Score: Raw -509416.502938 + Penalty 2693.528509 = -506722.974429 nChanged 34 SP:Iteration 12Q (848.192184 sec): 3 clusters Score: Raw -509433.499055 + Penalty 2693.528509 = -506739.970547 nChanged 27 SP:Iteration 13Q (848.246461 sec): 3 clusters Score: Raw -509448.084578 + Penalty 2693.528509 = -506754.556069 nChanged 22 SP:Iteration 14Q (848.289254 sec): 3 clusters Score: Raw -509457.459503 + Penalty 2693.528509 = -506763.930994 nChanged 14 SP:Iteration 15Q (848.341795 sec): 3 clusters Score: Raw -509461.243522 + Penalty 2693.528509 = -506767.715013 nChanged 8 SP:Iteration 16Q (848.378587 sec): 3 clusters Score: Raw -509463.372120 + Penalty 2693.528509 = -506769.843611 nChanged 7 SP:Iteration 17Q (848.432250 sec): 3 clusters Score: Raw -509465.076223 + Penalty 2693.528509 = -506771.547714 nChanged 8 SP:Iteration 18Q (848.473360 sec): 3 clusters Score: Raw -509467.371681 + Penalty 2693.528509 = -506773.843172 nChanged 11 SP:Iteration 19Q (848.538163 sec): 3 clusters Score: Raw -509471.320278 + Penalty 2693.528509 = -506777.791769 nChanged 9 SP:Iteration 20F (848.575323 sec): 3 clusters Score: Raw -509474.348301 + Penalty 2693.528509 = -506780.819792 nChanged 6 SP:Iteration 21Q (848.622266 sec): 3 clusters Score: Raw -509477.551416 + Penalty 2693.528509 = -506784.022907 nChanged 11 SP:Iteration 22Q (848.680997 sec): 3 clusters Score: Raw -509483.751937 + Penalty 2693.528509 = -506790.223429 nChanged 18 SP:Iteration 23Q (848.732232 sec): 3 clusters Score: Raw -509495.460330 + Penalty 2693.528509 = -506801.931821 nChanged 17 SP:Iteration 24Q (848.780274 sec): 3 clusters Score: Raw -509504.322836 + Penalty 2693.528509 = -506810.794327 nChanged 20 SP:Iteration 25Q (848.813514 sec): 3 clusters Score: Raw -509517.073967 + Penalty 2693.528509 = -506823.545458 nChanged 20 SP:Iteration 26Q (848.856849 sec): 3 clusters Score: Raw -509526.039922 + Penalty 2693.528509 = -506832.511413 nChanged 13 SP:Iteration 27Q (848.902581 sec): 3 clusters Score: Raw -509534.796508 + Penalty 2693.528509 = -506841.267999 nChanged 12 SP:Iteration 28Q (848.949266 sec): 3 clusters Score: Raw -509542.707034 + Penalty 2693.528509 = -506849.178525 nChanged 11 SP:Iteration 29Q (848.999901 sec): 3 clusters Score: Raw -509546.142168 + Penalty 2693.528509 = -506852.613659 nChanged 3 SP:Iteration 30Q (849.043372 sec): 3 clusters Score: Raw -509546.684420 + Penalty 2693.528509 = -506853.155911 nChanged 1 SP:Iteration 31Q (849.098679 sec): 3 clusters Score: Raw -509546.831611 + Penalty 2693.528509 = -506853.303102 nChanged 1 SP:Iteration 32Q (849.136059 sec): 3 clusters Score: Raw -509546.913885 + Penalty 2693.528509 = -506853.385376 nChanged 1 SP:Iteration 33Q (849.187659 sec): 3 clusters Score: Raw -509547.062729 + Penalty 2693.528509 = -506853.534220 nChanged 1 SP:Iteration 34Q (849.243363 sec): 3 clusters Score: Raw -509547.270520 + Penalty 2693.528509 = -506853.742011 nChanged 0 SP:Iteration 35F (849.281745 sec): 3 clusters Score: Raw -509547.270520 + Penalty 2693.528509 = -506853.742011 nChanged 0 Score: Raw -51880210.580821 + Penalty 54875.690030 = -51825334.890791 Splitting cluster 11 changes total score from -51826059.261160 to -51825334.890791 So it's not getting split. Trying to split cluster 12 (940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (856.716318 sec): 2 clusters Score: Raw -116151.938652 + Penalty 1112.455480 = -115039.483172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (856.748920 sec): 3 clusters Score: Raw -115837.029907 + Penalty 2224.910959 = -113612.118947 nChanged 291 SP:Iteration 1F (856.791537 sec): 3 clusters Score: Raw -116072.074257 + Penalty 2224.910959 = -113847.163297 nChanged 64 SP:Iteration 2F (856.835870 sec): 3 clusters Score: Raw -116131.144212 + Penalty 2224.910959 = -113906.233253 nChanged 42 SP:Iteration 3Q (856.891627 sec): 3 clusters Score: Raw -116173.418207 + Penalty 2224.910959 = -113948.507248 nChanged 26 SP:Iteration 4Q (856.924878 sec): 3 clusters Score: Raw -116204.486341 + Penalty 2224.910959 = -113979.575381 nChanged 18 SP:Iteration 5Q (856.967847 sec): 3 clusters Score: Raw -116224.345854 + Penalty 2224.910959 = -113999.434895 nChanged 15 SP:Iteration 6Q (857.008210 sec): 3 clusters Score: Raw -116235.088080 + Penalty 2224.910959 = -114010.177121 nChanged 8 SP:Iteration 7Q (857.059078 sec): 3 clusters Score: Raw -116242.286574 + Penalty 2224.910959 = -114017.375615 nChanged 7 SP:Iteration 8Q (857.099610 sec): 3 clusters Score: Raw -116248.833403 + Penalty 2224.910959 = -114023.922443 nChanged 3 SP:Iteration 9Q (857.133371 sec): 3 clusters Score: Raw -116252.414183 + Penalty 2224.910959 = -114027.503224 nChanged 5 SP:Iteration 10Q (857.176111 sec): 3 clusters Score: Raw -116258.658465 + Penalty 2224.910959 = -114033.747505 nChanged 4 SP:Iteration 11Q (857.229587 sec): 3 clusters Score: Raw -116262.981372 + Penalty 2224.910959 = -114038.070413 nChanged 4 SP:Iteration 12Q (857.276050 sec): 3 clusters Score: Raw -116266.317831 + Penalty 2224.910959 = -114041.406871 nChanged 2 SP:Iteration 13Q (857.319367 sec): 3 clusters Score: Raw -116268.348066 + Penalty 2224.910959 = -114043.437107 nChanged 0 SP:Iteration 14F (857.350077 sec): 3 clusters Score: Raw -116268.348066 + Penalty 2224.910959 = -114043.437107 nChanged 0 Trying to split cluster 13 (61224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (857.456051 sec): 2 clusters Score: Raw -7442935.104095 + Penalty 1791.122864 = -7441143.981230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (857.602376 sec): 3 clusters Score: Raw -7403688.525105 + Penalty 3582.245728 = -7400106.279377 nChanged 29072 SP:Iteration 1F (857.750353 sec): 3 clusters Score: Raw -7420516.558870 + Penalty 3582.245728 = -7416934.313141 nChanged 2414 SP:Iteration 2Q (857.914357 sec): 3 clusters Score: Raw -7421218.976243 + Penalty 3582.245728 = -7417636.730515 nChanged 2435 SP:Iteration 3Q (858.078987 sec): 3 clusters Score: Raw -7422030.041495 + Penalty 3582.245728 = -7418447.795766 nChanged 2551 SP:Iteration 4Q (858.240414 sec): 3 clusters Score: Raw -7422977.028825 + Penalty 3582.245728 = -7419394.783097 nChanged 2703 SP:Iteration 5Q (858.390174 sec): 3 clusters Score: Raw -7424068.170716 + Penalty 3582.245728 = -7420485.924988 nChanged 2847 SP:Iteration 6Q (858.536312 sec): 3 clusters Score: Raw -7425447.358280 + Penalty 3582.245728 = -7421865.112551 nChanged 3125 SP:Iteration 7F (858.677114 sec): 3 clusters Score: Raw -7427179.573667 + Penalty 3582.245728 = -7423597.327938 nChanged 3288 SP:Iteration 8F (858.828412 sec): 3 clusters Score: Raw -7429203.248044 + Penalty 3582.245728 = -7425621.002315 nChanged 3321 SP:Iteration 9F (858.987895 sec): 3 clusters Score: Raw -7431369.732688 + Penalty 3582.245728 = -7427787.486959 nChanged 3206 SP:Iteration 10F (859.138010 sec): 3 clusters Score: Raw -7433313.711354 + Penalty 3582.245728 = -7429731.465626 nChanged 2667 SP:Iteration 11Q (859.275886 sec): 3 clusters Score: Raw -7434790.940753 + Penalty 3582.245728 = -7431208.695025 nChanged 2187 SP:Iteration 12Q (859.424870 sec): 3 clusters Score: Raw -7435930.635521 + Penalty 3582.245728 = -7432348.389792 nChanged 1831 SP:Iteration 13Q (859.586839 sec): 3 clusters Score: Raw -7436857.152777 + Penalty 3582.245728 = -7433274.907049 nChanged 1580 SP:Iteration 14Q (859.731495 sec): 3 clusters Score: Raw -7437680.721187 + Penalty 3582.245728 = -7434098.475459 nChanged 1472 SP:Iteration 15Q (859.863314 sec): 3 clusters Score: Raw -7438476.164161 + Penalty 3582.245728 = -7434893.918433 nChanged 1419 SP:Iteration 16Q (859.991168 sec): 3 clusters Score: Raw -7439270.763212 + Penalty 3582.245728 = -7435688.517483 nChanged 1286 SP:Iteration 17Q (860.130934 sec): 3 clusters Score: Raw -7440011.228819 + Penalty 3582.245728 = -7436428.983090 nChanged 1164 SP:Iteration 18Q (860.263351 sec): 3 clusters Score: Raw -7440698.030391 + Penalty 3582.245728 = -7437115.784663 nChanged 1017 SP:Iteration 19Q (860.413436 sec): 3 clusters Score: Raw -7441315.899339 + Penalty 3582.245728 = -7437733.653611 nChanged 868 SP:Iteration 20F (860.555828 sec): 3 clusters Score: Raw -7441853.742829 + Penalty 3582.245728 = -7438271.497101 nChanged 722 SP:Iteration 21Q (860.686830 sec): 3 clusters Score: Raw -7442289.347217 + Penalty 3582.245728 = -7438707.101489 nChanged 534 SP:Iteration 22Q (860.823112 sec): 3 clusters Score: Raw -7442609.394537 + Penalty 3582.245728 = -7439027.148809 nChanged 396 SP:Iteration 23Q (860.945049 sec): 3 clusters Score: Raw -7442838.228661 + Penalty 3582.245728 = -7439255.982932 nChanged 330 SP:Iteration 24Q (861.067695 sec): 3 clusters Score: Raw -7443020.152577 + Penalty 3582.245728 = -7439437.906849 nChanged 266 SP:Iteration 25Q (861.199043 sec): 3 clusters Score: Raw -7443153.742387 + Penalty 3582.245728 = -7439571.496659 nChanged 216 SP:Iteration 26Q (861.322089 sec): 3 clusters Score: Raw -7443262.823184 + Penalty 3582.245728 = -7439680.577456 nChanged 170 SP:Iteration 27Q (861.453621 sec): 3 clusters Score: Raw -7443343.271218 + Penalty 3582.245728 = -7439761.025489 nChanged 115 SP:Iteration 28Q (861.569543 sec): 3 clusters Score: Raw -7443388.073350 + Penalty 3582.245728 = -7439805.827621 nChanged 76 SP:Iteration 29Q (861.683791 sec): 3 clusters Score: Raw -7443420.034847 + Penalty 3582.245728 = -7439837.789118 nChanged 65 SP:Iteration 30Q (861.817009 sec): 3 clusters Score: Raw -7443443.832168 + Penalty 3582.245728 = -7439861.586439 nChanged 56 SP:Iteration 31Q (861.945858 sec): 3 clusters Score: Raw -7443460.163173 + Penalty 3582.245728 = -7439877.917444 nChanged 32 SP:Iteration 32Q (862.059711 sec): 3 clusters Score: Raw -7443469.708920 + Penalty 3582.245728 = -7439887.463191 nChanged 32 SP:Iteration 33Q (862.199737 sec): 3 clusters Score: Raw -7443481.934023 + Penalty 3582.245728 = -7439899.688294 nChanged 24 SP:Iteration 34Q (862.323407 sec): 3 clusters Score: Raw -7443490.534507 + Penalty 3582.245728 = -7439908.288779 nChanged 30 SP:Iteration 35Q (862.448982 sec): 3 clusters Score: Raw -7443499.726495 + Penalty 3582.245728 = -7439917.480766 nChanged 32 SP:Iteration 36Q (862.574688 sec): 3 clusters Score: Raw -7443509.492936 + Penalty 3582.245728 = -7439927.247208 nChanged 29 SP:Iteration 37Q (862.698026 sec): 3 clusters Score: Raw -7443519.775638 + Penalty 3582.245728 = -7439937.529910 nChanged 26 SP:Iteration 38Q (862.818404 sec): 3 clusters Score: Raw -7443527.678618 + Penalty 3582.245728 = -7439945.432890 nChanged 18 SP:Iteration 39Q (862.940379 sec): 3 clusters Score: Raw -7443533.303079 + Penalty 3582.245728 = -7439951.057351 nChanged 14 SP:Iteration 40F (863.093378 sec): 3 clusters Score: Raw -7443536.951767 + Penalty 3582.245728 = -7439954.706039 nChanged 10 SP:Iteration 41Q (863.227976 sec): 3 clusters Score: Raw -7443539.562617 + Penalty 3582.245728 = -7439957.316889 nChanged 11 SP:Iteration 42Q (863.365934 sec): 3 clusters Score: Raw -7443542.109296 + Penalty 3582.245728 = -7439959.863568 nChanged 7 SP:Iteration 43Q (863.479588 sec): 3 clusters Score: Raw -7443544.051852 + Penalty 3582.245728 = -7439961.806123 nChanged 5 SP:Iteration 44Q (863.615899 sec): 3 clusters Score: Raw -7443545.017483 + Penalty 3582.245728 = -7439962.771755 nChanged 2 SP:Iteration 45Q (863.736982 sec): 3 clusters Score: Raw -7443545.440567 + Penalty 3582.245728 = -7439963.194838 nChanged 3 SP:Iteration 46Q (863.849850 sec): 3 clusters Score: Raw -7443545.884275 + Penalty 3582.245728 = -7439963.638546 nChanged 2 SP:Iteration 47Q (863.967344 sec): 3 clusters Score: Raw -7443546.188275 + Penalty 3582.245728 = -7439963.942546 nChanged 2 SP:Iteration 48Q (864.106867 sec): 3 clusters Score: Raw -7443546.543052 + Penalty 3582.245728 = -7439964.297324 nChanged 5 SP:Iteration 49Q (864.226818 sec): 3 clusters Score: Raw -7443547.301142 + Penalty 3582.245728 = -7439965.055414 nChanged 3 SP:Iteration 50Q (864.357324 sec): 3 clusters Score: Raw -7443547.842510 + Penalty 3582.245728 = -7439965.596782 nChanged 0 SP:Iteration 51F (864.507299 sec): 3 clusters Score: Raw -7443547.842510 + Penalty 3582.245728 = -7439965.596782 nChanged 0 Trying to split cluster 14 (110599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (864.656849 sec): 2 clusters Score: Raw -13638034.744633 + Penalty 1887.220778 = -13636147.523855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (864.875654 sec): 3 clusters Score: Raw -13566105.476541 + Penalty 3774.441556 = -13562331.034985 nChanged 52929 SP:Iteration 1F (865.114722 sec): 3 clusters Score: Raw -13598902.132735 + Penalty 3774.441556 = -13595127.691179 nChanged 5391 SP:Iteration 2Q (865.336869 sec): 3 clusters Score: Raw -13601090.669855 + Penalty 3774.441556 = -13597316.228299 nChanged 6147 SP:Iteration 3F (865.556163 sec): 3 clusters Score: Raw -13603964.551416 + Penalty 3774.441556 = -13600190.109860 nChanged 7005 SP:Iteration 4F (865.806050 sec): 3 clusters Score: Raw -13607695.412929 + Penalty 3774.441556 = -13603920.971373 nChanged 7422 SP:Iteration 5F (866.029711 sec): 3 clusters Score: Raw -13611969.976478 + Penalty 3774.441556 = -13608195.534922 nChanged 7154 SP:Iteration 6F (866.249006 sec): 3 clusters Score: Raw -13616348.265949 + Penalty 3774.441556 = -13612573.824393 nChanged 6678 SP:Iteration 7F (866.467403 sec): 3 clusters Score: Raw -13620775.830454 + Penalty 3774.441556 = -13617001.388898 nChanged 6327 SP:Iteration 8F (866.682062 sec): 3 clusters Score: Raw -13625399.994020 + Penalty 3774.441556 = -13621625.552464 nChanged 5516 SP:Iteration 9Q (866.951115 sec): 3 clusters Score: Raw -13629731.012433 + Penalty 3774.441556 = -13625956.570877 nChanged 4308 SP:Iteration 10Q (867.194815 sec): 3 clusters Score: Raw -13633242.614649 + Penalty 3774.441556 = -13629468.173093 nChanged 2880 SP:Iteration 11Q (867.429220 sec): 3 clusters Score: Raw -13635693.165634 + Penalty 3774.441556 = -13631918.724078 nChanged 1664 SP:Iteration 12Q (867.660415 sec): 3 clusters Score: Raw -13637149.522587 + Penalty 3774.441556 = -13633375.081031 nChanged 761 SP:Iteration 13Q (867.844128 sec): 3 clusters Score: Raw -13637865.122738 + Penalty 3774.441556 = -13634090.681182 nChanged 314 SP:Iteration 14Q (868.037682 sec): 3 clusters Score: Raw -13638206.931283 + Penalty 3774.441556 = -13634432.489727 nChanged 170 SP:Iteration 15Q (868.241183 sec): 3 clusters Score: Raw -13638360.032604 + Penalty 3774.441556 = -13634585.591048 nChanged 140 SP:Iteration 16Q (868.414137 sec): 3 clusters Score: Raw -13638475.984642 + Penalty 3774.441556 = -13634701.543085 nChanged 101 SP:Iteration 17Q (868.584225 sec): 3 clusters Score: Raw -13638540.668943 + Penalty 3774.441556 = -13634766.227387 nChanged 80 SP:Iteration 18Q (868.759684 sec): 3 clusters Score: Raw -13638573.495213 + Penalty 3774.441556 = -13634799.053657 nChanged 54 SP:Iteration 19Q (868.930783 sec): 3 clusters Score: Raw -13638596.360084 + Penalty 3774.441556 = -13634821.918528 nChanged 46 SP:Iteration 20F (869.147057 sec): 3 clusters Score: Raw -13638612.799093 + Penalty 3774.441556 = -13634838.357537 nChanged 31 SP:Iteration 21Q (869.318613 sec): 3 clusters Score: Raw -13638622.406990 + Penalty 3774.441556 = -13634847.965433 nChanged 19 SP:Iteration 22Q (869.499451 sec): 3 clusters Score: Raw -13638628.729505 + Penalty 3774.441556 = -13634854.287949 nChanged 19 SP:Iteration 23Q (869.657800 sec): 3 clusters Score: Raw -13638633.727056 + Penalty 3774.441556 = -13634859.285500 nChanged 7 SP:Iteration 24Q (869.833533 sec): 3 clusters Score: Raw -13638635.814369 + Penalty 3774.441556 = -13634861.372813 nChanged 6 SP:Iteration 25Q (870.027136 sec): 3 clusters Score: Raw -13638637.804827 + Penalty 3774.441556 = -13634863.363271 nChanged 7 SP:Iteration 26Q (870.208974 sec): 3 clusters Score: Raw -13638639.263474 + Penalty 3774.441556 = -13634864.821918 nChanged 7 SP:Iteration 27Q (870.393429 sec): 3 clusters Score: Raw -13638641.941099 + Penalty 3774.441556 = -13634867.499543 nChanged 5 SP:Iteration 28Q (870.597598 sec): 3 clusters Score: Raw -13638644.284668 + Penalty 3774.441556 = -13634869.843111 nChanged 6 SP:Iteration 29Q (870.777928 sec): 3 clusters Score: Raw -13638645.351326 + Penalty 3774.441556 = -13634870.909770 nChanged 1 SP:Iteration 30Q (870.995157 sec): 3 clusters Score: Raw -13638645.527405 + Penalty 3774.441556 = -13634871.085849 nChanged 2 SP:Iteration 31Q (871.170025 sec): 3 clusters Score: Raw -13638645.907304 + Penalty 3774.441556 = -13634871.465747 nChanged 2 SP:Iteration 32Q (871.350558 sec): 3 clusters Score: Raw -13638646.350889 + Penalty 3774.441556 = -13634871.909333 nChanged 1 SP:Iteration 33Q (871.532171 sec): 3 clusters Score: Raw -13638646.552951 + Penalty 3774.441556 = -13634872.111395 nChanged 1 SP:Iteration 34Q (871.736092 sec): 3 clusters Score: Raw -13638646.842163 + Penalty 3774.441556 = -13634872.400607 nChanged 0 SP:Iteration 35F (871.963817 sec): 3 clusters Score: Raw -13638646.842163 + Penalty 3774.441556 = -13634872.400607 nChanged 0 Trying to split cluster 15 (2708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (871.989475 sec): 2 clusters Score: Raw -296041.664515 + Penalty 1284.394416 = -294757.270100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (872.030321 sec): 3 clusters Score: Raw -294799.043793 + Penalty 2568.788831 = -292230.254962 nChanged 1053 SP:Iteration 1F (872.076831 sec): 3 clusters Score: Raw -295419.255888 + Penalty 2568.788831 = -292850.467057 nChanged 204 SP:Iteration 2F (872.119127 sec): 3 clusters Score: Raw -295553.480773 + Penalty 2568.788831 = -292984.691942 nChanged 140 SP:Iteration 3F (872.172549 sec): 3 clusters Score: Raw -295638.041861 + Penalty 2568.788831 = -293069.253030 nChanged 103 SP:Iteration 4Q (872.215475 sec): 3 clusters Score: Raw -295708.010405 + Penalty 2568.788831 = -293139.221574 nChanged 98 SP:Iteration 5Q (872.253638 sec): 3 clusters Score: Raw -295784.341485 + Penalty 2568.788831 = -293215.552654 nChanged 107 SP:Iteration 6Q (872.310021 sec): 3 clusters Score: Raw -295871.018295 + Penalty 2568.788831 = -293302.229463 nChanged 116 SP:Iteration 7Q (872.358339 sec): 3 clusters Score: Raw -295980.207710 + Penalty 2568.788831 = -293411.418879 nChanged 132 SP:Iteration 8Q (872.394956 sec): 3 clusters Score: Raw -296106.276221 + Penalty 2568.788831 = -293537.487390 nChanged 124 SP:Iteration 9Q (872.429300 sec): 3 clusters Score: Raw -296227.718772 + Penalty 2568.788831 = -293658.929941 nChanged 128 SP:Iteration 10Q (872.482680 sec): 3 clusters Score: Raw -296374.559653 + Penalty 2568.788831 = -293805.770822 nChanged 133 SP:Iteration 11Q (872.539769 sec): 3 clusters Score: Raw -296512.651041 + Penalty 2568.788831 = -293943.862210 nChanged 110 SP:Iteration 12Q (872.581029 sec): 3 clusters Score: Raw -296606.946924 + Penalty 2568.788831 = -294038.158093 nChanged 87 SP:Iteration 13Q (872.631270 sec): 3 clusters Score: Raw -296667.477508 + Penalty 2568.788831 = -294098.688677 nChanged 54 SP:Iteration 14Q (872.668629 sec): 3 clusters Score: Raw -296698.634756 + Penalty 2568.788831 = -294129.845925 nChanged 44 SP:Iteration 15Q (872.712470 sec): 3 clusters Score: Raw -296730.269221 + Penalty 2568.788831 = -294161.480390 nChanged 39 SP:Iteration 16Q (872.751058 sec): 3 clusters Score: Raw -296751.157086 + Penalty 2568.788831 = -294182.368255 nChanged 25 SP:Iteration 17Q (872.789534 sec): 3 clusters Score: Raw -296767.429639 + Penalty 2568.788831 = -294198.640808 nChanged 20 SP:Iteration 18Q (872.828825 sec): 3 clusters Score: Raw -296781.338286 + Penalty 2568.788831 = -294212.549455 nChanged 28 SP:Iteration 19Q (872.876309 sec): 3 clusters Score: Raw -296795.558406 + Penalty 2568.788831 = -294226.769575 nChanged 22 SP:Iteration 20F (872.913745 sec): 3 clusters Score: Raw -296805.401999 + Penalty 2568.788831 = -294236.613168 nChanged 13 SP:Iteration 21Q (872.952440 sec): 3 clusters Score: Raw -296810.676363 + Penalty 2568.788831 = -294241.887532 nChanged 8 SP:Iteration 22Q (872.989275 sec): 3 clusters Score: Raw -296813.690913 + Penalty 2568.788831 = -294244.902082 nChanged 6 SP:Iteration 23Q (873.037791 sec): 3 clusters Score: Raw -296815.529814 + Penalty 2568.788831 = -294246.740983 nChanged 5 SP:Iteration 24Q (873.090976 sec): 3 clusters Score: Raw -296818.080808 + Penalty 2568.788831 = -294249.291977 nChanged 6 SP:Iteration 25Q (873.128486 sec): 3 clusters Score: Raw -296821.769235 + Penalty 2568.788831 = -294252.980404 nChanged 9 SP:Iteration 26Q (873.166089 sec): 3 clusters Score: Raw -296828.156369 + Penalty 2568.788831 = -294259.367538 nChanged 13 SP:Iteration 27Q (873.208143 sec): 3 clusters Score: Raw -296836.267390 + Penalty 2568.788831 = -294267.478559 nChanged 17 SP:Iteration 28Q (873.260374 sec): 3 clusters Score: Raw -296843.144157 + Penalty 2568.788831 = -294274.355326 nChanged 14 SP:Iteration 29Q (873.296849 sec): 3 clusters Score: Raw -296850.252105 + Penalty 2568.788831 = -294281.463274 nChanged 7 SP:Iteration 30Q (873.344446 sec): 3 clusters Score: Raw -296854.090020 + Penalty 2568.788831 = -294285.301189 nChanged 8 SP:Iteration 31Q (873.385303 sec): 3 clusters Score: Raw -296856.688837 + Penalty 2568.788831 = -294287.900006 nChanged 6 SP:Iteration 32Q (873.432963 sec): 3 clusters Score: Raw -296857.947925 + Penalty 2568.788831 = -294289.159094 nChanged 4 SP:Iteration 33Q (873.479000 sec): 3 clusters Score: Raw -296859.091401 + Penalty 2568.788831 = -294290.302570 nChanged 6 SP:Iteration 34Q (873.512349 sec): 3 clusters Score: Raw -296861.120899 + Penalty 2568.788831 = -294292.332068 nChanged 3 SP:Iteration 35Q (873.545498 sec): 3 clusters Score: Raw -296861.888258 + Penalty 2568.788831 = -294293.099426 nChanged 3 SP:Iteration 36Q (873.582710 sec): 3 clusters Score: Raw -296862.632872 + Penalty 2568.788831 = -294293.844041 nChanged 2 SP:Iteration 37Q (873.627924 sec): 3 clusters Score: Raw -296863.566279 + Penalty 2568.788831 = -294294.777448 nChanged 0 SP:Iteration 38F (873.673126 sec): 3 clusters Score: Raw -296863.566279 + Penalty 2568.788831 = -294294.777448 nChanged 0 Trying to split cluster 16 (4270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (873.711191 sec): 2 clusters Score: Raw -505130.734489 + Penalty 1358.397480 = -503772.337009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (873.745464 sec): 3 clusters Score: Raw -502986.914610 + Penalty 2716.794960 = -500270.119650 nChanged 1683 SP:Iteration 1F (873.794296 sec): 3 clusters Score: Raw -503893.258986 + Penalty 2716.794960 = -501176.464027 nChanged 272 SP:Iteration 2F (873.839150 sec): 3 clusters Score: Raw -504039.782468 + Penalty 2716.794960 = -501322.987508 nChanged 196 SP:Iteration 3Q (873.891203 sec): 3 clusters Score: Raw -504141.557129 + Penalty 2716.794960 = -501424.762169 nChanged 177 SP:Iteration 4Q (873.930216 sec): 3 clusters Score: Raw -504233.738265 + Penalty 2716.794960 = -501516.943305 nChanged 159 SP:Iteration 5Q (873.975334 sec): 3 clusters Score: Raw -504317.485921 + Penalty 2716.794960 = -501600.690962 nChanged 137 SP:Iteration 6Q (874.018842 sec): 3 clusters Score: Raw -504384.481322 + Penalty 2716.794960 = -501667.686363 nChanged 130 SP:Iteration 7Q (874.072017 sec): 3 clusters Score: Raw -504449.567766 + Penalty 2716.794960 = -501732.772807 nChanged 119 SP:Iteration 8Q (874.115376 sec): 3 clusters Score: Raw -504507.912396 + Penalty 2716.794960 = -501791.117437 nChanged 90 SP:Iteration 9Q (874.163615 sec): 3 clusters Score: Raw -504550.786216 + Penalty 2716.794960 = -501833.991256 nChanged 89 SP:Iteration 10Q (874.208363 sec): 3 clusters Score: Raw -504595.237865 + Penalty 2716.794960 = -501878.442905 nChanged 87 SP:Iteration 11Q (874.256653 sec): 3 clusters Score: Raw -504636.346287 + Penalty 2716.794960 = -501919.551328 nChanged 83 SP:Iteration 12Q (874.313194 sec): 3 clusters Score: Raw -504675.809640 + Penalty 2716.794960 = -501959.014681 nChanged 66 SP:Iteration 13Q (874.358605 sec): 3 clusters Score: Raw -504711.266954 + Penalty 2716.794960 = -501994.471994 nChanged 62 SP:Iteration 14Q (874.411386 sec): 3 clusters Score: Raw -504740.586966 + Penalty 2716.794960 = -502023.792007 nChanged 57 SP:Iteration 15Q (874.469177 sec): 3 clusters Score: Raw -504767.851644 + Penalty 2716.794960 = -502051.056684 nChanged 67 SP:Iteration 16Q (874.515932 sec): 3 clusters Score: Raw -504797.836850 + Penalty 2716.794960 = -502081.041891 nChanged 58 SP:Iteration 17Q (874.564515 sec): 3 clusters Score: Raw -504822.780310 + Penalty 2716.794960 = -502105.985350 nChanged 53 SP:Iteration 18Q (874.610016 sec): 3 clusters Score: Raw -504846.045120 + Penalty 2716.794960 = -502129.250161 nChanged 40 SP:Iteration 19Q (874.662509 sec): 3 clusters Score: Raw -504862.960013 + Penalty 2716.794960 = -502146.165053 nChanged 49 SP:Iteration 20F (874.707853 sec): 3 clusters Score: Raw -504885.984206 + Penalty 2716.794960 = -502169.189247 nChanged 43 SP:Iteration 21Q (874.758078 sec): 3 clusters Score: Raw -504910.992866 + Penalty 2716.794960 = -502194.197906 nChanged 48 SP:Iteration 22Q (874.812621 sec): 3 clusters Score: Raw -504936.958445 + Penalty 2716.794960 = -502220.163485 nChanged 40 SP:Iteration 23Q (874.851415 sec): 3 clusters Score: Raw -504959.121318 + Penalty 2716.794960 = -502242.326359 nChanged 37 SP:Iteration 24Q (874.898343 sec): 3 clusters Score: Raw -504973.529413 + Penalty 2716.794960 = -502256.734453 nChanged 23 SP:Iteration 25Q (874.954006 sec): 3 clusters Score: Raw -504981.915828 + Penalty 2716.794960 = -502265.120869 nChanged 18 SP:Iteration 26Q (874.994176 sec): 3 clusters Score: Raw -504991.076290 + Penalty 2716.794960 = -502274.281330 nChanged 27 SP:Iteration 27Q (875.032933 sec): 3 clusters Score: Raw -505007.107846 + Penalty 2716.794960 = -502290.312887 nChanged 29 SP:Iteration 28Q (875.079947 sec): 3 clusters Score: Raw -505020.394113 + Penalty 2716.794960 = -502303.599154 nChanged 23 SP:Iteration 29Q (875.127747 sec): 3 clusters Score: Raw -505034.405562 + Penalty 2716.794960 = -502317.610602 nChanged 28 SP:Iteration 30Q (875.179809 sec): 3 clusters Score: Raw -505051.488645 + Penalty 2716.794960 = -502334.693685 nChanged 28 SP:Iteration 31Q (875.223661 sec): 3 clusters Score: Raw -505064.931359 + Penalty 2716.794960 = -502348.136399 nChanged 19 SP:Iteration 32Q (875.268098 sec): 3 clusters Score: Raw -505076.042683 + Penalty 2716.794960 = -502359.247723 nChanged 27 SP:Iteration 33Q (875.318359 sec): 3 clusters Score: Raw -505089.732547 + Penalty 2716.794960 = -502372.937588 nChanged 31 SP:Iteration 34Q (875.369727 sec): 3 clusters Score: Raw -505107.886928 + Penalty 2716.794960 = -502391.091968 nChanged 22 SP:Iteration 35Q (875.415028 sec): 3 clusters Score: Raw -505121.572010 + Penalty 2716.794960 = -502404.777050 nChanged 22 SP:Iteration 36Q (875.470134 sec): 3 clusters Score: Raw -505134.461107 + Penalty 2716.794960 = -502417.666147 nChanged 22 SP:Iteration 37Q (875.521837 sec): 3 clusters Score: Raw -505145.823927 + Penalty 2716.794960 = -502429.028968 nChanged 24 SP:Iteration 38Q (875.552310 sec): 3 clusters Score: Raw -505159.833696 + Penalty 2716.794960 = -502443.038737 nChanged 27 SP:Iteration 39Q (875.596899 sec): 3 clusters Score: Raw -505173.773260 + Penalty 2716.794960 = -502456.978300 nChanged 14 SP:Iteration 40F (875.657328 sec): 3 clusters Score: Raw -505182.164219 + Penalty 2716.794960 = -502465.369259 nChanged 16 SP:Iteration 41Q (875.698983 sec): 3 clusters Score: Raw -505192.269206 + Penalty 2716.794960 = -502475.474247 nChanged 12 SP:Iteration 42Q (875.743667 sec): 3 clusters Score: Raw -505198.444848 + Penalty 2716.794960 = -502481.649888 nChanged 11 SP:Iteration 43Q (875.794225 sec): 3 clusters Score: Raw -505206.774306 + Penalty 2716.794960 = -502489.979347 nChanged 13 SP:Iteration 44Q (875.836750 sec): 3 clusters Score: Raw -505217.189848 + Penalty 2716.794960 = -502500.394888 nChanged 10 SP:Iteration 45Q (875.875107 sec): 3 clusters Score: Raw -505222.260712 + Penalty 2716.794960 = -502505.465752 nChanged 8 SP:Iteration 46Q (875.938288 sec): 3 clusters Score: Raw -505229.974935 + Penalty 2716.794960 = -502513.179975 nChanged 13 SP:Iteration 47Q (875.973658 sec): 3 clusters Score: Raw -505243.387015 + Penalty 2716.794960 = -502526.592055 nChanged 17 SP:Iteration 48Q (876.022532 sec): 3 clusters Score: Raw -505256.333437 + Penalty 2716.794960 = -502539.538477 nChanged 17 SP:Iteration 49Q (876.069344 sec): 3 clusters Score: Raw -505267.864539 + Penalty 2716.794960 = -502551.069580 nChanged 18 SP:Iteration 50Q (876.116707 sec): 3 clusters Score: Raw -505279.724646 + Penalty 2716.794960 = -502562.929687 nChanged 8 SP:Iteration 51Q (876.170519 sec): 3 clusters Score: Raw -505284.053445 + Penalty 2716.794960 = -502567.258485 nChanged 8 SP:Iteration 52Q (876.218341 sec): 3 clusters Score: Raw -505287.892694 + Penalty 2716.794960 = -502571.097734 nChanged 6 SP:Iteration 53Q (876.266373 sec): 3 clusters Score: Raw -505292.896604 + Penalty 2716.794960 = -502576.101644 nChanged 7 SP:Iteration 54Q (876.305790 sec): 3 clusters Score: Raw -505298.604913 + Penalty 2716.794960 = -502581.809953 nChanged 10 SP:Iteration 55Q (876.348141 sec): 3 clusters Score: Raw -505303.613011 + Penalty 2716.794960 = -502586.818052 nChanged 8 SP:Iteration 56Q (876.397454 sec): 3 clusters Score: Raw -505307.172543 + Penalty 2716.794960 = -502590.377583 nChanged 5 SP:Iteration 57Q (876.445439 sec): 3 clusters Score: Raw -505310.713967 + Penalty 2716.794960 = -502593.919007 nChanged 3 SP:Iteration 58Q (876.493169 sec): 3 clusters Score: Raw -505313.259322 + Penalty 2716.794960 = -502596.464362 nChanged 5 SP:Iteration 59Q (876.540214 sec): 3 clusters Score: Raw -505316.931194 + Penalty 2716.794960 = -502600.136235 nChanged 5 SP:Iteration 60F (876.588424 sec): 3 clusters Score: Raw -505320.332418 + Penalty 2716.794960 = -502603.537458 nChanged 3 SP:Iteration 61Q (876.636760 sec): 3 clusters Score: Raw -505322.276642 + Penalty 2716.794960 = -502605.481682 nChanged 3 SP:Iteration 62Q (876.675619 sec): 3 clusters Score: Raw -505324.125688 + Penalty 2716.794960 = -502607.330729 nChanged 4 SP:Iteration 63Q (876.722064 sec): 3 clusters Score: Raw -505327.175512 + Penalty 2716.794960 = -502610.380553 nChanged 0 SP:Iteration 64F (876.776552 sec): 3 clusters Score: Raw -505327.175512 + Penalty 2716.794960 = -502610.380553 nChanged 0 Trying to split cluster 17 (2393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (876.799470 sec): 2 clusters Score: Raw -268243.167749 + Penalty 1264.299252 = -266978.868497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (876.832856 sec): 3 clusters Score: Raw -267189.271211 + Penalty 2528.598504 = -264660.672708 nChanged 838 SP:Iteration 1F (876.866402 sec): 3 clusters Score: Raw -267647.715153 + Penalty 2528.598504 = -265119.116650 nChanged 172 SP:Iteration 2F (876.920444 sec): 3 clusters Score: Raw -267764.244416 + Penalty 2528.598504 = -265235.645912 nChanged 132 SP:Iteration 3F (876.955835 sec): 3 clusters Score: Raw -267863.619102 + Penalty 2528.598504 = -265335.020598 nChanged 99 SP:Iteration 4Q (877.001590 sec): 3 clusters Score: Raw -267923.766646 + Penalty 2528.598504 = -265395.168143 nChanged 75 SP:Iteration 5Q (877.034013 sec): 3 clusters Score: Raw -267968.458319 + Penalty 2528.598504 = -265439.859815 nChanged 59 SP:Iteration 6Q (877.078952 sec): 3 clusters Score: Raw -268008.314489 + Penalty 2528.598504 = -265479.715985 nChanged 62 SP:Iteration 7Q (877.134193 sec): 3 clusters Score: Raw -268049.849524 + Penalty 2528.598504 = -265521.251020 nChanged 71 SP:Iteration 8Q (877.171632 sec): 3 clusters Score: Raw -268095.696421 + Penalty 2528.598504 = -265567.097917 nChanged 67 SP:Iteration 9Q (877.212048 sec): 3 clusters Score: Raw -268144.642243 + Penalty 2528.598504 = -265616.043740 nChanged 62 SP:Iteration 10Q (877.263717 sec): 3 clusters Score: Raw -268184.595590 + Penalty 2528.598504 = -265655.997086 nChanged 59 SP:Iteration 11Q (877.293442 sec): 3 clusters Score: Raw -268228.485625 + Penalty 2528.598504 = -265699.887121 nChanged 59 SP:Iteration 12Q (877.348406 sec): 3 clusters Score: Raw -268276.448579 + Penalty 2528.598504 = -265747.850076 nChanged 54 SP:Iteration 13Q (877.380235 sec): 3 clusters Score: Raw -268311.612906 + Penalty 2528.598504 = -265783.014403 nChanged 52 SP:Iteration 14Q (877.424919 sec): 3 clusters Score: Raw -268342.869946 + Penalty 2528.598504 = -265814.271443 nChanged 53 SP:Iteration 15Q (877.472764 sec): 3 clusters Score: Raw -268389.264890 + Penalty 2528.598504 = -265860.666387 nChanged 69 SP:Iteration 16Q (877.511000 sec): 3 clusters Score: Raw -268445.917781 + Penalty 2528.598504 = -265917.319278 nChanged 68 SP:Iteration 17Q (877.571124 sec): 3 clusters Score: Raw -268500.366806 + Penalty 2528.598504 = -265971.768303 nChanged 58 SP:Iteration 18Q (877.607461 sec): 3 clusters Score: Raw -268536.204925 + Penalty 2528.598504 = -266007.606421 nChanged 30 SP:Iteration 19Q (877.654603 sec): 3 clusters Score: Raw -268556.950626 + Penalty 2528.598504 = -266028.352122 nChanged 32 SP:Iteration 20F (877.694197 sec): 3 clusters Score: Raw -268601.726603 + Penalty 2528.598504 = -266073.128100 nChanged 20 SP:Iteration 21Q (877.747109 sec): 3 clusters Score: Raw -268636.962119 + Penalty 2528.598504 = -266108.363616 nChanged 31 SP:Iteration 22Q (877.783890 sec): 3 clusters Score: Raw -268664.850079 + Penalty 2528.598504 = -266136.251575 nChanged 28 SP:Iteration 23Q (877.828620 sec): 3 clusters Score: Raw -268686.096311 + Penalty 2528.598504 = -266157.497807 nChanged 27 SP:Iteration 24Q (877.866672 sec): 3 clusters Score: Raw -268711.556166 + Penalty 2528.598504 = -266182.957662 nChanged 31 SP:Iteration 25Q (877.900801 sec): 3 clusters Score: Raw -268734.966217 + Penalty 2528.598504 = -266206.367713 nChanged 22 SP:Iteration 26Q (877.939196 sec): 3 clusters Score: Raw -268747.436987 + Penalty 2528.598504 = -266218.838484 nChanged 16 SP:Iteration 27Q (877.986538 sec): 3 clusters Score: Raw -268758.660787 + Penalty 2528.598504 = -266230.062283 nChanged 15 SP:Iteration 28Q (878.038971 sec): 3 clusters Score: Raw -268766.085257 + Penalty 2528.598504 = -266237.486754 nChanged 8 SP:Iteration 29Q (878.073311 sec): 3 clusters Score: Raw -268770.406319 + Penalty 2528.598504 = -266241.807816 nChanged 12 SP:Iteration 30Q (878.110524 sec): 3 clusters Score: Raw -268776.324660 + Penalty 2528.598504 = -266247.726157 nChanged 8 SP:Iteration 31Q (878.166026 sec): 3 clusters Score: Raw -268779.594173 + Penalty 2528.598504 = -266250.995669 nChanged 9 SP:Iteration 32Q (878.201336 sec): 3 clusters Score: Raw -268782.496414 + Penalty 2528.598504 = -266253.897910 nChanged 13 SP:Iteration 33Q (878.231692 sec): 3 clusters Score: Raw -268789.675655 + Penalty 2528.598504 = -266261.077152 nChanged 9 SP:Iteration 34Q (878.274969 sec): 3 clusters Score: Raw -268793.782724 + Penalty 2528.598504 = -266265.184220 nChanged 6 SP:Iteration 35Q (878.333709 sec): 3 clusters Score: Raw -268796.314603 + Penalty 2528.598504 = -266267.716099 nChanged 5 SP:Iteration 36Q (878.382068 sec): 3 clusters Score: Raw -268798.363267 + Penalty 2528.598504 = -266269.764763 nChanged 5 SP:Iteration 37Q (878.421563 sec): 3 clusters Score: Raw -268799.925478 + Penalty 2528.598504 = -266271.326975 nChanged 1 SP:Iteration 38Q (878.466850 sec): 3 clusters Score: Raw -268800.208114 + Penalty 2528.598504 = -266271.609610 nChanged 1 SP:Iteration 39Q (878.501369 sec): 3 clusters Score: Raw -268800.779575 + Penalty 2528.598504 = -266272.181072 nChanged 3 SP:Iteration 40F (878.548957 sec): 3 clusters Score: Raw -268801.546144 + Penalty 2528.598504 = -266272.947640 nChanged 0 Trying to split cluster 18 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (878.581226 sec): 2 clusters Score: Raw -52240.666494 + Penalty 995.261051 = -51245.405443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (878.614654 sec): 3 clusters Score: Raw -52208.366708 + Penalty 1990.522102 = -50217.844606 nChanged 93 SP:Iteration 1F (878.653441 sec): 3 clusters Score: Raw -52369.158679 + Penalty 1990.522102 = -50378.636577 nChanged 35 SP:Iteration 2F (878.699577 sec): 3 clusters Score: Raw -52445.368565 + Penalty 1990.522102 = -50454.846462 nChanged 16 SP:Iteration 3Q (878.734039 sec): 3 clusters Score: Raw -52495.534817 + Penalty 1990.522102 = -50505.012715 nChanged 13 SP:Iteration 4Q (878.770467 sec): 3 clusters Score: Raw -52519.867695 + Penalty 1990.522102 = -50529.345593 nChanged 13 SP:Iteration 5Q (878.828671 sec): 3 clusters Score: Raw -52552.829607 + Penalty 1990.522102 = -50562.307505 nChanged 13 SP:Iteration 6Q (878.866919 sec): 3 clusters Score: Raw -52575.964608 + Penalty 1990.522102 = -50585.442506 nChanged 7 SP:Iteration 7Q (878.908065 sec): 3 clusters Score: Raw -52591.900215 + Penalty 1990.522102 = -50601.378112 nChanged 5 SP:Iteration 8Q (878.950734 sec): 3 clusters Score: Raw -52599.353995 + Penalty 1990.522102 = -50608.831893 nChanged 5 SP:Iteration 9Q (878.984551 sec): 3 clusters Score: Raw -52610.971317 + Penalty 1990.522102 = -50620.449215 nChanged 6 SP:Iteration 10Q (879.016793 sec): 3 clusters Score: Raw -52621.063023 + Penalty 1990.522102 = -50630.540920 nChanged 3 SP:Iteration 11Q (879.063462 sec): 3 clusters Score: Raw -52629.274590 + Penalty 1990.522102 = -50638.752487 nChanged 1 SP:Iteration 12Q (879.099722 sec): 3 clusters Score: Raw -52631.686923 + Penalty 1990.522102 = -50641.164821 nChanged 1 SP:Iteration 13Q (879.141382 sec): 3 clusters Score: Raw -52634.629926 + Penalty 1990.522102 = -50644.107824 nChanged 2 SP:Iteration 14Q (879.168223 sec): 3 clusters Score: Raw -52639.800128 + Penalty 1990.522102 = -50649.278026 nChanged 1 SP:Iteration 15Q (879.214844 sec): 3 clusters Score: Raw -52641.023520 + Penalty 1990.522102 = -50650.501418 nChanged 0 SP:Iteration 16F (879.262716 sec): 3 clusters Score: Raw -52641.023520 + Penalty 1990.522102 = -50650.501418 nChanged 0 Trying to split cluster 19 (3909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (879.293145 sec): 2 clusters Score: Raw -493235.641771 + Penalty 1344.043491 = -491891.598281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (879.339808 sec): 3 clusters Score: Raw -491297.056988 + Penalty 2688.086981 = -488608.970007 nChanged 1561 SP:Iteration 1F (879.384343 sec): 3 clusters Score: Raw -492295.408873 + Penalty 2688.086981 = -489607.321891 nChanged 331 SP:Iteration 2F (879.439373 sec): 3 clusters Score: Raw -492538.047442 + Penalty 2688.086981 = -489849.960461 nChanged 255 SP:Iteration 3F (879.484677 sec): 3 clusters Score: Raw -492725.297361 + Penalty 2688.086981 = -490037.210379 nChanged 207 SP:Iteration 4F (879.524178 sec): 3 clusters Score: Raw -492898.733164 + Penalty 2688.086981 = -490210.646183 nChanged 183 SP:Iteration 5Q (879.544436 sec): 3 clusters Score: Raw -493048.111119 + Penalty 2688.086981 = -490360.024138 nChanged 157 SP:Iteration 6Q (879.595968 sec): 3 clusters Score: Raw -493187.543216 + Penalty 2688.086981 = -490499.456235 nChanged 151 SP:Iteration 7Q (879.637060 sec): 3 clusters Score: Raw -493323.628300 + Penalty 2688.086981 = -490635.541319 nChanged 141 SP:Iteration 8Q (879.680366 sec): 3 clusters Score: Raw -493446.457334 + Penalty 2688.086981 = -490758.370353 nChanged 119 SP:Iteration 9Q (879.728290 sec): 3 clusters Score: Raw -493539.305417 + Penalty 2688.086981 = -490851.218435 nChanged 92 SP:Iteration 10Q (879.774335 sec): 3 clusters Score: Raw -493600.719766 + Penalty 2688.086981 = -490912.632785 nChanged 73 SP:Iteration 11Q (879.818974 sec): 3 clusters Score: Raw -493644.804962 + Penalty 2688.086981 = -490956.717981 nChanged 80 SP:Iteration 12Q (879.860511 sec): 3 clusters Score: Raw -493702.139945 + Penalty 2688.086981 = -491014.052963 nChanged 100 SP:Iteration 13Q (879.902848 sec): 3 clusters Score: Raw -493786.741425 + Penalty 2688.086981 = -491098.654444 nChanged 117 SP:Iteration 14Q (879.956114 sec): 3 clusters Score: Raw -493877.441576 + Penalty 2688.086981 = -491189.354594 nChanged 98 SP:Iteration 15Q (879.995546 sec): 3 clusters Score: Raw -493948.837841 + Penalty 2688.086981 = -491260.750860 nChanged 82 SP:Iteration 16Q (880.047763 sec): 3 clusters Score: Raw -494006.312007 + Penalty 2688.086981 = -491318.225025 nChanged 82 SP:Iteration 17Q (880.079697 sec): 3 clusters Score: Raw -494055.023792 + Penalty 2688.086981 = -491366.936811 nChanged 68 SP:Iteration 18Q (880.128075 sec): 3 clusters Score: Raw -494098.876802 + Penalty 2688.086981 = -491410.789821 nChanged 64 SP:Iteration 19Q (880.173097 sec): 3 clusters Score: Raw -494134.017252 + Penalty 2688.086981 = -491445.930271 nChanged 51 SP:Iteration 20F (880.223886 sec): 3 clusters Score: Raw -494160.513719 + Penalty 2688.086981 = -491472.426738 nChanged 40 SP:Iteration 21Q (880.268861 sec): 3 clusters Score: Raw -494181.315469 + Penalty 2688.086981 = -491493.228488 nChanged 38 SP:Iteration 22Q (880.311591 sec): 3 clusters Score: Raw -494197.377079 + Penalty 2688.086981 = -491509.290097 nChanged 24 SP:Iteration 23Q (880.371595 sec): 3 clusters Score: Raw -494206.927797 + Penalty 2688.086981 = -491518.840816 nChanged 19 SP:Iteration 24Q (880.408100 sec): 3 clusters Score: Raw -494213.693416 + Penalty 2688.086981 = -491525.606435 nChanged 9 SP:Iteration 25Q (880.451710 sec): 3 clusters Score: Raw -494215.788475 + Penalty 2688.086981 = -491527.701494 nChanged 8 SP:Iteration 26Q (880.503336 sec): 3 clusters Score: Raw -494217.724376 + Penalty 2688.086981 = -491529.637394 nChanged 6 SP:Iteration 27Q (880.535648 sec): 3 clusters Score: Raw -494219.708658 + Penalty 2688.086981 = -491531.621677 nChanged 6 SP:Iteration 28Q (880.586355 sec): 3 clusters Score: Raw -494220.617661 + Penalty 2688.086981 = -491532.530679 nChanged 5 SP:Iteration 29Q (880.637750 sec): 3 clusters Score: Raw -494221.953653 + Penalty 2688.086981 = -491533.866671 nChanged 3 SP:Iteration 30Q (880.684402 sec): 3 clusters Score: Raw -494222.677833 + Penalty 2688.086981 = -491534.590851 nChanged 3 SP:Iteration 31Q (880.724290 sec): 3 clusters Score: Raw -494223.326347 + Penalty 2688.086981 = -491535.239366 nChanged 5 SP:Iteration 32Q (880.782218 sec): 3 clusters Score: Raw -494224.216911 + Penalty 2688.086981 = -491536.129929 nChanged 0 SP:Iteration 33F (880.825717 sec): 3 clusters Score: Raw -494224.216911 + Penalty 2688.086981 = -491536.129929 nChanged 0 Trying to split cluster 20 (9504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (880.866981 sec): 2 clusters Score: Raw -1158935.830337 + Penalty 1488.413557 = -1157447.416780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (880.916190 sec): 3 clusters Score: Raw -1153638.406623 + Penalty 2976.827114 = -1150661.579510 nChanged 4043 SP:Iteration 1F (880.968513 sec): 3 clusters Score: Raw -1156009.087317 + Penalty 2976.827114 = -1153032.260204 nChanged 638 SP:Iteration 2F (881.029664 sec): 3 clusters Score: Raw -1156324.065836 + Penalty 2976.827114 = -1153347.238723 nChanged 531 SP:Iteration 3F (881.094381 sec): 3 clusters Score: Raw -1156607.180118 + Penalty 2976.827114 = -1153630.353004 nChanged 444 SP:Iteration 4Q (881.133136 sec): 3 clusters Score: Raw -1156876.992632 + Penalty 2976.827114 = -1153900.165519 nChanged 443 SP:Iteration 5Q (881.189107 sec): 3 clusters Score: Raw -1157193.260933 + Penalty 2976.827114 = -1154216.433819 nChanged 438 SP:Iteration 6Q (881.244645 sec): 3 clusters Score: Raw -1157500.788973 + Penalty 2976.827114 = -1154523.961859 nChanged 394 SP:Iteration 7Q (881.310363 sec): 3 clusters Score: Raw -1157773.234727 + Penalty 2976.827114 = -1154796.407613 nChanged 370 SP:Iteration 8Q (881.364045 sec): 3 clusters Score: Raw -1158005.212462 + Penalty 2976.827114 = -1155028.385348 nChanged 330 SP:Iteration 9Q (881.414273 sec): 3 clusters Score: Raw -1158192.737499 + Penalty 2976.827114 = -1155215.910385 nChanged 281 SP:Iteration 10Q (881.463781 sec): 3 clusters Score: Raw -1158341.582732 + Penalty 2976.827114 = -1155364.755619 nChanged 233 SP:Iteration 11Q (881.508665 sec): 3 clusters Score: Raw -1158441.520761 + Penalty 2976.827114 = -1155464.693647 nChanged 164 SP:Iteration 12Q (881.571434 sec): 3 clusters Score: Raw -1158503.870288 + Penalty 2976.827114 = -1155527.043175 nChanged 130 SP:Iteration 13Q (881.617255 sec): 3 clusters Score: Raw -1158546.797576 + Penalty 2976.827114 = -1155569.970463 nChanged 96 SP:Iteration 14Q (881.669287 sec): 3 clusters Score: Raw -1158574.208041 + Penalty 2976.827114 = -1155597.380928 nChanged 83 SP:Iteration 15Q (881.731976 sec): 3 clusters Score: Raw -1158594.862883 + Penalty 2976.827114 = -1155618.035769 nChanged 65 SP:Iteration 16Q (881.797314 sec): 3 clusters Score: Raw -1158608.959628 + Penalty 2976.827114 = -1155632.132515 nChanged 46 SP:Iteration 17Q (881.848148 sec): 3 clusters Score: Raw -1158619.580392 + Penalty 2976.827114 = -1155642.753278 nChanged 44 SP:Iteration 18Q (881.904395 sec): 3 clusters Score: Raw -1158628.211616 + Penalty 2976.827114 = -1155651.384502 nChanged 42 SP:Iteration 19Q (881.954320 sec): 3 clusters Score: Raw -1158635.790957 + Penalty 2976.827114 = -1155658.963843 nChanged 35 SP:Iteration 20F (882.017038 sec): 3 clusters Score: Raw -1158641.749059 + Penalty 2976.827114 = -1155664.921945 nChanged 27 SP:Iteration 21Q (882.069132 sec): 3 clusters Score: Raw -1158646.734883 + Penalty 2976.827114 = -1155669.907770 nChanged 29 SP:Iteration 22Q (882.125136 sec): 3 clusters Score: Raw -1158651.300992 + Penalty 2976.827114 = -1155674.473879 nChanged 27 SP:Iteration 23Q (882.191137 sec): 3 clusters Score: Raw -1158655.193726 + Penalty 2976.827114 = -1155678.366612 nChanged 20 SP:Iteration 24Q (882.249003 sec): 3 clusters Score: Raw -1158658.566859 + Penalty 2976.827114 = -1155681.739746 nChanged 16 SP:Iteration 25Q (882.297154 sec): 3 clusters Score: Raw -1158661.231845 + Penalty 2976.827114 = -1155684.404731 nChanged 21 SP:Iteration 26Q (882.342521 sec): 3 clusters Score: Raw -1158664.587522 + Penalty 2976.827114 = -1155687.760409 nChanged 19 SP:Iteration 27Q (882.390232 sec): 3 clusters Score: Raw -1158667.647652 + Penalty 2976.827114 = -1155690.820538 nChanged 17 SP:Iteration 28Q (882.451440 sec): 3 clusters Score: Raw -1158670.269072 + Penalty 2976.827114 = -1155693.441959 nChanged 22 SP:Iteration 29Q (882.498590 sec): 3 clusters Score: Raw -1158675.294911 + Penalty 2976.827114 = -1155698.467797 nChanged 37 SP:Iteration 30Q (882.559361 sec): 3 clusters Score: Raw -1158682.418247 + Penalty 2976.827114 = -1155705.591133 nChanged 35 SP:Iteration 31Q (882.614987 sec): 3 clusters Score: Raw -1158689.202410 + Penalty 2976.827114 = -1155712.375297 nChanged 29 SP:Iteration 32Q (882.673093 sec): 3 clusters Score: Raw -1158694.461794 + Penalty 2976.827114 = -1155717.634680 nChanged 27 SP:Iteration 33Q (882.729353 sec): 3 clusters Score: Raw -1158698.441214 + Penalty 2976.827114 = -1155721.614100 nChanged 22 SP:Iteration 34Q (882.790344 sec): 3 clusters Score: Raw -1158702.159315 + Penalty 2976.827114 = -1155725.332202 nChanged 14 SP:Iteration 35Q (882.847372 sec): 3 clusters Score: Raw -1158704.376551 + Penalty 2976.827114 = -1155727.549437 nChanged 16 SP:Iteration 36Q (882.895066 sec): 3 clusters Score: Raw -1158706.949690 + Penalty 2976.827114 = -1155730.122577 nChanged 17 SP:Iteration 37Q (882.944008 sec): 3 clusters Score: Raw -1158709.670785 + Penalty 2976.827114 = -1155732.843671 nChanged 12 SP:Iteration 38Q (882.988605 sec): 3 clusters Score: Raw -1158711.691803 + Penalty 2976.827114 = -1155734.864689 nChanged 16 SP:Iteration 39Q (883.053599 sec): 3 clusters Score: Raw -1158714.287296 + Penalty 2976.827114 = -1155737.460182 nChanged 19 SP:Iteration 40F (883.108039 sec): 3 clusters Score: Raw -1158717.139602 + Penalty 2976.827114 = -1155740.312488 nChanged 13 SP:Iteration 41Q (883.156352 sec): 3 clusters Score: Raw -1158719.037513 + Penalty 2976.827114 = -1155742.210399 nChanged 9 SP:Iteration 42Q (883.212461 sec): 3 clusters Score: Raw -1158720.999162 + Penalty 2976.827114 = -1155744.172048 nChanged 13 SP:Iteration 43Q (883.275205 sec): 3 clusters Score: Raw -1158722.861711 + Penalty 2976.827114 = -1155746.034597 nChanged 14 SP:Iteration 44Q (883.322846 sec): 3 clusters Score: Raw -1158724.797450 + Penalty 2976.827114 = -1155747.970337 nChanged 14 SP:Iteration 45Q (883.377502 sec): 3 clusters Score: Raw -1158727.715060 + Penalty 2976.827114 = -1155750.887946 nChanged 13 SP:Iteration 46Q (883.425158 sec): 3 clusters Score: Raw -1158730.833130 + Penalty 2976.827114 = -1155754.006017 nChanged 18 SP:Iteration 47Q (883.493996 sec): 3 clusters Score: Raw -1158734.347874 + Penalty 2976.827114 = -1155757.520760 nChanged 11 SP:Iteration 48Q (883.544149 sec): 3 clusters Score: Raw -1158736.653561 + Penalty 2976.827114 = -1155759.826447 nChanged 10 SP:Iteration 49Q (883.594860 sec): 3 clusters Score: Raw -1158738.759492 + Penalty 2976.827114 = -1155761.932379 nChanged 18 SP:Iteration 50Q (883.642413 sec): 3 clusters Score: Raw -1158742.510160 + Penalty 2976.827114 = -1155765.683046 nChanged 23 SP:Iteration 51Q (883.693690 sec): 3 clusters Score: Raw -1158746.023351 + Penalty 2976.827114 = -1155769.196237 nChanged 15 SP:Iteration 52Q (883.747854 sec): 3 clusters Score: Raw -1158748.099326 + Penalty 2976.827114 = -1155771.272213 nChanged 8 SP:Iteration 53Q (883.798757 sec): 3 clusters Score: Raw -1158749.263751 + Penalty 2976.827114 = -1155772.436638 nChanged 7 SP:Iteration 54Q (883.862444 sec): 3 clusters Score: Raw -1158750.133804 + Penalty 2976.827114 = -1155773.306691 nChanged 11 SP:Iteration 55Q (883.905469 sec): 3 clusters Score: Raw -1158751.787811 + Penalty 2976.827114 = -1155774.960697 nChanged 15 SP:Iteration 56Q (883.966093 sec): 3 clusters Score: Raw -1158754.202722 + Penalty 2976.827114 = -1155777.375608 nChanged 13 SP:Iteration 57Q (884.019687 sec): 3 clusters Score: Raw -1158756.721483 + Penalty 2976.827114 = -1155779.894370 nChanged 18 SP:Iteration 58Q (884.078997 sec): 3 clusters Score: Raw -1158759.823150 + Penalty 2976.827114 = -1155782.996036 nChanged 16 SP:Iteration 59Q (884.126308 sec): 3 clusters Score: Raw -1158762.089128 + Penalty 2976.827114 = -1155785.262014 nChanged 9 SP:Iteration 60F (884.178191 sec): 3 clusters Score: Raw -1158763.690977 + Penalty 2976.827114 = -1155786.863864 nChanged 12 SP:Iteration 61Q (884.245334 sec): 3 clusters Score: Raw -1158765.493174 + Penalty 2976.827114 = -1155788.666060 nChanged 13 SP:Iteration 62Q (884.293179 sec): 3 clusters Score: Raw -1158768.023539 + Penalty 2976.827114 = -1155791.196425 nChanged 9 SP:Iteration 63Q (884.346377 sec): 3 clusters Score: Raw -1158770.189025 + Penalty 2976.827114 = -1155793.361911 nChanged 13 SP:Iteration 64Q (884.408835 sec): 3 clusters Score: Raw -1158773.320747 + Penalty 2976.827114 = -1155796.493634 nChanged 10 SP:Iteration 65Q (884.474365 sec): 3 clusters Score: Raw -1158775.512834 + Penalty 2976.827114 = -1155798.685720 nChanged 9 SP:Iteration 66Q (884.523081 sec): 3 clusters Score: Raw -1158777.121526 + Penalty 2976.827114 = -1155800.294413 nChanged 12 SP:Iteration 67Q (884.566827 sec): 3 clusters Score: Raw -1158778.925136 + Penalty 2976.827114 = -1155802.098023 nChanged 10 SP:Iteration 68Q (884.625376 sec): 3 clusters Score: Raw -1158780.542700 + Penalty 2976.827114 = -1155803.715586 nChanged 16 SP:Iteration 69Q (884.681424 sec): 3 clusters Score: Raw -1158782.793861 + Penalty 2976.827114 = -1155805.966748 nChanged 11 SP:Iteration 70Q (884.739953 sec): 3 clusters Score: Raw -1158784.352502 + Penalty 2976.827114 = -1155807.525389 nChanged 11 SP:Iteration 71Q (884.788430 sec): 3 clusters Score: Raw -1158785.757022 + Penalty 2976.827114 = -1155808.929909 nChanged 12 SP:Iteration 72Q (884.854465 sec): 3 clusters Score: Raw -1158786.991258 + Penalty 2976.827114 = -1155810.164145 nChanged 7 SP:Iteration 73Q (884.914173 sec): 3 clusters Score: Raw -1158788.112685 + Penalty 2976.827114 = -1155811.285571 nChanged 6 SP:Iteration 74Q (884.954338 sec): 3 clusters Score: Raw -1158788.820468 + Penalty 2976.827114 = -1155811.993355 nChanged 8 SP:Iteration 75Q (884.998933 sec): 3 clusters Score: Raw -1158790.238448 + Penalty 2976.827114 = -1155813.411335 nChanged 7 SP:Iteration 76Q (885.050745 sec): 3 clusters Score: Raw -1158792.179623 + Penalty 2976.827114 = -1155815.352510 nChanged 12 SP:Iteration 77Q (885.109131 sec): 3 clusters Score: Raw -1158794.108024 + Penalty 2976.827114 = -1155817.280910 nChanged 15 SP:Iteration 78Q (885.165128 sec): 3 clusters Score: Raw -1158796.692342 + Penalty 2976.827114 = -1155819.865229 nChanged 16 SP:Iteration 79Q (885.214628 sec): 3 clusters Score: Raw -1158799.458845 + Penalty 2976.827114 = -1155822.631732 nChanged 17 SP:Iteration 80F (885.271441 sec): 3 clusters Score: Raw -1158802.120067 + Penalty 2976.827114 = -1155825.292953 nChanged 16 SP:Iteration 81Q (885.324067 sec): 3 clusters Score: Raw -1158804.701378 + Penalty 2976.827114 = -1155827.874265 nChanged 13 SP:Iteration 82Q (885.390603 sec): 3 clusters Score: Raw -1158806.396543 + Penalty 2976.827114 = -1155829.569429 nChanged 8 SP:Iteration 83Q (885.439504 sec): 3 clusters Score: Raw -1158807.493489 + Penalty 2976.827114 = -1155830.666375 nChanged 6 SP:Iteration 84Q (885.501860 sec): 3 clusters Score: Raw -1158808.084342 + Penalty 2976.827114 = -1155831.257228 nChanged 6 SP:Iteration 85Q (885.555395 sec): 3 clusters Score: Raw -1158808.985818 + Penalty 2976.827114 = -1155832.158705 nChanged 9 SP:Iteration 86Q (885.614700 sec): 3 clusters Score: Raw -1158810.816690 + Penalty 2976.827114 = -1155833.989576 nChanged 13 SP:Iteration 87Q (885.669896 sec): 3 clusters Score: Raw -1158812.581968 + Penalty 2976.827114 = -1155835.754855 nChanged 10 SP:Iteration 88Q (885.715805 sec): 3 clusters Score: Raw -1158813.976155 + Penalty 2976.827114 = -1155837.149041 nChanged 14 SP:Iteration 89Q (885.767915 sec): 3 clusters Score: Raw -1158816.283634 + Penalty 2976.827114 = -1155839.456520 nChanged 16 SP:Iteration 90Q (885.821997 sec): 3 clusters Score: Raw -1158819.000776 + Penalty 2976.827114 = -1155842.173662 nChanged 16 SP:Iteration 91Q (885.883404 sec): 3 clusters Score: Raw -1158821.401464 + Penalty 2976.827114 = -1155844.574350 nChanged 11 SP:Iteration 92Q (885.937985 sec): 3 clusters Score: Raw -1158823.356425 + Penalty 2976.827114 = -1155846.529311 nChanged 12 SP:Iteration 93Q (885.994904 sec): 3 clusters Score: Raw -1158825.235640 + Penalty 2976.827114 = -1155848.408527 nChanged 6 SP:Iteration 94Q (886.046709 sec): 3 clusters Score: Raw -1158826.050213 + Penalty 2976.827114 = -1155849.223099 nChanged 10 SP:Iteration 95Q (886.101931 sec): 3 clusters Score: Raw -1158827.463505 + Penalty 2976.827114 = -1155850.636392 nChanged 7 SP:Iteration 96Q (886.170274 sec): 3 clusters Score: Raw -1158828.620203 + Penalty 2976.827114 = -1155851.793089 nChanged 5 SP:Iteration 97Q (886.216219 sec): 3 clusters Score: Raw -1158829.167117 + Penalty 2976.827114 = -1155852.340004 nChanged 4 SP:Iteration 98Q (886.265332 sec): 3 clusters Score: Raw -1158829.786986 + Penalty 2976.827114 = -1155852.959873 nChanged 3 SP:Iteration 99Q (886.320303 sec): 3 clusters Score: Raw -1158830.317136 + Penalty 2976.827114 = -1155853.490022 nChanged 1 SP:Iteration 100F (886.379893 sec): 3 clusters Score: Raw -1158830.539486 + Penalty 2976.827114 = -1155853.712372 nChanged 1 SP:Iteration 101Q (886.432137 sec): 3 clusters Score: Raw -1158830.745984 + Penalty 2976.827114 = -1155853.918870 nChanged 2 SP:Iteration 102Q (886.482758 sec): 3 clusters Score: Raw -1158830.929859 + Penalty 2976.827114 = -1155854.102745 nChanged 2 SP:Iteration 103Q (886.539821 sec): 3 clusters Score: Raw -1158831.200690 + Penalty 2976.827114 = -1155854.373577 nChanged 1 SP:Iteration 104Q (886.600147 sec): 3 clusters Score: Raw -1158831.327098 + Penalty 2976.827114 = -1155854.499984 nChanged 2 SP:Iteration 105Q (886.654724 sec): 3 clusters Score: Raw -1158831.758638 + Penalty 2976.827114 = -1155854.931524 nChanged 2 SP:Iteration 106Q (886.708858 sec): 3 clusters Score: Raw -1158832.073340 + Penalty 2976.827114 = -1155855.246227 nChanged 4 SP:Iteration 107Q (886.773593 sec): 3 clusters Score: Raw -1158832.473560 + Penalty 2976.827114 = -1155855.646447 nChanged 3 SP:Iteration 108Q (886.823115 sec): 3 clusters Score: Raw -1158832.855753 + Penalty 2976.827114 = -1155856.028639 nChanged 2 SP:Iteration 109Q (886.888297 sec): 3 clusters Score: Raw -1158833.095423 + Penalty 2976.827114 = -1155856.268310 nChanged 3 SP:Iteration 110Q (886.952130 sec): 3 clusters Score: Raw -1158833.579377 + Penalty 2976.827114 = -1155856.752264 nChanged 3 SP:Iteration 111Q (887.007334 sec): 3 clusters Score: Raw -1158833.882762 + Penalty 2976.827114 = -1155857.055649 nChanged 1 SP:Iteration 112Q (887.067563 sec): 3 clusters Score: Raw -1158834.139181 + Penalty 2976.827114 = -1155857.312068 nChanged 2 SP:Iteration 113Q (887.112887 sec): 3 clusters Score: Raw -1158834.467825 + Penalty 2976.827114 = -1155857.640711 nChanged 1 SP:Iteration 114Q (887.155654 sec): 3 clusters Score: Raw -1158834.750698 + Penalty 2976.827114 = -1155857.923584 nChanged 3 SP:Iteration 115Q (887.211112 sec): 3 clusters Score: Raw -1158834.992638 + Penalty 2976.827114 = -1155858.165525 nChanged 3 SP:Iteration 116Q (887.269110 sec): 3 clusters Score: Raw -1158835.429667 + Penalty 2976.827114 = -1155858.602554 nChanged 0 SP:Iteration 117F (887.313554 sec): 3 clusters Score: Raw -1158835.429667 + Penalty 2976.827114 = -1155858.602554 nChanged 0 Trying to split cluster 21 (2829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (887.339368 sec): 2 clusters Score: Raw -332324.433874 + Penalty 1291.497768 = -331032.936106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (887.380850 sec): 3 clusters Score: Raw -331005.156802 + Penalty 2582.995536 = -328422.161266 nChanged 1071 SP:Iteration 1F (887.431859 sec): 3 clusters Score: Raw -331677.986795 + Penalty 2582.995536 = -329094.991259 nChanged 231 SP:Iteration 2F (887.479267 sec): 3 clusters Score: Raw -331838.925499 + Penalty 2582.995536 = -329255.929963 nChanged 155 SP:Iteration 3F (887.523672 sec): 3 clusters Score: Raw -331968.459321 + Penalty 2582.995536 = -329385.463785 nChanged 123 SP:Iteration 4Q (887.580083 sec): 3 clusters Score: Raw -332047.743473 + Penalty 2582.995536 = -329464.747937 nChanged 100 SP:Iteration 5Q (887.612261 sec): 3 clusters Score: Raw -332116.451382 + Penalty 2582.995536 = -329533.455847 nChanged 105 SP:Iteration 6Q (887.661381 sec): 3 clusters Score: Raw -332207.921027 + Penalty 2582.995536 = -329624.925491 nChanged 107 SP:Iteration 7Q (887.698829 sec): 3 clusters Score: Raw -332301.816841 + Penalty 2582.995536 = -329718.821305 nChanged 129 SP:Iteration 8Q (887.724979 sec): 3 clusters Score: Raw -332432.083820 + Penalty 2582.995536 = -329849.088284 nChanged 119 SP:Iteration 9Q (887.778473 sec): 3 clusters Score: Raw -332553.303681 + Penalty 2582.995536 = -329970.308146 nChanged 115 SP:Iteration 10Q (887.815280 sec): 3 clusters Score: Raw -332657.143668 + Penalty 2582.995536 = -330074.148132 nChanged 87 SP:Iteration 11Q (887.849307 sec): 3 clusters Score: Raw -332729.241503 + Penalty 2582.995536 = -330146.245967 nChanged 71 SP:Iteration 12Q (887.899684 sec): 3 clusters Score: Raw -332781.313488 + Penalty 2582.995536 = -330198.317952 nChanged 49 SP:Iteration 13Q (887.943068 sec): 3 clusters Score: Raw -332807.581896 + Penalty 2582.995536 = -330224.586361 nChanged 34 SP:Iteration 14Q (887.990280 sec): 3 clusters Score: Raw -332829.587112 + Penalty 2582.995536 = -330246.591576 nChanged 32 SP:Iteration 15Q (888.034036 sec): 3 clusters Score: Raw -332847.613889 + Penalty 2582.995536 = -330264.618353 nChanged 23 SP:Iteration 16Q (888.079672 sec): 3 clusters Score: Raw -332859.230423 + Penalty 2582.995536 = -330276.234887 nChanged 29 SP:Iteration 17Q (888.120330 sec): 3 clusters Score: Raw -332875.918704 + Penalty 2582.995536 = -330292.923169 nChanged 27 SP:Iteration 18Q (888.170009 sec): 3 clusters Score: Raw -332894.626165 + Penalty 2582.995536 = -330311.630629 nChanged 26 SP:Iteration 19Q (888.223979 sec): 3 clusters Score: Raw -332909.606760 + Penalty 2582.995536 = -330326.611224 nChanged 26 SP:Iteration 20F (888.278227 sec): 3 clusters Score: Raw -332924.028375 + Penalty 2582.995536 = -330341.032840 nChanged 22 SP:Iteration 21Q (888.316425 sec): 3 clusters Score: Raw -332936.503945 + Penalty 2582.995536 = -330353.508409 nChanged 18 SP:Iteration 22Q (888.347660 sec): 3 clusters Score: Raw -332949.965406 + Penalty 2582.995536 = -330366.969871 nChanged 24 SP:Iteration 23Q (888.401065 sec): 3 clusters Score: Raw -332963.880213 + Penalty 2582.995536 = -330380.884677 nChanged 24 SP:Iteration 24Q (888.435456 sec): 3 clusters Score: Raw -332977.216957 + Penalty 2582.995536 = -330394.221421 nChanged 25 SP:Iteration 25Q (888.485592 sec): 3 clusters Score: Raw -332992.009553 + Penalty 2582.995536 = -330409.014018 nChanged 23 SP:Iteration 26Q (888.540302 sec): 3 clusters Score: Raw -333004.501299 + Penalty 2582.995536 = -330421.505763 nChanged 20 SP:Iteration 27Q (888.582714 sec): 3 clusters Score: Raw -333015.618167 + Penalty 2582.995536 = -330432.622631 nChanged 29 SP:Iteration 28Q (888.613105 sec): 3 clusters Score: Raw -333036.627751 + Penalty 2582.995536 = -330453.632216 nChanged 26 SP:Iteration 29Q (888.654616 sec): 3 clusters Score: Raw -333055.119156 + Penalty 2582.995536 = -330472.123621 nChanged 32 SP:Iteration 30Q (888.691387 sec): 3 clusters Score: Raw -333078.695875 + Penalty 2582.995536 = -330495.700340 nChanged 37 SP:Iteration 31Q (888.740422 sec): 3 clusters Score: Raw -333107.719623 + Penalty 2582.995536 = -330524.724087 nChanged 39 SP:Iteration 32Q (888.778090 sec): 3 clusters Score: Raw -333135.194149 + Penalty 2582.995536 = -330552.198613 nChanged 24 SP:Iteration 33Q (888.820571 sec): 3 clusters Score: Raw -333153.533849 + Penalty 2582.995536 = -330570.538313 nChanged 24 SP:Iteration 34Q (888.863134 sec): 3 clusters Score: Raw -333174.536511 + Penalty 2582.995536 = -330591.540976 nChanged 30 SP:Iteration 35Q (888.903077 sec): 3 clusters Score: Raw -333201.329330 + Penalty 2582.995536 = -330618.333794 nChanged 32 SP:Iteration 36Q (888.954506 sec): 3 clusters Score: Raw -333232.920138 + Penalty 2582.995536 = -330649.924602 nChanged 33 SP:Iteration 37Q (888.995386 sec): 3 clusters Score: Raw -333262.444864 + Penalty 2582.995536 = -330679.449328 nChanged 29 SP:Iteration 38Q (889.045795 sec): 3 clusters Score: Raw -333283.104591 + Penalty 2582.995536 = -330700.109055 nChanged 21 SP:Iteration 39Q (889.093279 sec): 3 clusters Score: Raw -333302.614379 + Penalty 2582.995536 = -330719.618843 nChanged 30 SP:Iteration 40F (889.130623 sec): 3 clusters Score: Raw -333333.557448 + Penalty 2582.995536 = -330750.561912 nChanged 35 SP:Iteration 41Q (889.173134 sec): 3 clusters Score: Raw -333368.955028 + Penalty 2582.995536 = -330785.959492 nChanged 27 SP:Iteration 42Q (889.216254 sec): 3 clusters Score: Raw -333397.670974 + Penalty 2582.995536 = -330814.675439 nChanged 25 SP:Iteration 43Q (889.267347 sec): 3 clusters Score: Raw -333417.583146 + Penalty 2582.995536 = -330834.587611 nChanged 14 SP:Iteration 44Q (889.317406 sec): 3 clusters Score: Raw -333429.362860 + Penalty 2582.995536 = -330846.367324 nChanged 11 SP:Iteration 45Q (889.359126 sec): 3 clusters Score: Raw -333434.421820 + Penalty 2582.995536 = -330851.426284 nChanged 4 SP:Iteration 46Q (889.393187 sec): 3 clusters Score: Raw -333436.512445 + Penalty 2582.995536 = -330853.516910 nChanged 3 SP:Iteration 47Q (889.444558 sec): 3 clusters Score: Raw -333437.884504 + Penalty 2582.995536 = -330854.888968 nChanged 4 SP:Iteration 48Q (889.487703 sec): 3 clusters Score: Raw -333440.041796 + Penalty 2582.995536 = -330857.046260 nChanged 7 SP:Iteration 49Q (889.533796 sec): 3 clusters Score: Raw -333442.903372 + Penalty 2582.995536 = -330859.907836 nChanged 4 SP:Iteration 50Q (889.573407 sec): 3 clusters Score: Raw -333444.793021 + Penalty 2582.995536 = -330861.797486 nChanged 2 SP:Iteration 51Q (889.618843 sec): 3 clusters Score: Raw -333446.296313 + Penalty 2582.995536 = -330863.300777 nChanged 2 SP:Iteration 52Q (889.663655 sec): 3 clusters Score: Raw -333447.479266 + Penalty 2582.995536 = -330864.483730 nChanged 5 SP:Iteration 53Q (889.706481 sec): 3 clusters Score: Raw -333449.270049 + Penalty 2582.995536 = -330866.274514 nChanged 2 SP:Iteration 54Q (889.751595 sec): 3 clusters Score: Raw -333450.342558 + Penalty 2582.995536 = -330867.347022 nChanged 3 SP:Iteration 55Q (889.785540 sec): 3 clusters Score: Raw -333451.983321 + Penalty 2582.995536 = -330868.987785 nChanged 1 SP:Iteration 56Q (889.832637 sec): 3 clusters Score: Raw -333452.356455 + Penalty 2582.995536 = -330869.360919 nChanged 0 SP:Iteration 57F (889.883465 sec): 3 clusters Score: Raw -333452.356455 + Penalty 2582.995536 = -330869.360919 nChanged 0 Trying to split cluster 22 (9066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (889.919908 sec): 2 clusters Score: Raw -1116717.703363 + Penalty 1480.746545 = -1115236.956818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (889.968765 sec): 3 clusters Score: Raw -1111582.298117 + Penalty 2961.493090 = -1108620.805027 nChanged 3867 SP:Iteration 1F (890.024253 sec): 3 clusters Score: Raw -1113743.165727 + Penalty 2961.493090 = -1110781.672637 nChanged 580 SP:Iteration 2F (890.070030 sec): 3 clusters Score: Raw -1114005.958343 + Penalty 2961.493090 = -1111044.465253 nChanged 461 SP:Iteration 3F (890.135025 sec): 3 clusters Score: Raw -1114202.655815 + Penalty 2961.493090 = -1111241.162725 nChanged 396 SP:Iteration 4Q (890.186491 sec): 3 clusters Score: Raw -1114379.335534 + Penalty 2961.493090 = -1111417.842444 nChanged 382 SP:Iteration 5Q (890.245563 sec): 3 clusters Score: Raw -1114556.028287 + Penalty 2961.493090 = -1111594.535197 nChanged 374 SP:Iteration 6Q (890.305297 sec): 3 clusters Score: Raw -1114741.034323 + Penalty 2961.493090 = -1111779.541232 nChanged 372 SP:Iteration 7Q (890.351482 sec): 3 clusters Score: Raw -1114944.936103 + Penalty 2961.493090 = -1111983.443013 nChanged 380 SP:Iteration 8Q (890.408891 sec): 3 clusters Score: Raw -1115179.570082 + Penalty 2961.493090 = -1112218.076992 nChanged 372 SP:Iteration 9Q (890.468496 sec): 3 clusters Score: Raw -1115465.138076 + Penalty 2961.493090 = -1112503.644986 nChanged 380 SP:Iteration 10Q (890.518404 sec): 3 clusters Score: Raw -1115765.435252 + Penalty 2961.493090 = -1112803.942162 nChanged 318 SP:Iteration 11Q (890.568589 sec): 3 clusters Score: Raw -1115985.972072 + Penalty 2961.493090 = -1113024.478982 nChanged 254 SP:Iteration 12Q (890.613275 sec): 3 clusters Score: Raw -1116152.830215 + Penalty 2961.493090 = -1113191.337125 nChanged 211 SP:Iteration 13Q (890.678837 sec): 3 clusters Score: Raw -1116308.711929 + Penalty 2961.493090 = -1113347.218839 nChanged 170 SP:Iteration 14Q (890.721767 sec): 3 clusters Score: Raw -1116433.980876 + Penalty 2961.493090 = -1113472.487785 nChanged 122 SP:Iteration 15Q (890.786334 sec): 3 clusters Score: Raw -1116528.395759 + Penalty 2961.493090 = -1113566.902668 nChanged 97 SP:Iteration 16Q (890.841045 sec): 3 clusters Score: Raw -1116586.095651 + Penalty 2961.493090 = -1113624.602560 nChanged 66 SP:Iteration 17Q (890.897028 sec): 3 clusters Score: Raw -1116623.530654 + Penalty 2961.493090 = -1113662.037563 nChanged 65 SP:Iteration 18Q (890.932615 sec): 3 clusters Score: Raw -1116661.693073 + Penalty 2961.493090 = -1113700.199983 nChanged 62 SP:Iteration 19Q (890.986869 sec): 3 clusters Score: Raw -1116700.824616 + Penalty 2961.493090 = -1113739.331526 nChanged 62 SP:Iteration 20F (891.036385 sec): 3 clusters Score: Raw -1116744.253967 + Penalty 2961.493090 = -1113782.760876 nChanged 52 SP:Iteration 21Q (891.086777 sec): 3 clusters Score: Raw -1116784.401904 + Penalty 2961.493090 = -1113822.908814 nChanged 53 SP:Iteration 22Q (891.129226 sec): 3 clusters Score: Raw -1116826.237080 + Penalty 2961.493090 = -1113864.743990 nChanged 45 SP:Iteration 23Q (891.186126 sec): 3 clusters Score: Raw -1116860.937097 + Penalty 2961.493090 = -1113899.444006 nChanged 28 SP:Iteration 24Q (891.235065 sec): 3 clusters Score: Raw -1116878.211860 + Penalty 2961.493090 = -1113916.718770 nChanged 27 SP:Iteration 25Q (891.305421 sec): 3 clusters Score: Raw -1116891.840246 + Penalty 2961.493090 = -1113930.347156 nChanged 25 SP:Iteration 26Q (891.364603 sec): 3 clusters Score: Raw -1116901.843939 + Penalty 2961.493090 = -1113940.350849 nChanged 12 SP:Iteration 27Q (891.412429 sec): 3 clusters Score: Raw -1116907.054983 + Penalty 2961.493090 = -1113945.561892 nChanged 12 SP:Iteration 28Q (891.472422 sec): 3 clusters Score: Raw -1116913.642931 + Penalty 2961.493090 = -1113952.149840 nChanged 14 SP:Iteration 29Q (891.524095 sec): 3 clusters Score: Raw -1116920.414738 + Penalty 2961.493090 = -1113958.921648 nChanged 11 SP:Iteration 30Q (891.570050 sec): 3 clusters Score: Raw -1116927.061990 + Penalty 2961.493090 = -1113965.568900 nChanged 13 SP:Iteration 31Q (891.619945 sec): 3 clusters Score: Raw -1116935.190872 + Penalty 2961.493090 = -1113973.697782 nChanged 13 SP:Iteration 32Q (891.680873 sec): 3 clusters Score: Raw -1116942.940284 + Penalty 2961.493090 = -1113981.447194 nChanged 13 SP:Iteration 33Q (891.738827 sec): 3 clusters Score: Raw -1116947.641023 + Penalty 2961.493090 = -1113986.147933 nChanged 6 SP:Iteration 34Q (891.791374 sec): 3 clusters Score: Raw -1116950.482292 + Penalty 2961.493090 = -1113988.989202 nChanged 4 SP:Iteration 35Q (891.837559 sec): 3 clusters Score: Raw -1116951.926430 + Penalty 2961.493090 = -1113990.433340 nChanged 6 SP:Iteration 36Q (891.893363 sec): 3 clusters Score: Raw -1116953.583552 + Penalty 2961.493090 = -1113992.090462 nChanged 5 SP:Iteration 37Q (891.952935 sec): 3 clusters Score: Raw -1116957.287688 + Penalty 2961.493090 = -1113995.794598 nChanged 5 SP:Iteration 38Q (892.008439 sec): 3 clusters Score: Raw -1116960.184574 + Penalty 2961.493090 = -1113998.691484 nChanged 6 SP:Iteration 39Q (892.049590 sec): 3 clusters Score: Raw -1116964.215975 + Penalty 2961.493090 = -1114002.722884 nChanged 8 SP:Iteration 40F (892.108176 sec): 3 clusters Score: Raw -1116968.022797 + Penalty 2961.493090 = -1114006.529707 nChanged 7 SP:Iteration 41Q (892.168104 sec): 3 clusters Score: Raw -1116972.473722 + Penalty 2961.493090 = -1114010.980631 nChanged 8 SP:Iteration 42Q (892.211665 sec): 3 clusters Score: Raw -1116976.062729 + Penalty 2961.493090 = -1114014.569639 nChanged 7 SP:Iteration 43Q (892.263992 sec): 3 clusters Score: Raw -1116979.055090 + Penalty 2961.493090 = -1114017.561999 nChanged 6 SP:Iteration 44Q (892.315401 sec): 3 clusters Score: Raw -1116982.387577 + Penalty 2961.493090 = -1114020.894487 nChanged 6 SP:Iteration 45Q (892.365102 sec): 3 clusters Score: Raw -1116985.451896 + Penalty 2961.493090 = -1114023.958806 nChanged 6 SP:Iteration 46Q (892.421729 sec): 3 clusters Score: Raw -1116989.143783 + Penalty 2961.493090 = -1114027.650693 nChanged 6 SP:Iteration 47Q (892.479944 sec): 3 clusters Score: Raw -1116993.816803 + Penalty 2961.493090 = -1114032.323712 nChanged 6 SP:Iteration 48Q (892.533344 sec): 3 clusters Score: Raw -1116998.054198 + Penalty 2961.493090 = -1114036.561108 nChanged 7 SP:Iteration 49Q (892.579151 sec): 3 clusters Score: Raw -1117001.876290 + Penalty 2961.493090 = -1114040.383200 nChanged 7 SP:Iteration 50Q (892.629192 sec): 3 clusters Score: Raw -1117004.741156 + Penalty 2961.493090 = -1114043.248066 nChanged 2 SP:Iteration 51Q (892.684034 sec): 3 clusters Score: Raw -1117005.440124 + Penalty 2961.493090 = -1114043.947034 nChanged 1 SP:Iteration 52Q (892.735731 sec): 3 clusters Score: Raw -1117005.742603 + Penalty 2961.493090 = -1114044.249512 nChanged 0 SP:Iteration 53F (892.796761 sec): 3 clusters Score: Raw -1117005.742603 + Penalty 2961.493090 = -1114044.249512 nChanged 0 Trying to split cluster 23 (12243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (892.820289 sec): 2 clusters Score: Raw -1395581.466022 + Penalty 1529.565314 = -1394051.900708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (892.879867 sec): 3 clusters Score: Raw -1388497.445230 + Penalty 3059.130628 = -1385438.314602 nChanged 5333 SP:Iteration 1F (892.941873 sec): 3 clusters Score: Raw -1391404.960585 + Penalty 3059.130628 = -1388345.829957 nChanged 732 SP:Iteration 2F (893.004093 sec): 3 clusters Score: Raw -1391726.047807 + Penalty 3059.130628 = -1388666.917180 nChanged 670 SP:Iteration 3F (893.067335 sec): 3 clusters Score: Raw -1392010.818282 + Penalty 3059.130628 = -1388951.687654 nChanged 604 SP:Iteration 4Q (893.128769 sec): 3 clusters Score: Raw -1392315.428229 + Penalty 3059.130628 = -1389256.297601 nChanged 630 SP:Iteration 5F (893.183085 sec): 3 clusters Score: Raw -1392649.400051 + Penalty 3059.130628 = -1389590.269424 nChanged 617 SP:Iteration 6F (893.251324 sec): 3 clusters Score: Raw -1393012.957443 + Penalty 3059.130628 = -1389953.826815 nChanged 621 SP:Iteration 7F (893.309358 sec): 3 clusters Score: Raw -1393399.944973 + Penalty 3059.130628 = -1390340.814346 nChanged 605 SP:Iteration 8Q (893.369017 sec): 3 clusters Score: Raw -1393807.166748 + Penalty 3059.130628 = -1390748.036120 nChanged 592 SP:Iteration 9Q (893.431579 sec): 3 clusters Score: Raw -1394252.374517 + Penalty 3059.130628 = -1391193.243889 nChanged 535 SP:Iteration 10Q (893.504729 sec): 3 clusters Score: Raw -1394641.068456 + Penalty 3059.130628 = -1391581.937828 nChanged 411 SP:Iteration 11Q (893.555078 sec): 3 clusters Score: Raw -1394884.598923 + Penalty 3059.130628 = -1391825.468295 nChanged 288 SP:Iteration 12Q (893.616556 sec): 3 clusters Score: Raw -1395021.586977 + Penalty 3059.130628 = -1391962.456349 nChanged 212 SP:Iteration 13Q (893.670399 sec): 3 clusters Score: Raw -1395116.470277 + Penalty 3059.130628 = -1392057.339649 nChanged 171 SP:Iteration 14Q (893.732321 sec): 3 clusters Score: Raw -1395178.866139 + Penalty 3059.130628 = -1392119.735511 nChanged 123 SP:Iteration 15Q (893.800765 sec): 3 clusters Score: Raw -1395223.258459 + Penalty 3059.130628 = -1392164.127831 nChanged 114 SP:Iteration 16Q (893.858267 sec): 3 clusters Score: Raw -1395260.154622 + Penalty 3059.130628 = -1392201.023994 nChanged 97 SP:Iteration 17Q (893.913884 sec): 3 clusters Score: Raw -1395289.563962 + Penalty 3059.130628 = -1392230.433335 nChanged 91 SP:Iteration 18Q (893.974674 sec): 3 clusters Score: Raw -1395317.160394 + Penalty 3059.130628 = -1392258.029766 nChanged 93 SP:Iteration 19Q (894.032069 sec): 3 clusters Score: Raw -1395342.445063 + Penalty 3059.130628 = -1392283.314436 nChanged 83 SP:Iteration 20F (894.096832 sec): 3 clusters Score: Raw -1395364.874787 + Penalty 3059.130628 = -1392305.744159 nChanged 69 SP:Iteration 21Q (894.155938 sec): 3 clusters Score: Raw -1395382.171703 + Penalty 3059.130628 = -1392323.041075 nChanged 68 SP:Iteration 22Q (894.207799 sec): 3 clusters Score: Raw -1395397.894744 + Penalty 3059.130628 = -1392338.764116 nChanged 64 SP:Iteration 23Q (894.280046 sec): 3 clusters Score: Raw -1395413.215483 + Penalty 3059.130628 = -1392354.084855 nChanged 56 SP:Iteration 24Q (894.327233 sec): 3 clusters Score: Raw -1395428.815357 + Penalty 3059.130628 = -1392369.684730 nChanged 67 SP:Iteration 25Q (894.397745 sec): 3 clusters Score: Raw -1395446.291180 + Penalty 3059.130628 = -1392387.160552 nChanged 58 SP:Iteration 26Q (894.452758 sec): 3 clusters Score: Raw -1395463.247768 + Penalty 3059.130628 = -1392404.117140 nChanged 54 SP:Iteration 27Q (894.508259 sec): 3 clusters Score: Raw -1395475.452046 + Penalty 3059.130628 = -1392416.321418 nChanged 49 SP:Iteration 28Q (894.570876 sec): 3 clusters Score: Raw -1395486.166359 + Penalty 3059.130628 = -1392427.035731 nChanged 43 SP:Iteration 29Q (894.600325 sec): 3 clusters Score: Raw -1395496.458341 + Penalty 3059.130628 = -1392437.327713 nChanged 31 SP:Iteration 30Q (894.667862 sec): 3 clusters Score: Raw -1395502.341673 + Penalty 3059.130628 = -1392443.211045 nChanged 37 SP:Iteration 31Q (894.728857 sec): 3 clusters Score: Raw -1395509.828361 + Penalty 3059.130628 = -1392450.697733 nChanged 34 SP:Iteration 32Q (894.788517 sec): 3 clusters Score: Raw -1395515.685079 + Penalty 3059.130628 = -1392456.554452 nChanged 30 SP:Iteration 33Q (894.852449 sec): 3 clusters Score: Raw -1395522.267702 + Penalty 3059.130628 = -1392463.137074 nChanged 23 SP:Iteration 34Q (894.916495 sec): 3 clusters Score: Raw -1395527.182448 + Penalty 3059.130628 = -1392468.051820 nChanged 28 SP:Iteration 35Q (894.973717 sec): 3 clusters Score: Raw -1395532.742599 + Penalty 3059.130628 = -1392473.611971 nChanged 28 SP:Iteration 36Q (895.036817 sec): 3 clusters Score: Raw -1395539.301871 + Penalty 3059.130628 = -1392480.171244 nChanged 23 SP:Iteration 37Q (895.092282 sec): 3 clusters Score: Raw -1395544.343558 + Penalty 3059.130628 = -1392485.212930 nChanged 22 SP:Iteration 38Q (895.156951 sec): 3 clusters Score: Raw -1395549.301768 + Penalty 3059.130628 = -1392490.171140 nChanged 21 SP:Iteration 39Q (895.217962 sec): 3 clusters Score: Raw -1395553.610382 + Penalty 3059.130628 = -1392494.479755 nChanged 20 SP:Iteration 40F (895.273860 sec): 3 clusters Score: Raw -1395558.542208 + Penalty 3059.130628 = -1392499.411580 nChanged 18 SP:Iteration 41Q (895.326341 sec): 3 clusters Score: Raw -1395562.983747 + Penalty 3059.130628 = -1392503.853119 nChanged 17 SP:Iteration 42Q (895.380143 sec): 3 clusters Score: Raw -1395568.164730 + Penalty 3059.130628 = -1392509.034102 nChanged 22 SP:Iteration 43Q (895.449707 sec): 3 clusters Score: Raw -1395573.301368 + Penalty 3059.130628 = -1392514.170740 nChanged 20 SP:Iteration 44Q (895.510686 sec): 3 clusters Score: Raw -1395577.199445 + Penalty 3059.130628 = -1392518.068818 nChanged 15 SP:Iteration 45Q (895.566442 sec): 3 clusters Score: Raw -1395580.005135 + Penalty 3059.130628 = -1392520.874507 nChanged 14 SP:Iteration 46Q (895.628210 sec): 3 clusters Score: Raw -1395583.382589 + Penalty 3059.130628 = -1392524.251961 nChanged 19 SP:Iteration 47Q (895.687940 sec): 3 clusters Score: Raw -1395588.369927 + Penalty 3059.130628 = -1392529.239299 nChanged 19 SP:Iteration 48Q (895.747050 sec): 3 clusters Score: Raw -1395595.466685 + Penalty 3059.130628 = -1392536.336057 nChanged 26 SP:Iteration 49Q (895.807890 sec): 3 clusters Score: Raw -1395604.939667 + Penalty 3059.130628 = -1392545.809039 nChanged 28 SP:Iteration 50Q (895.857516 sec): 3 clusters Score: Raw -1395613.923388 + Penalty 3059.130628 = -1392554.792761 nChanged 33 SP:Iteration 51Q (895.915843 sec): 3 clusters Score: Raw -1395624.923113 + Penalty 3059.130628 = -1392565.792485 nChanged 34 SP:Iteration 52Q (895.971592 sec): 3 clusters Score: Raw -1395639.599915 + Penalty 3059.130628 = -1392580.469287 nChanged 29 SP:Iteration 53Q (896.027223 sec): 3 clusters Score: Raw -1395653.614855 + Penalty 3059.130628 = -1392594.484228 nChanged 40 SP:Iteration 54Q (896.080317 sec): 3 clusters Score: Raw -1395671.768564 + Penalty 3059.130628 = -1392612.637936 nChanged 40 SP:Iteration 55Q (896.117887 sec): 3 clusters Score: Raw -1395692.517504 + Penalty 3059.130628 = -1392633.386876 nChanged 39 SP:Iteration 56Q (896.162229 sec): 3 clusters Score: Raw -1395711.995625 + Penalty 3059.130628 = -1392652.864998 nChanged 41 SP:Iteration 57Q (896.222760 sec): 3 clusters Score: Raw -1395734.993705 + Penalty 3059.130628 = -1392675.863078 nChanged 43 SP:Iteration 58Q (896.284657 sec): 3 clusters Score: Raw -1395755.783533 + Penalty 3059.130628 = -1392696.652905 nChanged 40 SP:Iteration 59Q (896.333033 sec): 3 clusters Score: Raw -1395776.251111 + Penalty 3059.130628 = -1392717.120483 nChanged 31 SP:Iteration 60F (896.398504 sec): 3 clusters Score: Raw -1395796.345354 + Penalty 3059.130628 = -1392737.214726 nChanged 35 SP:Iteration 61Q (896.455265 sec): 3 clusters Score: Raw -1395818.536358 + Penalty 3059.130628 = -1392759.405730 nChanged 41 SP:Iteration 62Q (896.515797 sec): 3 clusters Score: Raw -1395836.940529 + Penalty 3059.130628 = -1392777.809901 nChanged 32 SP:Iteration 63Q (896.568432 sec): 3 clusters Score: Raw -1395848.802780 + Penalty 3059.130628 = -1392789.672152 nChanged 32 SP:Iteration 64Q (896.634461 sec): 3 clusters Score: Raw -1395862.234662 + Penalty 3059.130628 = -1392803.104034 nChanged 33 SP:Iteration 65Q (896.687584 sec): 3 clusters Score: Raw -1395878.233460 + Penalty 3059.130628 = -1392819.102832 nChanged 33 SP:Iteration 66Q (896.749653 sec): 3 clusters Score: Raw -1395898.226998 + Penalty 3059.130628 = -1392839.096371 nChanged 33 SP:Iteration 67Q (896.817312 sec): 3 clusters Score: Raw -1395912.549774 + Penalty 3059.130628 = -1392853.419146 nChanged 29 SP:Iteration 68Q (896.871812 sec): 3 clusters Score: Raw -1395930.726888 + Penalty 3059.130628 = -1392871.596260 nChanged 26 SP:Iteration 69Q (896.926338 sec): 3 clusters Score: Raw -1395944.838347 + Penalty 3059.130628 = -1392885.707720 nChanged 21 SP:Iteration 70Q (896.989922 sec): 3 clusters Score: Raw -1395954.725126 + Penalty 3059.130628 = -1392895.594498 nChanged 16 SP:Iteration 71Q (897.048440 sec): 3 clusters Score: Raw -1395959.418227 + Penalty 3059.130628 = -1392900.287600 nChanged 10 SP:Iteration 72Q (897.096321 sec): 3 clusters Score: Raw -1395963.760773 + Penalty 3059.130628 = -1392904.630145 nChanged 11 SP:Iteration 73Q (897.156325 sec): 3 clusters Score: Raw -1395968.393717 + Penalty 3059.130628 = -1392909.263089 nChanged 13 SP:Iteration 74Q (897.214257 sec): 3 clusters Score: Raw -1395972.573566 + Penalty 3059.130628 = -1392913.442938 nChanged 14 SP:Iteration 75Q (897.267978 sec): 3 clusters Score: Raw -1395978.121244 + Penalty 3059.130628 = -1392918.990616 nChanged 14 SP:Iteration 76Q (897.328622 sec): 3 clusters Score: Raw -1395984.272043 + Penalty 3059.130628 = -1392925.141415 nChanged 13 SP:Iteration 77Q (897.378424 sec): 3 clusters Score: Raw -1395989.950405 + Penalty 3059.130628 = -1392930.819777 nChanged 16 SP:Iteration 78Q (897.424521 sec): 3 clusters Score: Raw -1395996.704771 + Penalty 3059.130628 = -1392937.574143 nChanged 9 SP:Iteration 79Q (897.484561 sec): 3 clusters Score: Raw -1396002.417596 + Penalty 3059.130628 = -1392943.286968 nChanged 11 SP:Iteration 80F (897.539656 sec): 3 clusters Score: Raw -1396005.893510 + Penalty 3059.130628 = -1392946.762882 nChanged 6 SP:Iteration 81Q (897.599328 sec): 3 clusters Score: Raw -1396008.023751 + Penalty 3059.130628 = -1392948.893123 nChanged 5 SP:Iteration 82Q (897.650218 sec): 3 clusters Score: Raw -1396009.892760 + Penalty 3059.130628 = -1392950.762132 nChanged 4 SP:Iteration 83Q (897.716127 sec): 3 clusters Score: Raw -1396011.960494 + Penalty 3059.130628 = -1392952.829866 nChanged 7 SP:Iteration 84Q (897.774200 sec): 3 clusters Score: Raw -1396014.070196 + Penalty 3059.130628 = -1392954.939569 nChanged 6 SP:Iteration 85Q (897.831477 sec): 3 clusters Score: Raw -1396015.772315 + Penalty 3059.130628 = -1392956.641687 nChanged 4 SP:Iteration 86Q (897.871586 sec): 3 clusters Score: Raw -1396017.125818 + Penalty 3059.130628 = -1392957.995190 nChanged 0 SP:Iteration 87F (897.942597 sec): 3 clusters Score: Raw -1396017.125818 + Penalty 3059.130628 = -1392957.995190 nChanged 0 Trying to split cluster 24 (38325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (898.008139 sec): 2 clusters Score: Raw -4485458.484045 + Penalty 1715.001877 = -4483743.482168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (898.133554 sec): 3 clusters Score: Raw -4461432.975290 + Penalty 3430.003754 = -4458002.971536 nChanged 17737 SP:Iteration 1F (898.236203 sec): 3 clusters Score: Raw -4471947.883872 + Penalty 3430.003754 = -4468517.880118 nChanged 1950 SP:Iteration 2F (898.347131 sec): 3 clusters Score: Raw -4472711.750289 + Penalty 3430.003754 = -4469281.746535 nChanged 2004 SP:Iteration 3F (898.452825 sec): 3 clusters Score: Raw -4473585.071829 + Penalty 3430.003754 = -4470155.068075 nChanged 2070 SP:Iteration 4F (898.559955 sec): 3 clusters Score: Raw -4474671.103790 + Penalty 3430.003754 = -4471241.100036 nChanged 2230 SP:Iteration 5F (898.657748 sec): 3 clusters Score: Raw -4476026.843200 + Penalty 3430.003754 = -4472596.839446 nChanged 2291 SP:Iteration 6F (898.765918 sec): 3 clusters Score: Raw -4477566.664284 + Penalty 3430.003754 = -4474136.660530 nChanged 2153 SP:Iteration 7F (898.872947 sec): 3 clusters Score: Raw -4479199.059709 + Penalty 3430.003754 = -4475769.055955 nChanged 1938 SP:Iteration 8F (898.977924 sec): 3 clusters Score: Raw -4480597.685954 + Penalty 3430.003754 = -4477167.682200 nChanged 1611 SP:Iteration 9Q (899.085083 sec): 3 clusters Score: Raw -4481696.480979 + Penalty 3430.003754 = -4478266.477225 nChanged 1276 SP:Iteration 10Q (899.185285 sec): 3 clusters Score: Raw -4482404.599907 + Penalty 3430.003754 = -4478974.596154 nChanged 1003 SP:Iteration 11Q (899.291356 sec): 3 clusters Score: Raw -4482903.853442 + Penalty 3430.003754 = -4479473.849688 nChanged 776 SP:Iteration 12Q (899.391217 sec): 3 clusters Score: Raw -4483261.191874 + Penalty 3430.003754 = -4479831.188120 nChanged 704 SP:Iteration 13Q (899.502350 sec): 3 clusters Score: Raw -4483572.324257 + Penalty 3430.003754 = -4480142.320503 nChanged 646 SP:Iteration 14Q (899.594628 sec): 3 clusters Score: Raw -4483856.791432 + Penalty 3430.003754 = -4480426.787678 nChanged 622 SP:Iteration 15Q (899.706182 sec): 3 clusters Score: Raw -4484139.769719 + Penalty 3430.003754 = -4480709.765966 nChanged 615 SP:Iteration 16Q (899.792184 sec): 3 clusters Score: Raw -4484423.665195 + Penalty 3430.003754 = -4480993.661441 nChanged 550 SP:Iteration 17Q (899.869827 sec): 3 clusters Score: Raw -4484720.131253 + Penalty 3430.003754 = -4481290.127499 nChanged 514 SP:Iteration 18Q (899.967477 sec): 3 clusters Score: Raw -4485000.593429 + Penalty 3430.003754 = -4481570.589675 nChanged 430 SP:Iteration 19Q (900.071009 sec): 3 clusters Score: Raw -4485266.389331 + Penalty 3430.003754 = -4481836.385578 nChanged 371 SP:Iteration 20F (900.187086 sec): 3 clusters Score: Raw -4485485.447702 + Penalty 3430.003754 = -4482055.443948 nChanged 297 SP:Iteration 21Q (900.289659 sec): 3 clusters Score: Raw -4485685.433473 + Penalty 3430.003754 = -4482255.429719 nChanged 279 SP:Iteration 22Q (900.399897 sec): 3 clusters Score: Raw -4485881.661350 + Penalty 3430.003754 = -4482451.657596 nChanged 224 SP:Iteration 23Q (900.492540 sec): 3 clusters Score: Raw -4486074.911873 + Penalty 3430.003754 = -4482644.908119 nChanged 183 SP:Iteration 24Q (900.581222 sec): 3 clusters Score: Raw -4486239.785163 + Penalty 3430.003754 = -4482809.781409 nChanged 163 SP:Iteration 25Q (900.672554 sec): 3 clusters Score: Raw -4486384.088759 + Penalty 3430.003754 = -4482954.085006 nChanged 163 SP:Iteration 26Q (900.770499 sec): 3 clusters Score: Raw -4486492.430113 + Penalty 3430.003754 = -4483062.426360 nChanged 103 SP:Iteration 27Q (900.853101 sec): 3 clusters Score: Raw -4486562.709133 + Penalty 3430.003754 = -4483132.705379 nChanged 86 SP:Iteration 28Q (900.944406 sec): 3 clusters Score: Raw -4486603.767694 + Penalty 3430.003754 = -4483173.763941 nChanged 67 SP:Iteration 29Q (901.035874 sec): 3 clusters Score: Raw -4486625.344127 + Penalty 3430.003754 = -4483195.340373 nChanged 35 SP:Iteration 30Q (901.131692 sec): 3 clusters Score: Raw -4486636.813150 + Penalty 3430.003754 = -4483206.809397 nChanged 33 SP:Iteration 31Q (901.226421 sec): 3 clusters Score: Raw -4486647.107310 + Penalty 3430.003754 = -4483217.103556 nChanged 23 SP:Iteration 32Q (901.317129 sec): 3 clusters Score: Raw -4486652.742394 + Penalty 3430.003754 = -4483222.738641 nChanged 10 SP:Iteration 33Q (901.416395 sec): 3 clusters Score: Raw -4486654.762760 + Penalty 3430.003754 = -4483224.759006 nChanged 6 SP:Iteration 34Q (901.473985 sec): 3 clusters Score: Raw -4486655.862533 + Penalty 3430.003754 = -4483225.858780 nChanged 7 SP:Iteration 35Q (901.565934 sec): 3 clusters Score: Raw -4486658.066151 + Penalty 3430.003754 = -4483228.062397 nChanged 2 SP:Iteration 36Q (901.654695 sec): 3 clusters Score: Raw -4486658.468263 + Penalty 3430.003754 = -4483228.464510 nChanged 2 SP:Iteration 37Q (901.744860 sec): 3 clusters Score: Raw -4486658.666565 + Penalty 3430.003754 = -4483228.662811 nChanged 1 SP:Iteration 38Q (901.841185 sec): 3 clusters Score: Raw -4486658.854065 + Penalty 3430.003754 = -4483228.850312 nChanged 1 SP:Iteration 39Q (901.929200 sec): 3 clusters Score: Raw -4486659.058037 + Penalty 3430.003754 = -4483229.054283 nChanged 2 SP:Iteration 40F (902.025746 sec): 3 clusters Score: Raw -4486660.892010 + Penalty 3430.003754 = -4483230.888256 nChanged 1 SP:Iteration 41Q (902.123603 sec): 3 clusters Score: Raw -4486661.260353 + Penalty 3430.003754 = -4483231.256599 nChanged 1 SP:Iteration 42Q (902.216876 sec): 3 clusters Score: Raw -4486661.447298 + Penalty 3430.003754 = -4483231.443544 nChanged 0 SP:Iteration 43F (902.332008 sec): 3 clusters Score: Raw -4486661.447298 + Penalty 3430.003754 = -4483231.443544 nChanged 0 Trying to split cluster 25 (51296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (902.417086 sec): 2 clusters Score: Raw -6200456.508253 + Penalty 1762.372309 = -6198694.135944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (902.544286 sec): 3 clusters Score: Raw -6167839.255673 + Penalty 3524.744618 = -6164314.511055 nChanged 24176 SP:Iteration 1F (902.659198 sec): 3 clusters Score: Raw -6181970.527598 + Penalty 3524.744618 = -6178445.782980 nChanged 2433 SP:Iteration 2Q (902.783377 sec): 3 clusters Score: Raw -6182993.497461 + Penalty 3524.744618 = -6179468.752843 nChanged 2711 SP:Iteration 3F (902.908828 sec): 3 clusters Score: Raw -6184305.739798 + Penalty 3524.744618 = -6180780.995180 nChanged 2947 SP:Iteration 4F (903.022980 sec): 3 clusters Score: Raw -6186042.090310 + Penalty 3524.744618 = -6182517.345692 nChanged 3251 SP:Iteration 5F (903.136016 sec): 3 clusters Score: Raw -6188116.507077 + Penalty 3524.744618 = -6184591.762459 nChanged 3249 SP:Iteration 6F (903.252558 sec): 3 clusters Score: Raw -6190300.783696 + Penalty 3524.744618 = -6186776.039078 nChanged 3082 SP:Iteration 7F (903.366540 sec): 3 clusters Score: Raw -6192304.383046 + Penalty 3524.744618 = -6188779.638428 nChanged 2696 SP:Iteration 8F (903.489202 sec): 3 clusters Score: Raw -6193843.296621 + Penalty 3524.744618 = -6190318.552003 nChanged 1975 SP:Iteration 9Q (903.609200 sec): 3 clusters Score: Raw -6194733.709805 + Penalty 3524.744618 = -6191208.965187 nChanged 1368 SP:Iteration 10Q (903.731746 sec): 3 clusters Score: Raw -6195219.132130 + Penalty 3524.744618 = -6191694.387512 nChanged 984 SP:Iteration 11Q (903.849355 sec): 3 clusters Score: Raw -6195496.776258 + Penalty 3524.744618 = -6191972.031640 nChanged 731 SP:Iteration 12Q (903.974005 sec): 3 clusters Score: Raw -6195698.967008 + Penalty 3524.744618 = -6192174.222390 nChanged 651 SP:Iteration 13Q (904.100514 sec): 3 clusters Score: Raw -6195868.172655 + Penalty 3524.744618 = -6192343.428037 nChanged 617 SP:Iteration 14Q (904.229324 sec): 3 clusters Score: Raw -6196031.467437 + Penalty 3524.744618 = -6192506.722819 nChanged 617 SP:Iteration 15Q (904.351846 sec): 3 clusters Score: Raw -6196181.823936 + Penalty 3524.744618 = -6192657.079318 nChanged 572 SP:Iteration 16Q (904.483425 sec): 3 clusters Score: Raw -6196305.692940 + Penalty 3524.744618 = -6192780.948322 nChanged 524 SP:Iteration 17Q (904.599180 sec): 3 clusters Score: Raw -6196409.295175 + Penalty 3524.744618 = -6192884.550557 nChanged 466 SP:Iteration 18Q (904.717017 sec): 3 clusters Score: Raw -6196497.797770 + Penalty 3524.744618 = -6192973.053152 nChanged 462 SP:Iteration 19Q (904.808045 sec): 3 clusters Score: Raw -6196580.007413 + Penalty 3524.744618 = -6193055.262795 nChanged 426 SP:Iteration 20F (904.922959 sec): 3 clusters Score: Raw -6196658.489377 + Penalty 3524.744618 = -6193133.744759 nChanged 447 SP:Iteration 21Q (905.051332 sec): 3 clusters Score: Raw -6196749.395891 + Penalty 3524.744618 = -6193224.651273 nChanged 477 SP:Iteration 22Q (905.157627 sec): 3 clusters Score: Raw -6196851.388115 + Penalty 3524.744618 = -6193326.643497 nChanged 504 SP:Iteration 23Q (905.276341 sec): 3 clusters Score: Raw -6196957.861621 + Penalty 3524.744618 = -6193433.117003 nChanged 525 SP:Iteration 24Q (905.395861 sec): 3 clusters Score: Raw -6197077.741577 + Penalty 3524.744618 = -6193552.996959 nChanged 570 SP:Iteration 25Q (905.516997 sec): 3 clusters Score: Raw -6197222.198462 + Penalty 3524.744618 = -6193697.453844 nChanged 596 SP:Iteration 26Q (905.639749 sec): 3 clusters Score: Raw -6197373.168347 + Penalty 3524.744618 = -6193848.423729 nChanged 580 SP:Iteration 27Q (905.752863 sec): 3 clusters Score: Raw -6197527.299757 + Penalty 3524.744618 = -6194002.555139 nChanged 634 SP:Iteration 28Q (905.869316 sec): 3 clusters Score: Raw -6197706.639469 + Penalty 3524.744618 = -6194181.894851 nChanged 639 SP:Iteration 29Q (905.993483 sec): 3 clusters Score: Raw -6197893.655491 + Penalty 3524.744618 = -6194368.910873 nChanged 637 SP:Iteration 30Q (906.109659 sec): 3 clusters Score: Raw -6198069.320467 + Penalty 3524.744618 = -6194544.575849 nChanged 577 SP:Iteration 31Q (906.219662 sec): 3 clusters Score: Raw -6198232.278536 + Penalty 3524.744618 = -6194707.533918 nChanged 572 SP:Iteration 32Q (906.317344 sec): 3 clusters Score: Raw -6198389.428470 + Penalty 3524.744618 = -6194864.683852 nChanged 536 SP:Iteration 33Q (906.411975 sec): 3 clusters Score: Raw -6198535.562481 + Penalty 3524.744618 = -6195010.817863 nChanged 519 SP:Iteration 34Q (906.535100 sec): 3 clusters Score: Raw -6198676.070845 + Penalty 3524.744618 = -6195151.326227 nChanged 509 SP:Iteration 35Q (906.642341 sec): 3 clusters Score: Raw -6198820.184275 + Penalty 3524.744618 = -6195295.439657 nChanged 491 SP:Iteration 36Q (906.764730 sec): 3 clusters Score: Raw -6198960.809876 + Penalty 3524.744618 = -6195436.065258 nChanged 496 SP:Iteration 37Q (906.896773 sec): 3 clusters Score: Raw -6199107.771539 + Penalty 3524.744618 = -6195583.026921 nChanged 474 SP:Iteration 38Q (907.016603 sec): 3 clusters Score: Raw -6199250.491760 + Penalty 3524.744618 = -6195725.747142 nChanged 447 SP:Iteration 39Q (907.126217 sec): 3 clusters Score: Raw -6199378.346304 + Penalty 3524.744618 = -6195853.601686 nChanged 422 SP:Iteration 40F (907.258469 sec): 3 clusters Score: Raw -6199506.242376 + Penalty 3524.744618 = -6195981.497758 nChanged 389 SP:Iteration 41Q (907.368701 sec): 3 clusters Score: Raw -6199625.909644 + Penalty 3524.744618 = -6196101.165026 nChanged 365 SP:Iteration 42Q (907.478751 sec): 3 clusters Score: Raw -6199742.555726 + Penalty 3524.744618 = -6196217.811108 nChanged 351 SP:Iteration 43Q (907.596985 sec): 3 clusters Score: Raw -6199850.911337 + Penalty 3524.744618 = -6196326.166719 nChanged 304 SP:Iteration 44Q (907.719552 sec): 3 clusters Score: Raw -6199942.458630 + Penalty 3524.744618 = -6196417.714012 nChanged 267 SP:Iteration 45Q (907.849654 sec): 3 clusters Score: Raw -6200020.048003 + Penalty 3524.744618 = -6196495.303385 nChanged 221 SP:Iteration 46Q (907.962612 sec): 3 clusters Score: Raw -6200087.123807 + Penalty 3524.744618 = -6196562.379189 nChanged 215 SP:Iteration 47Q (908.061577 sec): 3 clusters Score: Raw -6200153.254862 + Penalty 3524.744618 = -6196628.510244 nChanged 194 SP:Iteration 48Q (908.174392 sec): 3 clusters Score: Raw -6200210.710725 + Penalty 3524.744618 = -6196685.966107 nChanged 183 SP:Iteration 49Q (908.288155 sec): 3 clusters Score: Raw -6200268.463912 + Penalty 3524.744618 = -6196743.719294 nChanged 177 SP:Iteration 50Q (908.393865 sec): 3 clusters Score: Raw -6200321.878322 + Penalty 3524.744618 = -6196797.133704 nChanged 153 SP:Iteration 51Q (908.499064 sec): 3 clusters Score: Raw -6200367.871376 + Penalty 3524.744618 = -6196843.126758 nChanged 151 SP:Iteration 52Q (908.603447 sec): 3 clusters Score: Raw -6200416.260039 + Penalty 3524.744618 = -6196891.515421 nChanged 136 SP:Iteration 53Q (908.731387 sec): 3 clusters Score: Raw -6200457.208521 + Penalty 3524.744618 = -6196932.463903 nChanged 129 SP:Iteration 54Q (908.843536 sec): 3 clusters Score: Raw -6200496.289511 + Penalty 3524.744618 = -6196971.544893 nChanged 127 SP:Iteration 55Q (908.948761 sec): 3 clusters Score: Raw -6200538.654476 + Penalty 3524.744618 = -6197013.909858 nChanged 114 SP:Iteration 56Q (909.066497 sec): 3 clusters Score: Raw -6200573.571077 + Penalty 3524.744618 = -6197048.826459 nChanged 112 SP:Iteration 57Q (909.181933 sec): 3 clusters Score: Raw -6200607.734185 + Penalty 3524.744618 = -6197082.989567 nChanged 98 SP:Iteration 58Q (909.279870 sec): 3 clusters Score: Raw -6200639.721989 + Penalty 3524.744618 = -6197114.977371 nChanged 81 SP:Iteration 59Q (909.382899 sec): 3 clusters Score: Raw -6200667.011068 + Penalty 3524.744618 = -6197142.266450 nChanged 74 SP:Iteration 60F (909.501140 sec): 3 clusters Score: Raw -6200690.657343 + Penalty 3524.744618 = -6197165.912725 nChanged 61 SP:Iteration 61Q (909.605510 sec): 3 clusters Score: Raw -6200712.667723 + Penalty 3524.744618 = -6197187.923105 nChanged 70 SP:Iteration 62Q (909.732621 sec): 3 clusters Score: Raw -6200738.956883 + Penalty 3524.744618 = -6197214.212265 nChanged 60 SP:Iteration 63Q (909.846185 sec): 3 clusters Score: Raw -6200759.884207 + Penalty 3524.744618 = -6197235.139589 nChanged 53 SP:Iteration 64Q (909.957841 sec): 3 clusters Score: Raw -6200780.294090 + Penalty 3524.744618 = -6197255.549472 nChanged 55 SP:Iteration 65Q (910.072368 sec): 3 clusters Score: Raw -6200802.508202 + Penalty 3524.744618 = -6197277.763584 nChanged 39 SP:Iteration 66Q (910.184767 sec): 3 clusters Score: Raw -6200816.145079 + Penalty 3524.744618 = -6197291.400461 nChanged 28 SP:Iteration 67Q (910.290566 sec): 3 clusters Score: Raw -6200825.618565 + Penalty 3524.744618 = -6197300.873947 nChanged 22 SP:Iteration 68Q (910.400855 sec): 3 clusters Score: Raw -6200832.708704 + Penalty 3524.744618 = -6197307.964086 nChanged 21 SP:Iteration 69Q (910.500424 sec): 3 clusters Score: Raw -6200839.686131 + Penalty 3524.744618 = -6197314.941513 nChanged 16 SP:Iteration 70Q (910.614611 sec): 3 clusters Score: Raw -6200843.943874 + Penalty 3524.744618 = -6197319.199256 nChanged 6 SP:Iteration 71Q (910.723304 sec): 3 clusters Score: Raw -6200845.985258 + Penalty 3524.744618 = -6197321.240640 nChanged 7 SP:Iteration 72Q (910.834153 sec): 3 clusters Score: Raw -6200848.811428 + Penalty 3524.744618 = -6197324.066810 nChanged 13 SP:Iteration 73Q (910.948993 sec): 3 clusters Score: Raw -6200853.449244 + Penalty 3524.744618 = -6197328.704626 nChanged 15 SP:Iteration 74Q (911.061250 sec): 3 clusters Score: Raw -6200859.645250 + Penalty 3524.744618 = -6197334.900632 nChanged 15 SP:Iteration 75Q (911.170029 sec): 3 clusters Score: Raw -6200865.429256 + Penalty 3524.744618 = -6197340.684638 nChanged 15 SP:Iteration 76Q (911.273499 sec): 3 clusters Score: Raw -6200870.688961 + Penalty 3524.744618 = -6197345.944343 nChanged 10 SP:Iteration 77Q (911.395418 sec): 3 clusters Score: Raw -6200873.627636 + Penalty 3524.744618 = -6197348.883018 nChanged 9 SP:Iteration 78Q (911.519886 sec): 3 clusters Score: Raw -6200877.740620 + Penalty 3524.744618 = -6197352.996002 nChanged 6 SP:Iteration 79Q (911.627084 sec): 3 clusters Score: Raw -6200879.511663 + Penalty 3524.744618 = -6197354.767045 nChanged 8 SP:Iteration 80F (911.738894 sec): 3 clusters Score: Raw -6200881.270932 + Penalty 3524.744618 = -6197356.526314 nChanged 5 SP:Iteration 81Q (911.864292 sec): 3 clusters Score: Raw -6200882.710921 + Penalty 3524.744618 = -6197357.966303 nChanged 3 SP:Iteration 82Q (911.975545 sec): 3 clusters Score: Raw -6200883.969295 + Penalty 3524.744618 = -6197359.224677 nChanged 4 SP:Iteration 83Q (912.079657 sec): 3 clusters Score: Raw -6200884.853917 + Penalty 3524.744618 = -6197360.109299 nChanged 3 SP:Iteration 84Q (912.187162 sec): 3 clusters Score: Raw -6200885.718230 + Penalty 3524.744618 = -6197360.973612 nChanged 2 SP:Iteration 85Q (912.297237 sec): 3 clusters Score: Raw -6200886.163065 + Penalty 3524.744618 = -6197361.418447 nChanged 1 SP:Iteration 86Q (912.402252 sec): 3 clusters Score: Raw -6200886.663951 + Penalty 3524.744618 = -6197361.919333 nChanged 3 SP:Iteration 87Q (912.514547 sec): 3 clusters Score: Raw -6200887.646524 + Penalty 3524.744618 = -6197362.901906 nChanged 3 SP:Iteration 88Q (912.620788 sec): 3 clusters Score: Raw -6200888.321039 + Penalty 3524.744618 = -6197363.576421 nChanged 3 SP:Iteration 89Q (912.728512 sec): 3 clusters Score: Raw -6200888.750482 + Penalty 3524.744618 = -6197364.005864 nChanged 0 SP:Iteration 90F (912.860625 sec): 3 clusters Score: Raw -6200888.750482 + Penalty 3524.744618 = -6197364.005864 nChanged 0 Iteration 139Q (916.410476 sec): 26 clusters Score: Raw -51878832.422268 + Penalty 52765.086567 = -51826067.335700 nChanged 180 Iteration 140F (924.026669 sec): 26 clusters Score: Raw -51878839.586444 + Penalty 52765.086567 = -51826074.499877 nChanged 174 Iteration 141Q (927.440448 sec): 26 clusters Score: Raw -51878847.402172 + Penalty 52765.086567 = -51826082.315605 nChanged 169 Iteration 142Q (930.802418 sec): 26 clusters Score: Raw -51878853.876419 + Penalty 52765.086567 = -51826088.789852 nChanged 140 Iteration 143Q (934.217924 sec): 26 clusters Score: Raw -51878858.559270 + Penalty 52765.086567 = -51826093.472702 nChanged 130 Iteration 144Q (937.549425 sec): 26 clusters Score: Raw -51878862.950637 + Penalty 52765.086567 = -51826097.864070 nChanged 139 Iteration 145Q (940.986895 sec): 26 clusters Score: Raw -51878867.784401 + Penalty 52765.086567 = -51826102.697833 nChanged 140 Iteration 146Q (944.341262 sec): 26 clusters Score: Raw -51878871.737385 + Penalty 52765.086567 = -51826106.650817 nChanged 121 Iteration 147Q (947.774807 sec): 26 clusters Score: Raw -51878875.182214 + Penalty 52765.086567 = -51826110.095646 nChanged 101 Iteration 148Q (951.259338 sec): 26 clusters Score: Raw -51878877.905064 + Penalty 52765.086567 = -51826112.818496 nChanged 89 Iteration 149Q (954.647152 sec): 26 clusters Score: Raw -51878880.923479 + Penalty 52765.086567 = -51826115.836911 nChanged 100 Iteration 150Q (957.944344 sec): 26 clusters Score: Raw -51878883.946013 + Penalty 52765.086567 = -51826118.859446 nChanged 78 Iteration 151Q (961.290030 sec): 26 clusters Score: Raw -51878886.356448 + Penalty 52765.086567 = -51826121.269881 nChanged 72 Iteration 152Q (964.626239 sec): 26 clusters Score: Raw -51878888.456949 + Penalty 52765.086567 = -51826123.370382 nChanged 86 Iteration 153Q (967.978568 sec): 26 clusters Score: Raw -51878891.550390 + Penalty 52765.086567 = -51826126.463823 nChanged 92 Iteration 154Q (971.396010 sec): 26 clusters Score: Raw -51878894.336429 + Penalty 52765.086567 = -51826129.249861 nChanged 91 Iteration 155Q (974.781035 sec): 26 clusters Score: Raw -51878897.531421 + Penalty 52765.086567 = -51826132.444853 nChanged 96 Iteration 156Q (978.194611 sec): 26 clusters Score: Raw -51878901.193167 + Penalty 52765.086567 = -51826136.106599 nChanged 104 Iteration 157Q (981.545727 sec): 26 clusters Score: Raw -51878905.006059 + Penalty 52765.086567 = -51826139.919492 nChanged 91 Iteration 158Q (984.844708 sec): 26 clusters Score: Raw -51878907.721289 + Penalty 52765.086567 = -51826142.634722 nChanged 88 Iteration 159Q (988.316864 sec): 26 clusters Score: Raw -51878910.437713 + Penalty 52765.086567 = -51826145.351146 nChanged 77 Iteration 160F (996.014517 sec): 26 clusters Score: Raw -51878912.407764 + Penalty 52765.086567 = -51826147.321197 nChanged 80 Iteration 161Q (999.400883 sec): 26 clusters Score: Raw -51878914.616103 + Penalty 52765.086567 = -51826149.529536 nChanged 59 Iteration 162Q (1002.831771 sec): 26 clusters Score: Raw -51878916.502275 + Penalty 52765.086567 = -51826151.415708 nChanged 66 Iteration 163Q (1006.205989 sec): 26 clusters Score: Raw -51878918.188987 + Penalty 52765.086567 = -51826153.102419 nChanged 70 Iteration 164Q (1009.496338 sec): 26 clusters Score: Raw -51878920.082355 + Penalty 52765.086567 = -51826154.995788 nChanged 72 Iteration 165Q (1012.920992 sec): 26 clusters Score: Raw -51878922.055493 + Penalty 52765.086567 = -51826156.968925 nChanged 71 Iteration 166Q (1016.270792 sec): 26 clusters Score: Raw -51878924.037310 + Penalty 52765.086567 = -51826158.950743 nChanged 81 Iteration 167Q (1019.613764 sec): 26 clusters Score: Raw -51878926.363736 + Penalty 52765.086567 = -51826161.277168 nChanged 77 Iteration 168Q (1022.958856 sec): 26 clusters Score: Raw -51878928.720511 + Penalty 52765.086567 = -51826163.633944 nChanged 80 Iteration 169Q (1026.271646 sec): 26 clusters Score: Raw -51878931.334911 + Penalty 52765.086567 = -51826166.248344 nChanged 78 Iteration 170Q (1029.593435 sec): 26 clusters Score: Raw -51878933.631106 + Penalty 52765.086567 = -51826168.544539 nChanged 86 Iteration 171Q (1032.917150 sec): 26 clusters Score: Raw -51878936.095118 + Penalty 52765.086567 = -51826171.008551 nChanged 84 Iteration 172Q (1036.215714 sec): 26 clusters Score: Raw -51878938.468422 + Penalty 52765.086567 = -51826173.381854 nChanged 71 Iteration 173Q (1039.568837 sec): 26 clusters Score: Raw -51878940.682558 + Penalty 52765.086567 = -51826175.595991 nChanged 70 Iteration 174Q (1042.889265 sec): 26 clusters Score: Raw -51878942.244980 + Penalty 52765.086567 = -51826177.158413 nChanged 69 Iteration 175Q (1046.237708 sec): 26 clusters Score: Raw -51878944.242378 + Penalty 52765.086567 = -51826179.155811 nChanged 79 Iteration 176Q (1049.593860 sec): 26 clusters Score: Raw -51878946.725180 + Penalty 52765.086567 = -51826181.638613 nChanged 86 Iteration 177Q (1053.013658 sec): 26 clusters Score: Raw -51878949.509262 + Penalty 52765.086567 = -51826184.422694 nChanged 90 Iteration 178Q (1056.336897 sec): 26 clusters Score: Raw -51878952.840952 + Penalty 52765.086567 = -51826187.754384 nChanged 106 Writing temp clu file Because OldScore, -51826184.422694, is greater than current (better) Score,-51826187.754384 Compute initial score before splitting: Score: Raw -51878952.840952 + Penalty 52765.086567 = -51826187.754384 Trying to split cluster 1 (9867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1056.470490 sec): 2 clusters Score: Raw -1190586.177933 + Penalty 1494.504559 = -1189091.673373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1056.522915 sec): 3 clusters Score: Raw -1185013.252963 + Penalty 2989.009119 = -1182024.243844 nChanged 4253 SP:Iteration 1F (1056.588051 sec): 3 clusters Score: Raw -1187355.128021 + Penalty 2989.009119 = -1184366.118902 nChanged 744 SP:Iteration 2F (1056.639864 sec): 3 clusters Score: Raw -1187752.638482 + Penalty 2989.009119 = -1184763.629363 nChanged 611 SP:Iteration 3F (1056.689956 sec): 3 clusters Score: Raw -1188086.923762 + Penalty 2989.009119 = -1185097.914643 nChanged 570 SP:Iteration 4F (1056.747737 sec): 3 clusters Score: Raw -1188407.584099 + Penalty 2989.009119 = -1185418.574980 nChanged 528 SP:Iteration 5F (1056.807752 sec): 3 clusters Score: Raw -1188705.754401 + Penalty 2989.009119 = -1185716.745282 nChanged 496 SP:Iteration 6F (1056.861003 sec): 3 clusters Score: Raw -1188975.652821 + Penalty 2989.009119 = -1185986.643702 nChanged 440 SP:Iteration 7Q (1056.908804 sec): 3 clusters Score: Raw -1189230.548473 + Penalty 2989.009119 = -1186241.539354 nChanged 408 SP:Iteration 8Q (1056.973869 sec): 3 clusters Score: Raw -1189438.602543 + Penalty 2989.009119 = -1186449.593424 nChanged 330 SP:Iteration 9Q (1057.026385 sec): 3 clusters Score: Raw -1189596.514929 + Penalty 2989.009119 = -1186607.505810 nChanged 292 SP:Iteration 10Q (1057.070590 sec): 3 clusters Score: Raw -1189710.695228 + Penalty 2989.009119 = -1186721.686109 nChanged 232 SP:Iteration 11Q (1057.122782 sec): 3 clusters Score: Raw -1189803.459943 + Penalty 2989.009119 = -1186814.450824 nChanged 211 SP:Iteration 12Q (1057.188149 sec): 3 clusters Score: Raw -1189888.315017 + Penalty 2989.009119 = -1186899.305898 nChanged 210 SP:Iteration 13Q (1057.243087 sec): 3 clusters Score: Raw -1189975.200883 + Penalty 2989.009119 = -1186986.191764 nChanged 194 SP:Iteration 14Q (1057.301555 sec): 3 clusters Score: Raw -1190053.992662 + Penalty 2989.009119 = -1187064.983543 nChanged 200 SP:Iteration 15Q (1057.355150 sec): 3 clusters Score: Raw -1190134.054509 + Penalty 2989.009119 = -1187145.045390 nChanged 182 SP:Iteration 16Q (1057.412576 sec): 3 clusters Score: Raw -1190193.262881 + Penalty 2989.009119 = -1187204.253762 nChanged 139 SP:Iteration 17Q (1057.469287 sec): 3 clusters Score: Raw -1190240.761004 + Penalty 2989.009119 = -1187251.751885 nChanged 107 SP:Iteration 18Q (1057.522052 sec): 3 clusters Score: Raw -1190266.965442 + Penalty 2989.009119 = -1187277.956324 nChanged 77 SP:Iteration 19Q (1057.587433 sec): 3 clusters Score: Raw -1190284.359438 + Penalty 2989.009119 = -1187295.350319 nChanged 57 SP:Iteration 20F (1057.643156 sec): 3 clusters Score: Raw -1190295.812912 + Penalty 2989.009119 = -1187306.803793 nChanged 43 SP:Iteration 21Q (1057.694110 sec): 3 clusters Score: Raw -1190302.530658 + Penalty 2989.009119 = -1187313.521540 nChanged 26 SP:Iteration 22Q (1057.747548 sec): 3 clusters Score: Raw -1190305.543470 + Penalty 2989.009119 = -1187316.534351 nChanged 16 SP:Iteration 23Q (1057.804739 sec): 3 clusters Score: Raw -1190308.110566 + Penalty 2989.009119 = -1187319.101448 nChanged 18 SP:Iteration 24Q (1057.861593 sec): 3 clusters Score: Raw -1190311.007086 + Penalty 2989.009119 = -1187321.997967 nChanged 12 SP:Iteration 25Q (1057.925023 sec): 3 clusters Score: Raw -1190313.734416 + Penalty 2989.009119 = -1187324.725297 nChanged 17 SP:Iteration 26Q (1057.981884 sec): 3 clusters Score: Raw -1190316.309915 + Penalty 2989.009119 = -1187327.300796 nChanged 8 SP:Iteration 27Q (1058.023709 sec): 3 clusters Score: Raw -1190317.073663 + Penalty 2989.009119 = -1187328.064544 nChanged 6 SP:Iteration 28Q (1058.081402 sec): 3 clusters Score: Raw -1190317.961445 + Penalty 2989.009119 = -1187328.952326 nChanged 4 SP:Iteration 29Q (1058.142878 sec): 3 clusters Score: Raw -1190318.354106 + Penalty 2989.009119 = -1187329.344987 nChanged 4 SP:Iteration 30Q (1058.203642 sec): 3 clusters Score: Raw -1190318.595568 + Penalty 2989.009119 = -1187329.586450 nChanged 3 SP:Iteration 31Q (1058.263988 sec): 3 clusters Score: Raw -1190318.961652 + Penalty 2989.009119 = -1187329.952533 nChanged 3 SP:Iteration 32Q (1058.310869 sec): 3 clusters Score: Raw -1190319.233250 + Penalty 2989.009119 = -1187330.224131 nChanged 3 SP:Iteration 33Q (1058.368621 sec): 3 clusters Score: Raw -1190319.410565 + Penalty 2989.009119 = -1187330.401446 nChanged 3 SP:Iteration 34Q (1058.431366 sec): 3 clusters Score: Raw -1190319.760419 + Penalty 2989.009119 = -1187330.751301 nChanged 4 SP:Iteration 35Q (1058.489137 sec): 3 clusters Score: Raw -1190320.142691 + Penalty 2989.009119 = -1187331.133572 nChanged 6 SP:Iteration 36Q (1058.536650 sec): 3 clusters Score: Raw -1190321.073569 + Penalty 2989.009119 = -1187332.064450 nChanged 9 SP:Iteration 37Q (1058.598735 sec): 3 clusters Score: Raw -1190322.439204 + Penalty 2989.009119 = -1187333.430085 nChanged 10 SP:Iteration 38Q (1058.644314 sec): 3 clusters Score: Raw -1190323.445427 + Penalty 2989.009119 = -1187334.436308 nChanged 9 SP:Iteration 39Q (1058.711876 sec): 3 clusters Score: Raw -1190324.538631 + Penalty 2989.009119 = -1187335.529512 nChanged 5 SP:Iteration 40F (1058.764364 sec): 3 clusters Score: Raw -1190325.081670 + Penalty 2989.009119 = -1187336.072551 nChanged 2 SP:Iteration 41Q (1058.831494 sec): 3 clusters Score: Raw -1190325.235267 + Penalty 2989.009119 = -1187336.226148 nChanged 3 SP:Iteration 42Q (1058.883274 sec): 3 clusters Score: Raw -1190325.521999 + Penalty 2989.009119 = -1187336.512880 nChanged 3 SP:Iteration 43Q (1058.933746 sec): 3 clusters Score: Raw -1190325.691244 + Penalty 2989.009119 = -1187336.682125 nChanged 4 SP:Iteration 44Q (1059.002410 sec): 3 clusters Score: Raw -1190326.446666 + Penalty 2989.009119 = -1187337.437547 nChanged 7 SP:Iteration 45Q (1059.052759 sec): 3 clusters Score: Raw -1190327.375151 + Penalty 2989.009119 = -1187338.366032 nChanged 6 SP:Iteration 46Q (1059.108977 sec): 3 clusters Score: Raw -1190327.751324 + Penalty 2989.009119 = -1187338.742205 nChanged 2 SP:Iteration 47Q (1059.158389 sec): 3 clusters Score: Raw -1190327.914877 + Penalty 2989.009119 = -1187338.905758 nChanged 4 SP:Iteration 48Q (1059.217966 sec): 3 clusters Score: Raw -1190328.229524 + Penalty 2989.009119 = -1187339.220406 nChanged 1 SP:Iteration 49Q (1059.292280 sec): 3 clusters Score: Raw -1190328.298954 + Penalty 2989.009119 = -1187339.289835 nChanged 0 SP:Iteration 50F (1059.330246 sec): 3 clusters Score: Raw -1190328.298954 + Penalty 2989.009119 = -1187339.289835 nChanged 0 Trying to split cluster 2 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1059.360416 sec): 2 clusters Score: Raw -46648.189694 + Penalty 986.494881 = -45661.694813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1059.390990 sec): 3 clusters Score: Raw -46621.862650 + Penalty 1972.989762 = -44648.872889 nChanged 100 SP:Iteration 1F (1059.424611 sec): 3 clusters Score: Raw -46794.752192 + Penalty 1972.989762 = -44821.762431 nChanged 25 SP:Iteration 2F (1059.456140 sec): 3 clusters Score: Raw -46842.018284 + Penalty 1972.989762 = -44869.028522 nChanged 14 SP:Iteration 3Q (1059.506789 sec): 3 clusters Score: Raw -46864.669463 + Penalty 1972.989762 = -44891.679701 nChanged 12 SP:Iteration 4Q (1059.541324 sec): 3 clusters Score: Raw -46880.847408 + Penalty 1972.989762 = -44907.857646 nChanged 7 SP:Iteration 5Q (1059.573842 sec): 3 clusters Score: Raw -46900.859835 + Penalty 1972.989762 = -44927.870073 nChanged 10 SP:Iteration 6Q (1059.604390 sec): 3 clusters Score: Raw -46945.200102 + Penalty 1972.989762 = -44972.210340 nChanged 17 SP:Iteration 7Q (1059.634422 sec): 3 clusters Score: Raw -46993.654298 + Penalty 1972.989762 = -45020.664536 nChanged 13 SP:Iteration 8Q (1059.666070 sec): 3 clusters Score: Raw -47036.773798 + Penalty 1972.989762 = -45063.784037 nChanged 11 SP:Iteration 9Q (1059.709725 sec): 3 clusters Score: Raw -47067.837524 + Penalty 1972.989762 = -45094.847762 nChanged 15 SP:Iteration 10Q (1059.760693 sec): 3 clusters Score: Raw -47160.061145 + Penalty 1972.989762 = -45187.071383 nChanged 19 SP:Iteration 11Q (1059.787455 sec): 3 clusters Score: Raw -47278.840658 + Penalty 1972.989762 = -45305.850896 nChanged 14 SP:Iteration 12Q (1059.829229 sec): 3 clusters Score: Raw -47334.511752 + Penalty 1972.989762 = -45361.521990 nChanged 8 SP:Iteration 13Q (1059.866774 sec): 3 clusters Score: Raw -47354.354776 + Penalty 1972.989762 = -45381.365014 nChanged 8 SP:Iteration 14Q (1059.914288 sec): 3 clusters Score: Raw -47368.709800 + Penalty 1972.989762 = -45395.720039 nChanged 3 SP:Iteration 15Q (1059.969695 sec): 3 clusters Score: Raw -47377.700484 + Penalty 1972.989762 = -45404.710722 nChanged 4 SP:Iteration 16Q (1060.005390 sec): 3 clusters Score: Raw -47392.586728 + Penalty 1972.989762 = -45419.596966 nChanged 5 SP:Iteration 17Q (1060.033446 sec): 3 clusters Score: Raw -47404.986759 + Penalty 1972.989762 = -45431.996997 nChanged 6 SP:Iteration 18Q (1060.080862 sec): 3 clusters Score: Raw -47417.670935 + Penalty 1972.989762 = -45444.681173 nChanged 1 SP:Iteration 19Q (1060.121434 sec): 3 clusters Score: Raw -47426.095884 + Penalty 1972.989762 = -45453.106122 nChanged 2 SP:Iteration 20F (1060.153476 sec): 3 clusters Score: Raw -47434.636788 + Penalty 1972.989762 = -45461.647026 nChanged 1 SP:Iteration 21Q (1060.194420 sec): 3 clusters Score: Raw -47439.225434 + Penalty 1972.989762 = -45466.235672 nChanged 3 SP:Iteration 22Q (1060.238003 sec): 3 clusters Score: Raw -47447.525891 + Penalty 1972.989762 = -45474.536129 nChanged 2 SP:Iteration 23Q (1060.275070 sec): 3 clusters Score: Raw -47450.396110 + Penalty 1972.989762 = -45477.406349 nChanged 1 SP:Iteration 24Q (1060.312449 sec): 3 clusters Score: Raw -47452.116383 + Penalty 1972.989762 = -45479.126621 nChanged 1 SP:Iteration 25Q (1060.344581 sec): 3 clusters Score: Raw -47453.018980 + Penalty 1972.989762 = -45480.029218 nChanged 0 SP:Iteration 26F (1060.387754 sec): 3 clusters Score: Raw -47453.018980 + Penalty 1972.989762 = -45480.029218 nChanged 0 Trying to split cluster 3 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1060.409464 sec): 2 clusters Score: Raw -20689.680132 + Penalty 887.872668 = -19801.807464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1060.454136 sec): 3 clusters Score: Raw -20908.618266 + Penalty 1775.745337 = -19132.872929 nChanged 60 SP:Iteration 1F (1060.496448 sec): 3 clusters Score: Raw -21252.263493 + Penalty 1775.745337 = -19476.518157 nChanged 19 SP:Iteration 2F (1060.533003 sec): 3 clusters Score: Raw -21356.596899 + Penalty 1775.745337 = -19580.851563 nChanged 8 SP:Iteration 3Q (1060.569931 sec): 3 clusters Score: Raw -21390.143154 + Penalty 1775.745337 = -19614.397818 nChanged 4 SP:Iteration 4Q (1060.612078 sec): 3 clusters Score: Raw -21424.561171 + Penalty 1775.745337 = -19648.815834 nChanged 4 SP:Iteration 5Q (1060.657773 sec): 3 clusters Score: Raw -21446.841604 + Penalty 1775.745337 = -19671.096267 nChanged 2 SP:Iteration 6Q (1060.706092 sec): 3 clusters Score: Raw -21458.144506 + Penalty 1775.745337 = -19682.399170 nChanged 2 SP:Iteration 7Q (1060.757590 sec): 3 clusters Score: Raw -21486.136874 + Penalty 1775.745337 = -19710.391538 nChanged 0 SP:Iteration 8F (1060.799558 sec): 3 clusters Score: Raw -21486.136874 + Penalty 1775.745337 = -19710.391538 nChanged 0 Trying to split cluster 4 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1060.813081 sec): 2 clusters Score: Raw -52853.642547 + Penalty 1005.592920 = -51848.049627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1060.861143 sec): 3 clusters Score: Raw -52812.383720 + Penalty 2011.185840 = -50801.197880 nChanged 134 SP:Iteration 1F (1060.893255 sec): 3 clusters Score: Raw -53062.273127 + Penalty 2011.185840 = -51051.087287 nChanged 37 SP:Iteration 2F (1060.931975 sec): 3 clusters Score: Raw -53176.850962 + Penalty 2011.185840 = -51165.665122 nChanged 33 SP:Iteration 3F (1060.985177 sec): 3 clusters Score: Raw -53267.940792 + Penalty 2011.185840 = -51256.754952 nChanged 23 SP:Iteration 4Q (1061.017417 sec): 3 clusters Score: Raw -53333.963810 + Penalty 2011.185840 = -51322.777970 nChanged 18 SP:Iteration 5Q (1061.052446 sec): 3 clusters Score: Raw -53384.221516 + Penalty 2011.185840 = -51373.035676 nChanged 15 SP:Iteration 6Q (1061.100166 sec): 3 clusters Score: Raw -53428.062336 + Penalty 2011.185840 = -51416.876496 nChanged 7 SP:Iteration 7Q (1061.133924 sec): 3 clusters Score: Raw -53446.400184 + Penalty 2011.185840 = -51435.214344 nChanged 3 SP:Iteration 8Q (1061.175831 sec): 3 clusters Score: Raw -53450.883070 + Penalty 2011.185840 = -51439.697230 nChanged 2 SP:Iteration 9Q (1061.222459 sec): 3 clusters Score: Raw -53453.495770 + Penalty 2011.185840 = -51442.309930 nChanged 2 SP:Iteration 10Q (1061.265946 sec): 3 clusters Score: Raw -53457.878898 + Penalty 2011.185840 = -51446.693058 nChanged 0 SP:Iteration 11F (1061.305068 sec): 3 clusters Score: Raw -53457.878898 + Penalty 2011.185840 = -51446.693058 nChanged 0 Trying to split cluster 5 (11532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1061.330428 sec): 2 clusters Score: Raw -1361308.270275 + Penalty 1519.843172 = -1359788.427103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1061.389498 sec): 3 clusters Score: Raw -1354682.012180 + Penalty 3039.686344 = -1351642.325836 nChanged 5020 SP:Iteration 1F (1061.437475 sec): 3 clusters Score: Raw -1357367.296474 + Penalty 3039.686344 = -1354327.610130 nChanged 663 SP:Iteration 2F (1061.495453 sec): 3 clusters Score: Raw -1357684.003778 + Penalty 3039.686344 = -1354644.317434 nChanged 659 SP:Iteration 3F (1061.563920 sec): 3 clusters Score: Raw -1358016.190926 + Penalty 3039.686344 = -1354976.504582 nChanged 645 SP:Iteration 4F (1061.620599 sec): 3 clusters Score: Raw -1358344.459702 + Penalty 3039.686344 = -1355304.773358 nChanged 589 SP:Iteration 5F (1061.676802 sec): 3 clusters Score: Raw -1358663.643037 + Penalty 3039.686344 = -1355623.956693 nChanged 597 SP:Iteration 6F (1061.742731 sec): 3 clusters Score: Raw -1359032.767898 + Penalty 3039.686344 = -1355993.081554 nChanged 614 SP:Iteration 7F (1061.790687 sec): 3 clusters Score: Raw -1359396.517697 + Penalty 3039.686344 = -1356356.831353 nChanged 551 SP:Iteration 8Q (1061.864616 sec): 3 clusters Score: Raw -1359734.280462 + Penalty 3039.686344 = -1356694.594118 nChanged 479 SP:Iteration 9Q (1061.916806 sec): 3 clusters Score: Raw -1359995.923412 + Penalty 3039.686344 = -1356956.237068 nChanged 403 SP:Iteration 10Q (1061.978824 sec): 3 clusters Score: Raw -1360201.882753 + Penalty 3039.686344 = -1357162.196409 nChanged 375 SP:Iteration 11Q (1062.045683 sec): 3 clusters Score: Raw -1360383.628224 + Penalty 3039.686344 = -1357343.941880 nChanged 308 SP:Iteration 12Q (1062.107006 sec): 3 clusters Score: Raw -1360508.615754 + Penalty 3039.686344 = -1357468.929410 nChanged 238 SP:Iteration 13Q (1062.163621 sec): 3 clusters Score: Raw -1360600.287354 + Penalty 3039.686344 = -1357560.601010 nChanged 199 SP:Iteration 14Q (1062.231273 sec): 3 clusters Score: Raw -1360675.694128 + Penalty 3039.686344 = -1357636.007784 nChanged 177 SP:Iteration 15Q (1062.293170 sec): 3 clusters Score: Raw -1360740.014601 + Penalty 3039.686344 = -1357700.328257 nChanged 153 SP:Iteration 16Q (1062.343313 sec): 3 clusters Score: Raw -1360788.920719 + Penalty 3039.686344 = -1357749.234375 nChanged 138 SP:Iteration 17Q (1062.395917 sec): 3 clusters Score: Raw -1360828.314906 + Penalty 3039.686344 = -1357788.628562 nChanged 104 SP:Iteration 18Q (1062.456958 sec): 3 clusters Score: Raw -1360850.451459 + Penalty 3039.686344 = -1357810.765115 nChanged 85 SP:Iteration 19Q (1062.519985 sec): 3 clusters Score: Raw -1360869.112431 + Penalty 3039.686344 = -1357829.426087 nChanged 75 SP:Iteration 20F (1062.576925 sec): 3 clusters Score: Raw -1360888.134942 + Penalty 3039.686344 = -1357848.448597 nChanged 87 SP:Iteration 21Q (1062.638138 sec): 3 clusters Score: Raw -1360911.546785 + Penalty 3039.686344 = -1357871.860441 nChanged 75 SP:Iteration 22Q (1062.705736 sec): 3 clusters Score: Raw -1360931.191793 + Penalty 3039.686344 = -1357891.505449 nChanged 85 SP:Iteration 23Q (1062.769096 sec): 3 clusters Score: Raw -1360953.924375 + Penalty 3039.686344 = -1357914.238031 nChanged 85 SP:Iteration 24Q (1062.827842 sec): 3 clusters Score: Raw -1360971.857998 + Penalty 3039.686344 = -1357932.171654 nChanged 79 SP:Iteration 25Q (1062.871156 sec): 3 clusters Score: Raw -1360989.616704 + Penalty 3039.686344 = -1357949.930360 nChanged 65 SP:Iteration 26Q (1062.943869 sec): 3 clusters Score: Raw -1361004.657247 + Penalty 3039.686344 = -1357964.970903 nChanged 60 SP:Iteration 27Q (1062.992894 sec): 3 clusters Score: Raw -1361017.440166 + Penalty 3039.686344 = -1357977.753822 nChanged 46 SP:Iteration 28Q (1063.045607 sec): 3 clusters Score: Raw -1361025.703517 + Penalty 3039.686344 = -1357986.017173 nChanged 50 SP:Iteration 29Q (1063.119006 sec): 3 clusters Score: Raw -1361035.699573 + Penalty 3039.686344 = -1357996.013229 nChanged 49 SP:Iteration 30Q (1063.169485 sec): 3 clusters Score: Raw -1361042.756857 + Penalty 3039.686344 = -1358003.070513 nChanged 28 SP:Iteration 31Q (1063.228124 sec): 3 clusters Score: Raw -1361046.376232 + Penalty 3039.686344 = -1358006.689888 nChanged 32 SP:Iteration 32Q (1063.279909 sec): 3 clusters Score: Raw -1361050.641802 + Penalty 3039.686344 = -1358010.955458 nChanged 34 SP:Iteration 33Q (1063.341971 sec): 3 clusters Score: Raw -1361054.879704 + Penalty 3039.686344 = -1358015.193360 nChanged 26 SP:Iteration 34Q (1063.405076 sec): 3 clusters Score: Raw -1361058.143799 + Penalty 3039.686344 = -1358018.457454 nChanged 26 SP:Iteration 35Q (1063.457362 sec): 3 clusters Score: Raw -1361061.486189 + Penalty 3039.686344 = -1358021.799845 nChanged 24 SP:Iteration 36Q (1063.520932 sec): 3 clusters Score: Raw -1361065.185779 + Penalty 3039.686344 = -1358025.499435 nChanged 27 SP:Iteration 37Q (1063.585824 sec): 3 clusters Score: Raw -1361068.703272 + Penalty 3039.686344 = -1358029.016928 nChanged 24 SP:Iteration 38Q (1063.649401 sec): 3 clusters Score: Raw -1361071.506145 + Penalty 3039.686344 = -1358031.819801 nChanged 25 SP:Iteration 39Q (1063.710676 sec): 3 clusters Score: Raw -1361075.892414 + Penalty 3039.686344 = -1358036.206070 nChanged 26 SP:Iteration 40F (1063.772257 sec): 3 clusters Score: Raw -1361080.050066 + Penalty 3039.686344 = -1358040.363721 nChanged 29 SP:Iteration 41Q (1063.832059 sec): 3 clusters Score: Raw -1361084.302619 + Penalty 3039.686344 = -1358044.616275 nChanged 27 SP:Iteration 42Q (1063.887189 sec): 3 clusters Score: Raw -1361088.003443 + Penalty 3039.686344 = -1358048.317099 nChanged 32 SP:Iteration 43Q (1063.955151 sec): 3 clusters Score: Raw -1361093.283532 + Penalty 3039.686344 = -1358053.597188 nChanged 30 SP:Iteration 44Q (1064.015474 sec): 3 clusters Score: Raw -1361098.684941 + Penalty 3039.686344 = -1358058.998597 nChanged 39 SP:Iteration 45Q (1064.082415 sec): 3 clusters Score: Raw -1361106.684035 + Penalty 3039.686344 = -1358066.997691 nChanged 48 SP:Iteration 46Q (1064.153385 sec): 3 clusters Score: Raw -1361116.303155 + Penalty 3039.686344 = -1358076.616811 nChanged 44 SP:Iteration 47Q (1064.212342 sec): 3 clusters Score: Raw -1361123.937013 + Penalty 3039.686344 = -1358084.250669 nChanged 41 SP:Iteration 48Q (1064.276811 sec): 3 clusters Score: Raw -1361131.872482 + Penalty 3039.686344 = -1358092.186138 nChanged 46 SP:Iteration 49Q (1064.336627 sec): 3 clusters Score: Raw -1361139.956125 + Penalty 3039.686344 = -1358100.269781 nChanged 39 SP:Iteration 50Q (1064.390024 sec): 3 clusters Score: Raw -1361146.591142 + Penalty 3039.686344 = -1358106.904798 nChanged 34 SP:Iteration 51Q (1064.454397 sec): 3 clusters Score: Raw -1361153.757290 + Penalty 3039.686344 = -1358114.070946 nChanged 36 SP:Iteration 52Q (1064.509400 sec): 3 clusters Score: Raw -1361160.446915 + Penalty 3039.686344 = -1358120.760571 nChanged 32 SP:Iteration 53Q (1064.564430 sec): 3 clusters Score: Raw -1361165.751036 + Penalty 3039.686344 = -1358126.064692 nChanged 37 SP:Iteration 54Q (1064.622284 sec): 3 clusters Score: Raw -1361173.669295 + Penalty 3039.686344 = -1358133.982951 nChanged 47 SP:Iteration 55Q (1064.685542 sec): 3 clusters Score: Raw -1361183.245042 + Penalty 3039.686344 = -1358143.558698 nChanged 40 SP:Iteration 56Q (1064.741331 sec): 3 clusters Score: Raw -1361192.148536 + Penalty 3039.686344 = -1358152.462192 nChanged 47 SP:Iteration 57Q (1064.798996 sec): 3 clusters Score: Raw -1361202.193818 + Penalty 3039.686344 = -1358162.507474 nChanged 39 SP:Iteration 58Q (1064.850148 sec): 3 clusters Score: Raw -1361210.096210 + Penalty 3039.686344 = -1358170.409866 nChanged 39 SP:Iteration 59Q (1064.909813 sec): 3 clusters Score: Raw -1361217.439306 + Penalty 3039.686344 = -1358177.752962 nChanged 34 SP:Iteration 60F (1064.969799 sec): 3 clusters Score: Raw -1361223.370462 + Penalty 3039.686344 = -1358183.684118 nChanged 39 SP:Iteration 61Q (1065.029490 sec): 3 clusters Score: Raw -1361231.150237 + Penalty 3039.686344 = -1358191.463893 nChanged 49 SP:Iteration 62Q (1065.089134 sec): 3 clusters Score: Raw -1361239.887173 + Penalty 3039.686344 = -1358200.200828 nChanged 39 SP:Iteration 63Q (1065.148259 sec): 3 clusters Score: Raw -1361245.926288 + Penalty 3039.686344 = -1358206.239944 nChanged 35 SP:Iteration 64Q (1065.209781 sec): 3 clusters Score: Raw -1361253.357899 + Penalty 3039.686344 = -1358213.671555 nChanged 25 SP:Iteration 65Q (1065.281130 sec): 3 clusters Score: Raw -1361259.180138 + Penalty 3039.686344 = -1358219.493794 nChanged 31 SP:Iteration 66Q (1065.333431 sec): 3 clusters Score: Raw -1361267.071496 + Penalty 3039.686344 = -1358227.385152 nChanged 34 SP:Iteration 67Q (1065.385474 sec): 3 clusters Score: Raw -1361274.162489 + Penalty 3039.686344 = -1358234.476145 nChanged 32 SP:Iteration 68Q (1065.445717 sec): 3 clusters Score: Raw -1361282.169421 + Penalty 3039.686344 = -1358242.483077 nChanged 37 SP:Iteration 69Q (1065.510054 sec): 3 clusters Score: Raw -1361290.884951 + Penalty 3039.686344 = -1358251.198606 nChanged 37 SP:Iteration 70Q (1065.569321 sec): 3 clusters Score: Raw -1361300.572097 + Penalty 3039.686344 = -1358260.885753 nChanged 37 SP:Iteration 71Q (1065.632377 sec): 3 clusters Score: Raw -1361308.360260 + Penalty 3039.686344 = -1358268.673916 nChanged 47 SP:Iteration 72Q (1065.693432 sec): 3 clusters Score: Raw -1361319.807667 + Penalty 3039.686344 = -1358280.121323 nChanged 42 SP:Iteration 73Q (1065.725883 sec): 3 clusters Score: Raw -1361328.917131 + Penalty 3039.686344 = -1358289.230786 nChanged 30 SP:Iteration 74Q (1065.783544 sec): 3 clusters Score: Raw -1361335.751134 + Penalty 3039.686344 = -1358296.064790 nChanged 36 SP:Iteration 75Q (1065.841051 sec): 3 clusters Score: Raw -1361344.675809 + Penalty 3039.686344 = -1358304.989465 nChanged 40 SP:Iteration 76Q (1065.896055 sec): 3 clusters Score: Raw -1361354.063909 + Penalty 3039.686344 = -1358314.377565 nChanged 31 SP:Iteration 77Q (1065.959960 sec): 3 clusters Score: Raw -1361360.126467 + Penalty 3039.686344 = -1358320.440123 nChanged 28 SP:Iteration 78Q (1066.007424 sec): 3 clusters Score: Raw -1361365.185628 + Penalty 3039.686344 = -1358325.499284 nChanged 26 SP:Iteration 79Q (1066.060421 sec): 3 clusters Score: Raw -1361369.564171 + Penalty 3039.686344 = -1358329.877827 nChanged 25 SP:Iteration 80F (1066.105488 sec): 3 clusters Score: Raw -1361373.447562 + Penalty 3039.686344 = -1358333.761218 nChanged 19 SP:Iteration 81Q (1066.169279 sec): 3 clusters Score: Raw -1361378.005397 + Penalty 3039.686344 = -1358338.319053 nChanged 21 SP:Iteration 82Q (1066.229526 sec): 3 clusters Score: Raw -1361383.375234 + Penalty 3039.686344 = -1358343.688890 nChanged 28 SP:Iteration 83Q (1066.297003 sec): 3 clusters Score: Raw -1361389.032272 + Penalty 3039.686344 = -1358349.345928 nChanged 16 SP:Iteration 84Q (1066.348847 sec): 3 clusters Score: Raw -1361391.709661 + Penalty 3039.686344 = -1358352.023317 nChanged 13 SP:Iteration 85Q (1066.413121 sec): 3 clusters Score: Raw -1361393.047411 + Penalty 3039.686344 = -1358353.361067 nChanged 9 SP:Iteration 86Q (1066.465492 sec): 3 clusters Score: Raw -1361395.367795 + Penalty 3039.686344 = -1358355.681450 nChanged 7 SP:Iteration 87Q (1066.534222 sec): 3 clusters Score: Raw -1361396.665861 + Penalty 3039.686344 = -1358356.979517 nChanged 5 SP:Iteration 88Q (1066.588914 sec): 3 clusters Score: Raw -1361397.644064 + Penalty 3039.686344 = -1358357.957720 nChanged 6 SP:Iteration 89Q (1066.638717 sec): 3 clusters Score: Raw -1361398.525965 + Penalty 3039.686344 = -1358358.839621 nChanged 8 SP:Iteration 90Q (1066.698169 sec): 3 clusters Score: Raw -1361399.698346 + Penalty 3039.686344 = -1358360.012002 nChanged 8 SP:Iteration 91Q (1066.760138 sec): 3 clusters Score: Raw -1361400.763173 + Penalty 3039.686344 = -1358361.076829 nChanged 7 SP:Iteration 92Q (1066.825545 sec): 3 clusters Score: Raw -1361402.033609 + Penalty 3039.686344 = -1358362.347265 nChanged 11 SP:Iteration 93Q (1066.875888 sec): 3 clusters Score: Raw -1361404.092800 + Penalty 3039.686344 = -1358364.406456 nChanged 24 SP:Iteration 94Q (1066.939849 sec): 3 clusters Score: Raw -1361409.268407 + Penalty 3039.686344 = -1358369.582063 nChanged 17 SP:Iteration 95Q (1066.982747 sec): 3 clusters Score: Raw -1361413.899473 + Penalty 3039.686344 = -1358374.213129 nChanged 22 SP:Iteration 96Q (1067.035916 sec): 3 clusters Score: Raw -1361419.289544 + Penalty 3039.686344 = -1358379.603200 nChanged 24 SP:Iteration 97Q (1067.091179 sec): 3 clusters Score: Raw -1361425.076115 + Penalty 3039.686344 = -1358385.389771 nChanged 26 SP:Iteration 98Q (1067.145850 sec): 3 clusters Score: Raw -1361431.372794 + Penalty 3039.686344 = -1358391.686450 nChanged 24 SP:Iteration 99Q (1067.202547 sec): 3 clusters Score: Raw -1361435.996036 + Penalty 3039.686344 = -1358396.309692 nChanged 20 SP:Iteration 100F (1067.267541 sec): 3 clusters Score: Raw -1361440.311904 + Penalty 3039.686344 = -1358400.625560 nChanged 17 SP:Iteration 101Q (1067.333185 sec): 3 clusters Score: Raw -1361443.747627 + Penalty 3039.686344 = -1358404.061283 nChanged 18 SP:Iteration 102Q (1067.393902 sec): 3 clusters Score: Raw -1361447.717877 + Penalty 3039.686344 = -1358408.031532 nChanged 15 SP:Iteration 103Q (1067.454924 sec): 3 clusters Score: Raw -1361451.783056 + Penalty 3039.686344 = -1358412.096712 nChanged 13 SP:Iteration 104Q (1067.523657 sec): 3 clusters Score: Raw -1361454.284828 + Penalty 3039.686344 = -1358414.598484 nChanged 15 SP:Iteration 105Q (1067.573651 sec): 3 clusters Score: Raw -1361457.151306 + Penalty 3039.686344 = -1358417.464961 nChanged 16 SP:Iteration 106Q (1067.617990 sec): 3 clusters Score: Raw -1361461.015648 + Penalty 3039.686344 = -1358421.329304 nChanged 21 SP:Iteration 107Q (1067.677786 sec): 3 clusters Score: Raw -1361466.013015 + Penalty 3039.686344 = -1358426.326671 nChanged 16 SP:Iteration 108Q (1067.728794 sec): 3 clusters Score: Raw -1361469.129551 + Penalty 3039.686344 = -1358429.443207 nChanged 16 SP:Iteration 109Q (1067.779626 sec): 3 clusters Score: Raw -1361471.850918 + Penalty 3039.686344 = -1358432.164574 nChanged 13 SP:Iteration 110Q (1067.839955 sec): 3 clusters Score: Raw -1361474.597474 + Penalty 3039.686344 = -1358434.911130 nChanged 11 SP:Iteration 111Q (1067.892383 sec): 3 clusters Score: Raw -1361476.855297 + Penalty 3039.686344 = -1358437.168953 nChanged 10 SP:Iteration 112Q (1067.952204 sec): 3 clusters Score: Raw -1361479.272939 + Penalty 3039.686344 = -1358439.586595 nChanged 13 SP:Iteration 113Q (1068.019626 sec): 3 clusters Score: Raw -1361482.856153 + Penalty 3039.686344 = -1358443.169809 nChanged 16 SP:Iteration 114Q (1068.083064 sec): 3 clusters Score: Raw -1361486.614388 + Penalty 3039.686344 = -1358446.928044 nChanged 15 SP:Iteration 115Q (1068.144744 sec): 3 clusters Score: Raw -1361490.778855 + Penalty 3039.686344 = -1358451.092511 nChanged 16 SP:Iteration 116Q (1068.205307 sec): 3 clusters Score: Raw -1361495.211385 + Penalty 3039.686344 = -1358455.525041 nChanged 17 SP:Iteration 117Q (1068.264271 sec): 3 clusters Score: Raw -1361499.243836 + Penalty 3039.686344 = -1358459.557492 nChanged 13 SP:Iteration 118Q (1068.319619 sec): 3 clusters Score: Raw -1361501.435395 + Penalty 3039.686344 = -1358461.749051 nChanged 7 SP:Iteration 119Q (1068.378297 sec): 3 clusters Score: Raw -1361502.623859 + Penalty 3039.686344 = -1358462.937515 nChanged 5 SP:Iteration 120F (1068.438640 sec): 3 clusters Score: Raw -1361503.524784 + Penalty 3039.686344 = -1358463.838440 nChanged 9 SP:Iteration 121Q (1068.495143 sec): 3 clusters Score: Raw -1361505.987935 + Penalty 3039.686344 = -1358466.301591 nChanged 9 SP:Iteration 122Q (1068.545990 sec): 3 clusters Score: Raw -1361508.892180 + Penalty 3039.686344 = -1358469.205836 nChanged 10 SP:Iteration 123Q (1068.607176 sec): 3 clusters Score: Raw -1361511.400336 + Penalty 3039.686344 = -1358471.713992 nChanged 11 SP:Iteration 124Q (1068.664700 sec): 3 clusters Score: Raw -1361514.107723 + Penalty 3039.686344 = -1358474.421378 nChanged 9 SP:Iteration 125Q (1068.725956 sec): 3 clusters Score: Raw -1361515.952416 + Penalty 3039.686344 = -1358476.266072 nChanged 14 SP:Iteration 126Q (1068.768381 sec): 3 clusters Score: Raw -1361518.534812 + Penalty 3039.686344 = -1358478.848468 nChanged 10 SP:Iteration 127Q (1068.830713 sec): 3 clusters Score: Raw -1361520.645031 + Penalty 3039.686344 = -1358480.958687 nChanged 11 SP:Iteration 128Q (1068.886804 sec): 3 clusters Score: Raw -1361523.501737 + Penalty 3039.686344 = -1358483.815393 nChanged 10 SP:Iteration 129Q (1068.957561 sec): 3 clusters Score: Raw -1361526.423447 + Penalty 3039.686344 = -1358486.737103 nChanged 10 SP:Iteration 130Q (1069.008206 sec): 3 clusters Score: Raw -1361529.277680 + Penalty 3039.686344 = -1358489.591336 nChanged 8 SP:Iteration 131Q (1069.069986 sec): 3 clusters Score: Raw -1361530.920991 + Penalty 3039.686344 = -1358491.234647 nChanged 5 SP:Iteration 132Q (1069.124714 sec): 3 clusters Score: Raw -1361531.926322 + Penalty 3039.686344 = -1358492.239977 nChanged 5 SP:Iteration 133Q (1069.182466 sec): 3 clusters Score: Raw -1361533.131784 + Penalty 3039.686344 = -1358493.445440 nChanged 5 SP:Iteration 134Q (1069.239971 sec): 3 clusters Score: Raw -1361533.776188 + Penalty 3039.686344 = -1358494.089844 nChanged 2 SP:Iteration 135Q (1069.290334 sec): 3 clusters Score: Raw -1361533.909213 + Penalty 3039.686344 = -1358494.222869 nChanged 2 SP:Iteration 136Q (1069.347097 sec): 3 clusters Score: Raw -1361534.235985 + Penalty 3039.686344 = -1358494.549641 nChanged 2 SP:Iteration 137Q (1069.411315 sec): 3 clusters Score: Raw -1361534.786850 + Penalty 3039.686344 = -1358495.100506 nChanged 1 SP:Iteration 138Q (1069.467960 sec): 3 clusters Score: Raw -1361534.889443 + Penalty 3039.686344 = -1358495.203099 nChanged 0 SP:Iteration 139F (1069.511840 sec): 3 clusters Score: Raw -1361534.889443 + Penalty 3039.686344 = -1358495.203099 nChanged 0 Trying to split cluster 6 (7639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1069.547286 sec): 2 clusters Score: Raw -935115.149503 + Penalty 1452.916072 = -933662.233430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1069.602697 sec): 3 clusters Score: Raw -930836.318505 + Penalty 2905.832145 = -927930.486360 nChanged 3270 SP:Iteration 1F (1069.654838 sec): 3 clusters Score: Raw -932632.762390 + Penalty 2905.832145 = -929726.930246 nChanged 584 SP:Iteration 2F (1069.708291 sec): 3 clusters Score: Raw -932955.274528 + Penalty 2905.832145 = -930049.442383 nChanged 489 SP:Iteration 3F (1069.761961 sec): 3 clusters Score: Raw -933219.297686 + Penalty 2905.832145 = -930313.465542 nChanged 429 SP:Iteration 4F (1069.809100 sec): 3 clusters Score: Raw -933472.083553 + Penalty 2905.832145 = -930566.251408 nChanged 415 SP:Iteration 5F (1069.872089 sec): 3 clusters Score: Raw -933748.788378 + Penalty 2905.832145 = -930842.956233 nChanged 413 SP:Iteration 6F (1069.916647 sec): 3 clusters Score: Raw -934040.696026 + Penalty 2905.832145 = -931134.863882 nChanged 381 SP:Iteration 7Q (1069.969927 sec): 3 clusters Score: Raw -934326.020290 + Penalty 2905.832145 = -931420.188145 nChanged 325 SP:Iteration 8Q (1070.016965 sec): 3 clusters Score: Raw -934589.596490 + Penalty 2905.832145 = -931683.764345 nChanged 236 SP:Iteration 9Q (1070.084418 sec): 3 clusters Score: Raw -934784.513695 + Penalty 2905.832145 = -931878.681550 nChanged 174 SP:Iteration 10Q (1070.128311 sec): 3 clusters Score: Raw -934934.702145 + Penalty 2905.832145 = -932028.870000 nChanged 128 SP:Iteration 11Q (1070.175201 sec): 3 clusters Score: Raw -935045.580022 + Penalty 2905.832145 = -932139.747878 nChanged 95 SP:Iteration 12Q (1070.230395 sec): 3 clusters Score: Raw -935121.904120 + Penalty 2905.832145 = -932216.071976 nChanged 70 SP:Iteration 13Q (1070.284804 sec): 3 clusters Score: Raw -935181.588603 + Penalty 2905.832145 = -932275.756458 nChanged 58 SP:Iteration 14Q (1070.331625 sec): 3 clusters Score: Raw -935231.322745 + Penalty 2905.832145 = -932325.490600 nChanged 42 SP:Iteration 15Q (1070.387098 sec): 3 clusters Score: Raw -935262.095437 + Penalty 2905.832145 = -932356.263293 nChanged 31 SP:Iteration 16Q (1070.432152 sec): 3 clusters Score: Raw -935284.300322 + Penalty 2905.832145 = -932378.468177 nChanged 24 SP:Iteration 17Q (1070.489415 sec): 3 clusters Score: Raw -935301.914267 + Penalty 2905.832145 = -932396.082123 nChanged 21 SP:Iteration 18Q (1070.544526 sec): 3 clusters Score: Raw -935317.238064 + Penalty 2905.832145 = -932411.405919 nChanged 16 SP:Iteration 19Q (1070.592488 sec): 3 clusters Score: Raw -935327.168424 + Penalty 2905.832145 = -932421.336279 nChanged 7 SP:Iteration 20F (1070.646099 sec): 3 clusters Score: Raw -935330.400290 + Penalty 2905.832145 = -932424.568146 nChanged 4 SP:Iteration 21Q (1070.709121 sec): 3 clusters Score: Raw -935331.051109 + Penalty 2905.832145 = -932425.218964 nChanged 3 SP:Iteration 22Q (1070.760549 sec): 3 clusters Score: Raw -935332.811640 + Penalty 2905.832145 = -932426.979496 nChanged 3 SP:Iteration 23Q (1070.812742 sec): 3 clusters Score: Raw -935334.548940 + Penalty 2905.832145 = -932428.716796 nChanged 6 SP:Iteration 24Q (1070.868241 sec): 3 clusters Score: Raw -935338.529972 + Penalty 2905.832145 = -932432.697827 nChanged 6 SP:Iteration 25Q (1070.915631 sec): 3 clusters Score: Raw -935341.422624 + Penalty 2905.832145 = -932435.590479 nChanged 7 SP:Iteration 26Q (1070.965172 sec): 3 clusters Score: Raw -935345.335861 + Penalty 2905.832145 = -932439.503716 nChanged 5 SP:Iteration 27Q (1071.022463 sec): 3 clusters Score: Raw -935347.808398 + Penalty 2905.832145 = -932441.976254 nChanged 6 SP:Iteration 28Q (1071.063429 sec): 3 clusters Score: Raw -935352.822552 + Penalty 2905.832145 = -932446.990408 nChanged 7 SP:Iteration 29Q (1071.112322 sec): 3 clusters Score: Raw -935356.175505 + Penalty 2905.832145 = -932450.343361 nChanged 3 SP:Iteration 30Q (1071.171535 sec): 3 clusters Score: Raw -935357.622179 + Penalty 2905.832145 = -932451.790034 nChanged 3 SP:Iteration 31Q (1071.230160 sec): 3 clusters Score: Raw -935358.732388 + Penalty 2905.832145 = -932452.900243 nChanged 1 SP:Iteration 32Q (1071.262500 sec): 3 clusters Score: Raw -935359.463857 + Penalty 2905.832145 = -932453.631712 nChanged 1 SP:Iteration 33Q (1071.305025 sec): 3 clusters Score: Raw -935360.056496 + Penalty 2905.832145 = -932454.224351 nChanged 1 SP:Iteration 34Q (1071.359351 sec): 3 clusters Score: Raw -935362.081646 + Penalty 2905.832145 = -932456.249501 nChanged 3 SP:Iteration 35Q (1071.416741 sec): 3 clusters Score: Raw -935363.670336 + Penalty 2905.832145 = -932457.838192 nChanged 1 SP:Iteration 36Q (1071.465841 sec): 3 clusters Score: Raw -935363.925905 + Penalty 2905.832145 = -932458.093760 nChanged 2 SP:Iteration 37Q (1071.506549 sec): 3 clusters Score: Raw -935364.957057 + Penalty 2905.832145 = -932459.124912 nChanged 3 SP:Iteration 38Q (1071.555718 sec): 3 clusters Score: Raw -935367.343052 + Penalty 2905.832145 = -932461.510907 nChanged 3 SP:Iteration 39Q (1071.609292 sec): 3 clusters Score: Raw -935368.469823 + Penalty 2905.832145 = -932462.637679 nChanged 3 SP:Iteration 40F (1071.664370 sec): 3 clusters Score: Raw -935370.670428 + Penalty 2905.832145 = -932464.838283 nChanged 3 SP:Iteration 41Q (1071.712316 sec): 3 clusters Score: Raw -935372.300721 + Penalty 2905.832145 = -932466.468577 nChanged 1 SP:Iteration 42Q (1071.761351 sec): 3 clusters Score: Raw -935373.150033 + Penalty 2905.832145 = -932467.317888 nChanged 2 SP:Iteration 43Q (1071.817398 sec): 3 clusters Score: Raw -935374.083843 + Penalty 2905.832145 = -932468.251698 nChanged 3 SP:Iteration 44Q (1071.871962 sec): 3 clusters Score: Raw -935375.862596 + Penalty 2905.832145 = -932470.030451 nChanged 1 SP:Iteration 45Q (1071.921929 sec): 3 clusters Score: Raw -935376.075850 + Penalty 2905.832145 = -932470.243705 nChanged 2 SP:Iteration 46Q (1071.984420 sec): 3 clusters Score: Raw -935376.923751 + Penalty 2905.832145 = -932471.091606 nChanged 0 SP:Iteration 47F (1072.032708 sec): 3 clusters Score: Raw -935376.923751 + Penalty 2905.832145 = -932471.091606 nChanged 0 Trying to split cluster 7 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1072.044860 sec): 2 clusters Score: Raw -29678.744684 + Penalty 927.944390 = -28750.800294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1072.077298 sec): 3 clusters Score: Raw -29739.414976 + Penalty 1855.888781 = -27883.526195 nChanged 44 SP:Iteration 1F (1072.116100 sec): 3 clusters Score: Raw -29817.311133 + Penalty 1855.888781 = -27961.422352 nChanged 10 SP:Iteration 2Q (1072.165142 sec): 3 clusters Score: Raw -29846.295887 + Penalty 1855.888781 = -27990.407106 nChanged 4 SP:Iteration 3Q (1072.202284 sec): 3 clusters Score: Raw -29859.264849 + Penalty 1855.888781 = -28003.376069 nChanged 1 SP:Iteration 4Q (1072.238866 sec): 3 clusters Score: Raw -29880.225337 + Penalty 1855.888781 = -28024.336556 nChanged 2 SP:Iteration 5Q (1072.276186 sec): 3 clusters Score: Raw -29881.521663 + Penalty 1855.888781 = -28025.632882 nChanged 0 SP:Iteration 6F (1072.307949 sec): 3 clusters Score: Raw -29881.521663 + Penalty 1855.888781 = -28025.632882 nChanged 0 Trying to split cluster 8 (67106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1072.438193 sec): 2 clusters Score: Raw -8202843.600480 + Penalty 1806.029670 = -8201037.570811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1072.569936 sec): 3 clusters Score: Raw -8160008.696071 + Penalty 3612.059340 = -8156396.636732 nChanged 31721 SP:Iteration 1F (1072.722446 sec): 3 clusters Score: Raw -8178324.871105 + Penalty 3612.059340 = -8174712.811765 nChanged 2928 SP:Iteration 2Q (1072.894310 sec): 3 clusters Score: Raw -8179422.348837 + Penalty 3612.059340 = -8175810.289497 nChanged 3273 SP:Iteration 3Q (1073.072466 sec): 3 clusters Score: Raw -8180859.501286 + Penalty 3612.059340 = -8177247.441947 nChanged 3509 SP:Iteration 4F (1073.233684 sec): 3 clusters Score: Raw -8182725.817985 + Penalty 3612.059340 = -8179113.758645 nChanged 3906 SP:Iteration 5F (1073.377885 sec): 3 clusters Score: Raw -8185201.337328 + Penalty 3612.059340 = -8181589.277989 nChanged 4246 SP:Iteration 6F (1073.530684 sec): 3 clusters Score: Raw -8188298.564421 + Penalty 3612.059340 = -8184686.505082 nChanged 4421 SP:Iteration 7F (1073.686309 sec): 3 clusters Score: Raw -8191477.340625 + Penalty 3612.059340 = -8187865.281285 nChanged 3863 SP:Iteration 8F (1073.838296 sec): 3 clusters Score: Raw -8193670.858284 + Penalty 3612.059340 = -8190058.798944 nChanged 2610 SP:Iteration 9Q (1073.996674 sec): 3 clusters Score: Raw -8194674.301833 + Penalty 3612.059340 = -8191062.242494 nChanged 1641 SP:Iteration 10Q (1074.152716 sec): 3 clusters Score: Raw -8195097.402032 + Penalty 3612.059340 = -8191485.342693 nChanged 1056 SP:Iteration 11Q (1074.311534 sec): 3 clusters Score: Raw -8195328.094775 + Penalty 3612.059340 = -8191716.035435 nChanged 812 SP:Iteration 12Q (1074.471606 sec): 3 clusters Score: Raw -8195494.212764 + Penalty 3612.059340 = -8191882.153424 nChanged 763 SP:Iteration 13Q (1074.627418 sec): 3 clusters Score: Raw -8195638.172685 + Penalty 3612.059340 = -8192026.113345 nChanged 649 SP:Iteration 14Q (1074.797335 sec): 3 clusters Score: Raw -8195755.045736 + Penalty 3612.059340 = -8192142.986396 nChanged 609 SP:Iteration 15Q (1074.971153 sec): 3 clusters Score: Raw -8195851.672664 + Penalty 3612.059340 = -8192239.613325 nChanged 572 SP:Iteration 16Q (1075.142840 sec): 3 clusters Score: Raw -8195937.868710 + Penalty 3612.059340 = -8192325.809371 nChanged 514 SP:Iteration 17Q (1075.311225 sec): 3 clusters Score: Raw -8196011.296529 + Penalty 3612.059340 = -8192399.237189 nChanged 510 SP:Iteration 18Q (1075.472030 sec): 3 clusters Score: Raw -8196081.086577 + Penalty 3612.059340 = -8192469.027237 nChanged 444 SP:Iteration 19Q (1075.627476 sec): 3 clusters Score: Raw -8196134.632357 + Penalty 3612.059340 = -8192522.573017 nChanged 402 SP:Iteration 20F (1075.794353 sec): 3 clusters Score: Raw -8196181.900965 + Penalty 3612.059340 = -8192569.841626 nChanged 401 SP:Iteration 21Q (1075.944668 sec): 3 clusters Score: Raw -8196231.674457 + Penalty 3612.059340 = -8192619.615117 nChanged 387 SP:Iteration 22Q (1076.085298 sec): 3 clusters Score: Raw -8196279.916738 + Penalty 3612.059340 = -8192667.857398 nChanged 407 SP:Iteration 23Q (1076.241913 sec): 3 clusters Score: Raw -8196331.735768 + Penalty 3612.059340 = -8192719.676428 nChanged 402 SP:Iteration 24Q (1076.396021 sec): 3 clusters Score: Raw -8196385.597208 + Penalty 3612.059340 = -8192773.537868 nChanged 423 SP:Iteration 25Q (1076.543486 sec): 3 clusters Score: Raw -8196439.157548 + Penalty 3612.059340 = -8192827.098208 nChanged 430 SP:Iteration 26Q (1076.699313 sec): 3 clusters Score: Raw -8196493.957413 + Penalty 3612.059340 = -8192881.898073 nChanged 448 SP:Iteration 27Q (1076.846241 sec): 3 clusters Score: Raw -8196555.866742 + Penalty 3612.059340 = -8192943.807402 nChanged 469 SP:Iteration 28Q (1076.988800 sec): 3 clusters Score: Raw -8196623.749562 + Penalty 3612.059340 = -8193011.690222 nChanged 510 SP:Iteration 29Q (1077.139158 sec): 3 clusters Score: Raw -8196702.100172 + Penalty 3612.059340 = -8193090.040833 nChanged 545 SP:Iteration 30Q (1077.294542 sec): 3 clusters Score: Raw -8196793.280204 + Penalty 3612.059340 = -8193181.220864 nChanged 570 SP:Iteration 31Q (1077.442788 sec): 3 clusters Score: Raw -8196886.969189 + Penalty 3612.059340 = -8193274.909849 nChanged 592 SP:Iteration 32Q (1077.595530 sec): 3 clusters Score: Raw -8196982.285977 + Penalty 3612.059340 = -8193370.226638 nChanged 607 SP:Iteration 33Q (1077.740272 sec): 3 clusters Score: Raw -8197074.653481 + Penalty 3612.059340 = -8193462.594142 nChanged 607 SP:Iteration 34Q (1077.892364 sec): 3 clusters Score: Raw -8197172.249180 + Penalty 3612.059340 = -8193560.189840 nChanged 633 SP:Iteration 35Q (1078.032778 sec): 3 clusters Score: Raw -8197273.512759 + Penalty 3612.059340 = -8193661.453420 nChanged 671 SP:Iteration 36Q (1078.189953 sec): 3 clusters Score: Raw -8197391.439796 + Penalty 3612.059340 = -8193779.380456 nChanged 693 SP:Iteration 37Q (1078.347311 sec): 3 clusters Score: Raw -8197520.727184 + Penalty 3612.059340 = -8193908.667844 nChanged 707 SP:Iteration 38Q (1078.512917 sec): 3 clusters Score: Raw -8197665.299523 + Penalty 3612.059340 = -8194053.240184 nChanged 788 SP:Iteration 39Q (1078.673632 sec): 3 clusters Score: Raw -8197835.309596 + Penalty 3612.059340 = -8194223.250257 nChanged 826 SP:Iteration 40F (1078.828699 sec): 3 clusters Score: Raw -8198023.691505 + Penalty 3612.059340 = -8194411.632165 nChanged 852 SP:Iteration 41Q (1078.965106 sec): 3 clusters Score: Raw -8198236.014733 + Penalty 3612.059340 = -8194623.955394 nChanged 903 SP:Iteration 42Q (1079.092224 sec): 3 clusters Score: Raw -8198469.200047 + Penalty 3612.059340 = -8194857.140707 nChanged 934 SP:Iteration 43Q (1079.243933 sec): 3 clusters Score: Raw -8198734.995536 + Penalty 3612.059340 = -8195122.936196 nChanged 996 SP:Iteration 44Q (1079.396265 sec): 3 clusters Score: Raw -8199038.719777 + Penalty 3612.059340 = -8195426.660437 nChanged 958 SP:Iteration 45Q (1079.542816 sec): 3 clusters Score: Raw -8199349.221228 + Penalty 3612.059340 = -8195737.161889 nChanged 966 SP:Iteration 46Q (1079.696199 sec): 3 clusters Score: Raw -8199678.010609 + Penalty 3612.059340 = -8196065.951269 nChanged 959 SP:Iteration 47Q (1079.838046 sec): 3 clusters Score: Raw -8200031.234245 + Penalty 3612.059340 = -8196419.174905 nChanged 953 SP:Iteration 48Q (1079.969984 sec): 3 clusters Score: Raw -8200389.822775 + Penalty 3612.059340 = -8196777.763435 nChanged 906 SP:Iteration 49Q (1080.117697 sec): 3 clusters Score: Raw -8200758.755490 + Penalty 3612.059340 = -8197146.696150 nChanged 862 SP:Iteration 50Q (1080.274945 sec): 3 clusters Score: Raw -8201139.058254 + Penalty 3612.059340 = -8197526.998914 nChanged 806 SP:Iteration 51Q (1080.423985 sec): 3 clusters Score: Raw -8201505.547381 + Penalty 3612.059340 = -8197893.488041 nChanged 710 SP:Iteration 52Q (1080.553739 sec): 3 clusters Score: Raw -8201831.920117 + Penalty 3612.059340 = -8198219.860778 nChanged 590 SP:Iteration 53Q (1080.702835 sec): 3 clusters Score: Raw -8202091.624864 + Penalty 3612.059340 = -8198479.565524 nChanged 460 SP:Iteration 54Q (1080.838134 sec): 3 clusters Score: Raw -8202287.613387 + Penalty 3612.059340 = -8198675.554047 nChanged 408 SP:Iteration 55Q (1080.972606 sec): 3 clusters Score: Raw -8202466.469789 + Penalty 3612.059340 = -8198854.410449 nChanged 363 SP:Iteration 56Q (1081.089426 sec): 3 clusters Score: Raw -8202625.415126 + Penalty 3612.059340 = -8199013.355786 nChanged 267 SP:Iteration 57Q (1081.237105 sec): 3 clusters Score: Raw -8202739.237026 + Penalty 3612.059340 = -8199127.177687 nChanged 248 SP:Iteration 58Q (1081.361466 sec): 3 clusters Score: Raw -8202838.189684 + Penalty 3612.059340 = -8199226.130344 nChanged 204 SP:Iteration 59Q (1081.489205 sec): 3 clusters Score: Raw -8202913.539538 + Penalty 3612.059340 = -8199301.480198 nChanged 156 SP:Iteration 60F (1081.629816 sec): 3 clusters Score: Raw -8202967.622656 + Penalty 3612.059340 = -8199355.563316 nChanged 123 SP:Iteration 61Q (1081.749810 sec): 3 clusters Score: Raw -8203003.168523 + Penalty 3612.059340 = -8199391.109183 nChanged 86 SP:Iteration 62Q (1081.870325 sec): 3 clusters Score: Raw -8203029.299044 + Penalty 3612.059340 = -8199417.239704 nChanged 71 SP:Iteration 63Q (1082.006909 sec): 3 clusters Score: Raw -8203050.246898 + Penalty 3612.059340 = -8199438.187559 nChanged 62 SP:Iteration 64Q (1082.128653 sec): 3 clusters Score: Raw -8203068.234415 + Penalty 3612.059340 = -8199456.175076 nChanged 58 SP:Iteration 65Q (1082.251367 sec): 3 clusters Score: Raw -8203086.083070 + Penalty 3612.059340 = -8199474.023730 nChanged 49 SP:Iteration 66Q (1082.393886 sec): 3 clusters Score: Raw -8203098.625714 + Penalty 3612.059340 = -8199486.566374 nChanged 33 SP:Iteration 67Q (1082.523756 sec): 3 clusters Score: Raw -8203107.145110 + Penalty 3612.059340 = -8199495.085770 nChanged 25 SP:Iteration 68Q (1082.648265 sec): 3 clusters Score: Raw -8203113.529975 + Penalty 3612.059340 = -8199501.470635 nChanged 29 SP:Iteration 69Q (1082.770256 sec): 3 clusters Score: Raw -8203121.045397 + Penalty 3612.059340 = -8199508.986057 nChanged 24 SP:Iteration 70Q (1082.898146 sec): 3 clusters Score: Raw -8203128.445097 + Penalty 3612.059340 = -8199516.385757 nChanged 25 SP:Iteration 71Q (1083.012297 sec): 3 clusters Score: Raw -8203137.077437 + Penalty 3612.059340 = -8199525.018097 nChanged 35 SP:Iteration 72Q (1083.144207 sec): 3 clusters Score: Raw -8203149.461657 + Penalty 3612.059340 = -8199537.402317 nChanged 38 SP:Iteration 73Q (1083.271177 sec): 3 clusters Score: Raw -8203160.224556 + Penalty 3612.059340 = -8199548.165216 nChanged 22 SP:Iteration 74Q (1083.393510 sec): 3 clusters Score: Raw -8203165.312630 + Penalty 3612.059340 = -8199553.253291 nChanged 16 SP:Iteration 75Q (1083.532675 sec): 3 clusters Score: Raw -8203168.537200 + Penalty 3612.059340 = -8199556.477860 nChanged 14 SP:Iteration 76Q (1083.655836 sec): 3 clusters Score: Raw -8203171.528851 + Penalty 3612.059340 = -8199559.469511 nChanged 3 SP:Iteration 77Q (1083.774669 sec): 3 clusters Score: Raw -8203172.208359 + Penalty 3612.059340 = -8199560.149019 nChanged 4 SP:Iteration 78Q (1083.906777 sec): 3 clusters Score: Raw -8203172.841885 + Penalty 3612.059340 = -8199560.782546 nChanged 3 SP:Iteration 79Q (1084.044332 sec): 3 clusters Score: Raw -8203174.138915 + Penalty 3612.059340 = -8199562.079575 nChanged 8 SP:Iteration 80F (1084.180293 sec): 3 clusters Score: Raw -8203176.315941 + Penalty 3612.059340 = -8199564.256602 nChanged 11 SP:Iteration 81Q (1084.301142 sec): 3 clusters Score: Raw -8203179.368000 + Penalty 3612.059340 = -8199567.308660 nChanged 11 SP:Iteration 82Q (1084.419315 sec): 3 clusters Score: Raw -8203181.190011 + Penalty 3612.059340 = -8199569.130671 nChanged 10 SP:Iteration 83Q (1084.542382 sec): 3 clusters Score: Raw -8203183.101428 + Penalty 3612.059340 = -8199571.042088 nChanged 5 SP:Iteration 84Q (1084.669341 sec): 3 clusters Score: Raw -8203183.534868 + Penalty 3612.059340 = -8199571.475528 nChanged 3 SP:Iteration 85Q (1084.805551 sec): 3 clusters Score: Raw -8203184.022932 + Penalty 3612.059340 = -8199571.963592 nChanged 4 SP:Iteration 86Q (1084.933313 sec): 3 clusters Score: Raw -8203184.556624 + Penalty 3612.059340 = -8199572.497284 nChanged 4 SP:Iteration 87Q (1085.056935 sec): 3 clusters Score: Raw -8203185.306330 + Penalty 3612.059340 = -8199573.246990 nChanged 5 SP:Iteration 88Q (1085.186128 sec): 3 clusters Score: Raw -8203186.236642 + Penalty 3612.059340 = -8199574.177302 nChanged 2 SP:Iteration 89Q (1085.302986 sec): 3 clusters Score: Raw -8203186.668989 + Penalty 3612.059340 = -8199574.609649 nChanged 0 SP:Iteration 90F (1085.448445 sec): 3 clusters Score: Raw -8203186.668989 + Penalty 3612.059340 = -8199574.609649 nChanged 0 Trying to split cluster 9 (15332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1085.494902 sec): 2 clusters Score: Raw -1807399.982628 + Penalty 1566.125832 = -1805833.856796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1085.546622 sec): 3 clusters Score: Raw -1798383.809608 + Penalty 3132.251664 = -1795251.557945 nChanged 6817 SP:Iteration 1F (1085.606640 sec): 3 clusters Score: Raw -1802227.454605 + Penalty 3132.251664 = -1799095.202941 nChanged 968 SP:Iteration 2F (1085.678236 sec): 3 clusters Score: Raw -1802742.377440 + Penalty 3132.251664 = -1799610.125777 nChanged 989 SP:Iteration 3F (1085.741945 sec): 3 clusters Score: Raw -1803399.605313 + Penalty 3132.251664 = -1800267.353650 nChanged 1080 SP:Iteration 4F (1085.815781 sec): 3 clusters Score: Raw -1804316.927619 + Penalty 3132.251664 = -1801184.675955 nChanged 1205 SP:Iteration 5F (1085.872538 sec): 3 clusters Score: Raw -1805500.161604 + Penalty 3132.251664 = -1802367.909940 nChanged 1154 SP:Iteration 6F (1085.929504 sec): 3 clusters Score: Raw -1806576.863781 + Penalty 3132.251664 = -1803444.612117 nChanged 871 SP:Iteration 7F (1085.988246 sec): 3 clusters Score: Raw -1807226.367228 + Penalty 3132.251664 = -1804094.115565 nChanged 623 SP:Iteration 8Q (1086.055408 sec): 3 clusters Score: Raw -1807568.582419 + Penalty 3132.251664 = -1804436.330755 nChanged 433 SP:Iteration 9Q (1086.130800 sec): 3 clusters Score: Raw -1807773.547278 + Penalty 3132.251664 = -1804641.295614 nChanged 303 SP:Iteration 10Q (1086.188992 sec): 3 clusters Score: Raw -1807913.182652 + Penalty 3132.251664 = -1804780.930988 nChanged 241 SP:Iteration 11Q (1086.258614 sec): 3 clusters Score: Raw -1808026.709470 + Penalty 3132.251664 = -1804894.457806 nChanged 210 SP:Iteration 12Q (1086.336112 sec): 3 clusters Score: Raw -1808150.803289 + Penalty 3132.251664 = -1805018.551625 nChanged 176 SP:Iteration 13Q (1086.401790 sec): 3 clusters Score: Raw -1808257.395702 + Penalty 3132.251664 = -1805125.144039 nChanged 176 SP:Iteration 14Q (1086.469221 sec): 3 clusters Score: Raw -1808337.927115 + Penalty 3132.251664 = -1805205.675451 nChanged 130 SP:Iteration 15Q (1086.533165 sec): 3 clusters Score: Raw -1808377.491819 + Penalty 3132.251664 = -1805245.240156 nChanged 98 SP:Iteration 16Q (1086.600516 sec): 3 clusters Score: Raw -1808403.805274 + Penalty 3132.251664 = -1805271.553610 nChanged 69 SP:Iteration 17Q (1086.666567 sec): 3 clusters Score: Raw -1808422.310916 + Penalty 3132.251664 = -1805290.059252 nChanged 58 SP:Iteration 18Q (1086.733153 sec): 3 clusters Score: Raw -1808434.192514 + Penalty 3132.251664 = -1805301.940851 nChanged 47 SP:Iteration 19Q (1086.768975 sec): 3 clusters Score: Raw -1808443.965611 + Penalty 3132.251664 = -1805311.713948 nChanged 38 SP:Iteration 20F (1086.844942 sec): 3 clusters Score: Raw -1808452.944418 + Penalty 3132.251664 = -1805320.692755 nChanged 33 SP:Iteration 21Q (1086.910651 sec): 3 clusters Score: Raw -1808461.721356 + Penalty 3132.251664 = -1805329.469693 nChanged 39 SP:Iteration 22Q (1086.973846 sec): 3 clusters Score: Raw -1808476.437642 + Penalty 3132.251664 = -1805344.185978 nChanged 49 SP:Iteration 23Q (1087.058209 sec): 3 clusters Score: Raw -1808498.959706 + Penalty 3132.251664 = -1805366.708043 nChanged 64 SP:Iteration 24Q (1087.122662 sec): 3 clusters Score: Raw -1808544.822999 + Penalty 3132.251664 = -1805412.571336 nChanged 63 SP:Iteration 25Q (1087.186785 sec): 3 clusters Score: Raw -1808601.476883 + Penalty 3132.251664 = -1805469.225220 nChanged 71 SP:Iteration 26Q (1087.256110 sec): 3 clusters Score: Raw -1808666.439995 + Penalty 3132.251664 = -1805534.188332 nChanged 75 SP:Iteration 27Q (1087.311000 sec): 3 clusters Score: Raw -1808713.502704 + Penalty 3132.251664 = -1805581.251040 nChanged 66 SP:Iteration 28Q (1087.381608 sec): 3 clusters Score: Raw -1808738.351568 + Penalty 3132.251664 = -1805606.099905 nChanged 47 SP:Iteration 29Q (1087.451062 sec): 3 clusters Score: Raw -1808757.992681 + Penalty 3132.251664 = -1805625.741017 nChanged 50 SP:Iteration 30Q (1087.508400 sec): 3 clusters Score: Raw -1808772.114194 + Penalty 3132.251664 = -1805639.862531 nChanged 36 SP:Iteration 31Q (1087.567019 sec): 3 clusters Score: Raw -1808779.735444 + Penalty 3132.251664 = -1805647.483781 nChanged 31 SP:Iteration 32Q (1087.644186 sec): 3 clusters Score: Raw -1808784.060539 + Penalty 3132.251664 = -1805651.808876 nChanged 19 SP:Iteration 33Q (1087.698976 sec): 3 clusters Score: Raw -1808786.610305 + Penalty 3132.251664 = -1805654.358641 nChanged 17 SP:Iteration 34Q (1087.765903 sec): 3 clusters Score: Raw -1808788.628145 + Penalty 3132.251664 = -1805656.376481 nChanged 14 SP:Iteration 35Q (1087.836675 sec): 3 clusters Score: Raw -1808790.554510 + Penalty 3132.251664 = -1805658.302846 nChanged 13 SP:Iteration 36Q (1087.897110 sec): 3 clusters Score: Raw -1808791.837275 + Penalty 3132.251664 = -1805659.585611 nChanged 11 SP:Iteration 37Q (1087.971971 sec): 3 clusters Score: Raw -1808793.253351 + Penalty 3132.251664 = -1805661.001688 nChanged 6 SP:Iteration 38Q (1088.027821 sec): 3 clusters Score: Raw -1808794.124229 + Penalty 3132.251664 = -1805661.872566 nChanged 5 SP:Iteration 39Q (1088.094076 sec): 3 clusters Score: Raw -1808794.467087 + Penalty 3132.251664 = -1805662.215423 nChanged 2 SP:Iteration 40F (1088.158900 sec): 3 clusters Score: Raw -1808794.597407 + Penalty 3132.251664 = -1805662.345743 nChanged 1 SP:Iteration 41Q (1088.221786 sec): 3 clusters Score: Raw -1808794.680325 + Penalty 3132.251664 = -1805662.428662 nChanged 2 SP:Iteration 42Q (1088.297352 sec): 3 clusters Score: Raw -1808794.872865 + Penalty 3132.251664 = -1805662.621201 nChanged 2 SP:Iteration 43Q (1088.363965 sec): 3 clusters Score: Raw -1808795.094162 + Penalty 3132.251664 = -1805662.842499 nChanged 3 SP:Iteration 44Q (1088.425357 sec): 3 clusters Score: Raw -1808795.318185 + Penalty 3132.251664 = -1805663.066522 nChanged 1 SP:Iteration 45Q (1088.483598 sec): 3 clusters Score: Raw -1808795.424530 + Penalty 3132.251664 = -1805663.172867 nChanged 1 SP:Iteration 46Q (1088.563061 sec): 3 clusters Score: Raw -1808795.496542 + Penalty 3132.251664 = -1805663.244878 nChanged 1 SP:Iteration 47Q (1088.622031 sec): 3 clusters Score: Raw -1808795.577836 + Penalty 3132.251664 = -1805663.326173 nChanged 0 SP:Iteration 48F (1088.690843 sec): 3 clusters Score: Raw -1808795.577836 + Penalty 3132.251664 = -1805663.326173 nChanged 0 Trying to split cluster 10 (11656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1088.722422 sec): 2 clusters Score: Raw -1386035.847736 + Penalty 1521.581157 = -1384514.266580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1088.776143 sec): 3 clusters Score: Raw -1379474.342042 + Penalty 3043.162313 = -1376431.179729 nChanged 5084 SP:Iteration 1F (1088.833569 sec): 3 clusters Score: Raw -1382083.254627 + Penalty 3043.162313 = -1379040.092314 nChanged 677 SP:Iteration 2F (1088.898205 sec): 3 clusters Score: Raw -1382418.135214 + Penalty 3043.162313 = -1379374.972901 nChanged 649 SP:Iteration 3F (1088.958417 sec): 3 clusters Score: Raw -1382724.018790 + Penalty 3043.162313 = -1379680.856477 nChanged 598 SP:Iteration 4F (1089.014406 sec): 3 clusters Score: Raw -1383047.371059 + Penalty 3043.162313 = -1380004.208746 nChanged 610 SP:Iteration 5F (1089.070775 sec): 3 clusters Score: Raw -1383403.042580 + Penalty 3043.162313 = -1380359.880267 nChanged 672 SP:Iteration 6F (1089.138765 sec): 3 clusters Score: Raw -1383860.836782 + Penalty 3043.162313 = -1380817.674469 nChanged 751 SP:Iteration 7F (1089.190713 sec): 3 clusters Score: Raw -1384410.911780 + Penalty 3043.162313 = -1381367.749467 nChanged 740 SP:Iteration 8F (1089.243013 sec): 3 clusters Score: Raw -1384987.447768 + Penalty 3043.162313 = -1381944.285455 nChanged 615 SP:Iteration 9F (1089.311297 sec): 3 clusters Score: Raw -1385454.729276 + Penalty 3043.162313 = -1382411.566962 nChanged 492 SP:Iteration 10Q (1089.368900 sec): 3 clusters Score: Raw -1385838.148764 + Penalty 3043.162313 = -1382794.986451 nChanged 363 SP:Iteration 11Q (1089.427097 sec): 3 clusters Score: Raw -1386066.726696 + Penalty 3043.162313 = -1383023.564383 nChanged 232 SP:Iteration 12Q (1089.502526 sec): 3 clusters Score: Raw -1386172.811806 + Penalty 3043.162313 = -1383129.649493 nChanged 146 SP:Iteration 13Q (1089.548463 sec): 3 clusters Score: Raw -1386234.333191 + Penalty 3043.162313 = -1383191.170878 nChanged 110 SP:Iteration 14Q (1089.617544 sec): 3 clusters Score: Raw -1386274.530106 + Penalty 3043.162313 = -1383231.367792 nChanged 93 SP:Iteration 15Q (1089.682275 sec): 3 clusters Score: Raw -1386305.485276 + Penalty 3043.162313 = -1383262.322963 nChanged 69 SP:Iteration 16Q (1089.725595 sec): 3 clusters Score: Raw -1386326.187650 + Penalty 3043.162313 = -1383283.025337 nChanged 47 SP:Iteration 17Q (1089.797078 sec): 3 clusters Score: Raw -1386339.897803 + Penalty 3043.162313 = -1383296.735490 nChanged 41 SP:Iteration 18Q (1089.857430 sec): 3 clusters Score: Raw -1386350.147345 + Penalty 3043.162313 = -1383306.985032 nChanged 43 SP:Iteration 19Q (1089.915228 sec): 3 clusters Score: Raw -1386360.076198 + Penalty 3043.162313 = -1383316.913885 nChanged 31 SP:Iteration 20F (1089.973323 sec): 3 clusters Score: Raw -1386368.176785 + Penalty 3043.162313 = -1383325.014472 nChanged 25 SP:Iteration 21Q (1090.032411 sec): 3 clusters Score: Raw -1386374.626098 + Penalty 3043.162313 = -1383331.463785 nChanged 32 SP:Iteration 22Q (1090.100530 sec): 3 clusters Score: Raw -1386382.496200 + Penalty 3043.162313 = -1383339.333887 nChanged 27 SP:Iteration 23Q (1090.158879 sec): 3 clusters Score: Raw -1386389.553933 + Penalty 3043.162313 = -1383346.391620 nChanged 24 SP:Iteration 24Q (1090.215530 sec): 3 clusters Score: Raw -1386395.450221 + Penalty 3043.162313 = -1383352.287908 nChanged 26 SP:Iteration 25Q (1090.279664 sec): 3 clusters Score: Raw -1386405.373212 + Penalty 3043.162313 = -1383362.210899 nChanged 32 SP:Iteration 26Q (1090.332019 sec): 3 clusters Score: Raw -1386417.577874 + Penalty 3043.162313 = -1383374.415561 nChanged 38 SP:Iteration 27Q (1090.398838 sec): 3 clusters Score: Raw -1386427.969712 + Penalty 3043.162313 = -1383384.807399 nChanged 38 SP:Iteration 28Q (1090.456591 sec): 3 clusters Score: Raw -1386437.193822 + Penalty 3043.162313 = -1383394.031509 nChanged 33 SP:Iteration 29Q (1090.524040 sec): 3 clusters Score: Raw -1386445.967104 + Penalty 3043.162313 = -1383402.804791 nChanged 31 SP:Iteration 30Q (1090.590631 sec): 3 clusters Score: Raw -1386453.577970 + Penalty 3043.162313 = -1383410.415657 nChanged 26 SP:Iteration 31Q (1090.629391 sec): 3 clusters Score: Raw -1386461.627288 + Penalty 3043.162313 = -1383418.464974 nChanged 24 SP:Iteration 32Q (1090.686098 sec): 3 clusters Score: Raw -1386467.420664 + Penalty 3043.162313 = -1383424.258351 nChanged 19 SP:Iteration 33Q (1090.747264 sec): 3 clusters Score: Raw -1386471.693740 + Penalty 3043.162313 = -1383428.531427 nChanged 19 SP:Iteration 34Q (1090.797251 sec): 3 clusters Score: Raw -1386476.296506 + Penalty 3043.162313 = -1383433.134192 nChanged 18 SP:Iteration 35Q (1090.859669 sec): 3 clusters Score: Raw -1386481.699280 + Penalty 3043.162313 = -1383438.536966 nChanged 26 SP:Iteration 36Q (1090.906255 sec): 3 clusters Score: Raw -1386492.318125 + Penalty 3043.162313 = -1383449.155812 nChanged 26 SP:Iteration 37Q (1090.975342 sec): 3 clusters Score: Raw -1386497.835835 + Penalty 3043.162313 = -1383454.673522 nChanged 16 SP:Iteration 38Q (1091.034958 sec): 3 clusters Score: Raw -1386501.467496 + Penalty 3043.162313 = -1383458.305183 nChanged 17 SP:Iteration 39Q (1091.097249 sec): 3 clusters Score: Raw -1386505.984162 + Penalty 3043.162313 = -1383462.821849 nChanged 27 SP:Iteration 40F (1091.160522 sec): 3 clusters Score: Raw -1386513.618230 + Penalty 3043.162313 = -1383470.455917 nChanged 28 SP:Iteration 41Q (1091.215467 sec): 3 clusters Score: Raw -1386524.284246 + Penalty 3043.162313 = -1383481.121933 nChanged 29 SP:Iteration 42Q (1091.273094 sec): 3 clusters Score: Raw -1386533.074107 + Penalty 3043.162313 = -1383489.911794 nChanged 25 SP:Iteration 43Q (1091.329400 sec): 3 clusters Score: Raw -1386540.064861 + Penalty 3043.162313 = -1383496.902548 nChanged 19 SP:Iteration 44Q (1091.389654 sec): 3 clusters Score: Raw -1386546.646904 + Penalty 3043.162313 = -1383503.484591 nChanged 16 SP:Iteration 45Q (1091.457901 sec): 3 clusters Score: Raw -1386550.782259 + Penalty 3043.162313 = -1383507.619946 nChanged 15 SP:Iteration 46Q (1091.510834 sec): 3 clusters Score: Raw -1386554.401880 + Penalty 3043.162313 = -1383511.239567 nChanged 14 SP:Iteration 47Q (1091.567466 sec): 3 clusters Score: Raw -1386557.862843 + Penalty 3043.162313 = -1383514.700530 nChanged 12 SP:Iteration 48Q (1091.637547 sec): 3 clusters Score: Raw -1386562.397960 + Penalty 3043.162313 = -1383519.235647 nChanged 17 SP:Iteration 49Q (1091.689118 sec): 3 clusters Score: Raw -1386569.257364 + Penalty 3043.162313 = -1383526.095051 nChanged 22 SP:Iteration 50Q (1091.737773 sec): 3 clusters Score: Raw -1386576.601011 + Penalty 3043.162313 = -1383533.438698 nChanged 18 SP:Iteration 51Q (1091.810428 sec): 3 clusters Score: Raw -1386582.468794 + Penalty 3043.162313 = -1383539.306481 nChanged 19 SP:Iteration 52Q (1091.865088 sec): 3 clusters Score: Raw -1386589.936132 + Penalty 3043.162313 = -1383546.773819 nChanged 23 SP:Iteration 53Q (1091.907643 sec): 3 clusters Score: Raw -1386597.424500 + Penalty 3043.162313 = -1383554.262187 nChanged 23 SP:Iteration 54Q (1091.963268 sec): 3 clusters Score: Raw -1386607.387804 + Penalty 3043.162313 = -1383564.225491 nChanged 17 SP:Iteration 55Q (1092.023188 sec): 3 clusters Score: Raw -1386612.571008 + Penalty 3043.162313 = -1383569.408695 nChanged 20 SP:Iteration 56Q (1092.088865 sec): 3 clusters Score: Raw -1386617.363087 + Penalty 3043.162313 = -1383574.200774 nChanged 13 SP:Iteration 57Q (1092.148633 sec): 3 clusters Score: Raw -1386621.170841 + Penalty 3043.162313 = -1383578.008528 nChanged 13 SP:Iteration 58Q (1092.201636 sec): 3 clusters Score: Raw -1386624.849013 + Penalty 3043.162313 = -1383581.686700 nChanged 14 SP:Iteration 59Q (1092.256902 sec): 3 clusters Score: Raw -1386628.496493 + Penalty 3043.162313 = -1383585.334180 nChanged 6 SP:Iteration 60F (1092.315095 sec): 3 clusters Score: Raw -1386629.996492 + Penalty 3043.162313 = -1383586.834178 nChanged 7 SP:Iteration 61Q (1092.380258 sec): 3 clusters Score: Raw -1386631.489860 + Penalty 3043.162313 = -1383588.327547 nChanged 6 SP:Iteration 62Q (1092.427635 sec): 3 clusters Score: Raw -1386632.034442 + Penalty 3043.162313 = -1383588.872129 nChanged 1 SP:Iteration 63Q (1092.490111 sec): 3 clusters Score: Raw -1386632.093878 + Penalty 3043.162313 = -1383588.931565 nChanged 1 SP:Iteration 64Q (1092.552453 sec): 3 clusters Score: Raw -1386632.168956 + Penalty 3043.162313 = -1383589.006643 nChanged 3 SP:Iteration 65Q (1092.607921 sec): 3 clusters Score: Raw -1386632.586138 + Penalty 3043.162313 = -1383589.423825 nChanged 1 SP:Iteration 66Q (1092.654806 sec): 3 clusters Score: Raw -1386632.811072 + Penalty 3043.162313 = -1383589.648758 nChanged 2 SP:Iteration 67Q (1092.711508 sec): 3 clusters Score: Raw -1386633.134142 + Penalty 3043.162313 = -1383589.971829 nChanged 4 SP:Iteration 68Q (1092.773139 sec): 3 clusters Score: Raw -1386633.869222 + Penalty 3043.162313 = -1383590.706909 nChanged 2 SP:Iteration 69Q (1092.837227 sec): 3 clusters Score: Raw -1386634.248637 + Penalty 3043.162313 = -1383591.086324 nChanged 3 SP:Iteration 70Q (1092.894413 sec): 3 clusters Score: Raw -1386635.229616 + Penalty 3043.162313 = -1383592.067303 nChanged 4 SP:Iteration 71Q (1092.958648 sec): 3 clusters Score: Raw -1386636.530607 + Penalty 3043.162313 = -1383593.368294 nChanged 3 SP:Iteration 72Q (1093.020205 sec): 3 clusters Score: Raw -1386637.254125 + Penalty 3043.162313 = -1383594.091812 nChanged 2 SP:Iteration 73Q (1093.070306 sec): 3 clusters Score: Raw -1386637.617371 + Penalty 3043.162313 = -1383594.455058 nChanged 3 SP:Iteration 74Q (1093.123471 sec): 3 clusters Score: Raw -1386638.325402 + Penalty 3043.162313 = -1383595.163089 nChanged 8 SP:Iteration 75Q (1093.189063 sec): 3 clusters Score: Raw -1386639.589147 + Penalty 3043.162313 = -1383596.426834 nChanged 3 SP:Iteration 76Q (1093.239901 sec): 3 clusters Score: Raw -1386640.106478 + Penalty 3043.162313 = -1383596.944165 nChanged 0 SP:Iteration 77F (1093.299836 sec): 3 clusters Score: Raw -1386640.106478 + Penalty 3043.162313 = -1383596.944165 nChanged 0 Trying to split cluster 11 (3975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1093.329888 sec): 2 clusters Score: Raw -508166.894590 + Penalty 1346.764254 = -506820.130336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1093.370272 sec): 3 clusters Score: Raw -506248.423020 + Penalty 2693.528509 = -503554.894511 nChanged 1562 SP:Iteration 1F (1093.421284 sec): 3 clusters Score: Raw -507447.506162 + Penalty 2693.528509 = -504753.977653 nChanged 466 SP:Iteration 2F (1093.473651 sec): 3 clusters Score: Raw -508081.395169 + Penalty 2693.528509 = -505387.866660 nChanged 394 SP:Iteration 3F (1093.530172 sec): 3 clusters Score: Raw -508632.974380 + Penalty 2693.528509 = -505939.445871 nChanged 293 SP:Iteration 4F (1093.582769 sec): 3 clusters Score: Raw -508954.864842 + Penalty 2693.528509 = -506261.336333 nChanged 215 SP:Iteration 5F (1093.620643 sec): 3 clusters Score: Raw -509134.579632 + Penalty 2693.528509 = -506441.051123 nChanged 133 SP:Iteration 6Q (1093.668243 sec): 3 clusters Score: Raw -509235.198306 + Penalty 2693.528509 = -506541.669797 nChanged 93 SP:Iteration 7Q (1093.718725 sec): 3 clusters Score: Raw -509295.703876 + Penalty 2693.528509 = -506602.175367 nChanged 74 SP:Iteration 8Q (1093.758196 sec): 3 clusters Score: Raw -509348.550344 + Penalty 2693.528509 = -506655.021835 nChanged 67 SP:Iteration 9Q (1093.810139 sec): 3 clusters Score: Raw -509391.171095 + Penalty 2693.528509 = -506697.642586 nChanged 57 SP:Iteration 10Q (1093.851394 sec): 3 clusters Score: Raw -509427.446495 + Penalty 2693.528509 = -506733.917986 nChanged 52 SP:Iteration 11Q (1093.907214 sec): 3 clusters Score: Raw -509461.791896 + Penalty 2693.528509 = -506768.263387 nChanged 41 SP:Iteration 12Q (1093.963967 sec): 3 clusters Score: Raw -509484.983235 + Penalty 2693.528509 = -506791.454726 nChanged 41 SP:Iteration 13Q (1094.009547 sec): 3 clusters Score: Raw -509509.837433 + Penalty 2693.528509 = -506816.308924 nChanged 34 SP:Iteration 14Q (1094.044801 sec): 3 clusters Score: Raw -509523.877750 + Penalty 2693.528509 = -506830.349241 nChanged 16 SP:Iteration 15Q (1094.106975 sec): 3 clusters Score: Raw -509529.790058 + Penalty 2693.528509 = -506836.261549 nChanged 17 SP:Iteration 16Q (1094.146950 sec): 3 clusters Score: Raw -509534.759979 + Penalty 2693.528509 = -506841.231471 nChanged 8 SP:Iteration 17Q (1094.204529 sec): 3 clusters Score: Raw -509537.436834 + Penalty 2693.528509 = -506843.908325 nChanged 10 SP:Iteration 18Q (1094.235929 sec): 3 clusters Score: Raw -509540.462336 + Penalty 2693.528509 = -506846.933827 nChanged 7 SP:Iteration 19Q (1094.295986 sec): 3 clusters Score: Raw -509541.758669 + Penalty 2693.528509 = -506848.230160 nChanged 2 SP:Iteration 20F (1094.331954 sec): 3 clusters Score: Raw -509542.132326 + Penalty 2693.528509 = -506848.603818 nChanged 1 SP:Iteration 21Q (1094.377606 sec): 3 clusters Score: Raw -509542.196479 + Penalty 2693.528509 = -506848.667971 nChanged 0 SP:Iteration 22F (1094.429279 sec): 3 clusters Score: Raw -509542.196479 + Penalty 2693.528509 = -506848.667971 nChanged 0 Score: Raw -51880330.491169 + Penalty 54875.690030 = -51825454.801139 Splitting cluster 11 changes total score from -51826187.754384 to -51825454.801139 So it's not getting split. Trying to split cluster 12 (940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1101.913261 sec): 2 clusters Score: Raw -116151.938652 + Penalty 1112.455480 = -115039.483172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1101.958023 sec): 3 clusters Score: Raw -115861.978863 + Penalty 2224.910959 = -113637.067903 nChanged 292 SP:Iteration 1F (1102.006338 sec): 3 clusters Score: Raw -116136.097868 + Penalty 2224.910959 = -113911.186908 nChanged 64 SP:Iteration 2F (1102.050821 sec): 3 clusters Score: Raw -116210.259422 + Penalty 2224.910959 = -113985.348463 nChanged 39 SP:Iteration 3Q (1102.084171 sec): 3 clusters Score: Raw -116248.563019 + Penalty 2224.910959 = -114023.652059 nChanged 15 SP:Iteration 4Q (1102.118634 sec): 3 clusters Score: Raw -116264.694153 + Penalty 2224.910959 = -114039.783194 nChanged 8 SP:Iteration 5Q (1102.163274 sec): 3 clusters Score: Raw -116270.244206 + Penalty 2224.910959 = -114045.333246 nChanged 5 SP:Iteration 6Q (1102.203068 sec): 3 clusters Score: Raw -116274.057458 + Penalty 2224.910959 = -114049.146498 nChanged 3 SP:Iteration 7Q (1102.248877 sec): 3 clusters Score: Raw -116275.721115 + Penalty 2224.910959 = -114050.810155 nChanged 3 SP:Iteration 8Q (1102.293953 sec): 3 clusters Score: Raw -116277.543768 + Penalty 2224.910959 = -114052.632808 nChanged 3 SP:Iteration 9Q (1102.334794 sec): 3 clusters Score: Raw -116279.859332 + Penalty 2224.910959 = -114054.948373 nChanged 4 SP:Iteration 10Q (1102.366065 sec): 3 clusters Score: Raw -116282.183018 + Penalty 2224.910959 = -114057.272058 nChanged 3 SP:Iteration 11Q (1102.406298 sec): 3 clusters Score: Raw -116287.442117 + Penalty 2224.910959 = -114062.531157 nChanged 10 SP:Iteration 12Q (1102.457041 sec): 3 clusters Score: Raw -116295.208990 + Penalty 2224.910959 = -114070.298030 nChanged 4 SP:Iteration 13Q (1102.489402 sec): 3 clusters Score: Raw -116297.554282 + Penalty 2224.910959 = -114072.643323 nChanged 1 SP:Iteration 14Q (1102.538154 sec): 3 clusters Score: Raw -116298.407484 + Penalty 2224.910959 = -114073.496524 nChanged 2 SP:Iteration 15Q (1102.575702 sec): 3 clusters Score: Raw -116300.404404 + Penalty 2224.910959 = -114075.493445 nChanged 4 SP:Iteration 16Q (1102.613982 sec): 3 clusters Score: Raw -116303.955879 + Penalty 2224.910959 = -114079.044920 nChanged 4 SP:Iteration 17Q (1102.644869 sec): 3 clusters Score: Raw -116307.044120 + Penalty 2224.910959 = -114082.133161 nChanged 4 SP:Iteration 18Q (1102.690969 sec): 3 clusters Score: Raw -116313.422199 + Penalty 2224.910959 = -114088.511239 nChanged 5 SP:Iteration 19Q (1102.737512 sec): 3 clusters Score: Raw -116317.559439 + Penalty 2224.910959 = -114092.648479 nChanged 4 SP:Iteration 20F (1102.772418 sec): 3 clusters Score: Raw -116320.580347 + Penalty 2224.910959 = -114095.669387 nChanged 3 SP:Iteration 21Q (1102.808788 sec): 3 clusters Score: Raw -116323.037256 + Penalty 2224.910959 = -114098.126297 nChanged 1 SP:Iteration 22Q (1102.855010 sec): 3 clusters Score: Raw -116323.516519 + Penalty 2224.910959 = -114098.605559 nChanged 0 SP:Iteration 23F (1102.901134 sec): 3 clusters Score: Raw -116323.516519 + Penalty 2224.910959 = -114098.605559 nChanged 0 Trying to split cluster 13 (61220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1103.015515 sec): 2 clusters Score: Raw -7442465.611148 + Penalty 1791.112247 = -7440674.498901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1103.154346 sec): 3 clusters Score: Raw -7403199.422728 + Penalty 3582.224494 = -7399617.198234 nChanged 29109 SP:Iteration 1F (1103.298961 sec): 3 clusters Score: Raw -7420232.066364 + Penalty 3582.224494 = -7416649.841870 nChanged 3075 SP:Iteration 2F (1103.436323 sec): 3 clusters Score: Raw -7421449.825425 + Penalty 3582.224494 = -7417867.600931 nChanged 3325 SP:Iteration 3F (1103.588087 sec): 3 clusters Score: Raw -7422935.130192 + Penalty 3582.224494 = -7419352.905698 nChanged 3671 SP:Iteration 4F (1103.733532 sec): 3 clusters Score: Raw -7424776.483906 + Penalty 3582.224494 = -7421194.259412 nChanged 3937 SP:Iteration 5F (1103.871153 sec): 3 clusters Score: Raw -7427051.601830 + Penalty 3582.224494 = -7423469.377336 nChanged 4056 SP:Iteration 6F (1104.013282 sec): 3 clusters Score: Raw -7429768.306713 + Penalty 3582.224494 = -7426186.082219 nChanged 3928 SP:Iteration 7F (1104.149157 sec): 3 clusters Score: Raw -7432776.545377 + Penalty 3582.224494 = -7429194.320883 nChanged 3629 SP:Iteration 8F (1104.291570 sec): 3 clusters Score: Raw -7435710.112490 + Penalty 3582.224494 = -7432127.887996 nChanged 2967 SP:Iteration 9Q (1104.439651 sec): 3 clusters Score: Raw -7438115.834955 + Penalty 3582.224494 = -7434533.610461 nChanged 2284 SP:Iteration 10Q (1104.592671 sec): 3 clusters Score: Raw -7439833.735708 + Penalty 3582.224494 = -7436251.511213 nChanged 1560 SP:Iteration 11Q (1104.735267 sec): 3 clusters Score: Raw -7440961.103086 + Penalty 3582.224494 = -7437378.878592 nChanged 1128 SP:Iteration 12Q (1104.868546 sec): 3 clusters Score: Raw -7441747.022484 + Penalty 3582.224494 = -7438164.797990 nChanged 770 SP:Iteration 13Q (1105.018008 sec): 3 clusters Score: Raw -7442239.508669 + Penalty 3582.224494 = -7438657.284175 nChanged 464 SP:Iteration 14Q (1105.167545 sec): 3 clusters Score: Raw -7442489.887862 + Penalty 3582.224494 = -7438907.663368 nChanged 288 SP:Iteration 15Q (1105.287765 sec): 3 clusters Score: Raw -7442643.805776 + Penalty 3582.224494 = -7439061.581282 nChanged 218 SP:Iteration 16Q (1105.402825 sec): 3 clusters Score: Raw -7442757.180563 + Penalty 3582.224494 = -7439174.956068 nChanged 140 SP:Iteration 17Q (1105.522044 sec): 3 clusters Score: Raw -7442825.252794 + Penalty 3582.224494 = -7439243.028299 nChanged 86 SP:Iteration 18Q (1105.650761 sec): 3 clusters Score: Raw -7442858.903005 + Penalty 3582.224494 = -7439276.678511 nChanged 66 SP:Iteration 19Q (1105.769956 sec): 3 clusters Score: Raw -7442886.242449 + Penalty 3582.224494 = -7439304.017955 nChanged 45 SP:Iteration 20F (1105.901107 sec): 3 clusters Score: Raw -7442904.760389 + Penalty 3582.224494 = -7439322.535895 nChanged 36 SP:Iteration 21Q (1106.032913 sec): 3 clusters Score: Raw -7442922.170370 + Penalty 3582.224494 = -7439339.945876 nChanged 34 SP:Iteration 22Q (1106.166559 sec): 3 clusters Score: Raw -7442936.931564 + Penalty 3582.224494 = -7439354.707070 nChanged 24 SP:Iteration 23Q (1106.282528 sec): 3 clusters Score: Raw -7442945.070219 + Penalty 3582.224494 = -7439362.845725 nChanged 12 SP:Iteration 24Q (1106.411580 sec): 3 clusters Score: Raw -7442949.680681 + Penalty 3582.224494 = -7439367.456187 nChanged 10 SP:Iteration 25Q (1106.536651 sec): 3 clusters Score: Raw -7442953.389701 + Penalty 3582.224494 = -7439371.165207 nChanged 5 SP:Iteration 26Q (1106.660118 sec): 3 clusters Score: Raw -7442955.317808 + Penalty 3582.224494 = -7439373.093314 nChanged 3 SP:Iteration 27Q (1106.780973 sec): 3 clusters Score: Raw -7442956.027447 + Penalty 3582.224494 = -7439373.802953 nChanged 1 SP:Iteration 28Q (1106.904972 sec): 3 clusters Score: Raw -7442956.101792 + Penalty 3582.224494 = -7439373.877298 nChanged 1 SP:Iteration 29Q (1107.021536 sec): 3 clusters Score: Raw -7442956.171930 + Penalty 3582.224494 = -7439373.947436 nChanged 0 SP:Iteration 30F (1107.166740 sec): 3 clusters Score: Raw -7442956.171930 + Penalty 3582.224494 = -7439373.947436 nChanged 0 Trying to split cluster 14 (110627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1107.308379 sec): 2 clusters Score: Raw -13641398.621268 + Penalty 1887.261912 = -13639511.359355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1107.523949 sec): 3 clusters Score: Raw -13569400.693329 + Penalty 3774.523825 = -13565626.169504 nChanged 52835 SP:Iteration 1F (1107.753776 sec): 3 clusters Score: Raw -13600380.475347 + Penalty 3774.523825 = -13596605.951522 nChanged 3732 SP:Iteration 2Q (1107.984205 sec): 3 clusters Score: Raw -13601377.328616 + Penalty 3774.523825 = -13597602.804791 nChanged 4260 SP:Iteration 3Q (1108.233827 sec): 3 clusters Score: Raw -13602849.374359 + Penalty 3774.523825 = -13599074.850534 nChanged 5432 SP:Iteration 4Q (1108.486130 sec): 3 clusters Score: Raw -13605380.106836 + Penalty 3774.523825 = -13601605.583011 nChanged 7321 SP:Iteration 5F (1108.693341 sec): 3 clusters Score: Raw -13610055.558829 + Penalty 3774.523825 = -13606281.035004 nChanged 9445 SP:Iteration 6F (1108.911776 sec): 3 clusters Score: Raw -13617794.723872 + Penalty 3774.523825 = -13614020.200047 nChanged 10217 SP:Iteration 7F (1109.139914 sec): 3 clusters Score: Raw -13627718.951399 + Penalty 3774.523825 = -13623944.427574 nChanged 8045 SP:Iteration 8F (1109.369687 sec): 3 clusters Score: Raw -13635984.380498 + Penalty 3774.523825 = -13632209.856673 nChanged 3983 SP:Iteration 9Q (1109.588404 sec): 3 clusters Score: Raw -13639886.166732 + Penalty 3774.523825 = -13636111.642907 nChanged 1315 SP:Iteration 10Q (1109.806484 sec): 3 clusters Score: Raw -13641111.698475 + Penalty 3774.523825 = -13637337.174650 nChanged 368 SP:Iteration 11Q (1110.015381 sec): 3 clusters Score: Raw -13641460.784809 + Penalty 3774.523825 = -13637686.260984 nChanged 106 SP:Iteration 12Q (1110.217692 sec): 3 clusters Score: Raw -13641557.037388 + Penalty 3774.523825 = -13637782.513563 nChanged 43 SP:Iteration 13Q (1110.390891 sec): 3 clusters Score: Raw -13641601.818085 + Penalty 3774.523825 = -13637827.294260 nChanged 26 SP:Iteration 14Q (1110.590874 sec): 3 clusters Score: Raw -13641636.507985 + Penalty 3774.523825 = -13637861.984160 nChanged 17 SP:Iteration 15Q (1110.770715 sec): 3 clusters Score: Raw -13641661.540522 + Penalty 3774.523825 = -13637887.016697 nChanged 17 SP:Iteration 16Q (1110.956530 sec): 3 clusters Score: Raw -13641685.481460 + Penalty 3774.523825 = -13637910.957635 nChanged 9 SP:Iteration 17Q (1111.131657 sec): 3 clusters Score: Raw -13641695.552516 + Penalty 3774.523825 = -13637921.028691 nChanged 9 SP:Iteration 18Q (1111.326640 sec): 3 clusters Score: Raw -13641703.717294 + Penalty 3774.523825 = -13637929.193469 nChanged 4 SP:Iteration 19Q (1111.509218 sec): 3 clusters Score: Raw -13641708.554235 + Penalty 3774.523825 = -13637934.030410 nChanged 4 SP:Iteration 20F (1111.733175 sec): 3 clusters Score: Raw -13641712.948422 + Penalty 3774.523825 = -13637938.424597 nChanged 6 SP:Iteration 21Q (1111.906579 sec): 3 clusters Score: Raw -13641721.563227 + Penalty 3774.523825 = -13637947.039402 nChanged 6 SP:Iteration 22Q (1112.100747 sec): 3 clusters Score: Raw -13641730.327287 + Penalty 3774.523825 = -13637955.803462 nChanged 6 SP:Iteration 23Q (1112.290468 sec): 3 clusters Score: Raw -13641737.036561 + Penalty 3774.523825 = -13637962.512736 nChanged 5 SP:Iteration 24Q (1112.498695 sec): 3 clusters Score: Raw -13641741.781156 + Penalty 3774.523825 = -13637967.257331 nChanged 3 SP:Iteration 25Q (1112.677129 sec): 3 clusters Score: Raw -13641746.012020 + Penalty 3774.523825 = -13637971.488195 nChanged 3 SP:Iteration 26Q (1112.843593 sec): 3 clusters Score: Raw -13641747.908130 + Penalty 3774.523825 = -13637973.384305 nChanged 0 SP:Iteration 27F (1113.091713 sec): 3 clusters Score: Raw -13641747.908130 + Penalty 3774.523825 = -13637973.384305 nChanged 0 Trying to split cluster 15 (2707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1113.120232 sec): 2 clusters Score: Raw -295949.191358 + Penalty 1284.334397 = -294664.856961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1113.165108 sec): 3 clusters Score: Raw -294711.837599 + Penalty 2568.668794 = -292143.168805 nChanged 1006 SP:Iteration 1F (1113.205179 sec): 3 clusters Score: Raw -295405.618984 + Penalty 2568.668794 = -292836.950190 nChanged 288 SP:Iteration 2F (1113.251256 sec): 3 clusters Score: Raw -295758.427504 + Penalty 2568.668794 = -293189.758710 nChanged 229 SP:Iteration 3F (1113.294921 sec): 3 clusters Score: Raw -296070.120937 + Penalty 2568.668794 = -293501.452143 nChanged 220 SP:Iteration 4F (1113.335796 sec): 3 clusters Score: Raw -296336.098559 + Penalty 2568.668794 = -293767.429765 nChanged 175 SP:Iteration 5F (1113.382916 sec): 3 clusters Score: Raw -296538.940425 + Penalty 2568.668794 = -293970.271631 nChanged 118 SP:Iteration 6Q (1113.423967 sec): 3 clusters Score: Raw -296640.824178 + Penalty 2568.668794 = -294072.155384 nChanged 70 SP:Iteration 7Q (1113.466592 sec): 3 clusters Score: Raw -296683.021323 + Penalty 2568.668794 = -294114.352529 nChanged 42 SP:Iteration 8Q (1113.507370 sec): 3 clusters Score: Raw -296701.580753 + Penalty 2568.668794 = -294132.911959 nChanged 28 SP:Iteration 9Q (1113.540713 sec): 3 clusters Score: Raw -296714.093964 + Penalty 2568.668794 = -294145.425169 nChanged 16 SP:Iteration 10Q (1113.588769 sec): 3 clusters Score: Raw -296720.053819 + Penalty 2568.668794 = -294151.385025 nChanged 15 SP:Iteration 11Q (1113.636872 sec): 3 clusters Score: Raw -296724.326300 + Penalty 2568.668794 = -294155.657506 nChanged 7 SP:Iteration 12Q (1113.689831 sec): 3 clusters Score: Raw -296726.016086 + Penalty 2568.668794 = -294157.347292 nChanged 5 SP:Iteration 13Q (1113.731349 sec): 3 clusters Score: Raw -296727.014080 + Penalty 2568.668794 = -294158.345286 nChanged 7 SP:Iteration 14Q (1113.772519 sec): 3 clusters Score: Raw -296729.111809 + Penalty 2568.668794 = -294160.443015 nChanged 4 SP:Iteration 15Q (1113.819819 sec): 3 clusters Score: Raw -296730.766581 + Penalty 2568.668794 = -294162.097787 nChanged 7 SP:Iteration 16Q (1113.865854 sec): 3 clusters Score: Raw -296734.800232 + Penalty 2568.668794 = -294166.131438 nChanged 9 SP:Iteration 17Q (1113.905036 sec): 3 clusters Score: Raw -296738.692921 + Penalty 2568.668794 = -294170.024127 nChanged 8 SP:Iteration 18Q (1113.947415 sec): 3 clusters Score: Raw -296742.725531 + Penalty 2568.668794 = -294174.056737 nChanged 11 SP:Iteration 19Q (1113.991573 sec): 3 clusters Score: Raw -296747.594923 + Penalty 2568.668794 = -294178.926129 nChanged 7 SP:Iteration 20F (1114.041641 sec): 3 clusters Score: Raw -296749.671369 + Penalty 2568.668794 = -294181.002574 nChanged 2 SP:Iteration 21Q (1114.076816 sec): 3 clusters Score: Raw -296751.277385 + Penalty 2568.668794 = -294182.608591 nChanged 2 SP:Iteration 22Q (1114.117962 sec): 3 clusters Score: Raw -296751.807308 + Penalty 2568.668794 = -294183.138514 nChanged 3 SP:Iteration 23Q (1114.165168 sec): 3 clusters Score: Raw -296752.701854 + Penalty 2568.668794 = -294184.033060 nChanged 1 SP:Iteration 24Q (1114.208136 sec): 3 clusters Score: Raw -296753.050814 + Penalty 2568.668794 = -294184.382020 nChanged 3 SP:Iteration 25Q (1114.244590 sec): 3 clusters Score: Raw -296753.953531 + Penalty 2568.668794 = -294185.284737 nChanged 3 SP:Iteration 26Q (1114.294218 sec): 3 clusters Score: Raw -296755.335028 + Penalty 2568.668794 = -294186.666233 nChanged 3 SP:Iteration 27Q (1114.350311 sec): 3 clusters Score: Raw -296756.783999 + Penalty 2568.668794 = -294188.115205 nChanged 3 SP:Iteration 28Q (1114.385677 sec): 3 clusters Score: Raw -296757.540174 + Penalty 2568.668794 = -294188.871380 nChanged 1 SP:Iteration 29Q (1114.429484 sec): 3 clusters Score: Raw -296757.706687 + Penalty 2568.668794 = -294189.037893 nChanged 0 SP:Iteration 30F (1114.481517 sec): 3 clusters Score: Raw -296757.706687 + Penalty 2568.668794 = -294189.037893 nChanged 0 Trying to split cluster 16 (4221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1114.502347 sec): 2 clusters Score: Raw -499222.718150 + Penalty 1356.521944 = -497866.196206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1114.558032 sec): 3 clusters Score: Raw -497108.859255 + Penalty 2713.043887 = -494395.815368 nChanged 1668 SP:Iteration 1F (1114.602003 sec): 3 clusters Score: Raw -498018.352017 + Penalty 2713.043887 = -495305.308130 nChanged 308 SP:Iteration 2F (1114.648646 sec): 3 clusters Score: Raw -498184.591454 + Penalty 2713.043887 = -495471.547566 nChanged 197 SP:Iteration 3Q (1114.699128 sec): 3 clusters Score: Raw -498284.352342 + Penalty 2713.043887 = -495571.308454 nChanged 160 SP:Iteration 4Q (1114.757782 sec): 3 clusters Score: Raw -498361.087603 + Penalty 2713.043887 = -495648.043715 nChanged 130 SP:Iteration 5Q (1114.817822 sec): 3 clusters Score: Raw -498418.228753 + Penalty 2713.043887 = -495705.184866 nChanged 109 SP:Iteration 6Q (1114.856280 sec): 3 clusters Score: Raw -498464.241088 + Penalty 2713.043887 = -495751.197200 nChanged 86 SP:Iteration 7Q (1114.902610 sec): 3 clusters Score: Raw -498497.225609 + Penalty 2713.043887 = -495784.181721 nChanged 72 SP:Iteration 8Q (1114.947199 sec): 3 clusters Score: Raw -498523.838350 + Penalty 2713.043887 = -495810.794463 nChanged 66 SP:Iteration 9Q (1114.987108 sec): 3 clusters Score: Raw -498550.424880 + Penalty 2713.043887 = -495837.380992 nChanged 68 SP:Iteration 10Q (1115.046882 sec): 3 clusters Score: Raw -498576.233563 + Penalty 2713.043887 = -495863.189676 nChanged 60 SP:Iteration 11Q (1115.083830 sec): 3 clusters Score: Raw -498596.442296 + Penalty 2713.043887 = -495883.398408 nChanged 57 SP:Iteration 12Q (1115.133977 sec): 3 clusters Score: Raw -498615.886143 + Penalty 2713.043887 = -495902.842255 nChanged 56 SP:Iteration 13Q (1115.184835 sec): 3 clusters Score: Raw -498638.704185 + Penalty 2713.043887 = -495925.660298 nChanged 53 SP:Iteration 14Q (1115.238810 sec): 3 clusters Score: Raw -498663.048542 + Penalty 2713.043887 = -495950.004654 nChanged 62 SP:Iteration 15Q (1115.277072 sec): 3 clusters Score: Raw -498689.253446 + Penalty 2713.043887 = -495976.209559 nChanged 58 SP:Iteration 16Q (1115.319676 sec): 3 clusters Score: Raw -498713.540627 + Penalty 2713.043887 = -496000.496740 nChanged 66 SP:Iteration 17Q (1115.370261 sec): 3 clusters Score: Raw -498744.062832 + Penalty 2713.043887 = -496031.018945 nChanged 69 SP:Iteration 18Q (1115.412998 sec): 3 clusters Score: Raw -498778.726438 + Penalty 2713.043887 = -496065.682551 nChanged 75 SP:Iteration 19Q (1115.469643 sec): 3 clusters Score: Raw -498817.105966 + Penalty 2713.043887 = -496104.062078 nChanged 75 SP:Iteration 20F (1115.520086 sec): 3 clusters Score: Raw -498862.320735 + Penalty 2713.043887 = -496149.276848 nChanged 88 SP:Iteration 21Q (1115.557962 sec): 3 clusters Score: Raw -498927.996004 + Penalty 2713.043887 = -496214.952117 nChanged 102 SP:Iteration 22Q (1115.613579 sec): 3 clusters Score: Raw -499001.790798 + Penalty 2713.043887 = -496288.746910 nChanged 92 SP:Iteration 23Q (1115.666527 sec): 3 clusters Score: Raw -499068.476929 + Penalty 2713.043887 = -496355.433041 nChanged 75 SP:Iteration 24Q (1115.715009 sec): 3 clusters Score: Raw -499124.047708 + Penalty 2713.043887 = -496411.003820 nChanged 62 SP:Iteration 25Q (1115.749495 sec): 3 clusters Score: Raw -499175.989478 + Penalty 2713.043887 = -496462.945591 nChanged 42 SP:Iteration 26Q (1115.774527 sec): 3 clusters Score: Raw -499212.881688 + Penalty 2713.043887 = -496499.837801 nChanged 49 SP:Iteration 27Q (1115.818350 sec): 3 clusters Score: Raw -499267.088141 + Penalty 2713.043887 = -496554.044254 nChanged 43 SP:Iteration 28Q (1115.874135 sec): 3 clusters Score: Raw -499319.762256 + Penalty 2713.043887 = -496606.718369 nChanged 32 SP:Iteration 29Q (1115.912860 sec): 3 clusters Score: Raw -499351.539737 + Penalty 2713.043887 = -496638.495850 nChanged 24 SP:Iteration 30Q (1115.960903 sec): 3 clusters Score: Raw -499373.745767 + Penalty 2713.043887 = -496660.701880 nChanged 13 SP:Iteration 31Q (1116.013593 sec): 3 clusters Score: Raw -499383.019294 + Penalty 2713.043887 = -496669.975407 nChanged 7 SP:Iteration 32Q (1116.070498 sec): 3 clusters Score: Raw -499386.676181 + Penalty 2713.043887 = -496673.632294 nChanged 3 SP:Iteration 33Q (1116.109909 sec): 3 clusters Score: Raw -499387.633835 + Penalty 2713.043887 = -496674.589948 nChanged 3 SP:Iteration 34Q (1116.160683 sec): 3 clusters Score: Raw -499389.019916 + Penalty 2713.043887 = -496675.976028 nChanged 4 SP:Iteration 35Q (1116.196468 sec): 3 clusters Score: Raw -499391.426650 + Penalty 2713.043887 = -496678.382763 nChanged 4 SP:Iteration 36Q (1116.239052 sec): 3 clusters Score: Raw -499393.771770 + Penalty 2713.043887 = -496680.727883 nChanged 3 SP:Iteration 37Q (1116.281710 sec): 3 clusters Score: Raw -499396.072294 + Penalty 2713.043887 = -496683.028407 nChanged 5 SP:Iteration 38Q (1116.330762 sec): 3 clusters Score: Raw -499400.442200 + Penalty 2713.043887 = -496687.398313 nChanged 8 SP:Iteration 39Q (1116.377020 sec): 3 clusters Score: Raw -499405.163682 + Penalty 2713.043887 = -496692.119795 nChanged 4 SP:Iteration 40F (1116.430511 sec): 3 clusters Score: Raw -499407.713394 + Penalty 2713.043887 = -496694.669506 nChanged 1 SP:Iteration 41Q (1116.479773 sec): 3 clusters Score: Raw -499408.131202 + Penalty 2713.043887 = -496695.087315 nChanged 1 SP:Iteration 42Q (1116.510448 sec): 3 clusters Score: Raw -499408.878549 + Penalty 2713.043887 = -496695.834661 nChanged 2 SP:Iteration 43Q (1116.545482 sec): 3 clusters Score: Raw -499411.450823 + Penalty 2713.043887 = -496698.406936 nChanged 6 SP:Iteration 44Q (1116.592278 sec): 3 clusters Score: Raw -499415.419952 + Penalty 2713.043887 = -496702.376065 nChanged 3 SP:Iteration 45Q (1116.639033 sec): 3 clusters Score: Raw -499416.685865 + Penalty 2713.043887 = -496703.641977 nChanged 2 SP:Iteration 46Q (1116.686541 sec): 3 clusters Score: Raw -499418.004066 + Penalty 2713.043887 = -496704.960179 nChanged 2 SP:Iteration 47Q (1116.736231 sec): 3 clusters Score: Raw -499419.919993 + Penalty 2713.043887 = -496706.876105 nChanged 1 SP:Iteration 48Q (1116.773031 sec): 3 clusters Score: Raw -499420.566071 + Penalty 2713.043887 = -496707.522184 nChanged 1 SP:Iteration 49Q (1116.819567 sec): 3 clusters Score: Raw -499421.718833 + Penalty 2713.043887 = -496708.674946 nChanged 1 SP:Iteration 50Q (1116.865736 sec): 3 clusters Score: Raw -499422.498274 + Penalty 2713.043887 = -496709.454387 nChanged 0 SP:Iteration 51F (1116.919992 sec): 3 clusters Score: Raw -499422.498274 + Penalty 2713.043887 = -496709.454387 nChanged 0 Trying to split cluster 17 (2388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1116.945864 sec): 2 clusters Score: Raw -267695.166591 + Penalty 1263.959365 = -266431.207226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1116.982588 sec): 3 clusters Score: Raw -266620.784981 + Penalty 2527.918729 = -264092.866252 nChanged 862 SP:Iteration 1F (1117.015492 sec): 3 clusters Score: Raw -267124.621516 + Penalty 2527.918729 = -264596.702787 nChanged 208 SP:Iteration 2F (1117.055077 sec): 3 clusters Score: Raw -267290.220690 + Penalty 2527.918729 = -264762.301960 nChanged 140 SP:Iteration 3F (1117.100410 sec): 3 clusters Score: Raw -267399.215597 + Penalty 2527.918729 = -264871.296868 nChanged 131 SP:Iteration 4F (1117.155127 sec): 3 clusters Score: Raw -267530.412766 + Penalty 2527.918729 = -265002.494037 nChanged 120 SP:Iteration 5F (1117.193923 sec): 3 clusters Score: Raw -267650.047484 + Penalty 2527.918729 = -265122.128755 nChanged 107 SP:Iteration 6Q (1117.234829 sec): 3 clusters Score: Raw -267761.946237 + Penalty 2527.918729 = -265234.027508 nChanged 105 SP:Iteration 7Q (1117.269852 sec): 3 clusters Score: Raw -267870.453786 + Penalty 2527.918729 = -265342.535057 nChanged 86 SP:Iteration 8Q (1117.314619 sec): 3 clusters Score: Raw -267961.023221 + Penalty 2527.918729 = -265433.104492 nChanged 75 SP:Iteration 9Q (1117.360262 sec): 3 clusters Score: Raw -268027.667244 + Penalty 2527.918729 = -265499.748515 nChanged 55 SP:Iteration 10Q (1117.403821 sec): 3 clusters Score: Raw -268074.513321 + Penalty 2527.918729 = -265546.594591 nChanged 48 SP:Iteration 11Q (1117.440259 sec): 3 clusters Score: Raw -268108.420704 + Penalty 2527.918729 = -265580.501975 nChanged 25 SP:Iteration 12Q (1117.487259 sec): 3 clusters Score: Raw -268126.259239 + Penalty 2527.918729 = -265598.340510 nChanged 22 SP:Iteration 13Q (1117.534270 sec): 3 clusters Score: Raw -268142.531379 + Penalty 2527.918729 = -265614.612650 nChanged 26 SP:Iteration 14Q (1117.585749 sec): 3 clusters Score: Raw -268162.363768 + Penalty 2527.918729 = -265634.445039 nChanged 25 SP:Iteration 15Q (1117.622082 sec): 3 clusters Score: Raw -268178.850491 + Penalty 2527.918729 = -265650.931762 nChanged 18 SP:Iteration 16Q (1117.676089 sec): 3 clusters Score: Raw -268187.345758 + Penalty 2527.918729 = -265659.427029 nChanged 12 SP:Iteration 17Q (1117.713683 sec): 3 clusters Score: Raw -268193.332953 + Penalty 2527.918729 = -265665.414224 nChanged 6 SP:Iteration 18Q (1117.755300 sec): 3 clusters Score: Raw -268196.198849 + Penalty 2527.918729 = -265668.280120 nChanged 3 SP:Iteration 19Q (1117.791149 sec): 3 clusters Score: Raw -268197.598083 + Penalty 2527.918729 = -265669.679354 nChanged 3 SP:Iteration 20F (1117.834248 sec): 3 clusters Score: Raw -268200.058696 + Penalty 2527.918729 = -265672.139967 nChanged 6 SP:Iteration 21Q (1117.877997 sec): 3 clusters Score: Raw -268202.892487 + Penalty 2527.918729 = -265674.973758 nChanged 4 SP:Iteration 22Q (1117.923670 sec): 3 clusters Score: Raw -268205.281887 + Penalty 2527.918729 = -265677.363158 nChanged 4 SP:Iteration 23Q (1117.971730 sec): 3 clusters Score: Raw -268206.978572 + Penalty 2527.918729 = -265679.059842 nChanged 2 SP:Iteration 24Q (1118.014549 sec): 3 clusters Score: Raw -268207.630438 + Penalty 2527.918729 = -265679.711709 nChanged 3 SP:Iteration 25Q (1118.054371 sec): 3 clusters Score: Raw -268210.860465 + Penalty 2527.918729 = -265682.941736 nChanged 5 SP:Iteration 26Q (1118.089056 sec): 3 clusters Score: Raw -268213.829004 + Penalty 2527.918729 = -265685.910275 nChanged 7 SP:Iteration 27Q (1118.132465 sec): 3 clusters Score: Raw -268217.266878 + Penalty 2527.918729 = -265689.348148 nChanged 6 SP:Iteration 28Q (1118.170104 sec): 3 clusters Score: Raw -268220.722269 + Penalty 2527.918729 = -265692.803540 nChanged 5 SP:Iteration 29Q (1118.206921 sec): 3 clusters Score: Raw -268223.976532 + Penalty 2527.918729 = -265696.057803 nChanged 3 SP:Iteration 30Q (1118.249317 sec): 3 clusters Score: Raw -268226.094825 + Penalty 2527.918729 = -265698.176096 nChanged 4 SP:Iteration 31Q (1118.294710 sec): 3 clusters Score: Raw -268228.291281 + Penalty 2527.918729 = -265700.372552 nChanged 7 SP:Iteration 32Q (1118.332316 sec): 3 clusters Score: Raw -268231.846695 + Penalty 2527.918729 = -265703.927966 nChanged 5 SP:Iteration 33Q (1118.369531 sec): 3 clusters Score: Raw -268233.852790 + Penalty 2527.918729 = -265705.934061 nChanged 4 SP:Iteration 34Q (1118.409550 sec): 3 clusters Score: Raw -268235.408920 + Penalty 2527.918729 = -265707.490191 nChanged 1 SP:Iteration 35Q (1118.453696 sec): 3 clusters Score: Raw -268238.336742 + Penalty 2527.918729 = -265710.418013 nChanged 7 SP:Iteration 36Q (1118.499426 sec): 3 clusters Score: Raw -268241.470829 + Penalty 2527.918729 = -265713.552100 nChanged 3 SP:Iteration 37Q (1118.542423 sec): 3 clusters Score: Raw -268243.138960 + Penalty 2527.918729 = -265715.220231 nChanged 3 SP:Iteration 38Q (1118.586194 sec): 3 clusters Score: Raw -268244.512870 + Penalty 2527.918729 = -265716.594141 nChanged 1 SP:Iteration 39Q (1118.626452 sec): 3 clusters Score: Raw -268245.006516 + Penalty 2527.918729 = -265717.087787 nChanged 1 SP:Iteration 40F (1118.670687 sec): 3 clusters Score: Raw -268245.420523 + Penalty 2527.918729 = -265717.501794 nChanged 0 Trying to split cluster 18 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1118.691192 sec): 2 clusters Score: Raw -52240.666494 + Penalty 995.261051 = -51245.405443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1118.732879 sec): 3 clusters Score: Raw -52215.325117 + Penalty 1990.522102 = -50224.803014 nChanged 109 SP:Iteration 1F (1118.777402 sec): 3 clusters Score: Raw -52412.787799 + Penalty 1990.522102 = -50422.265697 nChanged 35 SP:Iteration 2F (1118.814234 sec): 3 clusters Score: Raw -52485.122773 + Penalty 1990.522102 = -50494.600671 nChanged 21 SP:Iteration 3Q (1118.856664 sec): 3 clusters Score: Raw -52515.784108 + Penalty 1990.522102 = -50525.262005 nChanged 11 SP:Iteration 4Q (1118.891190 sec): 3 clusters Score: Raw -52548.298599 + Penalty 1990.522102 = -50557.776497 nChanged 16 SP:Iteration 5Q (1118.932958 sec): 3 clusters Score: Raw -52587.643926 + Penalty 1990.522102 = -50597.121824 nChanged 5 SP:Iteration 6Q (1118.978015 sec): 3 clusters Score: Raw -52594.231737 + Penalty 1990.522102 = -50603.709635 nChanged 1 SP:Iteration 7Q (1119.013962 sec): 3 clusters Score: Raw -52596.958689 + Penalty 1990.522102 = -50606.436587 nChanged 5 SP:Iteration 8Q (1119.058544 sec): 3 clusters Score: Raw -52602.624556 + Penalty 1990.522102 = -50612.102454 nChanged 2 SP:Iteration 9Q (1119.095063 sec): 3 clusters Score: Raw -52603.901018 + Penalty 1990.522102 = -50613.378916 nChanged 4 SP:Iteration 10Q (1119.136936 sec): 3 clusters Score: Raw -52613.293003 + Penalty 1990.522102 = -50622.770901 nChanged 4 SP:Iteration 11Q (1119.180141 sec): 3 clusters Score: Raw -52617.852118 + Penalty 1990.522102 = -50627.330016 nChanged 1 SP:Iteration 12Q (1119.219507 sec): 3 clusters Score: Raw -52619.395879 + Penalty 1990.522102 = -50628.873777 nChanged 0 SP:Iteration 13F (1119.259853 sec): 3 clusters Score: Raw -52619.395879 + Penalty 1990.522102 = -50628.873777 nChanged 0 Trying to split cluster 19 (3910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1119.292854 sec): 2 clusters Score: Raw -493365.362638 + Penalty 1344.085056 = -492021.277581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1119.335348 sec): 3 clusters Score: Raw -491416.251304 + Penalty 2688.170112 = -488728.081192 nChanged 1544 SP:Iteration 1F (1119.383220 sec): 3 clusters Score: Raw -492378.545266 + Penalty 2688.170112 = -489690.375153 nChanged 325 SP:Iteration 2F (1119.432606 sec): 3 clusters Score: Raw -492620.743980 + Penalty 2688.170112 = -489932.573868 nChanged 229 SP:Iteration 3F (1119.491677 sec): 3 clusters Score: Raw -492765.712140 + Penalty 2688.170112 = -490077.542028 nChanged 183 SP:Iteration 4Q (1119.537674 sec): 3 clusters Score: Raw -492869.332465 + Penalty 2688.170112 = -490181.162353 nChanged 139 SP:Iteration 5Q (1119.574631 sec): 3 clusters Score: Raw -492949.996348 + Penalty 2688.170112 = -490261.826235 nChanged 130 SP:Iteration 6Q (1119.629053 sec): 3 clusters Score: Raw -493033.239534 + Penalty 2688.170112 = -490345.069422 nChanged 116 SP:Iteration 7Q (1119.672641 sec): 3 clusters Score: Raw -493105.912183 + Penalty 2688.170112 = -490417.742071 nChanged 102 SP:Iteration 8Q (1119.724582 sec): 3 clusters Score: Raw -493173.794061 + Penalty 2688.170112 = -490485.623948 nChanged 101 SP:Iteration 9Q (1119.757489 sec): 3 clusters Score: Raw -493243.010465 + Penalty 2688.170112 = -490554.840352 nChanged 91 SP:Iteration 10Q (1119.806921 sec): 3 clusters Score: Raw -493309.079603 + Penalty 2688.170112 = -490620.909491 nChanged 91 SP:Iteration 11Q (1119.863974 sec): 3 clusters Score: Raw -493378.499090 + Penalty 2688.170112 = -490690.328978 nChanged 80 SP:Iteration 12Q (1119.911373 sec): 3 clusters Score: Raw -493452.170088 + Penalty 2688.170112 = -490763.999976 nChanged 88 SP:Iteration 13Q (1119.957932 sec): 3 clusters Score: Raw -493533.291120 + Penalty 2688.170112 = -490845.121008 nChanged 76 SP:Iteration 14Q (1120.007632 sec): 3 clusters Score: Raw -493599.556025 + Penalty 2688.170112 = -490911.385913 nChanged 80 SP:Iteration 15Q (1120.062918 sec): 3 clusters Score: Raw -493653.963497 + Penalty 2688.170112 = -490965.793385 nChanged 62 SP:Iteration 16Q (1120.104535 sec): 3 clusters Score: Raw -493690.631116 + Penalty 2688.170112 = -491002.461004 nChanged 62 SP:Iteration 17Q (1120.158483 sec): 3 clusters Score: Raw -493729.733914 + Penalty 2688.170112 = -491041.563802 nChanged 51 SP:Iteration 18Q (1120.212060 sec): 3 clusters Score: Raw -493759.161286 + Penalty 2688.170112 = -491070.991174 nChanged 38 SP:Iteration 19Q (1120.244813 sec): 3 clusters Score: Raw -493775.531146 + Penalty 2688.170112 = -491087.361034 nChanged 25 SP:Iteration 20F (1120.292843 sec): 3 clusters Score: Raw -493782.146298 + Penalty 2688.170112 = -491093.976186 nChanged 17 SP:Iteration 21Q (1120.339151 sec): 3 clusters Score: Raw -493786.735087 + Penalty 2688.170112 = -491098.564975 nChanged 11 SP:Iteration 22Q (1120.387881 sec): 3 clusters Score: Raw -493792.248499 + Penalty 2688.170112 = -491104.078387 nChanged 12 SP:Iteration 23Q (1120.436524 sec): 3 clusters Score: Raw -493797.049429 + Penalty 2688.170112 = -491108.879317 nChanged 8 SP:Iteration 24Q (1120.485315 sec): 3 clusters Score: Raw -493799.824715 + Penalty 2688.170112 = -491111.654603 nChanged 11 SP:Iteration 25Q (1120.529885 sec): 3 clusters Score: Raw -493804.279560 + Penalty 2688.170112 = -491116.109448 nChanged 16 SP:Iteration 26Q (1120.582263 sec): 3 clusters Score: Raw -493809.474990 + Penalty 2688.170112 = -491121.304878 nChanged 13 SP:Iteration 27Q (1120.629097 sec): 3 clusters Score: Raw -493816.547140 + Penalty 2688.170112 = -491128.377027 nChanged 19 SP:Iteration 28Q (1120.669308 sec): 3 clusters Score: Raw -493826.150047 + Penalty 2688.170112 = -491137.979935 nChanged 22 SP:Iteration 29Q (1120.718998 sec): 3 clusters Score: Raw -493836.701584 + Penalty 2688.170112 = -491148.531472 nChanged 27 SP:Iteration 30Q (1120.763471 sec): 3 clusters Score: Raw -493847.367426 + Penalty 2688.170112 = -491159.197313 nChanged 18 SP:Iteration 31Q (1120.814524 sec): 3 clusters Score: Raw -493854.499509 + Penalty 2688.170112 = -491166.329397 nChanged 17 SP:Iteration 32Q (1120.860952 sec): 3 clusters Score: Raw -493859.749083 + Penalty 2688.170112 = -491171.578971 nChanged 15 SP:Iteration 33Q (1120.908379 sec): 3 clusters Score: Raw -493865.244170 + Penalty 2688.170112 = -491177.074058 nChanged 15 SP:Iteration 34Q (1120.950505 sec): 3 clusters Score: Raw -493868.787232 + Penalty 2688.170112 = -491180.617120 nChanged 13 SP:Iteration 35Q (1120.990743 sec): 3 clusters Score: Raw -493872.709419 + Penalty 2688.170112 = -491184.539307 nChanged 15 SP:Iteration 36Q (1121.036412 sec): 3 clusters Score: Raw -493877.471861 + Penalty 2688.170112 = -491189.301749 nChanged 18 SP:Iteration 37Q (1121.090775 sec): 3 clusters Score: Raw -493885.118383 + Penalty 2688.170112 = -491196.948271 nChanged 20 SP:Iteration 38Q (1121.131138 sec): 3 clusters Score: Raw -493891.687697 + Penalty 2688.170112 = -491203.517585 nChanged 15 SP:Iteration 39Q (1121.171472 sec): 3 clusters Score: Raw -493898.523757 + Penalty 2688.170112 = -491210.353645 nChanged 23 SP:Iteration 40F (1121.213178 sec): 3 clusters Score: Raw -493911.327609 + Penalty 2688.170112 = -491223.157496 nChanged 23 SP:Iteration 41Q (1121.260891 sec): 3 clusters Score: Raw -493920.562060 + Penalty 2688.170112 = -491232.391948 nChanged 26 SP:Iteration 42Q (1121.315824 sec): 3 clusters Score: Raw -493929.180433 + Penalty 2688.170112 = -491241.010321 nChanged 28 SP:Iteration 43Q (1121.355704 sec): 3 clusters Score: Raw -493939.658509 + Penalty 2688.170112 = -491251.488397 nChanged 30 SP:Iteration 44Q (1121.398412 sec): 3 clusters Score: Raw -493953.142019 + Penalty 2688.170112 = -491264.971907 nChanged 37 SP:Iteration 45Q (1121.440250 sec): 3 clusters Score: Raw -493968.256186 + Penalty 2688.170112 = -491280.086074 nChanged 32 SP:Iteration 46Q (1121.479387 sec): 3 clusters Score: Raw -493982.036563 + Penalty 2688.170112 = -491293.866451 nChanged 31 SP:Iteration 47Q (1121.522024 sec): 3 clusters Score: Raw -493992.663572 + Penalty 2688.170112 = -491304.493459 nChanged 27 SP:Iteration 48Q (1121.563787 sec): 3 clusters Score: Raw -494002.727641 + Penalty 2688.170112 = -491314.557529 nChanged 27 SP:Iteration 49Q (1121.601848 sec): 3 clusters Score: Raw -494013.565394 + Penalty 2688.170112 = -491325.395282 nChanged 41 SP:Iteration 50Q (1121.642755 sec): 3 clusters Score: Raw -494033.465052 + Penalty 2688.170112 = -491345.294940 nChanged 45 SP:Iteration 51Q (1121.691967 sec): 3 clusters Score: Raw -494053.474995 + Penalty 2688.170112 = -491365.304883 nChanged 50 SP:Iteration 52Q (1121.743656 sec): 3 clusters Score: Raw -494076.926289 + Penalty 2688.170112 = -491388.756176 nChanged 49 SP:Iteration 53Q (1121.788384 sec): 3 clusters Score: Raw -494101.437806 + Penalty 2688.170112 = -491413.267694 nChanged 49 SP:Iteration 54Q (1121.830536 sec): 3 clusters Score: Raw -494130.047170 + Penalty 2688.170112 = -491441.877058 nChanged 58 SP:Iteration 55Q (1121.876355 sec): 3 clusters Score: Raw -494160.706220 + Penalty 2688.170112 = -491472.536108 nChanged 66 SP:Iteration 56Q (1121.923932 sec): 3 clusters Score: Raw -494211.390126 + Penalty 2688.170112 = -491523.220014 nChanged 73 SP:Iteration 57Q (1121.975950 sec): 3 clusters Score: Raw -494254.027224 + Penalty 2688.170112 = -491565.857112 nChanged 76 SP:Iteration 58Q (1122.021595 sec): 3 clusters Score: Raw -494294.645801 + Penalty 2688.170112 = -491606.475689 nChanged 61 SP:Iteration 59Q (1122.064193 sec): 3 clusters Score: Raw -494325.258231 + Penalty 2688.170112 = -491637.088119 nChanged 55 SP:Iteration 60F (1122.107464 sec): 3 clusters Score: Raw -494351.812263 + Penalty 2688.170112 = -491663.642151 nChanged 36 SP:Iteration 61Q (1122.166137 sec): 3 clusters Score: Raw -494365.655198 + Penalty 2688.170112 = -491677.485086 nChanged 31 SP:Iteration 62Q (1122.206332 sec): 3 clusters Score: Raw -494378.402882 + Penalty 2688.170112 = -491690.232770 nChanged 26 SP:Iteration 63Q (1122.244041 sec): 3 clusters Score: Raw -494387.846669 + Penalty 2688.170112 = -491699.676557 nChanged 26 SP:Iteration 64Q (1122.299675 sec): 3 clusters Score: Raw -494396.698926 + Penalty 2688.170112 = -491708.528814 nChanged 21 SP:Iteration 65Q (1122.351191 sec): 3 clusters Score: Raw -494408.505097 + Penalty 2688.170112 = -491720.334985 nChanged 25 SP:Iteration 66Q (1122.391498 sec): 3 clusters Score: Raw -494423.950067 + Penalty 2688.170112 = -491735.779955 nChanged 25 SP:Iteration 67Q (1122.426661 sec): 3 clusters Score: Raw -494435.386672 + Penalty 2688.170112 = -491747.216559 nChanged 13 SP:Iteration 68Q (1122.478821 sec): 3 clusters Score: Raw -494441.253200 + Penalty 2688.170112 = -491753.083088 nChanged 11 SP:Iteration 69Q (1122.534210 sec): 3 clusters Score: Raw -494445.943661 + Penalty 2688.170112 = -491757.773549 nChanged 11 SP:Iteration 70Q (1122.569520 sec): 3 clusters Score: Raw -494450.815395 + Penalty 2688.170112 = -491762.645283 nChanged 11 SP:Iteration 71Q (1122.606782 sec): 3 clusters Score: Raw -494454.643191 + Penalty 2688.170112 = -491766.473079 nChanged 7 SP:Iteration 72Q (1122.657702 sec): 3 clusters Score: Raw -494456.739571 + Penalty 2688.170112 = -491768.569459 nChanged 6 SP:Iteration 73Q (1122.706560 sec): 3 clusters Score: Raw -494458.006108 + Penalty 2688.170112 = -491769.835995 nChanged 6 SP:Iteration 74Q (1122.757922 sec): 3 clusters Score: Raw -494459.132862 + Penalty 2688.170112 = -491770.962750 nChanged 3 SP:Iteration 75Q (1122.803011 sec): 3 clusters Score: Raw -494460.185497 + Penalty 2688.170112 = -491772.015385 nChanged 3 SP:Iteration 76Q (1122.840947 sec): 3 clusters Score: Raw -494461.572235 + Penalty 2688.170112 = -491773.402123 nChanged 3 SP:Iteration 77Q (1122.889907 sec): 3 clusters Score: Raw -494463.082126 + Penalty 2688.170112 = -491774.912014 nChanged 7 SP:Iteration 78Q (1122.941934 sec): 3 clusters Score: Raw -494465.398096 + Penalty 2688.170112 = -491777.227984 nChanged 5 SP:Iteration 79Q (1122.979224 sec): 3 clusters Score: Raw -494467.261055 + Penalty 2688.170112 = -491779.090942 nChanged 6 SP:Iteration 80F (1123.029722 sec): 3 clusters Score: Raw -494468.857545 + Penalty 2688.170112 = -491780.687433 nChanged 3 SP:Iteration 81Q (1123.074129 sec): 3 clusters Score: Raw -494469.380996 + Penalty 2688.170112 = -491781.210883 nChanged 3 SP:Iteration 82Q (1123.120898 sec): 3 clusters Score: Raw -494470.660231 + Penalty 2688.170112 = -491782.490118 nChanged 3 SP:Iteration 83Q (1123.170337 sec): 3 clusters Score: Raw -494471.392115 + Penalty 2688.170112 = -491783.222002 nChanged 4 SP:Iteration 84Q (1123.217940 sec): 3 clusters Score: Raw -494472.181724 + Penalty 2688.170112 = -491784.011612 nChanged 5 SP:Iteration 85Q (1123.265812 sec): 3 clusters Score: Raw -494473.166315 + Penalty 2688.170112 = -491784.996203 nChanged 3 SP:Iteration 86Q (1123.305730 sec): 3 clusters Score: Raw -494473.878717 + Penalty 2688.170112 = -491785.708605 nChanged 2 SP:Iteration 87Q (1123.348530 sec): 3 clusters Score: Raw -494474.758737 + Penalty 2688.170112 = -491786.588624 nChanged 2 SP:Iteration 88Q (1123.404467 sec): 3 clusters Score: Raw -494475.764278 + Penalty 2688.170112 = -491787.594166 nChanged 1 SP:Iteration 89Q (1123.439813 sec): 3 clusters Score: Raw -494475.948805 + Penalty 2688.170112 = -491787.778692 nChanged 1 SP:Iteration 90Q (1123.493774 sec): 3 clusters Score: Raw -494476.142998 + Penalty 2688.170112 = -491787.972885 nChanged 0 SP:Iteration 91F (1123.532019 sec): 3 clusters Score: Raw -494476.142998 + Penalty 2688.170112 = -491787.972885 nChanged 0 Trying to split cluster 20 (10418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1123.576804 sec): 2 clusters Score: Raw -1269154.728261 + Penalty 1503.334683 = -1267651.393577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1123.633024 sec): 3 clusters Score: Raw -1263167.797409 + Penalty 3006.669366 = -1260161.128043 nChanged 4541 SP:Iteration 1F (1123.686694 sec): 3 clusters Score: Raw -1265710.388728 + Penalty 3006.669366 = -1262703.719361 nChanged 655 SP:Iteration 2F (1123.735510 sec): 3 clusters Score: Raw -1266072.776792 + Penalty 3006.669366 = -1263066.107426 nChanged 651 SP:Iteration 3F (1123.787937 sec): 3 clusters Score: Raw -1266446.011596 + Penalty 3006.669366 = -1263439.342230 nChanged 683 SP:Iteration 4F (1123.855640 sec): 3 clusters Score: Raw -1266898.545121 + Penalty 3006.669366 = -1263891.875755 nChanged 665 SP:Iteration 5F (1123.900615 sec): 3 clusters Score: Raw -1267369.300590 + Penalty 3006.669366 = -1264362.631224 nChanged 633 SP:Iteration 6F (1123.961590 sec): 3 clusters Score: Raw -1267812.140572 + Penalty 3006.669366 = -1264805.471206 nChanged 494 SP:Iteration 7Q (1124.019720 sec): 3 clusters Score: Raw -1268161.904283 + Penalty 3006.669366 = -1265155.234916 nChanged 408 SP:Iteration 8Q (1124.073637 sec): 3 clusters Score: Raw -1268477.174434 + Penalty 3006.669366 = -1265470.505068 nChanged 334 SP:Iteration 9Q (1124.136351 sec): 3 clusters Score: Raw -1268685.512179 + Penalty 3006.669366 = -1265678.842813 nChanged 219 SP:Iteration 10Q (1124.187970 sec): 3 clusters Score: Raw -1268794.141461 + Penalty 3006.669366 = -1265787.472094 nChanged 167 SP:Iteration 11Q (1124.251323 sec): 3 clusters Score: Raw -1268872.201046 + Penalty 3006.669366 = -1265865.531680 nChanged 150 SP:Iteration 12Q (1124.316458 sec): 3 clusters Score: Raw -1268936.700690 + Penalty 3006.669366 = -1265930.031324 nChanged 116 SP:Iteration 13Q (1124.367302 sec): 3 clusters Score: Raw -1268985.153750 + Penalty 3006.669366 = -1265978.484384 nChanged 84 SP:Iteration 14Q (1124.436386 sec): 3 clusters Score: Raw -1269015.566943 + Penalty 3006.669366 = -1266008.897576 nChanged 64 SP:Iteration 15Q (1124.493638 sec): 3 clusters Score: Raw -1269037.635102 + Penalty 3006.669366 = -1266030.965736 nChanged 60 SP:Iteration 16Q (1124.543737 sec): 3 clusters Score: Raw -1269056.746802 + Penalty 3006.669366 = -1266050.077435 nChanged 61 SP:Iteration 17Q (1124.597244 sec): 3 clusters Score: Raw -1269076.285630 + Penalty 3006.669366 = -1266069.616264 nChanged 56 SP:Iteration 18Q (1124.646914 sec): 3 clusters Score: Raw -1269093.912525 + Penalty 3006.669366 = -1266087.243159 nChanged 57 SP:Iteration 19Q (1124.702138 sec): 3 clusters Score: Raw -1269111.670115 + Penalty 3006.669366 = -1266105.000748 nChanged 62 SP:Iteration 20F (1124.755397 sec): 3 clusters Score: Raw -1269129.221660 + Penalty 3006.669366 = -1266122.552293 nChanged 56 SP:Iteration 21Q (1124.825611 sec): 3 clusters Score: Raw -1269146.647406 + Penalty 3006.669366 = -1266139.978039 nChanged 53 SP:Iteration 22Q (1124.871434 sec): 3 clusters Score: Raw -1269162.620652 + Penalty 3006.669366 = -1266155.951285 nChanged 48 SP:Iteration 23Q (1124.933739 sec): 3 clusters Score: Raw -1269176.944558 + Penalty 3006.669366 = -1266170.275191 nChanged 58 SP:Iteration 24Q (1124.985862 sec): 3 clusters Score: Raw -1269200.860636 + Penalty 3006.669366 = -1266194.191270 nChanged 54 SP:Iteration 25Q (1125.048754 sec): 3 clusters Score: Raw -1269218.754713 + Penalty 3006.669366 = -1266212.085347 nChanged 50 SP:Iteration 26Q (1125.107582 sec): 3 clusters Score: Raw -1269233.841604 + Penalty 3006.669366 = -1266227.172238 nChanged 43 SP:Iteration 27Q (1125.150869 sec): 3 clusters Score: Raw -1269246.926975 + Penalty 3006.669366 = -1266240.257608 nChanged 34 SP:Iteration 28Q (1125.204259 sec): 3 clusters Score: Raw -1269256.125206 + Penalty 3006.669366 = -1266249.455840 nChanged 20 SP:Iteration 29Q (1125.261876 sec): 3 clusters Score: Raw -1269260.694412 + Penalty 3006.669366 = -1266254.025045 nChanged 17 SP:Iteration 30Q (1125.317484 sec): 3 clusters Score: Raw -1269264.072138 + Penalty 3006.669366 = -1266257.402772 nChanged 12 SP:Iteration 31Q (1125.377000 sec): 3 clusters Score: Raw -1269266.684940 + Penalty 3006.669366 = -1266260.015574 nChanged 13 SP:Iteration 32Q (1125.420032 sec): 3 clusters Score: Raw -1269269.864890 + Penalty 3006.669366 = -1266263.195523 nChanged 10 SP:Iteration 33Q (1125.484771 sec): 3 clusters Score: Raw -1269271.942712 + Penalty 3006.669366 = -1266265.273346 nChanged 9 SP:Iteration 34Q (1125.542578 sec): 3 clusters Score: Raw -1269273.321924 + Penalty 3006.669366 = -1266266.652557 nChanged 5 SP:Iteration 35Q (1125.605091 sec): 3 clusters Score: Raw -1269274.806143 + Penalty 3006.669366 = -1266268.136777 nChanged 6 SP:Iteration 36Q (1125.659880 sec): 3 clusters Score: Raw -1269275.776167 + Penalty 3006.669366 = -1266269.106801 nChanged 5 SP:Iteration 37Q (1125.707608 sec): 3 clusters Score: Raw -1269276.907107 + Penalty 3006.669366 = -1266270.237741 nChanged 2 SP:Iteration 38Q (1125.759907 sec): 3 clusters Score: Raw -1269277.113697 + Penalty 3006.669366 = -1266270.444330 nChanged 1 SP:Iteration 39Q (1125.815094 sec): 3 clusters Score: Raw -1269277.210237 + Penalty 3006.669366 = -1266270.540871 nChanged 0 SP:Iteration 40F (1125.879368 sec): 3 clusters Score: Raw -1269277.210237 + Penalty 3006.669366 = -1266270.540871 nChanged 0 Trying to split cluster 21 (2829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1125.911002 sec): 2 clusters Score: Raw -332324.433874 + Penalty 1291.497768 = -331032.936106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1125.949007 sec): 3 clusters Score: Raw -330994.622896 + Penalty 2582.995536 = -328411.627361 nChanged 1035 SP:Iteration 1F (1125.986986 sec): 3 clusters Score: Raw -331670.310632 + Penalty 2582.995536 = -329087.315096 nChanged 238 SP:Iteration 2F (1126.026645 sec): 3 clusters Score: Raw -331916.478004 + Penalty 2582.995536 = -329333.482468 nChanged 204 SP:Iteration 3F (1126.068049 sec): 3 clusters Score: Raw -332138.398580 + Penalty 2582.995536 = -329555.403045 nChanged 189 SP:Iteration 4F (1126.132393 sec): 3 clusters Score: Raw -332356.948604 + Penalty 2582.995536 = -329773.953068 nChanged 173 SP:Iteration 5F (1126.178895 sec): 3 clusters Score: Raw -332552.007180 + Penalty 2582.995536 = -329969.011645 nChanged 134 SP:Iteration 6Q (1126.213574 sec): 3 clusters Score: Raw -332684.182866 + Penalty 2582.995536 = -330101.187330 nChanged 90 SP:Iteration 7Q (1126.259623 sec): 3 clusters Score: Raw -332768.832182 + Penalty 2582.995536 = -330185.836646 nChanged 66 SP:Iteration 8Q (1126.302376 sec): 3 clusters Score: Raw -332824.149992 + Penalty 2582.995536 = -330241.154456 nChanged 50 SP:Iteration 9Q (1126.348606 sec): 3 clusters Score: Raw -332863.573363 + Penalty 2582.995536 = -330280.577828 nChanged 40 SP:Iteration 10Q (1126.392674 sec): 3 clusters Score: Raw -332883.874841 + Penalty 2582.995536 = -330300.879305 nChanged 27 SP:Iteration 11Q (1126.432235 sec): 3 clusters Score: Raw -332896.856859 + Penalty 2582.995536 = -330313.861324 nChanged 18 SP:Iteration 12Q (1126.476361 sec): 3 clusters Score: Raw -332905.856502 + Penalty 2582.995536 = -330322.860966 nChanged 16 SP:Iteration 13Q (1126.512852 sec): 3 clusters Score: Raw -332913.498810 + Penalty 2582.995536 = -330330.503274 nChanged 12 SP:Iteration 14Q (1126.555098 sec): 3 clusters Score: Raw -332918.927976 + Penalty 2582.995536 = -330335.932440 nChanged 6 SP:Iteration 15Q (1126.581787 sec): 3 clusters Score: Raw -332920.922654 + Penalty 2582.995536 = -330337.927118 nChanged 4 SP:Iteration 16Q (1126.595763 sec): 3 clusters Score: Raw -332923.340704 + Penalty 2582.995536 = -330340.345168 nChanged 5 SP:Iteration 17Q (1126.609203 sec): 3 clusters Score: Raw -332925.345948 + Penalty 2582.995536 = -330342.350412 nChanged 5 SP:Iteration 18Q (1126.661264 sec): 3 clusters Score: Raw -332927.802282 + Penalty 2582.995536 = -330344.806746 nChanged 5 SP:Iteration 19Q (1126.722779 sec): 3 clusters Score: Raw -332929.868085 + Penalty 2582.995536 = -330346.872549 nChanged 2 SP:Iteration 20F (1126.754362 sec): 3 clusters Score: Raw -332930.583107 + Penalty 2582.995536 = -330347.587571 nChanged 2 SP:Iteration 21Q (1126.795799 sec): 3 clusters Score: Raw -332930.944035 + Penalty 2582.995536 = -330347.948500 nChanged 0 SP:Iteration 22F (1126.837748 sec): 3 clusters Score: Raw -332930.944035 + Penalty 2582.995536 = -330347.948500 nChanged 0 Trying to split cluster 22 (9239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1126.870926 sec): 2 clusters Score: Raw -1137673.508396 + Penalty 1483.818202 = -1136189.690195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1126.930394 sec): 3 clusters Score: Raw -1132447.569645 + Penalty 2967.636403 = -1129479.933241 nChanged 4014 SP:Iteration 1F (1126.982132 sec): 3 clusters Score: Raw -1134655.791217 + Penalty 2967.636403 = -1131688.154814 nChanged 586 SP:Iteration 2F (1127.036866 sec): 3 clusters Score: Raw -1134925.517408 + Penalty 2967.636403 = -1131957.881005 nChanged 448 SP:Iteration 3Q (1127.092678 sec): 3 clusters Score: Raw -1135141.098295 + Penalty 2967.636403 = -1132173.461891 nChanged 448 SP:Iteration 4Q (1127.164070 sec): 3 clusters Score: Raw -1135355.245156 + Penalty 2967.636403 = -1132387.608753 nChanged 394 SP:Iteration 5Q (1127.221664 sec): 3 clusters Score: Raw -1135558.550550 + Penalty 2967.636403 = -1132590.914146 nChanged 369 SP:Iteration 6Q (1127.273251 sec): 3 clusters Score: Raw -1135772.337651 + Penalty 2967.636403 = -1132804.701248 nChanged 394 SP:Iteration 7Q (1127.345318 sec): 3 clusters Score: Raw -1136008.204485 + Penalty 2967.636403 = -1133040.568082 nChanged 372 SP:Iteration 8Q (1127.396285 sec): 3 clusters Score: Raw -1136232.362943 + Penalty 2967.636403 = -1133264.726540 nChanged 354 SP:Iteration 9Q (1127.459660 sec): 3 clusters Score: Raw -1136453.198987 + Penalty 2967.636403 = -1133485.562584 nChanged 353 SP:Iteration 10Q (1127.500247 sec): 3 clusters Score: Raw -1136688.297321 + Penalty 2967.636403 = -1133720.660917 nChanged 317 SP:Iteration 11Q (1127.557135 sec): 3 clusters Score: Raw -1136891.674309 + Penalty 2967.636403 = -1133924.037906 nChanged 236 SP:Iteration 12Q (1127.605560 sec): 3 clusters Score: Raw -1137027.334499 + Penalty 2967.636403 = -1134059.698096 nChanged 205 SP:Iteration 13Q (1127.654521 sec): 3 clusters Score: Raw -1137142.792528 + Penalty 2967.636403 = -1134175.156125 nChanged 166 SP:Iteration 14Q (1127.708071 sec): 3 clusters Score: Raw -1137242.483004 + Penalty 2967.636403 = -1134274.846600 nChanged 136 SP:Iteration 15Q (1127.757391 sec): 3 clusters Score: Raw -1137331.029807 + Penalty 2967.636403 = -1134363.393403 nChanged 127 SP:Iteration 16Q (1127.803428 sec): 3 clusters Score: Raw -1137401.919070 + Penalty 2967.636403 = -1134434.282667 nChanged 100 SP:Iteration 17Q (1127.858230 sec): 3 clusters Score: Raw -1137451.953591 + Penalty 2967.636403 = -1134484.317188 nChanged 85 SP:Iteration 18Q (1127.910946 sec): 3 clusters Score: Raw -1137495.748168 + Penalty 2967.636403 = -1134528.111765 nChanged 72 SP:Iteration 19Q (1127.959865 sec): 3 clusters Score: Raw -1137530.002055 + Penalty 2967.636403 = -1134562.365652 nChanged 66 SP:Iteration 20F (1128.017281 sec): 3 clusters Score: Raw -1137564.458343 + Penalty 2967.636403 = -1134596.821940 nChanged 58 SP:Iteration 21Q (1128.066863 sec): 3 clusters Score: Raw -1137596.895088 + Penalty 2967.636403 = -1134629.258684 nChanged 65 SP:Iteration 22Q (1128.111786 sec): 3 clusters Score: Raw -1137627.973329 + Penalty 2967.636403 = -1134660.336925 nChanged 57 SP:Iteration 23Q (1128.172223 sec): 3 clusters Score: Raw -1137656.369058 + Penalty 2967.636403 = -1134688.732654 nChanged 56 SP:Iteration 24Q (1128.229356 sec): 3 clusters Score: Raw -1137685.853729 + Penalty 2967.636403 = -1134718.217326 nChanged 45 SP:Iteration 25Q (1128.276633 sec): 3 clusters Score: Raw -1137709.673669 + Penalty 2967.636403 = -1134742.037266 nChanged 50 SP:Iteration 26Q (1128.332304 sec): 3 clusters Score: Raw -1137735.243431 + Penalty 2967.636403 = -1134767.607028 nChanged 35 SP:Iteration 27Q (1128.388718 sec): 3 clusters Score: Raw -1137756.462844 + Penalty 2967.636403 = -1134788.826441 nChanged 40 SP:Iteration 28Q (1128.440001 sec): 3 clusters Score: Raw -1137777.801304 + Penalty 2967.636403 = -1134810.164901 nChanged 33 SP:Iteration 29Q (1128.492016 sec): 3 clusters Score: Raw -1137801.541210 + Penalty 2967.636403 = -1134833.904807 nChanged 33 SP:Iteration 30Q (1128.512423 sec): 3 clusters Score: Raw -1137822.494487 + Penalty 2967.636403 = -1134854.858084 nChanged 25 SP:Iteration 31Q (1128.574886 sec): 3 clusters Score: Raw -1137837.020406 + Penalty 2967.636403 = -1134869.384002 nChanged 28 SP:Iteration 32Q (1128.624346 sec): 3 clusters Score: Raw -1137853.682086 + Penalty 2967.636403 = -1134886.045682 nChanged 25 SP:Iteration 33Q (1128.667226 sec): 3 clusters Score: Raw -1137866.406889 + Penalty 2967.636403 = -1134898.770486 nChanged 21 SP:Iteration 34Q (1128.726215 sec): 3 clusters Score: Raw -1137878.585551 + Penalty 2967.636403 = -1134910.949147 nChanged 21 SP:Iteration 35Q (1128.778964 sec): 3 clusters Score: Raw -1137888.549066 + Penalty 2967.636403 = -1134920.912663 nChanged 15 SP:Iteration 36Q (1128.838522 sec): 3 clusters Score: Raw -1137896.791120 + Penalty 2967.636403 = -1134929.154716 nChanged 12 SP:Iteration 37Q (1128.884713 sec): 3 clusters Score: Raw -1137902.094001 + Penalty 2967.636403 = -1134934.457597 nChanged 8 SP:Iteration 38Q (1128.939310 sec): 3 clusters Score: Raw -1137906.797225 + Penalty 2967.636403 = -1134939.160822 nChanged 10 SP:Iteration 39Q (1128.994022 sec): 3 clusters Score: Raw -1137911.916227 + Penalty 2967.636403 = -1134944.279824 nChanged 11 SP:Iteration 40F (1129.047136 sec): 3 clusters Score: Raw -1137917.050697 + Penalty 2967.636403 = -1134949.414294 nChanged 8 SP:Iteration 41Q (1129.098082 sec): 3 clusters Score: Raw -1137920.627708 + Penalty 2967.636403 = -1134952.991305 nChanged 4 SP:Iteration 42Q (1129.154627 sec): 3 clusters Score: Raw -1137922.637339 + Penalty 2967.636403 = -1134955.000936 nChanged 5 SP:Iteration 43Q (1129.198261 sec): 3 clusters Score: Raw -1137924.809302 + Penalty 2967.636403 = -1134957.172899 nChanged 5 SP:Iteration 44Q (1129.247941 sec): 3 clusters Score: Raw -1137927.343447 + Penalty 2967.636403 = -1134959.707044 nChanged 4 SP:Iteration 45Q (1129.310710 sec): 3 clusters Score: Raw -1137928.649242 + Penalty 2967.636403 = -1134961.012838 nChanged 5 SP:Iteration 46Q (1129.367146 sec): 3 clusters Score: Raw -1137929.875837 + Penalty 2967.636403 = -1134962.239433 nChanged 1 SP:Iteration 47Q (1129.419660 sec): 3 clusters Score: Raw -1137930.701072 + Penalty 2967.636403 = -1134963.064669 nChanged 0 SP:Iteration 48F (1129.479857 sec): 3 clusters Score: Raw -1137930.701072 + Penalty 2967.636403 = -1134963.064669 nChanged 0 Trying to split cluster 23 (12210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1129.530233 sec): 2 clusters Score: Raw -1391773.079472 + Penalty 1529.126717 = -1390243.952755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1129.585836 sec): 3 clusters Score: Raw -1384684.457644 + Penalty 3058.253434 = -1381626.204209 nChanged 5447 SP:Iteration 1F (1129.643050 sec): 3 clusters Score: Raw -1387893.997232 + Penalty 3058.253434 = -1384835.743797 nChanged 794 SP:Iteration 2F (1129.701515 sec): 3 clusters Score: Raw -1388282.225898 + Penalty 3058.253434 = -1385223.972464 nChanged 734 SP:Iteration 3F (1129.769722 sec): 3 clusters Score: Raw -1388675.598696 + Penalty 3058.253434 = -1385617.345262 nChanged 734 SP:Iteration 4F (1129.847008 sec): 3 clusters Score: Raw -1389116.360042 + Penalty 3058.253434 = -1386058.106607 nChanged 725 SP:Iteration 5F (1129.902882 sec): 3 clusters Score: Raw -1389568.411188 + Penalty 3058.253434 = -1386510.157753 nChanged 694 SP:Iteration 6F (1129.961095 sec): 3 clusters Score: Raw -1390056.371734 + Penalty 3058.253434 = -1386998.118299 nChanged 659 SP:Iteration 7F (1130.033994 sec): 3 clusters Score: Raw -1390655.162240 + Penalty 3058.253434 = -1387596.908806 nChanged 582 SP:Iteration 8Q (1130.078602 sec): 3 clusters Score: Raw -1391295.186125 + Penalty 3058.253434 = -1388236.932691 nChanged 409 SP:Iteration 9Q (1130.140915 sec): 3 clusters Score: Raw -1391756.569073 + Penalty 3058.253434 = -1388698.315639 nChanged 267 SP:Iteration 10Q (1130.195415 sec): 3 clusters Score: Raw -1391952.577375 + Penalty 3058.253434 = -1388894.323940 nChanged 160 SP:Iteration 11Q (1130.261324 sec): 3 clusters Score: Raw -1392031.092490 + Penalty 3058.253434 = -1388972.839055 nChanged 114 SP:Iteration 12Q (1130.312991 sec): 3 clusters Score: Raw -1392083.132927 + Penalty 3058.253434 = -1389024.879492 nChanged 74 SP:Iteration 13Q (1130.369981 sec): 3 clusters Score: Raw -1392113.571762 + Penalty 3058.253434 = -1389055.318328 nChanged 61 SP:Iteration 14Q (1130.427744 sec): 3 clusters Score: Raw -1392135.680755 + Penalty 3058.253434 = -1389077.427320 nChanged 51 SP:Iteration 15Q (1130.499954 sec): 3 clusters Score: Raw -1392149.195880 + Penalty 3058.253434 = -1389090.942446 nChanged 31 SP:Iteration 16Q (1130.547534 sec): 3 clusters Score: Raw -1392154.657065 + Penalty 3058.253434 = -1389096.403631 nChanged 12 SP:Iteration 17Q (1130.610437 sec): 3 clusters Score: Raw -1392156.846084 + Penalty 3058.253434 = -1389098.592650 nChanged 16 SP:Iteration 18Q (1130.662072 sec): 3 clusters Score: Raw -1392159.276609 + Penalty 3058.253434 = -1389101.023175 nChanged 18 SP:Iteration 19Q (1130.714244 sec): 3 clusters Score: Raw -1392162.564203 + Penalty 3058.253434 = -1389104.310769 nChanged 15 SP:Iteration 20F (1130.767325 sec): 3 clusters Score: Raw -1392164.772544 + Penalty 3058.253434 = -1389106.519110 nChanged 16 SP:Iteration 21Q (1130.842877 sec): 3 clusters Score: Raw -1392168.200985 + Penalty 3058.253434 = -1389109.947551 nChanged 17 SP:Iteration 22Q (1130.901906 sec): 3 clusters Score: Raw -1392171.385579 + Penalty 3058.253434 = -1389113.132145 nChanged 12 SP:Iteration 23Q (1130.954189 sec): 3 clusters Score: Raw -1392173.132627 + Penalty 3058.253434 = -1389114.879192 nChanged 8 SP:Iteration 24Q (1131.005738 sec): 3 clusters Score: Raw -1392174.554097 + Penalty 3058.253434 = -1389116.300663 nChanged 10 SP:Iteration 25Q (1131.070397 sec): 3 clusters Score: Raw -1392176.617855 + Penalty 3058.253434 = -1389118.364420 nChanged 8 SP:Iteration 26Q (1131.123274 sec): 3 clusters Score: Raw -1392177.920121 + Penalty 3058.253434 = -1389119.666686 nChanged 4 SP:Iteration 27Q (1131.189935 sec): 3 clusters Score: Raw -1392178.294392 + Penalty 3058.253434 = -1389120.040958 nChanged 1 SP:Iteration 28Q (1131.236696 sec): 3 clusters Score: Raw -1392178.368467 + Penalty 3058.253434 = -1389120.115033 nChanged 0 SP:Iteration 29F (1131.302846 sec): 3 clusters Score: Raw -1392178.368467 + Penalty 3058.253434 = -1389120.115033 nChanged 0 Trying to split cluster 24 (38628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1131.372033 sec): 2 clusters Score: Raw -4521101.488193 + Penalty 1716.281561 = -4519385.206632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1131.493847 sec): 3 clusters Score: Raw -4496932.052325 + Penalty 3432.563121 = -4493499.489204 nChanged 17916 SP:Iteration 1F (1131.603798 sec): 3 clusters Score: Raw -4507170.149252 + Penalty 3432.563121 = -4503737.586131 nChanged 1665 SP:Iteration 2Q (1131.710170 sec): 3 clusters Score: Raw -4507679.621676 + Penalty 3432.563121 = -4504247.058555 nChanged 1627 SP:Iteration 3Q (1131.834573 sec): 3 clusters Score: Raw -4508272.971154 + Penalty 3432.563121 = -4504840.408033 nChanged 1898 SP:Iteration 4Q (1131.946578 sec): 3 clusters Score: Raw -4509125.438399 + Penalty 3432.563121 = -4505692.875277 nChanged 2279 SP:Iteration 5F (1132.057959 sec): 3 clusters Score: Raw -4510424.677079 + Penalty 3432.563121 = -4506992.113958 nChanged 2713 SP:Iteration 6F (1132.168667 sec): 3 clusters Score: Raw -4512346.463056 + Penalty 3432.563121 = -4508913.899935 nChanged 2946 SP:Iteration 7F (1132.272091 sec): 3 clusters Score: Raw -4514824.789240 + Penalty 3432.563121 = -4511392.226119 nChanged 2722 SP:Iteration 8F (1132.367554 sec): 3 clusters Score: Raw -4517351.513911 + Penalty 3432.563121 = -4513918.950790 nChanged 2007 SP:Iteration 9F (1132.471174 sec): 3 clusters Score: Raw -4519261.803775 + Penalty 3432.563121 = -4515829.240654 nChanged 1203 SP:Iteration 10Q (1132.596513 sec): 3 clusters Score: Raw -4520362.074827 + Penalty 3432.563121 = -4516929.511706 nChanged 582 SP:Iteration 11Q (1132.698504 sec): 3 clusters Score: Raw -4520859.232101 + Penalty 3432.563121 = -4517426.668980 nChanged 298 SP:Iteration 12Q (1132.793149 sec): 3 clusters Score: Raw -4521104.524602 + Penalty 3432.563121 = -4517671.961480 nChanged 164 SP:Iteration 13Q (1132.891075 sec): 3 clusters Score: Raw -4521241.403905 + Penalty 3432.563121 = -4517808.840784 nChanged 73 SP:Iteration 14Q (1132.967429 sec): 3 clusters Score: Raw -4521302.998509 + Penalty 3432.563121 = -4517870.435387 nChanged 47 SP:Iteration 15Q (1133.075321 sec): 3 clusters Score: Raw -4521342.082314 + Penalty 3432.563121 = -4517909.519192 nChanged 28 SP:Iteration 16Q (1133.172858 sec): 3 clusters Score: Raw -4521360.594772 + Penalty 3432.563121 = -4517928.031651 nChanged 18 SP:Iteration 17Q (1133.270642 sec): 3 clusters Score: Raw -4521373.744278 + Penalty 3432.563121 = -4517941.181156 nChanged 14 SP:Iteration 18Q (1133.358433 sec): 3 clusters Score: Raw -4521381.968846 + Penalty 3432.563121 = -4517949.405725 nChanged 5 SP:Iteration 19Q (1133.459450 sec): 3 clusters Score: Raw -4521384.932460 + Penalty 3432.563121 = -4517952.369339 nChanged 2 SP:Iteration 20F (1133.578712 sec): 3 clusters Score: Raw -4521387.198580 + Penalty 3432.563121 = -4517954.635459 nChanged 3 SP:Iteration 21Q (1133.664876 sec): 3 clusters Score: Raw -4521390.110369 + Penalty 3432.563121 = -4517957.547248 nChanged 3 SP:Iteration 22Q (1133.751862 sec): 3 clusters Score: Raw -4521392.605322 + Penalty 3432.563121 = -4517960.042200 nChanged 3 SP:Iteration 23Q (1133.848265 sec): 3 clusters Score: Raw -4521395.050319 + Penalty 3432.563121 = -4517962.487197 nChanged 2 SP:Iteration 24Q (1133.944220 sec): 3 clusters Score: Raw -4521396.202294 + Penalty 3432.563121 = -4517963.639173 nChanged 0 SP:Iteration 25F (1134.053546 sec): 3 clusters Score: Raw -4521396.202294 + Penalty 3432.563121 = -4517963.639173 nChanged 0 Trying to split cluster 25 (48908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1134.135165 sec): 2 clusters Score: Raw -5914791.271335 + Penalty 1754.625642 = -5913036.645693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1134.262594 sec): 3 clusters Score: Raw -5883852.966304 + Penalty 3509.251285 = -5880343.715020 nChanged 22920 SP:Iteration 1F (1134.381800 sec): 3 clusters Score: Raw -5897299.572084 + Penalty 3509.251285 = -5893790.320799 nChanged 2069 SP:Iteration 2Q (1134.510478 sec): 3 clusters Score: Raw -5898026.644616 + Penalty 3509.251285 = -5894517.393332 nChanged 2189 SP:Iteration 3Q (1134.651165 sec): 3 clusters Score: Raw -5898962.003806 + Penalty 3509.251285 = -5895452.752521 nChanged 2439 SP:Iteration 4Q (1134.766524 sec): 3 clusters Score: Raw -5900270.356168 + Penalty 3509.251285 = -5896761.104883 nChanged 2862 SP:Iteration 5F (1134.885836 sec): 3 clusters Score: Raw -5902195.936982 + Penalty 3509.251285 = -5898686.685697 nChanged 3227 SP:Iteration 6F (1134.995365 sec): 3 clusters Score: Raw -5904803.746727 + Penalty 3509.251285 = -5901294.495442 nChanged 3289 SP:Iteration 7F (1135.114002 sec): 3 clusters Score: Raw -5907567.145486 + Penalty 3509.251285 = -5904057.894201 nChanged 2968 SP:Iteration 8F (1135.233388 sec): 3 clusters Score: Raw -5909525.389541 + Penalty 3509.251285 = -5906016.138256 nChanged 2124 SP:Iteration 9Q (1135.362611 sec): 3 clusters Score: Raw -5910569.629589 + Penalty 3509.251285 = -5907060.378304 nChanged 1420 SP:Iteration 10Q (1135.477010 sec): 3 clusters Score: Raw -5911119.423154 + Penalty 3509.251285 = -5907610.171870 nChanged 1087 SP:Iteration 11Q (1135.599564 sec): 3 clusters Score: Raw -5911508.315068 + Penalty 3509.251285 = -5907999.063783 nChanged 928 SP:Iteration 12Q (1135.705068 sec): 3 clusters Score: Raw -5911852.713413 + Penalty 3509.251285 = -5908343.462128 nChanged 896 SP:Iteration 13Q (1135.827474 sec): 3 clusters Score: Raw -5912201.133176 + Penalty 3509.251285 = -5908691.881891 nChanged 834 SP:Iteration 14Q (1135.941818 sec): 3 clusters Score: Raw -5912519.069263 + Penalty 3509.251285 = -5909009.817978 nChanged 792 SP:Iteration 15Q (1136.054461 sec): 3 clusters Score: Raw -5912780.504559 + Penalty 3509.251285 = -5909271.253274 nChanged 697 SP:Iteration 16Q (1136.155330 sec): 3 clusters Score: Raw -5913007.363301 + Penalty 3509.251285 = -5909498.112016 nChanged 677 SP:Iteration 17Q (1136.267481 sec): 3 clusters Score: Raw -5913213.889286 + Penalty 3509.251285 = -5909704.638001 nChanged 642 SP:Iteration 18Q (1136.384088 sec): 3 clusters Score: Raw -5913395.509435 + Penalty 3509.251285 = -5909886.258150 nChanged 594 SP:Iteration 19Q (1136.506370 sec): 3 clusters Score: Raw -5913560.928766 + Penalty 3509.251285 = -5910051.677481 nChanged 534 SP:Iteration 20F (1136.627428 sec): 3 clusters Score: Raw -5913689.389424 + Penalty 3509.251285 = -5910180.138139 nChanged 459 SP:Iteration 21Q (1136.751380 sec): 3 clusters Score: Raw -5913785.700930 + Penalty 3509.251285 = -5910276.449645 nChanged 384 SP:Iteration 22Q (1136.864230 sec): 3 clusters Score: Raw -5913862.476715 + Penalty 3509.251285 = -5910353.225430 nChanged 358 SP:Iteration 23Q (1136.984796 sec): 3 clusters Score: Raw -5913925.822406 + Penalty 3509.251285 = -5910416.571121 nChanged 289 SP:Iteration 24Q (1137.101383 sec): 3 clusters Score: Raw -5913973.067678 + Penalty 3509.251285 = -5910463.816393 nChanged 269 SP:Iteration 25Q (1137.205952 sec): 3 clusters Score: Raw -5914017.528878 + Penalty 3509.251285 = -5910508.277593 nChanged 259 SP:Iteration 26Q (1137.316776 sec): 3 clusters Score: Raw -5914057.332216 + Penalty 3509.251285 = -5910548.080931 nChanged 230 SP:Iteration 27Q (1137.433494 sec): 3 clusters Score: Raw -5914091.430333 + Penalty 3509.251285 = -5910582.179048 nChanged 236 SP:Iteration 28Q (1137.547206 sec): 3 clusters Score: Raw -5914126.622864 + Penalty 3509.251285 = -5910617.371579 nChanged 239 SP:Iteration 29Q (1137.670784 sec): 3 clusters Score: Raw -5914160.332372 + Penalty 3509.251285 = -5910651.081087 nChanged 229 SP:Iteration 30Q (1137.807870 sec): 3 clusters Score: Raw -5914189.586033 + Penalty 3509.251285 = -5910680.334748 nChanged 195 SP:Iteration 31Q (1137.915347 sec): 3 clusters Score: Raw -5914214.105966 + Penalty 3509.251285 = -5910704.854681 nChanged 188 SP:Iteration 32Q (1138.022645 sec): 3 clusters Score: Raw -5914235.964935 + Penalty 3509.251285 = -5910726.713651 nChanged 182 SP:Iteration 33Q (1138.143801 sec): 3 clusters Score: Raw -5914255.738349 + Penalty 3509.251285 = -5910746.487064 nChanged 173 SP:Iteration 34Q (1138.250602 sec): 3 clusters Score: Raw -5914274.405731 + Penalty 3509.251285 = -5910765.154446 nChanged 166 SP:Iteration 35Q (1138.372169 sec): 3 clusters Score: Raw -5914292.845611 + Penalty 3509.251285 = -5910783.594326 nChanged 168 SP:Iteration 36Q (1138.500159 sec): 3 clusters Score: Raw -5914312.545570 + Penalty 3509.251285 = -5910803.294285 nChanged 168 SP:Iteration 37Q (1138.617634 sec): 3 clusters Score: Raw -5914329.719167 + Penalty 3509.251285 = -5910820.467882 nChanged 157 SP:Iteration 38Q (1138.728241 sec): 3 clusters Score: Raw -5914348.569587 + Penalty 3509.251285 = -5910839.318302 nChanged 159 SP:Iteration 39Q (1138.834827 sec): 3 clusters Score: Raw -5914367.231880 + Penalty 3509.251285 = -5910857.980595 nChanged 154 SP:Iteration 40F (1138.942515 sec): 3 clusters Score: Raw -5914386.458543 + Penalty 3509.251285 = -5910877.207258 nChanged 167 SP:Iteration 41Q (1139.056083 sec): 3 clusters Score: Raw -5914408.606970 + Penalty 3509.251285 = -5910899.355685 nChanged 179 SP:Iteration 42Q (1139.171718 sec): 3 clusters Score: Raw -5914430.759124 + Penalty 3509.251285 = -5910921.507839 nChanged 169 SP:Iteration 43Q (1139.276637 sec): 3 clusters Score: Raw -5914451.917301 + Penalty 3509.251285 = -5910942.666016 nChanged 169 SP:Iteration 44Q (1139.397420 sec): 3 clusters Score: Raw -5914475.228228 + Penalty 3509.251285 = -5910965.976943 nChanged 174 SP:Iteration 45Q (1139.510487 sec): 3 clusters Score: Raw -5914499.920547 + Penalty 3509.251285 = -5910990.669262 nChanged 172 SP:Iteration 46Q (1139.625509 sec): 3 clusters Score: Raw -5914525.243518 + Penalty 3509.251285 = -5911015.992233 nChanged 178 SP:Iteration 47Q (1139.744908 sec): 3 clusters Score: Raw -5914550.212737 + Penalty 3509.251285 = -5911040.961452 nChanged 175 SP:Iteration 48Q (1139.850408 sec): 3 clusters Score: Raw -5914575.568875 + Penalty 3509.251285 = -5911066.317590 nChanged 178 SP:Iteration 49Q (1139.975299 sec): 3 clusters Score: Raw -5914603.544127 + Penalty 3509.251285 = -5911094.292842 nChanged 177 SP:Iteration 50Q (1140.095838 sec): 3 clusters Score: Raw -5914630.736668 + Penalty 3509.251285 = -5911121.485383 nChanged 151 SP:Iteration 51Q (1140.200459 sec): 3 clusters Score: Raw -5914652.497232 + Penalty 3509.251285 = -5911143.245948 nChanged 152 SP:Iteration 52Q (1140.324036 sec): 3 clusters Score: Raw -5914675.827121 + Penalty 3509.251285 = -5911166.575836 nChanged 165 SP:Iteration 53Q (1140.444047 sec): 3 clusters Score: Raw -5914702.160814 + Penalty 3509.251285 = -5911192.909529 nChanged 164 SP:Iteration 54Q (1140.561698 sec): 3 clusters Score: Raw -5914728.327459 + Penalty 3509.251285 = -5911219.076174 nChanged 158 SP:Iteration 55Q (1140.666120 sec): 3 clusters Score: Raw -5914752.253454 + Penalty 3509.251285 = -5911243.002169 nChanged 147 SP:Iteration 56Q (1140.776106 sec): 3 clusters Score: Raw -5914773.297121 + Penalty 3509.251285 = -5911264.045836 nChanged 153 SP:Iteration 57Q (1140.880767 sec): 3 clusters Score: Raw -5914794.872494 + Penalty 3509.251285 = -5911285.621209 nChanged 136 SP:Iteration 58Q (1140.988511 sec): 3 clusters Score: Raw -5914817.044629 + Penalty 3509.251285 = -5911307.793344 nChanged 142 SP:Iteration 59Q (1141.094117 sec): 3 clusters Score: Raw -5914842.316742 + Penalty 3509.251285 = -5911333.065457 nChanged 155 SP:Iteration 60F (1141.223611 sec): 3 clusters Score: Raw -5914868.561333 + Penalty 3509.251285 = -5911359.310048 nChanged 137 SP:Iteration 61Q (1141.342262 sec): 3 clusters Score: Raw -5914891.392108 + Penalty 3509.251285 = -5911382.140823 nChanged 142 SP:Iteration 62Q (1141.450041 sec): 3 clusters Score: Raw -5914916.070692 + Penalty 3509.251285 = -5911406.819407 nChanged 144 SP:Iteration 63Q (1141.555286 sec): 3 clusters Score: Raw -5914944.266701 + Penalty 3509.251285 = -5911435.015416 nChanged 141 SP:Iteration 64Q (1141.687880 sec): 3 clusters Score: Raw -5914970.999947 + Penalty 3509.251285 = -5911461.748662 nChanged 130 SP:Iteration 65Q (1141.779854 sec): 3 clusters Score: Raw -5914993.405137 + Penalty 3509.251285 = -5911484.153852 nChanged 111 SP:Iteration 66Q (1141.893433 sec): 3 clusters Score: Raw -5915012.031766 + Penalty 3509.251285 = -5911502.780481 nChanged 98 SP:Iteration 67Q (1142.000361 sec): 3 clusters Score: Raw -5915030.134210 + Penalty 3509.251285 = -5911520.882925 nChanged 101 SP:Iteration 68Q (1142.115351 sec): 3 clusters Score: Raw -5915046.917543 + Penalty 3509.251285 = -5911537.666258 nChanged 80 SP:Iteration 69Q (1142.216181 sec): 3 clusters Score: Raw -5915058.871513 + Penalty 3509.251285 = -5911549.620229 nChanged 70 SP:Iteration 70Q (1142.335737 sec): 3 clusters Score: Raw -5915067.457165 + Penalty 3509.251285 = -5911558.205880 nChanged 61 SP:Iteration 71Q (1142.447299 sec): 3 clusters Score: Raw -5915073.738105 + Penalty 3509.251285 = -5911564.486821 nChanged 51 SP:Iteration 72Q (1142.551839 sec): 3 clusters Score: Raw -5915080.614930 + Penalty 3509.251285 = -5911571.363645 nChanged 46 SP:Iteration 73Q (1142.654174 sec): 3 clusters Score: Raw -5915085.552013 + Penalty 3509.251285 = -5911576.300728 nChanged 31 SP:Iteration 74Q (1142.771093 sec): 3 clusters Score: Raw -5915088.819581 + Penalty 3509.251285 = -5911579.568296 nChanged 25 SP:Iteration 75Q (1142.889594 sec): 3 clusters Score: Raw -5915091.451142 + Penalty 3509.251285 = -5911582.199857 nChanged 20 SP:Iteration 76Q (1142.989447 sec): 3 clusters Score: Raw -5915093.419220 + Penalty 3509.251285 = -5911584.167935 nChanged 17 SP:Iteration 77Q (1143.107643 sec): 3 clusters Score: Raw -5915094.844394 + Penalty 3509.251285 = -5911585.593109 nChanged 14 SP:Iteration 78Q (1143.222946 sec): 3 clusters Score: Raw -5915096.045655 + Penalty 3509.251285 = -5911586.794370 nChanged 16 SP:Iteration 79Q (1143.330079 sec): 3 clusters Score: Raw -5915098.079137 + Penalty 3509.251285 = -5911588.827853 nChanged 16 SP:Iteration 80F (1143.457378 sec): 3 clusters Score: Raw -5915100.409108 + Penalty 3509.251285 = -5911591.157823 nChanged 18 SP:Iteration 81Q (1143.555295 sec): 3 clusters Score: Raw -5915102.684180 + Penalty 3509.251285 = -5911593.432895 nChanged 25 SP:Iteration 82Q (1143.670451 sec): 3 clusters Score: Raw -5915105.258993 + Penalty 3509.251285 = -5911596.007708 nChanged 24 SP:Iteration 83Q (1143.794510 sec): 3 clusters Score: Raw -5915107.882918 + Penalty 3509.251285 = -5911598.631633 nChanged 28 SP:Iteration 84Q (1143.890339 sec): 3 clusters Score: Raw -5915111.081966 + Penalty 3509.251285 = -5911601.830681 nChanged 32 SP:Iteration 85Q (1143.992808 sec): 3 clusters Score: Raw -5915114.397012 + Penalty 3509.251285 = -5911605.145727 nChanged 37 SP:Iteration 86Q (1144.101759 sec): 3 clusters Score: Raw -5915118.129615 + Penalty 3509.251285 = -5911608.878330 nChanged 27 SP:Iteration 87Q (1144.207041 sec): 3 clusters Score: Raw -5915121.338173 + Penalty 3509.251285 = -5911612.086888 nChanged 35 SP:Iteration 88Q (1144.313087 sec): 3 clusters Score: Raw -5915125.783552 + Penalty 3509.251285 = -5911616.532267 nChanged 30 SP:Iteration 89Q (1144.442470 sec): 3 clusters Score: Raw -5915129.199554 + Penalty 3509.251285 = -5911619.948269 nChanged 21 SP:Iteration 90Q (1144.542029 sec): 3 clusters Score: Raw -5915131.994821 + Penalty 3509.251285 = -5911622.743536 nChanged 31 SP:Iteration 91Q (1144.665180 sec): 3 clusters Score: Raw -5915135.203371 + Penalty 3509.251285 = -5911625.952086 nChanged 25 SP:Iteration 92Q (1144.772801 sec): 3 clusters Score: Raw -5915137.967836 + Penalty 3509.251285 = -5911628.716551 nChanged 34 SP:Iteration 93Q (1144.883189 sec): 3 clusters Score: Raw -5915143.178470 + Penalty 3509.251285 = -5911633.927185 nChanged 35 SP:Iteration 94Q (1144.988423 sec): 3 clusters Score: Raw -5915148.811146 + Penalty 3509.251285 = -5911639.559861 nChanged 36 SP:Iteration 95Q (1145.075827 sec): 3 clusters Score: Raw -5915153.845741 + Penalty 3509.251285 = -5911644.594456 nChanged 37 SP:Iteration 96Q (1145.185673 sec): 3 clusters Score: Raw -5915159.100350 + Penalty 3509.251285 = -5911649.849065 nChanged 27 SP:Iteration 97Q (1145.306459 sec): 3 clusters Score: Raw -5915163.403591 + Penalty 3509.251285 = -5911654.152306 nChanged 36 SP:Iteration 98Q (1145.404474 sec): 3 clusters Score: Raw -5915168.947060 + Penalty 3509.251285 = -5911659.695775 nChanged 37 SP:Iteration 99Q (1145.519662 sec): 3 clusters Score: Raw -5915173.968409 + Penalty 3509.251285 = -5911664.717125 nChanged 35 SP:Iteration 100F (1145.630222 sec): 3 clusters Score: Raw -5915179.949330 + Penalty 3509.251285 = -5911670.698045 nChanged 37 SP:Iteration 101Q (1145.730685 sec): 3 clusters Score: Raw -5915187.190244 + Penalty 3509.251285 = -5911677.938959 nChanged 46 SP:Iteration 102Q (1145.844311 sec): 3 clusters Score: Raw -5915197.693647 + Penalty 3509.251285 = -5911688.442362 nChanged 46 SP:Iteration 103Q (1145.968307 sec): 3 clusters Score: Raw -5915206.547864 + Penalty 3509.251285 = -5911697.296579 nChanged 45 SP:Iteration 104Q (1146.081252 sec): 3 clusters Score: Raw -5915213.570297 + Penalty 3509.251285 = -5911704.319012 nChanged 36 SP:Iteration 105Q (1146.180714 sec): 3 clusters Score: Raw -5915219.354246 + Penalty 3509.251285 = -5911710.102961 nChanged 34 SP:Iteration 106Q (1146.293879 sec): 3 clusters Score: Raw -5915224.948486 + Penalty 3509.251285 = -5911715.697201 nChanged 29 SP:Iteration 107Q (1146.393742 sec): 3 clusters Score: Raw -5915229.923845 + Penalty 3509.251285 = -5911720.672560 nChanged 25 SP:Iteration 108Q (1146.489392 sec): 3 clusters Score: Raw -5915234.277039 + Penalty 3509.251285 = -5911725.025754 nChanged 26 SP:Iteration 109Q (1146.596414 sec): 3 clusters Score: Raw -5915239.262485 + Penalty 3509.251285 = -5911730.011200 nChanged 27 SP:Iteration 110Q (1146.698545 sec): 3 clusters Score: Raw -5915245.590912 + Penalty 3509.251285 = -5911736.339627 nChanged 28 SP:Iteration 111Q (1146.809684 sec): 3 clusters Score: Raw -5915250.984916 + Penalty 3509.251285 = -5911741.733631 nChanged 25 SP:Iteration 112Q (1146.910324 sec): 3 clusters Score: Raw -5915256.269793 + Penalty 3509.251285 = -5911747.018508 nChanged 31 SP:Iteration 113Q (1147.010712 sec): 3 clusters Score: Raw -5915261.650536 + Penalty 3509.251285 = -5911752.399251 nChanged 26 SP:Iteration 114Q (1147.136784 sec): 3 clusters Score: Raw -5915266.989969 + Penalty 3509.251285 = -5911757.738684 nChanged 35 SP:Iteration 115Q (1147.241489 sec): 3 clusters Score: Raw -5915274.057714 + Penalty 3509.251285 = -5911764.806429 nChanged 38 SP:Iteration 116Q (1147.350497 sec): 3 clusters Score: Raw -5915282.140582 + Penalty 3509.251285 = -5911772.889297 nChanged 31 SP:Iteration 117Q (1147.458124 sec): 3 clusters Score: Raw -5915287.772104 + Penalty 3509.251285 = -5911778.520819 nChanged 23 SP:Iteration 118Q (1147.569645 sec): 3 clusters Score: Raw -5915291.995578 + Penalty 3509.251285 = -5911782.744293 nChanged 24 SP:Iteration 119Q (1147.675552 sec): 3 clusters Score: Raw -5915296.298652 + Penalty 3509.251285 = -5911787.047367 nChanged 22 SP:Iteration 120F (1147.793267 sec): 3 clusters Score: Raw -5915300.218974 + Penalty 3509.251285 = -5911790.967689 nChanged 19 SP:Iteration 121Q (1147.893580 sec): 3 clusters Score: Raw -5915304.461465 + Penalty 3509.251285 = -5911795.210180 nChanged 27 SP:Iteration 122Q (1147.994684 sec): 3 clusters Score: Raw -5915308.723940 + Penalty 3509.251285 = -5911799.472655 nChanged 25 SP:Iteration 123Q (1148.101812 sec): 3 clusters Score: Raw -5915313.182569 + Penalty 3509.251285 = -5911803.931284 nChanged 21 SP:Iteration 124Q (1148.202176 sec): 3 clusters Score: Raw -5915316.671094 + Penalty 3509.251285 = -5911807.419809 nChanged 15 SP:Iteration 125Q (1148.303798 sec): 3 clusters Score: Raw -5915319.503554 + Penalty 3509.251285 = -5911810.252269 nChanged 17 SP:Iteration 126Q (1148.429831 sec): 3 clusters Score: Raw -5915322.493735 + Penalty 3509.251285 = -5911813.242450 nChanged 14 SP:Iteration 127Q (1148.542613 sec): 3 clusters Score: Raw -5915324.725913 + Penalty 3509.251285 = -5911815.474628 nChanged 11 SP:Iteration 128Q (1148.647445 sec): 3 clusters Score: Raw -5915326.066901 + Penalty 3509.251285 = -5911816.815616 nChanged 7 SP:Iteration 129Q (1148.755014 sec): 3 clusters Score: Raw -5915326.724487 + Penalty 3509.251285 = -5911817.473202 nChanged 9 SP:Iteration 130Q (1148.866111 sec): 3 clusters Score: Raw -5915327.652376 + Penalty 3509.251285 = -5911818.401091 nChanged 4 SP:Iteration 131Q (1148.970717 sec): 3 clusters Score: Raw -5915328.255836 + Penalty 3509.251285 = -5911819.004551 nChanged 7 SP:Iteration 132Q (1149.067145 sec): 3 clusters Score: Raw -5915329.622603 + Penalty 3509.251285 = -5911820.371318 nChanged 10 SP:Iteration 133Q (1149.152162 sec): 3 clusters Score: Raw -5915332.441028 + Penalty 3509.251285 = -5911823.189743 nChanged 24 SP:Iteration 134Q (1149.271485 sec): 3 clusters Score: Raw -5915337.225683 + Penalty 3509.251285 = -5911827.974398 nChanged 18 SP:Iteration 135Q (1149.386644 sec): 3 clusters Score: Raw -5915340.986372 + Penalty 3509.251285 = -5911831.735087 nChanged 21 SP:Iteration 136Q (1149.492218 sec): 3 clusters Score: Raw -5915344.628915 + Penalty 3509.251285 = -5911835.377630 nChanged 18 SP:Iteration 137Q (1149.590673 sec): 3 clusters Score: Raw -5915347.954859 + Penalty 3509.251285 = -5911838.703574 nChanged 16 SP:Iteration 138Q (1149.712166 sec): 3 clusters Score: Raw -5915350.257828 + Penalty 3509.251285 = -5911841.006543 nChanged 15 SP:Iteration 139Q (1149.829232 sec): 3 clusters Score: Raw -5915353.837820 + Penalty 3509.251285 = -5911844.586535 nChanged 14 SP:Iteration 140F (1149.947261 sec): 3 clusters Score: Raw -5915356.625528 + Penalty 3509.251285 = -5911847.374244 nChanged 6 SP:Iteration 141Q (1150.046402 sec): 3 clusters Score: Raw -5915357.709377 + Penalty 3509.251285 = -5911848.458092 nChanged 5 SP:Iteration 142Q (1150.160728 sec): 3 clusters Score: Raw -5915358.726078 + Penalty 3509.251285 = -5911849.474793 nChanged 3 SP:Iteration 143Q (1150.260519 sec): 3 clusters Score: Raw -5915359.399975 + Penalty 3509.251285 = -5911850.148690 nChanged 2 SP:Iteration 144Q (1150.359219 sec): 3 clusters Score: Raw -5915359.845487 + Penalty 3509.251285 = -5911850.594202 nChanged 7 SP:Iteration 145Q (1150.457577 sec): 3 clusters Score: Raw -5915360.934236 + Penalty 3509.251285 = -5911851.682951 nChanged 10 SP:Iteration 146Q (1150.557234 sec): 3 clusters Score: Raw -5915362.739359 + Penalty 3509.251285 = -5911853.488074 nChanged 12 SP:Iteration 147Q (1150.668465 sec): 3 clusters Score: Raw -5915364.453235 + Penalty 3509.251285 = -5911855.201950 nChanged 7 SP:Iteration 148Q (1150.774843 sec): 3 clusters Score: Raw -5915365.339053 + Penalty 3509.251285 = -5911856.087768 nChanged 4 SP:Iteration 149Q (1150.872101 sec): 3 clusters Score: Raw -5915366.510424 + Penalty 3509.251285 = -5911857.259139 nChanged 5 SP:Iteration 150Q (1150.993094 sec): 3 clusters Score: Raw -5915367.510633 + Penalty 3509.251285 = -5911858.259348 nChanged 8 SP:Iteration 151Q (1151.101866 sec): 3 clusters Score: Raw -5915369.278258 + Penalty 3509.251285 = -5911860.026973 nChanged 13 SP:Iteration 152Q (1151.209969 sec): 3 clusters Score: Raw -5915371.294803 + Penalty 3509.251285 = -5911862.043518 nChanged 10 SP:Iteration 153Q (1151.318773 sec): 3 clusters Score: Raw -5915373.156734 + Penalty 3509.251285 = -5911863.905449 nChanged 9 SP:Iteration 154Q (1151.414531 sec): 3 clusters Score: Raw -5915374.501636 + Penalty 3509.251285 = -5911865.250351 nChanged 7 SP:Iteration 155Q (1151.517358 sec): 3 clusters Score: Raw -5915375.528432 + Penalty 3509.251285 = -5911866.277147 nChanged 4 SP:Iteration 156Q (1151.614315 sec): 3 clusters Score: Raw -5915376.371738 + Penalty 3509.251285 = -5911867.120453 nChanged 4 SP:Iteration 157Q (1151.728282 sec): 3 clusters Score: Raw -5915376.711638 + Penalty 3509.251285 = -5911867.460353 nChanged 4 SP:Iteration 158Q (1151.822679 sec): 3 clusters Score: Raw -5915377.271375 + Penalty 3509.251285 = -5911868.020090 nChanged 4 SP:Iteration 159Q (1151.921575 sec): 3 clusters Score: Raw -5915377.810898 + Penalty 3509.251285 = -5911868.559614 nChanged 2 SP:Iteration 160F (1152.035901 sec): 3 clusters Score: Raw -5915378.209015 + Penalty 3509.251285 = -5911868.957730 nChanged 2 SP:Iteration 161Q (1152.134107 sec): 3 clusters Score: Raw -5915378.444464 + Penalty 3509.251285 = -5911869.193179 nChanged 2 SP:Iteration 162Q (1152.243262 sec): 3 clusters Score: Raw -5915378.625581 + Penalty 3509.251285 = -5911869.374296 nChanged 1 SP:Iteration 163Q (1152.349206 sec): 3 clusters Score: Raw -5915378.735305 + Penalty 3509.251285 = -5911869.484020 nChanged 0 SP:Iteration 164F (1152.467897 sec): 3 clusters Score: Raw -5915378.735305 + Penalty 3509.251285 = -5911869.484020 nChanged 0 Iteration 179Q (1155.815558 sec): 26 clusters Score: Raw -51878956.238333 + Penalty 52765.086567 = -51826191.151766 nChanged 110 Iteration 180F (1163.501463 sec): 26 clusters Score: Raw -51878959.562367 + Penalty 52765.086567 = -51826194.475799 nChanged 93 Iteration 181Q (1166.838366 sec): 26 clusters Score: Raw -51878961.811924 + Penalty 52765.086567 = -51826196.725357 nChanged 66 Iteration 182Q (1170.200598 sec): 26 clusters Score: Raw -51878963.585447 + Penalty 52765.086567 = -51826198.498880 nChanged 68 Iteration 183Q (1173.542235 sec): 26 clusters Score: Raw -51878965.918963 + Penalty 52765.086567 = -51826200.832395 nChanged 71 Iteration 184Q (1176.935561 sec): 26 clusters Score: Raw -51878967.795254 + Penalty 52765.086567 = -51826202.708687 nChanged 83 Iteration 185Q (1180.349803 sec): 26 clusters Score: Raw -51878970.045221 + Penalty 52765.086567 = -51826204.958653 nChanged 71 Iteration 186Q (1183.712758 sec): 26 clusters Score: Raw -51878972.386198 + Penalty 52765.086567 = -51826207.299630 nChanged 76 Iteration 187Q (1187.114785 sec): 26 clusters Score: Raw -51878974.666123 + Penalty 52765.086567 = -51826209.579556 nChanged 77 Iteration 188Q (1190.538005 sec): 26 clusters Score: Raw -51878976.801424 + Penalty 52765.086567 = -51826211.714857 nChanged 66 Iteration 189Q (1193.903016 sec): 26 clusters Score: Raw -51878978.532957 + Penalty 52765.086567 = -51826213.446390 nChanged 66 Iteration 190Q (1197.267763 sec): 26 clusters Score: Raw -51878980.535865 + Penalty 52765.086567 = -51826215.449298 nChanged 52 Iteration 191Q (1200.610159 sec): 26 clusters Score: Raw -51878981.759398 + Penalty 52765.086567 = -51826216.672830 nChanged 42 Iteration 192Q (1204.007367 sec): 26 clusters Score: Raw -51878982.717167 + Penalty 52765.086567 = -51826217.630600 nChanged 37 Iteration 193Q (1207.340096 sec): 26 clusters Score: Raw -51878983.866875 + Penalty 52765.086567 = -51826218.780307 nChanged 42 Iteration 194Q (1210.721116 sec): 26 clusters Score: Raw -51878984.719020 + Penalty 52765.086567 = -51826219.632452 nChanged 28 Iteration 195Q (1214.064617 sec): 26 clusters Score: Raw -51878985.407261 + Penalty 52765.086567 = -51826220.320694 nChanged 25 Iteration 196Q (1217.376872 sec): 26 clusters Score: Raw -51878986.064130 + Penalty 52765.086567 = -51826220.977563 nChanged 34 Iteration 197Q (1220.696528 sec): 26 clusters Score: Raw -51878986.825349 + Penalty 52765.086567 = -51826221.738781 nChanged 31 Iteration 198Q (1224.076644 sec): 26 clusters Score: Raw -51878987.690627 + Penalty 52765.086567 = -51826222.604060 nChanged 42 Iteration 199Q (1227.489070 sec): 26 clusters Score: Raw -51878988.637646 + Penalty 52765.086567 = -51826223.551078 nChanged 31 Iteration 200F (1235.112148 sec): 26 clusters Score: Raw -51878989.776539 + Penalty 52765.086567 = -51826224.689972 nChanged 43 Iteration 201Q (1238.464148 sec): 26 clusters Score: Raw -51878991.022879 + Penalty 52765.086567 = -51826225.936312 nChanged 38 Iteration 202Q (1241.805261 sec): 26 clusters Score: Raw -51878992.038419 + Penalty 52765.086567 = -51826226.951852 nChanged 38 Iteration 203Q (1245.156047 sec): 26 clusters Score: Raw -51878993.041534 + Penalty 52765.086567 = -51826227.954966 nChanged 36 Iteration 204Q (1248.501304 sec): 26 clusters Score: Raw -51878993.905856 + Penalty 52765.086567 = -51826228.819289 nChanged 32 Iteration 205Q (1251.860434 sec): 26 clusters Score: Raw -51878994.654258 + Penalty 52765.086567 = -51826229.567691 nChanged 33 Iteration 206Q (1255.268676 sec): 26 clusters Score: Raw -51878995.424867 + Penalty 52765.086567 = -51826230.338300 nChanged 23 Iteration 207Q (1258.624881 sec): 26 clusters Score: Raw -51878995.978987 + Penalty 52765.086567 = -51826230.892420 nChanged 21 Iteration 208Q (1262.019429 sec): 26 clusters Score: Raw -51878996.535915 + Penalty 52765.086567 = -51826231.449348 nChanged 30 Iteration 209Q (1265.431210 sec): 26 clusters Score: Raw -51878997.327824 + Penalty 52765.086567 = -51826232.241257 nChanged 28 Iteration 210Q (1268.850350 sec): 26 clusters Score: Raw -51878997.977372 + Penalty 52765.086567 = -51826232.890805 nChanged 30 Iteration 211Q (1272.207453 sec): 26 clusters Score: Raw -51878998.583670 + Penalty 52765.086567 = -51826233.497102 nChanged 33 Iteration 212Q (1275.628842 sec): 26 clusters Score: Raw -51878999.219493 + Penalty 52765.086567 = -51826234.132926 nChanged 27 Iteration 213Q (1279.030502 sec): 26 clusters Score: Raw -51879000.029770 + Penalty 52765.086567 = -51826234.943203 nChanged 28 Iteration 214Q (1282.415285 sec): 26 clusters Score: Raw -51879000.815500 + Penalty 52765.086567 = -51826235.728933 nChanged 27 Iteration 215Q (1285.837879 sec): 26 clusters Score: Raw -51879001.619749 + Penalty 52765.086567 = -51826236.533181 nChanged 29 Iteration 216Q (1289.284134 sec): 26 clusters Score: Raw -51879002.406277 + Penalty 52765.086567 = -51826237.319710 nChanged 21 Iteration 217Q (1292.707992 sec): 26 clusters Score: Raw -51879002.912020 + Penalty 52765.086567 = -51826237.825453 nChanged 29 Iteration 218Q (1296.026436 sec): 26 clusters Score: Raw -51879003.649112 + Penalty 52765.086567 = -51826238.562544 nChanged 25 Writing temp clu file Because OldScore, -51826237.825453, is greater than current (better) Score,-51826238.562544 Compute initial score before splitting: Score: Raw -51879003.649112 + Penalty 52765.086567 = -51826238.562544 Trying to split cluster 1 (9867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1296.186401 sec): 2 clusters Score: Raw -1190586.177933 + Penalty 1494.504559 = -1189091.673373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1296.249059 sec): 3 clusters Score: Raw -1185103.833422 + Penalty 2989.009119 = -1182114.824303 nChanged 4212 SP:Iteration 1F (1296.299103 sec): 3 clusters Score: Raw -1187402.518187 + Penalty 2989.009119 = -1184413.509069 nChanged 659 SP:Iteration 2F (1296.363158 sec): 3 clusters Score: Raw -1187739.284164 + Penalty 2989.009119 = -1184750.275045 nChanged 575 SP:Iteration 3F (1296.418617 sec): 3 clusters Score: Raw -1188046.411378 + Penalty 2989.009119 = -1185057.402259 nChanged 580 SP:Iteration 4F (1296.472565 sec): 3 clusters Score: Raw -1188367.399235 + Penalty 2989.009119 = -1185378.390116 nChanged 518 SP:Iteration 5F (1296.524420 sec): 3 clusters Score: Raw -1188673.359990 + Penalty 2989.009119 = -1185684.350871 nChanged 525 SP:Iteration 6F (1296.580683 sec): 3 clusters Score: Raw -1188964.847738 + Penalty 2989.009119 = -1185975.838619 nChanged 442 SP:Iteration 7Q (1296.640065 sec): 3 clusters Score: Raw -1189189.514310 + Penalty 2989.009119 = -1186200.505192 nChanged 409 SP:Iteration 8Q (1296.704633 sec): 3 clusters Score: Raw -1189382.572581 + Penalty 2989.009119 = -1186393.563462 nChanged 360 SP:Iteration 9Q (1296.758762 sec): 3 clusters Score: Raw -1189538.950737 + Penalty 2989.009119 = -1186549.941619 nChanged 297 SP:Iteration 10Q (1296.815262 sec): 3 clusters Score: Raw -1189654.356322 + Penalty 2989.009119 = -1186665.347203 nChanged 230 SP:Iteration 11Q (1296.880047 sec): 3 clusters Score: Raw -1189741.624968 + Penalty 2989.009119 = -1186752.615849 nChanged 209 SP:Iteration 12Q (1296.922524 sec): 3 clusters Score: Raw -1189824.893241 + Penalty 2989.009119 = -1186835.884122 nChanged 199 SP:Iteration 13Q (1296.970206 sec): 3 clusters Score: Raw -1189908.919858 + Penalty 2989.009119 = -1186919.910739 nChanged 177 SP:Iteration 14Q (1297.025876 sec): 3 clusters Score: Raw -1189991.815043 + Penalty 2989.009119 = -1187002.805925 nChanged 182 SP:Iteration 15Q (1297.086327 sec): 3 clusters Score: Raw -1190075.167642 + Penalty 2989.009119 = -1187086.158523 nChanged 175 SP:Iteration 16Q (1297.146998 sec): 3 clusters Score: Raw -1190143.370323 + Penalty 2989.009119 = -1187154.361204 nChanged 147 SP:Iteration 17Q (1297.211174 sec): 3 clusters Score: Raw -1190196.250947 + Penalty 2989.009119 = -1187207.241828 nChanged 128 SP:Iteration 18Q (1297.253541 sec): 3 clusters Score: Raw -1190232.837123 + Penalty 2989.009119 = -1187243.828004 nChanged 82 SP:Iteration 19Q (1297.314877 sec): 3 clusters Score: Raw -1190259.405753 + Penalty 2989.009119 = -1187270.396634 nChanged 63 SP:Iteration 20F (1297.356308 sec): 3 clusters Score: Raw -1190274.155071 + Penalty 2989.009119 = -1187285.145952 nChanged 46 SP:Iteration 21Q (1297.416888 sec): 3 clusters Score: Raw -1190284.047608 + Penalty 2989.009119 = -1187295.038490 nChanged 41 SP:Iteration 22Q (1297.476672 sec): 3 clusters Score: Raw -1190294.550214 + Penalty 2989.009119 = -1187305.541095 nChanged 49 SP:Iteration 23Q (1297.540174 sec): 3 clusters Score: Raw -1190305.709742 + Penalty 2989.009119 = -1187316.700623 nChanged 51 SP:Iteration 24Q (1297.591826 sec): 3 clusters Score: Raw -1190316.890123 + Penalty 2989.009119 = -1187327.881005 nChanged 43 SP:Iteration 25Q (1297.652539 sec): 3 clusters Score: Raw -1190325.252339 + Penalty 2989.009119 = -1187336.243220 nChanged 45 SP:Iteration 26Q (1297.715139 sec): 3 clusters Score: Raw -1190333.878591 + Penalty 2989.009119 = -1187344.869472 nChanged 36 SP:Iteration 27Q (1297.778930 sec): 3 clusters Score: Raw -1190340.356056 + Penalty 2989.009119 = -1187351.346937 nChanged 22 SP:Iteration 28Q (1297.840099 sec): 3 clusters Score: Raw -1190343.807536 + Penalty 2989.009119 = -1187354.798417 nChanged 23 SP:Iteration 29Q (1297.889560 sec): 3 clusters Score: Raw -1190348.404585 + Penalty 2989.009119 = -1187359.395467 nChanged 19 SP:Iteration 30Q (1297.949560 sec): 3 clusters Score: Raw -1190352.251801 + Penalty 2989.009119 = -1187363.242682 nChanged 21 SP:Iteration 31Q (1298.012273 sec): 3 clusters Score: Raw -1190355.930504 + Penalty 2989.009119 = -1187366.921385 nChanged 22 SP:Iteration 32Q (1298.052613 sec): 3 clusters Score: Raw -1190359.910035 + Penalty 2989.009119 = -1187370.900916 nChanged 24 SP:Iteration 33Q (1298.120472 sec): 3 clusters Score: Raw -1190363.779378 + Penalty 2989.009119 = -1187374.770259 nChanged 16 SP:Iteration 34Q (1298.167166 sec): 3 clusters Score: Raw -1190366.190506 + Penalty 2989.009119 = -1187377.181388 nChanged 17 SP:Iteration 35Q (1298.225821 sec): 3 clusters Score: Raw -1190368.441377 + Penalty 2989.009119 = -1187379.432258 nChanged 17 SP:Iteration 36Q (1298.289895 sec): 3 clusters Score: Raw -1190370.372019 + Penalty 2989.009119 = -1187381.362900 nChanged 17 SP:Iteration 37Q (1298.345310 sec): 3 clusters Score: Raw -1190372.349827 + Penalty 2989.009119 = -1187383.340708 nChanged 14 SP:Iteration 38Q (1298.399156 sec): 3 clusters Score: Raw -1190373.873538 + Penalty 2989.009119 = -1187384.864419 nChanged 15 SP:Iteration 39Q (1298.450816 sec): 3 clusters Score: Raw -1190376.252329 + Penalty 2989.009119 = -1187387.243210 nChanged 14 SP:Iteration 40F (1298.503471 sec): 3 clusters Score: Raw -1190377.925107 + Penalty 2989.009119 = -1187388.915988 nChanged 9 SP:Iteration 41Q (1298.564514 sec): 3 clusters Score: Raw -1190378.842596 + Penalty 2989.009119 = -1187389.833477 nChanged 9 SP:Iteration 42Q (1298.621719 sec): 3 clusters Score: Raw -1190379.938178 + Penalty 2989.009119 = -1187390.929059 nChanged 9 SP:Iteration 43Q (1298.665559 sec): 3 clusters Score: Raw -1190381.291578 + Penalty 2989.009119 = -1187392.282459 nChanged 10 SP:Iteration 44Q (1298.716630 sec): 3 clusters Score: Raw -1190382.411048 + Penalty 2989.009119 = -1187393.401929 nChanged 11 SP:Iteration 45Q (1298.783502 sec): 3 clusters Score: Raw -1190383.849064 + Penalty 2989.009119 = -1187394.839945 nChanged 12 SP:Iteration 46Q (1298.836256 sec): 3 clusters Score: Raw -1190385.109046 + Penalty 2989.009119 = -1187396.099928 nChanged 6 SP:Iteration 47Q (1298.896877 sec): 3 clusters Score: Raw -1190385.701562 + Penalty 2989.009119 = -1187396.692444 nChanged 7 SP:Iteration 48Q (1298.951976 sec): 3 clusters Score: Raw -1190386.263227 + Penalty 2989.009119 = -1187397.254108 nChanged 8 SP:Iteration 49Q (1299.007504 sec): 3 clusters Score: Raw -1190387.114571 + Penalty 2989.009119 = -1187398.105452 nChanged 5 SP:Iteration 50Q (1299.077130 sec): 3 clusters Score: Raw -1190387.599848 + Penalty 2989.009119 = -1187398.590730 nChanged 4 SP:Iteration 51Q (1299.133938 sec): 3 clusters Score: Raw -1190388.142692 + Penalty 2989.009119 = -1187399.133573 nChanged 4 SP:Iteration 52Q (1299.185862 sec): 3 clusters Score: Raw -1190388.370230 + Penalty 2989.009119 = -1187399.361111 nChanged 3 SP:Iteration 53Q (1299.250914 sec): 3 clusters Score: Raw -1190388.508026 + Penalty 2989.009119 = -1187399.498907 nChanged 1 SP:Iteration 54Q (1299.307811 sec): 3 clusters Score: Raw -1190388.546129 + Penalty 2989.009119 = -1187399.537011 nChanged 0 SP:Iteration 55F (1299.362310 sec): 3 clusters Score: Raw -1190388.546129 + Penalty 2989.009119 = -1187399.537011 nChanged 0 Trying to split cluster 2 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1299.388045 sec): 2 clusters Score: Raw -46648.189694 + Penalty 986.494881 = -45661.694813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1299.421732 sec): 3 clusters Score: Raw -46645.487128 + Penalty 1972.989762 = -44672.497367 nChanged 99 SP:Iteration 1F (1299.463582 sec): 3 clusters Score: Raw -46796.499658 + Penalty 1972.989762 = -44823.509896 nChanged 26 SP:Iteration 2F (1299.495859 sec): 3 clusters Score: Raw -46851.783357 + Penalty 1972.989762 = -44878.793595 nChanged 13 SP:Iteration 3Q (1299.539299 sec): 3 clusters Score: Raw -46885.029393 + Penalty 1972.989762 = -44912.039631 nChanged 7 SP:Iteration 4Q (1299.577063 sec): 3 clusters Score: Raw -46900.469492 + Penalty 1972.989762 = -44927.479730 nChanged 3 SP:Iteration 5Q (1299.602954 sec): 3 clusters Score: Raw -46904.114074 + Penalty 1972.989762 = -44931.124313 nChanged 0 SP:Iteration 6F (1299.634222 sec): 3 clusters Score: Raw -46904.114074 + Penalty 1972.989762 = -44931.124313 nChanged 0 Trying to split cluster 3 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1299.651328 sec): 2 clusters Score: Raw -20689.680132 + Penalty 887.872668 = -19801.807464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1299.685010 sec): 3 clusters Score: Raw -20829.436770 + Penalty 1775.745337 = -19053.691434 nChanged 47 SP:Iteration 1F (1299.720548 sec): 3 clusters Score: Raw -21018.574665 + Penalty 1775.745337 = -19242.829329 nChanged 21 SP:Iteration 2F (1299.754590 sec): 3 clusters Score: Raw -21168.800078 + Penalty 1775.745337 = -19393.054741 nChanged 15 SP:Iteration 3F (1299.786950 sec): 3 clusters Score: Raw -21259.566987 + Penalty 1775.745337 = -19483.821650 nChanged 7 SP:Iteration 4Q (1299.824296 sec): 3 clusters Score: Raw -21288.179366 + Penalty 1775.745337 = -19512.434029 nChanged 5 SP:Iteration 5Q (1299.864171 sec): 3 clusters Score: Raw -21311.662035 + Penalty 1775.745337 = -19535.916698 nChanged 1 SP:Iteration 6Q (1299.904999 sec): 3 clusters Score: Raw -21317.434086 + Penalty 1775.745337 = -19541.688749 nChanged 0 SP:Iteration 7F (1299.946835 sec): 3 clusters Score: Raw -21317.434086 + Penalty 1775.745337 = -19541.688749 nChanged 0 Trying to split cluster 4 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1299.969121 sec): 2 clusters Score: Raw -52853.642547 + Penalty 1005.592920 = -51848.049627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1300.009769 sec): 3 clusters Score: Raw -52842.379873 + Penalty 2011.185840 = -50831.194033 nChanged 129 SP:Iteration 1F (1300.046785 sec): 3 clusters Score: Raw -53107.281324 + Penalty 2011.185840 = -51096.095484 nChanged 52 SP:Iteration 2F (1300.080128 sec): 3 clusters Score: Raw -53223.035250 + Penalty 2011.185840 = -51211.849410 nChanged 25 SP:Iteration 3F (1300.126775 sec): 3 clusters Score: Raw -53264.578906 + Penalty 2011.185840 = -51253.393066 nChanged 16 SP:Iteration 4Q (1300.170931 sec): 3 clusters Score: Raw -53313.295595 + Penalty 2011.185840 = -51302.109755 nChanged 18 SP:Iteration 5Q (1300.199844 sec): 3 clusters Score: Raw -53356.172765 + Penalty 2011.185840 = -51344.986925 nChanged 11 SP:Iteration 6Q (1300.242677 sec): 3 clusters Score: Raw -53379.129433 + Penalty 2011.185840 = -51367.943593 nChanged 9 SP:Iteration 7Q (1300.282052 sec): 3 clusters Score: Raw -53396.803689 + Penalty 2011.185840 = -51385.617849 nChanged 1 SP:Iteration 8Q (1300.332104 sec): 3 clusters Score: Raw -53397.412385 + Penalty 2011.185840 = -51386.226545 nChanged 0 SP:Iteration 9F (1300.366344 sec): 3 clusters Score: Raw -53397.412385 + Penalty 2011.185840 = -51386.226545 nChanged 0 Trying to split cluster 5 (11572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1300.401576 sec): 2 clusters Score: Raw -1365887.805736 + Penalty 1520.405846 = -1364367.399891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1300.462044 sec): 3 clusters Score: Raw -1359229.310954 + Penalty 3040.811691 = -1356188.499262 nChanged 4992 SP:Iteration 1F (1300.527980 sec): 3 clusters Score: Raw -1361946.849736 + Penalty 3040.811691 = -1358906.038045 nChanged 700 SP:Iteration 2F (1300.596256 sec): 3 clusters Score: Raw -1362227.385863 + Penalty 3040.811691 = -1359186.574172 nChanged 582 SP:Iteration 3F (1300.649858 sec): 3 clusters Score: Raw -1362437.507537 + Penalty 3040.811691 = -1359396.695846 nChanged 472 SP:Iteration 4Q (1300.717719 sec): 3 clusters Score: Raw -1362622.389662 + Penalty 3040.811691 = -1359581.577970 nChanged 454 SP:Iteration 5Q (1300.784464 sec): 3 clusters Score: Raw -1362823.867674 + Penalty 3040.811691 = -1359783.055982 nChanged 457 SP:Iteration 6Q (1300.844337 sec): 3 clusters Score: Raw -1363059.779360 + Penalty 3040.811691 = -1360018.967669 nChanged 510 SP:Iteration 7Q (1300.898100 sec): 3 clusters Score: Raw -1363378.105715 + Penalty 3040.811691 = -1360337.294023 nChanged 569 SP:Iteration 8Q (1300.952568 sec): 3 clusters Score: Raw -1363732.833568 + Penalty 3040.811691 = -1360692.021876 nChanged 570 SP:Iteration 9Q (1301.020794 sec): 3 clusters Score: Raw -1364095.599614 + Penalty 3040.811691 = -1361054.787923 nChanged 519 SP:Iteration 10Q (1301.072096 sec): 3 clusters Score: Raw -1364390.104553 + Penalty 3040.811691 = -1361349.292861 nChanged 432 SP:Iteration 11Q (1301.127896 sec): 3 clusters Score: Raw -1364616.527889 + Penalty 3040.811691 = -1361575.716198 nChanged 342 SP:Iteration 12Q (1301.191203 sec): 3 clusters Score: Raw -1364769.349275 + Penalty 3040.811691 = -1361728.537583 nChanged 264 SP:Iteration 13Q (1301.255211 sec): 3 clusters Score: Raw -1364871.276437 + Penalty 3040.811691 = -1361830.464745 nChanged 227 SP:Iteration 14Q (1301.308158 sec): 3 clusters Score: Raw -1364959.954009 + Penalty 3040.811691 = -1361919.142317 nChanged 220 SP:Iteration 15Q (1301.373596 sec): 3 clusters Score: Raw -1365045.334817 + Penalty 3040.811691 = -1362004.523125 nChanged 184 SP:Iteration 16Q (1301.434561 sec): 3 clusters Score: Raw -1365123.450731 + Penalty 3040.811691 = -1362082.639040 nChanged 194 SP:Iteration 17Q (1301.491929 sec): 3 clusters Score: Raw -1365204.811400 + Penalty 3040.811691 = -1362163.999708 nChanged 163 SP:Iteration 18Q (1301.559340 sec): 3 clusters Score: Raw -1365278.449996 + Penalty 3040.811691 = -1362237.638305 nChanged 164 SP:Iteration 19Q (1301.610795 sec): 3 clusters Score: Raw -1365350.737317 + Penalty 3040.811691 = -1362309.925625 nChanged 177 SP:Iteration 20F (1301.677589 sec): 3 clusters Score: Raw -1365421.067438 + Penalty 3040.811691 = -1362380.255746 nChanged 152 SP:Iteration 21Q (1301.733920 sec): 3 clusters Score: Raw -1365471.224664 + Penalty 3040.811691 = -1362430.412972 nChanged 124 SP:Iteration 22Q (1301.786563 sec): 3 clusters Score: Raw -1365511.703021 + Penalty 3040.811691 = -1362470.891329 nChanged 109 SP:Iteration 23Q (1301.858646 sec): 3 clusters Score: Raw -1365555.341076 + Penalty 3040.811691 = -1362514.529384 nChanged 118 SP:Iteration 24Q (1301.913137 sec): 3 clusters Score: Raw -1365591.863101 + Penalty 3040.811691 = -1362551.051409 nChanged 109 SP:Iteration 25Q (1301.978027 sec): 3 clusters Score: Raw -1365621.449564 + Penalty 3040.811691 = -1362580.637873 nChanged 75 SP:Iteration 26Q (1302.046370 sec): 3 clusters Score: Raw -1365640.780788 + Penalty 3040.811691 = -1362599.969097 nChanged 76 SP:Iteration 27Q (1302.100006 sec): 3 clusters Score: Raw -1365659.378074 + Penalty 3040.811691 = -1362618.566382 nChanged 64 SP:Iteration 28Q (1302.155560 sec): 3 clusters Score: Raw -1365675.459898 + Penalty 3040.811691 = -1362634.648206 nChanged 64 SP:Iteration 29Q (1302.222511 sec): 3 clusters Score: Raw -1365691.264394 + Penalty 3040.811691 = -1362650.452703 nChanged 60 SP:Iteration 30Q (1302.278998 sec): 3 clusters Score: Raw -1365704.359041 + Penalty 3040.811691 = -1362663.547349 nChanged 51 SP:Iteration 31Q (1302.325071 sec): 3 clusters Score: Raw -1365715.220112 + Penalty 3040.811691 = -1362674.408420 nChanged 49 SP:Iteration 32Q (1302.395962 sec): 3 clusters Score: Raw -1365725.087868 + Penalty 3040.811691 = -1362684.276176 nChanged 52 SP:Iteration 33Q (1302.457101 sec): 3 clusters Score: Raw -1365734.736192 + Penalty 3040.811691 = -1362693.924501 nChanged 47 SP:Iteration 34Q (1302.507810 sec): 3 clusters Score: Raw -1365743.387447 + Penalty 3040.811691 = -1362702.575756 nChanged 29 SP:Iteration 35Q (1302.561799 sec): 3 clusters Score: Raw -1365748.221928 + Penalty 3040.811691 = -1362707.410237 nChanged 26 SP:Iteration 36Q (1302.631037 sec): 3 clusters Score: Raw -1365753.795933 + Penalty 3040.811691 = -1362712.984241 nChanged 34 SP:Iteration 37Q (1302.691696 sec): 3 clusters Score: Raw -1365758.935383 + Penalty 3040.811691 = -1362718.123691 nChanged 25 SP:Iteration 38Q (1302.733505 sec): 3 clusters Score: Raw -1365763.801753 + Penalty 3040.811691 = -1362722.990062 nChanged 23 SP:Iteration 39Q (1302.766744 sec): 3 clusters Score: Raw -1365769.660531 + Penalty 3040.811691 = -1362728.848839 nChanged 28 SP:Iteration 40F (1302.826320 sec): 3 clusters Score: Raw -1365776.470054 + Penalty 3040.811691 = -1362735.658362 nChanged 31 SP:Iteration 41Q (1302.885897 sec): 3 clusters Score: Raw -1365782.923347 + Penalty 3040.811691 = -1362742.111656 nChanged 23 SP:Iteration 42Q (1302.937903 sec): 3 clusters Score: Raw -1365786.725913 + Penalty 3040.811691 = -1362745.914221 nChanged 17 SP:Iteration 43Q (1302.997288 sec): 3 clusters Score: Raw -1365789.317825 + Penalty 3040.811691 = -1362748.506134 nChanged 16 SP:Iteration 44Q (1303.034870 sec): 3 clusters Score: Raw -1365792.045608 + Penalty 3040.811691 = -1362751.233916 nChanged 17 SP:Iteration 45Q (1303.072214 sec): 3 clusters Score: Raw -1365794.718951 + Penalty 3040.811691 = -1362753.907260 nChanged 20 SP:Iteration 46Q (1303.148755 sec): 3 clusters Score: Raw -1365797.930647 + Penalty 3040.811691 = -1362757.118956 nChanged 17 SP:Iteration 47Q (1303.202221 sec): 3 clusters Score: Raw -1365801.520266 + Penalty 3040.811691 = -1362760.708574 nChanged 16 SP:Iteration 48Q (1303.265968 sec): 3 clusters Score: Raw -1365804.149913 + Penalty 3040.811691 = -1362763.338221 nChanged 13 SP:Iteration 49Q (1303.330636 sec): 3 clusters Score: Raw -1365806.579915 + Penalty 3040.811691 = -1362765.768223 nChanged 11 SP:Iteration 50Q (1303.386246 sec): 3 clusters Score: Raw -1365808.205045 + Penalty 3040.811691 = -1362767.393353 nChanged 11 SP:Iteration 51Q (1303.411188 sec): 3 clusters Score: Raw -1365809.467427 + Penalty 3040.811691 = -1362768.655735 nChanged 11 SP:Iteration 52Q (1303.469997 sec): 3 clusters Score: Raw -1365811.230015 + Penalty 3040.811691 = -1362770.418324 nChanged 13 SP:Iteration 53Q (1303.539950 sec): 3 clusters Score: Raw -1365813.447757 + Penalty 3040.811691 = -1362772.636065 nChanged 13 SP:Iteration 54Q (1303.592982 sec): 3 clusters Score: Raw -1365815.349379 + Penalty 3040.811691 = -1362774.537688 nChanged 11 SP:Iteration 55Q (1303.656568 sec): 3 clusters Score: Raw -1365816.747125 + Penalty 3040.811691 = -1362775.935434 nChanged 11 SP:Iteration 56Q (1303.716171 sec): 3 clusters Score: Raw -1365817.887590 + Penalty 3040.811691 = -1362777.075899 nChanged 11 SP:Iteration 57Q (1303.767804 sec): 3 clusters Score: Raw -1365819.809628 + Penalty 3040.811691 = -1362778.997936 nChanged 16 SP:Iteration 58Q (1303.824753 sec): 3 clusters Score: Raw -1365822.386766 + Penalty 3040.811691 = -1362781.575075 nChanged 19 SP:Iteration 59Q (1303.892664 sec): 3 clusters Score: Raw -1365825.650804 + Penalty 3040.811691 = -1362784.839113 nChanged 21 SP:Iteration 60F (1303.952736 sec): 3 clusters Score: Raw -1365828.973497 + Penalty 3040.811691 = -1362788.161805 nChanged 19 SP:Iteration 61Q (1304.004306 sec): 3 clusters Score: Raw -1365831.617945 + Penalty 3040.811691 = -1362790.806253 nChanged 11 SP:Iteration 62Q (1304.058287 sec): 3 clusters Score: Raw -1365832.784776 + Penalty 3040.811691 = -1362791.973084 nChanged 5 SP:Iteration 63Q (1304.108946 sec): 3 clusters Score: Raw -1365833.242711 + Penalty 3040.811691 = -1362792.431020 nChanged 2 SP:Iteration 64Q (1304.168359 sec): 3 clusters Score: Raw -1365833.663658 + Penalty 3040.811691 = -1362792.851966 nChanged 5 SP:Iteration 65Q (1304.233025 sec): 3 clusters Score: Raw -1365834.456840 + Penalty 3040.811691 = -1362793.645148 nChanged 7 SP:Iteration 66Q (1304.284283 sec): 3 clusters Score: Raw -1365835.196646 + Penalty 3040.811691 = -1362794.384955 nChanged 6 SP:Iteration 67Q (1304.342128 sec): 3 clusters Score: Raw -1365836.070961 + Penalty 3040.811691 = -1362795.259270 nChanged 11 SP:Iteration 68Q (1304.411186 sec): 3 clusters Score: Raw -1365838.170075 + Penalty 3040.811691 = -1362797.358383 nChanged 15 SP:Iteration 69Q (1304.473850 sec): 3 clusters Score: Raw -1365840.494337 + Penalty 3040.811691 = -1362799.682646 nChanged 14 SP:Iteration 70Q (1304.528988 sec): 3 clusters Score: Raw -1365843.200450 + Penalty 3040.811691 = -1362802.388758 nChanged 10 SP:Iteration 71Q (1304.581001 sec): 3 clusters Score: Raw -1365844.384555 + Penalty 3040.811691 = -1362803.572864 nChanged 13 SP:Iteration 72Q (1304.639307 sec): 3 clusters Score: Raw -1365846.244501 + Penalty 3040.811691 = -1362805.432809 nChanged 15 SP:Iteration 73Q (1304.697887 sec): 3 clusters Score: Raw -1365848.528806 + Penalty 3040.811691 = -1362807.717115 nChanged 12 SP:Iteration 74Q (1304.754504 sec): 3 clusters Score: Raw -1365850.339714 + Penalty 3040.811691 = -1362809.528023 nChanged 15 SP:Iteration 75Q (1304.805160 sec): 3 clusters Score: Raw -1365853.225310 + Penalty 3040.811691 = -1362812.413618 nChanged 19 SP:Iteration 76Q (1304.853397 sec): 3 clusters Score: Raw -1365856.724114 + Penalty 3040.811691 = -1362815.912423 nChanged 24 SP:Iteration 77Q (1304.906986 sec): 3 clusters Score: Raw -1365861.402060 + Penalty 3040.811691 = -1362820.590368 nChanged 29 SP:Iteration 78Q (1304.966877 sec): 3 clusters Score: Raw -1365867.379816 + Penalty 3040.811691 = -1362826.568125 nChanged 29 SP:Iteration 79Q (1305.030402 sec): 3 clusters Score: Raw -1365873.042600 + Penalty 3040.811691 = -1362832.230909 nChanged 33 SP:Iteration 80F (1305.088334 sec): 3 clusters Score: Raw -1365880.537915 + Penalty 3040.811691 = -1362839.726224 nChanged 24 SP:Iteration 81Q (1305.132668 sec): 3 clusters Score: Raw -1365885.414305 + Penalty 3040.811691 = -1362844.602613 nChanged 21 SP:Iteration 82Q (1305.197323 sec): 3 clusters Score: Raw -1365888.222545 + Penalty 3040.811691 = -1362847.410853 nChanged 16 SP:Iteration 83Q (1305.256011 sec): 3 clusters Score: Raw -1365889.800533 + Penalty 3040.811691 = -1362848.988841 nChanged 8 SP:Iteration 84Q (1305.311335 sec): 3 clusters Score: Raw -1365891.093624 + Penalty 3040.811691 = -1362850.281933 nChanged 7 SP:Iteration 85Q (1305.367494 sec): 3 clusters Score: Raw -1365892.061914 + Penalty 3040.811691 = -1362851.250223 nChanged 7 SP:Iteration 86Q (1305.414040 sec): 3 clusters Score: Raw -1365893.126399 + Penalty 3040.811691 = -1362852.314708 nChanged 4 SP:Iteration 87Q (1305.474076 sec): 3 clusters Score: Raw -1365894.025808 + Penalty 3040.811691 = -1362853.214117 nChanged 6 SP:Iteration 88Q (1305.535038 sec): 3 clusters Score: Raw -1365894.891964 + Penalty 3040.811691 = -1362854.080273 nChanged 5 SP:Iteration 89Q (1305.587113 sec): 3 clusters Score: Raw -1365895.559146 + Penalty 3040.811691 = -1362854.747454 nChanged 2 SP:Iteration 90Q (1305.648067 sec): 3 clusters Score: Raw -1365895.819264 + Penalty 3040.811691 = -1362855.007572 nChanged 2 SP:Iteration 91Q (1305.710366 sec): 3 clusters Score: Raw -1365896.110786 + Penalty 3040.811691 = -1362855.299094 nChanged 2 SP:Iteration 92Q (1305.777612 sec): 3 clusters Score: Raw -1365896.422496 + Penalty 3040.811691 = -1362855.610804 nChanged 4 SP:Iteration 93Q (1305.820890 sec): 3 clusters Score: Raw -1365896.875946 + Penalty 3040.811691 = -1362856.064255 nChanged 3 SP:Iteration 94Q (1305.878662 sec): 3 clusters Score: Raw -1365897.387944 + Penalty 3040.811691 = -1362856.576252 nChanged 2 SP:Iteration 95Q (1305.940006 sec): 3 clusters Score: Raw -1365897.638405 + Penalty 3040.811691 = -1362856.826714 nChanged 3 SP:Iteration 96Q (1305.994937 sec): 3 clusters Score: Raw -1365898.059084 + Penalty 3040.811691 = -1362857.247392 nChanged 9 SP:Iteration 97Q (1306.060057 sec): 3 clusters Score: Raw -1365900.175522 + Penalty 3040.811691 = -1362859.363831 nChanged 11 SP:Iteration 98Q (1306.118916 sec): 3 clusters Score: Raw -1365902.194277 + Penalty 3040.811691 = -1362861.382585 nChanged 14 SP:Iteration 99Q (1306.181344 sec): 3 clusters Score: Raw -1365905.292691 + Penalty 3040.811691 = -1362864.480999 nChanged 16 SP:Iteration 100F (1306.236180 sec): 3 clusters Score: Raw -1365908.532092 + Penalty 3040.811691 = -1362867.720401 nChanged 21 SP:Iteration 101Q (1306.296567 sec): 3 clusters Score: Raw -1365912.191439 + Penalty 3040.811691 = -1362871.379747 nChanged 23 SP:Iteration 102Q (1306.363993 sec): 3 clusters Score: Raw -1365917.420199 + Penalty 3040.811691 = -1362876.608508 nChanged 25 SP:Iteration 103Q (1306.403299 sec): 3 clusters Score: Raw -1365922.573438 + Penalty 3040.811691 = -1362881.761746 nChanged 25 SP:Iteration 104Q (1306.458503 sec): 3 clusters Score: Raw -1365928.578853 + Penalty 3040.811691 = -1362887.767162 nChanged 36 SP:Iteration 105Q (1306.516067 sec): 3 clusters Score: Raw -1365939.161935 + Penalty 3040.811691 = -1362898.350243 nChanged 49 SP:Iteration 106Q (1306.577730 sec): 3 clusters Score: Raw -1365953.149498 + Penalty 3040.811691 = -1362912.337807 nChanged 49 SP:Iteration 107Q (1306.631547 sec): 3 clusters Score: Raw -1365968.159064 + Penalty 3040.811691 = -1362927.347373 nChanged 44 SP:Iteration 108Q (1306.690813 sec): 3 clusters Score: Raw -1365980.273843 + Penalty 3040.811691 = -1362939.462152 nChanged 42 SP:Iteration 109Q (1306.745062 sec): 3 clusters Score: Raw -1365989.909866 + Penalty 3040.811691 = -1362949.098175 nChanged 31 SP:Iteration 110Q (1306.807771 sec): 3 clusters Score: Raw -1365998.937406 + Penalty 3040.811691 = -1362958.125715 nChanged 39 SP:Iteration 111Q (1306.865344 sec): 3 clusters Score: Raw -1366010.724280 + Penalty 3040.811691 = -1362969.912589 nChanged 34 SP:Iteration 112Q (1306.908279 sec): 3 clusters Score: Raw -1366021.395983 + Penalty 3040.811691 = -1362980.584291 nChanged 40 SP:Iteration 113Q (1306.967922 sec): 3 clusters Score: Raw -1366031.575021 + Penalty 3040.811691 = -1362990.763329 nChanged 23 SP:Iteration 114Q (1307.022899 sec): 3 clusters Score: Raw -1366037.532809 + Penalty 3040.811691 = -1362996.721117 nChanged 30 SP:Iteration 115Q (1307.090979 sec): 3 clusters Score: Raw -1366045.878886 + Penalty 3040.811691 = -1363005.067194 nChanged 29 SP:Iteration 116Q (1307.143467 sec): 3 clusters Score: Raw -1366053.757282 + Penalty 3040.811691 = -1363012.945590 nChanged 22 SP:Iteration 117Q (1307.206101 sec): 3 clusters Score: Raw -1366059.465110 + Penalty 3040.811691 = -1363018.653419 nChanged 26 SP:Iteration 118Q (1307.255269 sec): 3 clusters Score: Raw -1366066.499611 + Penalty 3040.811691 = -1363025.687919 nChanged 26 SP:Iteration 119Q (1307.312466 sec): 3 clusters Score: Raw -1366072.934762 + Penalty 3040.811691 = -1363032.123070 nChanged 13 SP:Iteration 120F (1307.366302 sec): 3 clusters Score: Raw -1366076.171931 + Penalty 3040.811691 = -1363035.360239 nChanged 14 SP:Iteration 121Q (1307.430588 sec): 3 clusters Score: Raw -1366080.260398 + Penalty 3040.811691 = -1363039.448707 nChanged 27 SP:Iteration 122Q (1307.486970 sec): 3 clusters Score: Raw -1366089.780401 + Penalty 3040.811691 = -1363048.968710 nChanged 38 SP:Iteration 123Q (1307.524875 sec): 3 clusters Score: Raw -1366100.271879 + Penalty 3040.811691 = -1363059.460187 nChanged 27 SP:Iteration 124Q (1307.581356 sec): 3 clusters Score: Raw -1366109.391770 + Penalty 3040.811691 = -1363068.580078 nChanged 26 SP:Iteration 125Q (1307.634720 sec): 3 clusters Score: Raw -1366116.677823 + Penalty 3040.811691 = -1363075.866132 nChanged 25 SP:Iteration 126Q (1307.705285 sec): 3 clusters Score: Raw -1366122.585714 + Penalty 3040.811691 = -1363081.774022 nChanged 20 SP:Iteration 127Q (1307.762636 sec): 3 clusters Score: Raw -1366128.453732 + Penalty 3040.811691 = -1363087.642041 nChanged 18 SP:Iteration 128Q (1307.820009 sec): 3 clusters Score: Raw -1366132.463458 + Penalty 3040.811691 = -1363091.651766 nChanged 15 SP:Iteration 129Q (1307.878442 sec): 3 clusters Score: Raw -1366136.896825 + Penalty 3040.811691 = -1363096.085133 nChanged 15 SP:Iteration 130Q (1307.932274 sec): 3 clusters Score: Raw -1366141.910101 + Penalty 3040.811691 = -1363101.098409 nChanged 15 SP:Iteration 131Q (1307.984983 sec): 3 clusters Score: Raw -1366145.444007 + Penalty 3040.811691 = -1363104.632315 nChanged 16 SP:Iteration 132Q (1308.040431 sec): 3 clusters Score: Raw -1366151.354422 + Penalty 3040.811691 = -1363110.542730 nChanged 15 SP:Iteration 133Q (1308.091986 sec): 3 clusters Score: Raw -1366157.599020 + Penalty 3040.811691 = -1363116.787328 nChanged 21 SP:Iteration 134Q (1308.156873 sec): 3 clusters Score: Raw -1366163.767771 + Penalty 3040.811691 = -1363122.956080 nChanged 10 SP:Iteration 135Q (1308.210336 sec): 3 clusters Score: Raw -1366166.442338 + Penalty 3040.811691 = -1363125.630647 nChanged 10 SP:Iteration 136Q (1308.256901 sec): 3 clusters Score: Raw -1366169.624305 + Penalty 3040.811691 = -1363128.812613 nChanged 12 SP:Iteration 137Q (1308.312591 sec): 3 clusters Score: Raw -1366174.101315 + Penalty 3040.811691 = -1363133.289624 nChanged 7 SP:Iteration 138Q (1308.373303 sec): 3 clusters Score: Raw -1366176.115334 + Penalty 3040.811691 = -1363135.303642 nChanged 6 SP:Iteration 139Q (1308.428877 sec): 3 clusters Score: Raw -1366177.171957 + Penalty 3040.811691 = -1363136.360266 nChanged 4 SP:Iteration 140F (1308.480552 sec): 3 clusters Score: Raw -1366177.859074 + Penalty 3040.811691 = -1363137.047382 nChanged 2 SP:Iteration 141Q (1308.509003 sec): 3 clusters Score: Raw -1366178.247428 + Penalty 3040.811691 = -1363137.435736 nChanged 3 SP:Iteration 142Q (1308.575738 sec): 3 clusters Score: Raw -1366178.851073 + Penalty 3040.811691 = -1363138.039381 nChanged 3 SP:Iteration 143Q (1308.628385 sec): 3 clusters Score: Raw -1366179.723172 + Penalty 3040.811691 = -1363138.911481 nChanged 2 SP:Iteration 144Q (1308.673331 sec): 3 clusters Score: Raw -1366180.462329 + Penalty 3040.811691 = -1363139.650638 nChanged 3 SP:Iteration 145Q (1308.738819 sec): 3 clusters Score: Raw -1366181.553349 + Penalty 3040.811691 = -1363140.741658 nChanged 3 SP:Iteration 146Q (1308.789364 sec): 3 clusters Score: Raw -1366182.219423 + Penalty 3040.811691 = -1363141.407732 nChanged 5 SP:Iteration 147Q (1308.850928 sec): 3 clusters Score: Raw -1366183.905103 + Penalty 3040.811691 = -1363143.093412 nChanged 6 SP:Iteration 148Q (1308.914595 sec): 3 clusters Score: Raw -1366186.230390 + Penalty 3040.811691 = -1363145.418699 nChanged 7 SP:Iteration 149Q (1308.972307 sec): 3 clusters Score: Raw -1366189.094534 + Penalty 3040.811691 = -1363148.282843 nChanged 13 SP:Iteration 150Q (1309.025864 sec): 3 clusters Score: Raw -1366192.870304 + Penalty 3040.811691 = -1363152.058613 nChanged 14 SP:Iteration 151Q (1309.091241 sec): 3 clusters Score: Raw -1366196.034667 + Penalty 3040.811691 = -1363155.222976 nChanged 8 SP:Iteration 152Q (1309.142597 sec): 3 clusters Score: Raw -1366197.549019 + Penalty 3040.811691 = -1363156.737328 nChanged 4 SP:Iteration 153Q (1309.205298 sec): 3 clusters Score: Raw -1366199.003653 + Penalty 3040.811691 = -1363158.191962 nChanged 4 SP:Iteration 154Q (1309.260428 sec): 3 clusters Score: Raw -1366200.477742 + Penalty 3040.811691 = -1363159.666050 nChanged 5 SP:Iteration 155Q (1309.309825 sec): 3 clusters Score: Raw -1366201.328909 + Penalty 3040.811691 = -1363160.517217 nChanged 0 SP:Iteration 156F (1309.363184 sec): 3 clusters Score: Raw -1366201.328909 + Penalty 3040.811691 = -1363160.517217 nChanged 0 Trying to split cluster 6 (7639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1309.396528 sec): 2 clusters Score: Raw -935115.149503 + Penalty 1452.916072 = -933662.233430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1309.458834 sec): 3 clusters Score: Raw -930945.810029 + Penalty 2905.832145 = -928039.977884 nChanged 3198 SP:Iteration 1F (1309.488501 sec): 3 clusters Score: Raw -932697.593030 + Penalty 2905.832145 = -929791.760886 nChanged 526 SP:Iteration 2F (1309.542580 sec): 3 clusters Score: Raw -932968.995390 + Penalty 2905.832145 = -930063.163246 nChanged 446 SP:Iteration 3F (1309.584628 sec): 3 clusters Score: Raw -933267.786000 + Penalty 2905.832145 = -930361.953855 nChanged 418 SP:Iteration 4F (1309.633199 sec): 3 clusters Score: Raw -933552.826424 + Penalty 2905.832145 = -930646.994279 nChanged 424 SP:Iteration 5F (1309.682971 sec): 3 clusters Score: Raw -933842.323086 + Penalty 2905.832145 = -930936.490942 nChanged 393 SP:Iteration 6F (1309.729156 sec): 3 clusters Score: Raw -934093.394322 + Penalty 2905.832145 = -931187.562178 nChanged 339 SP:Iteration 7Q (1309.775166 sec): 3 clusters Score: Raw -934292.328798 + Penalty 2905.832145 = -931386.496653 nChanged 271 SP:Iteration 8Q (1309.824569 sec): 3 clusters Score: Raw -934427.832880 + Penalty 2905.832145 = -931522.000735 nChanged 183 SP:Iteration 9Q (1309.880106 sec): 3 clusters Score: Raw -934498.597950 + Penalty 2905.832145 = -931592.765806 nChanged 129 SP:Iteration 10Q (1309.930737 sec): 3 clusters Score: Raw -934541.287964 + Penalty 2905.832145 = -931635.455819 nChanged 101 SP:Iteration 11Q (1309.980441 sec): 3 clusters Score: Raw -934567.450798 + Penalty 2905.832145 = -931661.618653 nChanged 64 SP:Iteration 12Q (1310.018975 sec): 3 clusters Score: Raw -934582.907155 + Penalty 2905.832145 = -931677.075011 nChanged 43 SP:Iteration 13Q (1310.052545 sec): 3 clusters Score: Raw -934592.295009 + Penalty 2905.832145 = -931686.462865 nChanged 40 SP:Iteration 14Q (1310.114122 sec): 3 clusters Score: Raw -934598.443612 + Penalty 2905.832145 = -931692.611468 nChanged 23 SP:Iteration 15Q (1310.162684 sec): 3 clusters Score: Raw -934601.639308 + Penalty 2905.832145 = -931695.807163 nChanged 12 SP:Iteration 16Q (1310.215151 sec): 3 clusters Score: Raw -934603.372134 + Penalty 2905.832145 = -931697.539990 nChanged 15 SP:Iteration 17Q (1310.260262 sec): 3 clusters Score: Raw -934605.786501 + Penalty 2905.832145 = -931699.954357 nChanged 19 SP:Iteration 18Q (1310.308000 sec): 3 clusters Score: Raw -934608.563641 + Penalty 2905.832145 = -931702.731496 nChanged 16 SP:Iteration 19Q (1310.361329 sec): 3 clusters Score: Raw -934610.476139 + Penalty 2905.832145 = -931704.643994 nChanged 11 SP:Iteration 20F (1310.412951 sec): 3 clusters Score: Raw -934611.990889 + Penalty 2905.832145 = -931706.158745 nChanged 7 SP:Iteration 21Q (1310.455202 sec): 3 clusters Score: Raw -934612.893784 + Penalty 2905.832145 = -931707.061639 nChanged 11 SP:Iteration 22Q (1310.512620 sec): 3 clusters Score: Raw -934613.997424 + Penalty 2905.832145 = -931708.165280 nChanged 10 SP:Iteration 23Q (1310.571396 sec): 3 clusters Score: Raw -934615.271093 + Penalty 2905.832145 = -931709.438948 nChanged 9 SP:Iteration 24Q (1310.621933 sec): 3 clusters Score: Raw -934616.173948 + Penalty 2905.832145 = -931710.341803 nChanged 6 SP:Iteration 25Q (1310.674254 sec): 3 clusters Score: Raw -934616.988814 + Penalty 2905.832145 = -931711.156669 nChanged 12 SP:Iteration 26Q (1310.720799 sec): 3 clusters Score: Raw -934618.220843 + Penalty 2905.832145 = -931712.388698 nChanged 6 SP:Iteration 27Q (1310.769140 sec): 3 clusters Score: Raw -934618.897691 + Penalty 2905.832145 = -931713.065546 nChanged 5 SP:Iteration 28Q (1310.827465 sec): 3 clusters Score: Raw -934619.526782 + Penalty 2905.832145 = -931713.694637 nChanged 6 SP:Iteration 29Q (1310.879342 sec): 3 clusters Score: Raw -934620.356019 + Penalty 2905.832145 = -931714.523875 nChanged 3 SP:Iteration 30Q (1310.936839 sec): 3 clusters Score: Raw -934620.575321 + Penalty 2905.832145 = -931714.743177 nChanged 1 SP:Iteration 31Q (1310.985912 sec): 3 clusters Score: Raw -934620.728160 + Penalty 2905.832145 = -931714.896016 nChanged 1 SP:Iteration 32Q (1311.031680 sec): 3 clusters Score: Raw -934620.805649 + Penalty 2905.832145 = -931714.973504 nChanged 2 SP:Iteration 33Q (1311.082494 sec): 3 clusters Score: Raw -934621.013354 + Penalty 2905.832145 = -931715.181210 nChanged 1 SP:Iteration 34Q (1311.130788 sec): 3 clusters Score: Raw -934621.155043 + Penalty 2905.832145 = -931715.322899 nChanged 1 SP:Iteration 35Q (1311.182422 sec): 3 clusters Score: Raw -934621.209017 + Penalty 2905.832145 = -931715.376872 nChanged 1 SP:Iteration 36Q (1311.228217 sec): 3 clusters Score: Raw -934621.340227 + Penalty 2905.832145 = -931715.508082 nChanged 2 SP:Iteration 37Q (1311.280511 sec): 3 clusters Score: Raw -934621.628279 + Penalty 2905.832145 = -931715.796134 nChanged 1 SP:Iteration 38Q (1311.322814 sec): 3 clusters Score: Raw -934621.769638 + Penalty 2905.832145 = -931715.937494 nChanged 2 SP:Iteration 39Q (1311.372231 sec): 3 clusters Score: Raw -934621.967415 + Penalty 2905.832145 = -931716.135270 nChanged 3 SP:Iteration 40F (1311.418542 sec): 3 clusters Score: Raw -934622.101301 + Penalty 2905.832145 = -931716.269156 nChanged 0 Trying to split cluster 7 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1311.444798 sec): 2 clusters Score: Raw -29678.744684 + Penalty 927.944390 = -28750.800294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1311.483203 sec): 3 clusters Score: Raw -29706.945122 + Penalty 1855.888781 = -27851.056341 nChanged 62 SP:Iteration 1F (1311.517052 sec): 3 clusters Score: Raw -29849.253738 + Penalty 1855.888781 = -27993.364958 nChanged 15 SP:Iteration 2Q (1311.553999 sec): 3 clusters Score: Raw -29912.569440 + Penalty 1855.888781 = -28056.680659 nChanged 9 SP:Iteration 3Q (1311.599631 sec): 3 clusters Score: Raw -29952.577127 + Penalty 1855.888781 = -28096.688346 nChanged 4 SP:Iteration 4Q (1311.636800 sec): 3 clusters Score: Raw -29965.206887 + Penalty 1855.888781 = -28109.318106 nChanged 4 SP:Iteration 5Q (1311.665578 sec): 3 clusters Score: Raw -29974.432939 + Penalty 1855.888781 = -28118.544158 nChanged 4 SP:Iteration 6Q (1311.693703 sec): 3 clusters Score: Raw -29986.458565 + Penalty 1855.888781 = -28130.569785 nChanged 5 SP:Iteration 7Q (1311.727362 sec): 3 clusters Score: Raw -29995.447915 + Penalty 1855.888781 = -28139.559134 nChanged 2 SP:Iteration 8Q (1311.770311 sec): 3 clusters Score: Raw -30000.858480 + Penalty 1855.888781 = -28144.969700 nChanged 1 SP:Iteration 9Q (1311.813925 sec): 3 clusters Score: Raw -30002.551465 + Penalty 1855.888781 = -28146.662685 nChanged 1 SP:Iteration 10Q (1311.855368 sec): 3 clusters Score: Raw -30006.331338 + Penalty 1855.888781 = -28150.442558 nChanged 0 SP:Iteration 11F (1311.908220 sec): 3 clusters Score: Raw -30006.331338 + Penalty 1855.888781 = -28150.442558 nChanged 0 Trying to split cluster 8 (67471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1312.008693 sec): 2 clusters Score: Raw -8247102.237956 + Penalty 1806.911138 = -8245295.326818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1312.158516 sec): 3 clusters Score: Raw -8203633.049229 + Penalty 3613.822275 = -8200019.226954 nChanged 32088 SP:Iteration 1F (1312.303158 sec): 3 clusters Score: Raw -8222532.513591 + Penalty 3613.822275 = -8218918.691316 nChanged 3017 SP:Iteration 2Q (1312.453515 sec): 3 clusters Score: Raw -8223622.915720 + Penalty 3613.822275 = -8220009.093444 nChanged 3240 SP:Iteration 3Q (1312.610836 sec): 3 clusters Score: Raw -8225061.222247 + Penalty 3613.822275 = -8221447.399972 nChanged 3516 SP:Iteration 4F (1312.755780 sec): 3 clusters Score: Raw -8227005.021343 + Penalty 3613.822275 = -8223391.199068 nChanged 4046 SP:Iteration 5F (1312.907399 sec): 3 clusters Score: Raw -8229646.518806 + Penalty 3613.822275 = -8226032.696530 nChanged 4272 SP:Iteration 6F (1313.046824 sec): 3 clusters Score: Raw -8232830.751712 + Penalty 3613.822275 = -8229216.929437 nChanged 4299 SP:Iteration 7F (1313.196960 sec): 3 clusters Score: Raw -8236195.573060 + Penalty 3613.822275 = -8232581.750785 nChanged 3779 SP:Iteration 8F (1313.354598 sec): 3 clusters Score: Raw -8238893.715675 + Penalty 3613.822275 = -8235279.893399 nChanged 2950 SP:Iteration 9Q (1313.510162 sec): 3 clusters Score: Raw -8240610.591778 + Penalty 3613.822275 = -8236996.769503 nChanged 2141 SP:Iteration 10Q (1313.668444 sec): 3 clusters Score: Raw -8241620.153697 + Penalty 3613.822275 = -8238006.331422 nChanged 1622 SP:Iteration 11Q (1313.834834 sec): 3 clusters Score: Raw -8242307.920066 + Penalty 3613.822275 = -8238694.097791 nChanged 1342 SP:Iteration 12Q (1313.999893 sec): 3 clusters Score: Raw -8242896.664282 + Penalty 3613.822275 = -8239282.842006 nChanged 1262 SP:Iteration 13Q (1314.157123 sec): 3 clusters Score: Raw -8243462.366127 + Penalty 3613.822275 = -8239848.543851 nChanged 1179 SP:Iteration 14Q (1314.316164 sec): 3 clusters Score: Raw -8243993.532411 + Penalty 3613.822275 = -8240379.710136 nChanged 1141 SP:Iteration 15Q (1314.480438 sec): 3 clusters Score: Raw -8244482.972661 + Penalty 3613.822275 = -8240869.150386 nChanged 989 SP:Iteration 16Q (1314.621740 sec): 3 clusters Score: Raw -8244895.990434 + Penalty 3613.822275 = -8241282.168158 nChanged 910 SP:Iteration 17Q (1314.778093 sec): 3 clusters Score: Raw -8245270.246049 + Penalty 3613.822275 = -8241656.423774 nChanged 847 SP:Iteration 18Q (1314.936950 sec): 3 clusters Score: Raw -8245624.270662 + Penalty 3613.822275 = -8242010.448387 nChanged 753 SP:Iteration 19Q (1315.081382 sec): 3 clusters Score: Raw -8245938.972893 + Penalty 3613.822275 = -8242325.150618 nChanged 658 SP:Iteration 20F (1315.238071 sec): 3 clusters Score: Raw -8246192.370390 + Penalty 3613.822275 = -8242578.548115 nChanged 543 SP:Iteration 21Q (1315.374627 sec): 3 clusters Score: Raw -8246389.679414 + Penalty 3613.822275 = -8242775.857139 nChanged 472 SP:Iteration 22Q (1315.503033 sec): 3 clusters Score: Raw -8246551.894210 + Penalty 3613.822275 = -8242938.071935 nChanged 406 SP:Iteration 23Q (1315.633873 sec): 3 clusters Score: Raw -8246689.621928 + Penalty 3613.822275 = -8243075.799653 nChanged 343 SP:Iteration 24Q (1315.764373 sec): 3 clusters Score: Raw -8246801.737988 + Penalty 3613.822275 = -8243187.915713 nChanged 296 SP:Iteration 25Q (1315.903071 sec): 3 clusters Score: Raw -8246898.499852 + Penalty 3613.822275 = -8243284.677576 nChanged 279 SP:Iteration 26Q (1316.030298 sec): 3 clusters Score: Raw -8246988.349686 + Penalty 3613.822275 = -8243374.527411 nChanged 260 SP:Iteration 27Q (1316.156173 sec): 3 clusters Score: Raw -8247077.056521 + Penalty 3613.822275 = -8243463.234246 nChanged 226 SP:Iteration 28Q (1316.299853 sec): 3 clusters Score: Raw -8247153.900420 + Penalty 3613.822275 = -8243540.078145 nChanged 190 SP:Iteration 29Q (1316.451809 sec): 3 clusters Score: Raw -8247219.134659 + Penalty 3613.822275 = -8243605.312383 nChanged 182 SP:Iteration 30Q (1316.585845 sec): 3 clusters Score: Raw -8247279.281455 + Penalty 3613.822275 = -8243665.459179 nChanged 156 SP:Iteration 31Q (1316.715663 sec): 3 clusters Score: Raw -8247331.338016 + Penalty 3613.822275 = -8243717.515740 nChanged 130 SP:Iteration 32Q (1316.850543 sec): 3 clusters Score: Raw -8247373.642731 + Penalty 3613.822275 = -8243759.820456 nChanged 102 SP:Iteration 33Q (1316.967861 sec): 3 clusters Score: Raw -8247406.844491 + Penalty 3613.822275 = -8243793.022216 nChanged 88 SP:Iteration 34Q (1317.100645 sec): 3 clusters Score: Raw -8247433.539204 + Penalty 3613.822275 = -8243819.716929 nChanged 68 SP:Iteration 35Q (1317.234031 sec): 3 clusters Score: Raw -8247455.075952 + Penalty 3613.822275 = -8243841.253677 nChanged 71 SP:Iteration 36Q (1317.357309 sec): 3 clusters Score: Raw -8247477.578514 + Penalty 3613.822275 = -8243863.756238 nChanged 70 SP:Iteration 37Q (1317.491873 sec): 3 clusters Score: Raw -8247498.407175 + Penalty 3613.822275 = -8243884.584900 nChanged 49 SP:Iteration 38Q (1317.627784 sec): 3 clusters Score: Raw -8247514.063037 + Penalty 3613.822275 = -8243900.240762 nChanged 45 SP:Iteration 39Q (1317.740666 sec): 3 clusters Score: Raw -8247524.250318 + Penalty 3613.822275 = -8243910.428043 nChanged 31 SP:Iteration 40F (1317.884862 sec): 3 clusters Score: Raw -8247530.688517 + Penalty 3613.822275 = -8243916.866241 nChanged 27 SP:Iteration 41Q (1318.010214 sec): 3 clusters Score: Raw -8247536.599419 + Penalty 3613.822275 = -8243922.777144 nChanged 25 SP:Iteration 42Q (1318.133311 sec): 3 clusters Score: Raw -8247543.296722 + Penalty 3613.822275 = -8243929.474447 nChanged 18 SP:Iteration 43Q (1318.256465 sec): 3 clusters Score: Raw -8247548.182226 + Penalty 3613.822275 = -8243934.359951 nChanged 18 SP:Iteration 44Q (1318.374711 sec): 3 clusters Score: Raw -8247553.094268 + Penalty 3613.822275 = -8243939.271992 nChanged 16 SP:Iteration 45Q (1318.503687 sec): 3 clusters Score: Raw -8247561.356487 + Penalty 3613.822275 = -8243947.534212 nChanged 23 SP:Iteration 46Q (1318.631567 sec): 3 clusters Score: Raw -8247569.310337 + Penalty 3613.822275 = -8243955.488062 nChanged 18 SP:Iteration 47Q (1318.747876 sec): 3 clusters Score: Raw -8247575.799936 + Penalty 3613.822275 = -8243961.977661 nChanged 26 SP:Iteration 48Q (1318.865789 sec): 3 clusters Score: Raw -8247581.219340 + Penalty 3613.822275 = -8243967.397064 nChanged 17 SP:Iteration 49Q (1318.998079 sec): 3 clusters Score: Raw -8247585.929390 + Penalty 3613.822275 = -8243972.107115 nChanged 11 SP:Iteration 50Q (1319.135302 sec): 3 clusters Score: Raw -8247588.067152 + Penalty 3613.822275 = -8243974.244876 nChanged 7 SP:Iteration 51Q (1319.264130 sec): 3 clusters Score: Raw -8247589.748692 + Penalty 3613.822275 = -8243975.926417 nChanged 5 SP:Iteration 52Q (1319.389086 sec): 3 clusters Score: Raw -8247590.902955 + Penalty 3613.822275 = -8243977.080680 nChanged 2 SP:Iteration 53Q (1319.502224 sec): 3 clusters Score: Raw -8247591.459965 + Penalty 3613.822275 = -8243977.637690 nChanged 4 SP:Iteration 54Q (1319.634643 sec): 3 clusters Score: Raw -8247592.486277 + Penalty 3613.822275 = -8243978.664002 nChanged 1 SP:Iteration 55Q (1319.774093 sec): 3 clusters Score: Raw -8247592.714291 + Penalty 3613.822275 = -8243978.892016 nChanged 1 SP:Iteration 56Q (1319.910614 sec): 3 clusters Score: Raw -8247592.801764 + Penalty 3613.822275 = -8243978.979489 nChanged 1 SP:Iteration 57Q (1320.050813 sec): 3 clusters Score: Raw -8247592.926168 + Penalty 3613.822275 = -8243979.103893 nChanged 0 SP:Iteration 58F (1320.214626 sec): 3 clusters Score: Raw -8247592.926168 + Penalty 3613.822275 = -8243979.103893 nChanged 0 Trying to split cluster 9 (15331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1320.245466 sec): 2 clusters Score: Raw -1807292.760577 + Penalty 1566.115233 = -1805726.645345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1320.320492 sec): 3 clusters Score: Raw -1798297.506618 + Penalty 3132.230465 = -1795165.276153 nChanged 6855 SP:Iteration 1F (1320.379127 sec): 3 clusters Score: Raw -1802072.763808 + Penalty 3132.230465 = -1798940.533342 nChanged 794 SP:Iteration 2F (1320.458835 sec): 3 clusters Score: Raw -1802413.738132 + Penalty 3132.230465 = -1799281.507666 nChanged 745 SP:Iteration 3Q (1320.527618 sec): 3 clusters Score: Raw -1802860.479533 + Penalty 3132.230465 = -1799728.249068 nChanged 875 SP:Iteration 4F (1320.584568 sec): 3 clusters Score: Raw -1803568.503936 + Penalty 3132.230465 = -1800436.273470 nChanged 1090 SP:Iteration 5F (1320.658447 sec): 3 clusters Score: Raw -1804602.134639 + Penalty 3132.230465 = -1801469.904173 nChanged 1185 SP:Iteration 6F (1320.710470 sec): 3 clusters Score: Raw -1805678.851787 + Penalty 3132.230465 = -1802546.621322 nChanged 1130 SP:Iteration 7F (1320.792030 sec): 3 clusters Score: Raw -1806605.125747 + Penalty 3132.230465 = -1803472.895281 nChanged 940 SP:Iteration 8F (1320.855676 sec): 3 clusters Score: Raw -1807215.348864 + Penalty 3132.230465 = -1804083.118398 nChanged 626 SP:Iteration 9Q (1320.916222 sec): 3 clusters Score: Raw -1807530.079876 + Penalty 3132.230465 = -1804397.849410 nChanged 444 SP:Iteration 10Q (1320.980723 sec): 3 clusters Score: Raw -1807714.522231 + Penalty 3132.230465 = -1804582.291766 nChanged 297 SP:Iteration 11Q (1321.050663 sec): 3 clusters Score: Raw -1807824.306113 + Penalty 3132.230465 = -1804692.075647 nChanged 239 SP:Iteration 12Q (1321.120571 sec): 3 clusters Score: Raw -1807905.147650 + Penalty 3132.230465 = -1804772.917185 nChanged 205 SP:Iteration 13Q (1321.185945 sec): 3 clusters Score: Raw -1807970.135948 + Penalty 3132.230465 = -1804837.905483 nChanged 153 SP:Iteration 14Q (1321.263165 sec): 3 clusters Score: Raw -1808012.058471 + Penalty 3132.230465 = -1804879.828005 nChanged 126 SP:Iteration 15Q (1321.321978 sec): 3 clusters Score: Raw -1808044.318991 + Penalty 3132.230465 = -1804912.088526 nChanged 101 SP:Iteration 16Q (1321.383680 sec): 3 clusters Score: Raw -1808072.544877 + Penalty 3132.230465 = -1804940.314412 nChanged 98 SP:Iteration 17Q (1321.461238 sec): 3 clusters Score: Raw -1808096.302621 + Penalty 3132.230465 = -1804964.072156 nChanged 88 SP:Iteration 18Q (1321.529320 sec): 3 clusters Score: Raw -1808117.550509 + Penalty 3132.230465 = -1804985.320043 nChanged 79 SP:Iteration 19Q (1321.601981 sec): 3 clusters Score: Raw -1808133.973543 + Penalty 3132.230465 = -1805001.743078 nChanged 73 SP:Iteration 20F (1321.668942 sec): 3 clusters Score: Raw -1808147.925129 + Penalty 3132.230465 = -1805015.694664 nChanged 53 SP:Iteration 21Q (1321.732272 sec): 3 clusters Score: Raw -1808155.958103 + Penalty 3132.230465 = -1805023.727638 nChanged 45 SP:Iteration 22Q (1321.795628 sec): 3 clusters Score: Raw -1808160.938200 + Penalty 3132.230465 = -1805028.707735 nChanged 39 SP:Iteration 23Q (1321.858852 sec): 3 clusters Score: Raw -1808165.443988 + Penalty 3132.230465 = -1805033.213522 nChanged 28 SP:Iteration 24Q (1321.926632 sec): 3 clusters Score: Raw -1808169.917243 + Penalty 3132.230465 = -1805037.686777 nChanged 28 SP:Iteration 25Q (1321.986425 sec): 3 clusters Score: Raw -1808174.247972 + Penalty 3132.230465 = -1805042.017506 nChanged 25 SP:Iteration 26Q (1322.053748 sec): 3 clusters Score: Raw -1808178.100362 + Penalty 3132.230465 = -1805045.869897 nChanged 31 SP:Iteration 27Q (1322.126263 sec): 3 clusters Score: Raw -1808183.175317 + Penalty 3132.230465 = -1805050.944851 nChanged 39 SP:Iteration 28Q (1322.189019 sec): 3 clusters Score: Raw -1808188.081446 + Penalty 3132.230465 = -1805055.850980 nChanged 39 SP:Iteration 29Q (1322.257759 sec): 3 clusters Score: Raw -1808192.848810 + Penalty 3132.230465 = -1805060.618345 nChanged 39 SP:Iteration 30Q (1322.321129 sec): 3 clusters Score: Raw -1808197.648155 + Penalty 3132.230465 = -1805065.417689 nChanged 39 SP:Iteration 31Q (1322.394426 sec): 3 clusters Score: Raw -1808201.937216 + Penalty 3132.230465 = -1805069.706751 nChanged 34 SP:Iteration 32Q (1322.455435 sec): 3 clusters Score: Raw -1808205.865532 + Penalty 3132.230465 = -1805073.635066 nChanged 36 SP:Iteration 33Q (1322.514089 sec): 3 clusters Score: Raw -1808210.346551 + Penalty 3132.230465 = -1805078.116086 nChanged 35 SP:Iteration 34Q (1322.593443 sec): 3 clusters Score: Raw -1808213.963418 + Penalty 3132.230465 = -1805081.732952 nChanged 24 SP:Iteration 35Q (1322.667602 sec): 3 clusters Score: Raw -1808216.729820 + Penalty 3132.230465 = -1805084.499354 nChanged 25 SP:Iteration 36Q (1322.727595 sec): 3 clusters Score: Raw -1808219.547682 + Penalty 3132.230465 = -1805087.317217 nChanged 21 SP:Iteration 37Q (1322.787236 sec): 3 clusters Score: Raw -1808221.940872 + Penalty 3132.230465 = -1805089.710406 nChanged 23 SP:Iteration 38Q (1322.845886 sec): 3 clusters Score: Raw -1808224.679917 + Penalty 3132.230465 = -1805092.449452 nChanged 21 SP:Iteration 39Q (1322.924600 sec): 3 clusters Score: Raw -1808226.862142 + Penalty 3132.230465 = -1805094.631677 nChanged 21 SP:Iteration 40F (1322.987203 sec): 3 clusters Score: Raw -1808228.720139 + Penalty 3132.230465 = -1805096.489673 nChanged 13 SP:Iteration 41Q (1323.053371 sec): 3 clusters Score: Raw -1808229.952955 + Penalty 3132.230465 = -1805097.722489 nChanged 12 SP:Iteration 42Q (1323.113771 sec): 3 clusters Score: Raw -1808231.215365 + Penalty 3132.230465 = -1805098.984900 nChanged 17 SP:Iteration 43Q (1323.191165 sec): 3 clusters Score: Raw -1808232.750847 + Penalty 3132.230465 = -1805100.520382 nChanged 13 SP:Iteration 44Q (1323.253203 sec): 3 clusters Score: Raw -1808233.512301 + Penalty 3132.230465 = -1805101.281836 nChanged 13 SP:Iteration 45Q (1323.312254 sec): 3 clusters Score: Raw -1808234.381270 + Penalty 3132.230465 = -1805102.150805 nChanged 17 SP:Iteration 46Q (1323.374490 sec): 3 clusters Score: Raw -1808235.928570 + Penalty 3132.230465 = -1805103.698105 nChanged 12 SP:Iteration 47Q (1323.438140 sec): 3 clusters Score: Raw -1808236.723037 + Penalty 3132.230465 = -1805104.492571 nChanged 8 SP:Iteration 48Q (1323.515748 sec): 3 clusters Score: Raw -1808237.122904 + Penalty 3132.230465 = -1805104.892438 nChanged 7 SP:Iteration 49Q (1323.579936 sec): 3 clusters Score: Raw -1808237.565718 + Penalty 3132.230465 = -1805105.335253 nChanged 7 SP:Iteration 50Q (1323.648703 sec): 3 clusters Score: Raw -1808238.000383 + Penalty 3132.230465 = -1805105.769918 nChanged 9 SP:Iteration 51Q (1323.719331 sec): 3 clusters Score: Raw -1808238.567559 + Penalty 3132.230465 = -1805106.337094 nChanged 5 SP:Iteration 52Q (1323.786372 sec): 3 clusters Score: Raw -1808238.750883 + Penalty 3132.230465 = -1805106.520417 nChanged 2 SP:Iteration 53Q (1323.851751 sec): 3 clusters Score: Raw -1808238.852335 + Penalty 3132.230465 = -1805106.621869 nChanged 2 SP:Iteration 54Q (1323.914377 sec): 3 clusters Score: Raw -1808239.049103 + Penalty 3132.230465 = -1805106.818638 nChanged 5 SP:Iteration 55Q (1323.989840 sec): 3 clusters Score: Raw -1808239.449423 + Penalty 3132.230465 = -1805107.218958 nChanged 3 SP:Iteration 56Q (1324.046222 sec): 3 clusters Score: Raw -1808239.599263 + Penalty 3132.230465 = -1805107.368797 nChanged 4 SP:Iteration 57Q (1324.122090 sec): 3 clusters Score: Raw -1808239.796237 + Penalty 3132.230465 = -1805107.565772 nChanged 1 SP:Iteration 58Q (1324.184433 sec): 3 clusters Score: Raw -1808239.909945 + Penalty 3132.230465 = -1805107.679480 nChanged 4 SP:Iteration 59Q (1324.247608 sec): 3 clusters Score: Raw -1808240.155167 + Penalty 3132.230465 = -1805107.924702 nChanged 5 SP:Iteration 60F (1324.321197 sec): 3 clusters Score: Raw -1808240.463839 + Penalty 3132.230465 = -1805108.233374 nChanged 4 SP:Iteration 61Q (1324.377543 sec): 3 clusters Score: Raw -1808240.730701 + Penalty 3132.230465 = -1805108.500235 nChanged 7 SP:Iteration 62Q (1324.430453 sec): 3 clusters Score: Raw -1808241.442011 + Penalty 3132.230465 = -1805109.211546 nChanged 7 SP:Iteration 63Q (1324.497750 sec): 3 clusters Score: Raw -1808242.156388 + Penalty 3132.230465 = -1805109.925923 nChanged 9 SP:Iteration 64Q (1324.572674 sec): 3 clusters Score: Raw -1808242.986073 + Penalty 3132.230465 = -1805110.755607 nChanged 10 SP:Iteration 65Q (1324.642203 sec): 3 clusters Score: Raw -1808243.958146 + Penalty 3132.230465 = -1805111.727681 nChanged 9 SP:Iteration 66Q (1324.703179 sec): 3 clusters Score: Raw -1808244.520830 + Penalty 3132.230465 = -1805112.290364 nChanged 10 SP:Iteration 67Q (1324.776693 sec): 3 clusters Score: Raw -1808245.253357 + Penalty 3132.230465 = -1805113.022891 nChanged 4 SP:Iteration 68Q (1324.830049 sec): 3 clusters Score: Raw -1808245.528606 + Penalty 3132.230465 = -1805113.298140 nChanged 1 SP:Iteration 69Q (1324.909209 sec): 3 clusters Score: Raw -1808245.585073 + Penalty 3132.230465 = -1805113.354607 nChanged 0 SP:Iteration 70F (1324.972174 sec): 3 clusters Score: Raw -1808245.585073 + Penalty 3132.230465 = -1805113.354607 nChanged 0 Trying to split cluster 10 (11651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1325.009021 sec): 2 clusters Score: Raw -1385431.312967 + Penalty 1521.511435 = -1383909.801532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1325.079420 sec): 3 clusters Score: Raw -1378693.939302 + Penalty 3043.022870 = -1375650.916432 nChanged 5120 SP:Iteration 1F (1325.132232 sec): 3 clusters Score: Raw -1381506.628031 + Penalty 3043.022870 = -1378463.605161 nChanged 787 SP:Iteration 2F (1325.190713 sec): 3 clusters Score: Raw -1381970.508597 + Penalty 3043.022870 = -1378927.485727 nChanged 779 SP:Iteration 3F (1325.246348 sec): 3 clusters Score: Raw -1382510.689873 + Penalty 3043.022870 = -1379467.667003 nChanged 816 SP:Iteration 4F (1325.291761 sec): 3 clusters Score: Raw -1383099.644905 + Penalty 3043.022870 = -1380056.622035 nChanged 823 SP:Iteration 5F (1325.340081 sec): 3 clusters Score: Raw -1383701.448342 + Penalty 3043.022870 = -1380658.425472 nChanged 759 SP:Iteration 6F (1325.393255 sec): 3 clusters Score: Raw -1384219.858357 + Penalty 3043.022870 = -1381176.835487 nChanged 598 SP:Iteration 7F (1325.451448 sec): 3 clusters Score: Raw -1384557.930296 + Penalty 3043.022870 = -1381514.907426 nChanged 446 SP:Iteration 8Q (1325.521108 sec): 3 clusters Score: Raw -1384791.523751 + Penalty 3043.022870 = -1381748.500881 nChanged 367 SP:Iteration 9Q (1325.581260 sec): 3 clusters Score: Raw -1384962.400491 + Penalty 3043.022870 = -1381919.377621 nChanged 288 SP:Iteration 10Q (1325.625029 sec): 3 clusters Score: Raw -1385069.088305 + Penalty 3043.022870 = -1382026.065435 nChanged 201 SP:Iteration 11Q (1325.696732 sec): 3 clusters Score: Raw -1385130.697339 + Penalty 3043.022870 = -1382087.674469 nChanged 154 SP:Iteration 12Q (1325.754920 sec): 3 clusters Score: Raw -1385175.647837 + Penalty 3043.022870 = -1382132.624967 nChanged 131 SP:Iteration 13Q (1325.815909 sec): 3 clusters Score: Raw -1385209.823243 + Penalty 3043.022870 = -1382166.800373 nChanged 102 SP:Iteration 14Q (1325.865726 sec): 3 clusters Score: Raw -1385234.647191 + Penalty 3043.022870 = -1382191.624321 nChanged 83 SP:Iteration 15Q (1325.936047 sec): 3 clusters Score: Raw -1385252.048050 + Penalty 3043.022870 = -1382209.025180 nChanged 67 SP:Iteration 16Q (1325.992451 sec): 3 clusters Score: Raw -1385268.162617 + Penalty 3043.022870 = -1382225.139747 nChanged 58 SP:Iteration 17Q (1326.054215 sec): 3 clusters Score: Raw -1385281.052342 + Penalty 3043.022870 = -1382238.029472 nChanged 61 SP:Iteration 18Q (1326.109378 sec): 3 clusters Score: Raw -1385293.285117 + Penalty 3043.022870 = -1382250.262247 nChanged 52 SP:Iteration 19Q (1326.180595 sec): 3 clusters Score: Raw -1385304.559284 + Penalty 3043.022870 = -1382261.536414 nChanged 52 SP:Iteration 20F (1326.248059 sec): 3 clusters Score: Raw -1385317.612086 + Penalty 3043.022870 = -1382274.589216 nChanged 55 SP:Iteration 21Q (1326.305922 sec): 3 clusters Score: Raw -1385329.735206 + Penalty 3043.022870 = -1382286.712336 nChanged 47 SP:Iteration 22Q (1326.366221 sec): 3 clusters Score: Raw -1385338.267500 + Penalty 3043.022870 = -1382295.244630 nChanged 42 SP:Iteration 23Q (1326.424435 sec): 3 clusters Score: Raw -1385349.080653 + Penalty 3043.022870 = -1382306.057783 nChanged 40 SP:Iteration 24Q (1326.489049 sec): 3 clusters Score: Raw -1385357.448812 + Penalty 3043.022870 = -1382314.425942 nChanged 42 SP:Iteration 25Q (1326.536219 sec): 3 clusters Score: Raw -1385366.225198 + Penalty 3043.022870 = -1382323.202328 nChanged 41 SP:Iteration 26Q (1326.592636 sec): 3 clusters Score: Raw -1385373.332661 + Penalty 3043.022870 = -1382330.309791 nChanged 37 SP:Iteration 27Q (1326.665787 sec): 3 clusters Score: Raw -1385380.935541 + Penalty 3043.022870 = -1382337.912671 nChanged 34 SP:Iteration 28Q (1326.709723 sec): 3 clusters Score: Raw -1385386.214386 + Penalty 3043.022870 = -1382343.191516 nChanged 25 SP:Iteration 29Q (1326.771620 sec): 3 clusters Score: Raw -1385390.673388 + Penalty 3043.022870 = -1382347.650518 nChanged 31 SP:Iteration 30Q (1326.827651 sec): 3 clusters Score: Raw -1385396.363659 + Penalty 3043.022870 = -1382353.340789 nChanged 37 SP:Iteration 31Q (1326.897000 sec): 3 clusters Score: Raw -1385404.424243 + Penalty 3043.022870 = -1382361.401373 nChanged 41 SP:Iteration 32Q (1326.953932 sec): 3 clusters Score: Raw -1385413.708479 + Penalty 3043.022870 = -1382370.685609 nChanged 43 SP:Iteration 33Q (1327.029447 sec): 3 clusters Score: Raw -1385423.347392 + Penalty 3043.022870 = -1382380.324522 nChanged 45 SP:Iteration 34Q (1327.085820 sec): 3 clusters Score: Raw -1385434.053338 + Penalty 3043.022870 = -1382391.030468 nChanged 47 SP:Iteration 35Q (1327.143574 sec): 3 clusters Score: Raw -1385444.662020 + Penalty 3043.022870 = -1382401.639150 nChanged 33 SP:Iteration 36Q (1327.197716 sec): 3 clusters Score: Raw -1385451.878383 + Penalty 3043.022870 = -1382408.855513 nChanged 42 SP:Iteration 37Q (1327.262535 sec): 3 clusters Score: Raw -1385459.417358 + Penalty 3043.022870 = -1382416.394488 nChanged 43 SP:Iteration 38Q (1327.322094 sec): 3 clusters Score: Raw -1385466.365075 + Penalty 3043.022870 = -1382423.342205 nChanged 31 SP:Iteration 39Q (1327.382973 sec): 3 clusters Score: Raw -1385472.317664 + Penalty 3043.022870 = -1382429.294794 nChanged 28 SP:Iteration 40F (1327.444067 sec): 3 clusters Score: Raw -1385476.101543 + Penalty 3043.022870 = -1382433.078674 nChanged 25 SP:Iteration 41Q (1327.504347 sec): 3 clusters Score: Raw -1385479.365364 + Penalty 3043.022870 = -1382436.342494 nChanged 18 SP:Iteration 42Q (1327.563844 sec): 3 clusters Score: Raw -1385481.868953 + Penalty 3043.022870 = -1382438.846083 nChanged 23 SP:Iteration 43Q (1327.616281 sec): 3 clusters Score: Raw -1385485.058452 + Penalty 3043.022870 = -1382442.035582 nChanged 16 SP:Iteration 44Q (1327.679798 sec): 3 clusters Score: Raw -1385486.800515 + Penalty 3043.022870 = -1382443.777645 nChanged 12 SP:Iteration 45Q (1327.742714 sec): 3 clusters Score: Raw -1385488.388528 + Penalty 3043.022870 = -1382445.365658 nChanged 13 SP:Iteration 46Q (1327.799264 sec): 3 clusters Score: Raw -1385490.601507 + Penalty 3043.022870 = -1382447.578637 nChanged 14 SP:Iteration 47Q (1327.867581 sec): 3 clusters Score: Raw -1385492.549637 + Penalty 3043.022870 = -1382449.526767 nChanged 13 SP:Iteration 48Q (1327.919189 sec): 3 clusters Score: Raw -1385494.148056 + Penalty 3043.022870 = -1382451.125186 nChanged 12 SP:Iteration 49Q (1327.978327 sec): 3 clusters Score: Raw -1385495.702610 + Penalty 3043.022870 = -1382452.679740 nChanged 11 SP:Iteration 50Q (1328.039547 sec): 3 clusters Score: Raw -1385496.888871 + Penalty 3043.022870 = -1382453.866001 nChanged 1 SP:Iteration 51Q (1328.094029 sec): 3 clusters Score: Raw -1385497.214228 + Penalty 3043.022870 = -1382454.191358 nChanged 2 SP:Iteration 52Q (1328.161615 sec): 3 clusters Score: Raw -1385497.381937 + Penalty 3043.022870 = -1382454.359067 nChanged 1 SP:Iteration 53Q (1328.225940 sec): 3 clusters Score: Raw -1385497.488431 + Penalty 3043.022870 = -1382454.465561 nChanged 2 SP:Iteration 54Q (1328.286764 sec): 3 clusters Score: Raw -1385497.944596 + Penalty 3043.022870 = -1382454.921726 nChanged 2 SP:Iteration 55Q (1328.341435 sec): 3 clusters Score: Raw -1385498.210597 + Penalty 3043.022870 = -1382455.187727 nChanged 2 SP:Iteration 56Q (1328.411866 sec): 3 clusters Score: Raw -1385498.536635 + Penalty 3043.022870 = -1382455.513765 nChanged 4 SP:Iteration 57Q (1328.468925 sec): 3 clusters Score: Raw -1385498.994719 + Penalty 3043.022870 = -1382455.971849 nChanged 5 SP:Iteration 58Q (1328.525654 sec): 3 clusters Score: Raw -1385499.791033 + Penalty 3043.022870 = -1382456.768163 nChanged 7 SP:Iteration 59Q (1328.589213 sec): 3 clusters Score: Raw -1385500.521729 + Penalty 3043.022870 = -1382457.498859 nChanged 7 SP:Iteration 60F (1328.665932 sec): 3 clusters Score: Raw -1385501.327025 + Penalty 3043.022870 = -1382458.304155 nChanged 8 SP:Iteration 61Q (1328.714671 sec): 3 clusters Score: Raw -1385502.529866 + Penalty 3043.022870 = -1382459.506996 nChanged 12 SP:Iteration 62Q (1328.786374 sec): 3 clusters Score: Raw -1385504.014491 + Penalty 3043.022870 = -1382460.991621 nChanged 18 SP:Iteration 63Q (1328.838669 sec): 3 clusters Score: Raw -1385506.503802 + Penalty 3043.022870 = -1382463.480932 nChanged 20 SP:Iteration 64Q (1328.902891 sec): 3 clusters Score: Raw -1385509.030679 + Penalty 3043.022870 = -1382466.007809 nChanged 22 SP:Iteration 65Q (1328.956109 sec): 3 clusters Score: Raw -1385512.610905 + Penalty 3043.022870 = -1382469.588035 nChanged 28 SP:Iteration 66Q (1329.021131 sec): 3 clusters Score: Raw -1385518.609840 + Penalty 3043.022870 = -1382475.586970 nChanged 27 SP:Iteration 67Q (1329.072367 sec): 3 clusters Score: Raw -1385523.891515 + Penalty 3043.022870 = -1382480.868645 nChanged 29 SP:Iteration 68Q (1329.134240 sec): 3 clusters Score: Raw -1385528.102096 + Penalty 3043.022870 = -1382485.079226 nChanged 28 SP:Iteration 69Q (1329.188370 sec): 3 clusters Score: Raw -1385531.974623 + Penalty 3043.022870 = -1382488.951753 nChanged 20 SP:Iteration 70Q (1329.242209 sec): 3 clusters Score: Raw -1385535.557910 + Penalty 3043.022870 = -1382492.535040 nChanged 25 SP:Iteration 71Q (1329.306784 sec): 3 clusters Score: Raw -1385540.698817 + Penalty 3043.022870 = -1382497.675947 nChanged 30 SP:Iteration 72Q (1329.357296 sec): 3 clusters Score: Raw -1385548.185464 + Penalty 3043.022870 = -1382505.162594 nChanged 27 SP:Iteration 73Q (1329.430679 sec): 3 clusters Score: Raw -1385553.263349 + Penalty 3043.022870 = -1382510.240479 nChanged 22 SP:Iteration 74Q (1329.482807 sec): 3 clusters Score: Raw -1385557.926340 + Penalty 3043.022870 = -1382514.903470 nChanged 30 SP:Iteration 75Q (1329.554675 sec): 3 clusters Score: Raw -1385566.242834 + Penalty 3043.022870 = -1382523.219964 nChanged 37 SP:Iteration 76Q (1329.603925 sec): 3 clusters Score: Raw -1385577.086637 + Penalty 3043.022870 = -1382534.063767 nChanged 40 SP:Iteration 77Q (1329.667593 sec): 3 clusters Score: Raw -1385587.212654 + Penalty 3043.022870 = -1382544.189784 nChanged 35 SP:Iteration 78Q (1329.716326 sec): 3 clusters Score: Raw -1385595.425078 + Penalty 3043.022870 = -1382552.402208 nChanged 33 SP:Iteration 79Q (1329.777037 sec): 3 clusters Score: Raw -1385603.391027 + Penalty 3043.022870 = -1382560.368157 nChanged 32 SP:Iteration 80F (1329.835530 sec): 3 clusters Score: Raw -1385610.159589 + Penalty 3043.022870 = -1382567.136719 nChanged 34 SP:Iteration 81Q (1329.889110 sec): 3 clusters Score: Raw -1385618.800397 + Penalty 3043.022870 = -1382575.777527 nChanged 26 SP:Iteration 82Q (1329.944370 sec): 3 clusters Score: Raw -1385627.101796 + Penalty 3043.022870 = -1382584.078926 nChanged 25 SP:Iteration 83Q (1330.007799 sec): 3 clusters Score: Raw -1385633.277406 + Penalty 3043.022870 = -1382590.254536 nChanged 17 SP:Iteration 84Q (1330.063195 sec): 3 clusters Score: Raw -1385636.594695 + Penalty 3043.022870 = -1382593.571825 nChanged 15 SP:Iteration 85Q (1330.124661 sec): 3 clusters Score: Raw -1385639.213670 + Penalty 3043.022870 = -1382596.190800 nChanged 18 SP:Iteration 86Q (1330.182874 sec): 3 clusters Score: Raw -1385643.181690 + Penalty 3043.022870 = -1382600.158820 nChanged 28 SP:Iteration 87Q (1330.242454 sec): 3 clusters Score: Raw -1385649.526783 + Penalty 3043.022870 = -1382606.503913 nChanged 27 SP:Iteration 88Q (1330.310363 sec): 3 clusters Score: Raw -1385656.548142 + Penalty 3043.022870 = -1382613.525272 nChanged 26 SP:Iteration 89Q (1330.358903 sec): 3 clusters Score: Raw -1385661.987022 + Penalty 3043.022870 = -1382618.964152 nChanged 25 SP:Iteration 90Q (1330.414274 sec): 3 clusters Score: Raw -1385667.395075 + Penalty 3043.022870 = -1382624.372205 nChanged 19 SP:Iteration 91Q (1330.468480 sec): 3 clusters Score: Raw -1385671.932387 + Penalty 3043.022870 = -1382628.909517 nChanged 25 SP:Iteration 92Q (1330.531980 sec): 3 clusters Score: Raw -1385679.781043 + Penalty 3043.022870 = -1382636.758173 nChanged 25 SP:Iteration 93Q (1330.575412 sec): 3 clusters Score: Raw -1385685.486998 + Penalty 3043.022870 = -1382642.464128 nChanged 21 SP:Iteration 94Q (1330.634894 sec): 3 clusters Score: Raw -1385690.479998 + Penalty 3043.022870 = -1382647.457128 nChanged 24 SP:Iteration 95Q (1330.693804 sec): 3 clusters Score: Raw -1385695.412680 + Penalty 3043.022870 = -1382652.389810 nChanged 22 SP:Iteration 96Q (1330.754617 sec): 3 clusters Score: Raw -1385699.125013 + Penalty 3043.022870 = -1382656.102143 nChanged 11 SP:Iteration 97Q (1330.820526 sec): 3 clusters Score: Raw -1385701.013443 + Penalty 3043.022870 = -1382657.990573 nChanged 8 SP:Iteration 98Q (1330.879239 sec): 3 clusters Score: Raw -1385701.824621 + Penalty 3043.022870 = -1382658.801751 nChanged 4 SP:Iteration 99Q (1330.944631 sec): 3 clusters Score: Raw -1385702.344761 + Penalty 3043.022870 = -1382659.321891 nChanged 2 SP:Iteration 100F (1331.010725 sec): 3 clusters Score: Raw -1385702.563920 + Penalty 3043.022870 = -1382659.541050 nChanged 2 SP:Iteration 101Q (1331.063504 sec): 3 clusters Score: Raw -1385702.846181 + Penalty 3043.022870 = -1382659.823311 nChanged 2 SP:Iteration 102Q (1331.117213 sec): 3 clusters Score: Raw -1385703.077896 + Penalty 3043.022870 = -1382660.055026 nChanged 2 SP:Iteration 103Q (1331.175869 sec): 3 clusters Score: Raw -1385703.570582 + Penalty 3043.022870 = -1382660.547712 nChanged 2 SP:Iteration 104Q (1331.239688 sec): 3 clusters Score: Raw -1385703.887549 + Penalty 3043.022870 = -1382660.864679 nChanged 2 SP:Iteration 105Q (1331.306809 sec): 3 clusters Score: Raw -1385704.073562 + Penalty 3043.022870 = -1382661.050692 nChanged 0 SP:Iteration 106F (1331.370041 sec): 3 clusters Score: Raw -1385704.073562 + Penalty 3043.022870 = -1382661.050692 nChanged 0 Trying to split cluster 11 (3975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1331.388166 sec): 2 clusters Score: Raw -508166.894590 + Penalty 1346.764254 = -506820.130336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1331.441672 sec): 3 clusters Score: Raw -506208.390248 + Penalty 2693.528509 = -503514.861739 nChanged 1592 SP:Iteration 1F (1331.490434 sec): 3 clusters Score: Raw -507230.798364 + Penalty 2693.528509 = -504537.269855 nChanged 367 SP:Iteration 2F (1331.534526 sec): 3 clusters Score: Raw -507521.447868 + Penalty 2693.528509 = -504827.919359 nChanged 262 SP:Iteration 3F (1331.593450 sec): 3 clusters Score: Raw -507758.507556 + Penalty 2693.528509 = -505064.979047 nChanged 249 SP:Iteration 4F (1331.624284 sec): 3 clusters Score: Raw -508031.762278 + Penalty 2693.528509 = -505338.233769 nChanged 233 SP:Iteration 5F (1331.673289 sec): 3 clusters Score: Raw -508312.758650 + Penalty 2693.528509 = -505619.230142 nChanged 245 SP:Iteration 6F (1331.709745 sec): 3 clusters Score: Raw -508598.503833 + Penalty 2693.528509 = -505904.975324 nChanged 227 SP:Iteration 7F (1331.753296 sec): 3 clusters Score: Raw -508892.460417 + Penalty 2693.528509 = -506198.931908 nChanged 199 SP:Iteration 8F (1331.794003 sec): 3 clusters Score: Raw -509114.810326 + Penalty 2693.528509 = -506421.281817 nChanged 137 SP:Iteration 9Q (1331.848884 sec): 3 clusters Score: Raw -509247.428391 + Penalty 2693.528509 = -506553.899882 nChanged 115 SP:Iteration 10Q (1331.900873 sec): 3 clusters Score: Raw -509343.084302 + Penalty 2693.528509 = -506649.555793 nChanged 95 SP:Iteration 11Q (1331.933932 sec): 3 clusters Score: Raw -509411.506481 + Penalty 2693.528509 = -506717.977972 nChanged 69 SP:Iteration 12Q (1331.978066 sec): 3 clusters Score: Raw -509449.488017 + Penalty 2693.528509 = -506755.959509 nChanged 44 SP:Iteration 13Q (1332.025133 sec): 3 clusters Score: Raw -509476.462810 + Penalty 2693.528509 = -506782.934301 nChanged 43 SP:Iteration 14Q (1332.085639 sec): 3 clusters Score: Raw -509500.873888 + Penalty 2693.528509 = -506807.345379 nChanged 26 SP:Iteration 15Q (1332.125458 sec): 3 clusters Score: Raw -509511.486849 + Penalty 2693.528509 = -506817.958340 nChanged 19 SP:Iteration 16Q (1332.166219 sec): 3 clusters Score: Raw -509518.786284 + Penalty 2693.528509 = -506825.257776 nChanged 14 SP:Iteration 17Q (1332.211618 sec): 3 clusters Score: Raw -509522.890438 + Penalty 2693.528509 = -506829.361929 nChanged 11 SP:Iteration 18Q (1332.253615 sec): 3 clusters Score: Raw -509525.812809 + Penalty 2693.528509 = -506832.284300 nChanged 8 SP:Iteration 19Q (1332.290320 sec): 3 clusters Score: Raw -509528.994847 + Penalty 2693.528509 = -506835.466339 nChanged 9 SP:Iteration 20F (1332.336476 sec): 3 clusters Score: Raw -509531.903685 + Penalty 2693.528509 = -506838.375176 nChanged 6 SP:Iteration 21Q (1332.388159 sec): 3 clusters Score: Raw -509533.697627 + Penalty 2693.528509 = -506840.169118 nChanged 7 SP:Iteration 22Q (1332.435039 sec): 3 clusters Score: Raw -509536.285648 + Penalty 2693.528509 = -506842.757139 nChanged 10 SP:Iteration 23Q (1332.475165 sec): 3 clusters Score: Raw -509539.732205 + Penalty 2693.528509 = -506846.203696 nChanged 3 SP:Iteration 24Q (1332.529223 sec): 3 clusters Score: Raw -509540.307635 + Penalty 2693.528509 = -506846.779126 nChanged 1 SP:Iteration 25Q (1332.575339 sec): 3 clusters Score: Raw -509540.540460 + Penalty 2693.528509 = -506847.011951 nChanged 1 SP:Iteration 26Q (1332.611858 sec): 3 clusters Score: Raw -509540.688081 + Penalty 2693.528509 = -506847.159572 nChanged 1 SP:Iteration 27Q (1332.658548 sec): 3 clusters Score: Raw -509540.846458 + Penalty 2693.528509 = -506847.317949 nChanged 1 SP:Iteration 28Q (1332.698157 sec): 3 clusters Score: Raw -509541.115641 + Penalty 2693.528509 = -506847.587132 nChanged 2 SP:Iteration 29Q (1332.740582 sec): 3 clusters Score: Raw -509541.307066 + Penalty 2693.528509 = -506847.778558 nChanged 0 SP:Iteration 30F (1332.787885 sec): 3 clusters Score: Raw -509541.307066 + Penalty 2693.528509 = -506847.778558 nChanged 0 Score: Raw -51880378.626659 + Penalty 54875.690030 = -51825502.936629 Splitting cluster 11 changes total score from -51826238.562544 to -51825502.936629 So it's not getting split. Trying to split cluster 12 (940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1340.221784 sec): 2 clusters Score: Raw -116151.938652 + Penalty 1112.455480 = -115039.483172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1340.262565 sec): 3 clusters Score: Raw -115831.241232 + Penalty 2224.910959 = -113606.330272 nChanged 277 SP:Iteration 1F (1340.295871 sec): 3 clusters Score: Raw -116066.617922 + Penalty 2224.910959 = -113841.706963 nChanged 78 SP:Iteration 2F (1340.341593 sec): 3 clusters Score: Raw -116146.619667 + Penalty 2224.910959 = -113921.708707 nChanged 34 SP:Iteration 3Q (1340.384122 sec): 3 clusters Score: Raw -116187.483261 + Penalty 2224.910959 = -113962.572301 nChanged 34 SP:Iteration 4Q (1340.414486 sec): 3 clusters Score: Raw -116219.881947 + Penalty 2224.910959 = -113994.970988 nChanged 17 SP:Iteration 5Q (1340.462348 sec): 3 clusters Score: Raw -116234.875199 + Penalty 2224.910959 = -114009.964240 nChanged 9 SP:Iteration 6Q (1340.511364 sec): 3 clusters Score: Raw -116241.806908 + Penalty 2224.910959 = -114016.895948 nChanged 5 SP:Iteration 7Q (1340.542692 sec): 3 clusters Score: Raw -116246.193846 + Penalty 2224.910959 = -114021.282886 nChanged 2 SP:Iteration 8Q (1340.577577 sec): 3 clusters Score: Raw -116247.744733 + Penalty 2224.910959 = -114022.833773 nChanged 1 SP:Iteration 9Q (1340.628551 sec): 3 clusters Score: Raw -116248.487173 + Penalty 2224.910959 = -114023.576214 nChanged 1 SP:Iteration 10Q (1340.663501 sec): 3 clusters Score: Raw -116249.606704 + Penalty 2224.910959 = -114024.695744 nChanged 0 SP:Iteration 11F (1340.705801 sec): 3 clusters Score: Raw -116249.606704 + Penalty 2224.910959 = -114024.695744 nChanged 0 Trying to split cluster 13 (61220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1340.809632 sec): 2 clusters Score: Raw -7442465.611148 + Penalty 1791.112247 = -7440674.498901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1340.951821 sec): 3 clusters Score: Raw -7403402.138366 + Penalty 3582.224494 = -7399819.913872 nChanged 29009 SP:Iteration 1F (1341.096631 sec): 3 clusters Score: Raw -7420557.162027 + Penalty 3582.224494 = -7416974.937533 nChanged 2768 SP:Iteration 2Q (1341.252173 sec): 3 clusters Score: Raw -7421623.768367 + Penalty 3582.224494 = -7418041.543873 nChanged 2936 SP:Iteration 3Q (1341.402913 sec): 3 clusters Score: Raw -7422989.891453 + Penalty 3582.224494 = -7419407.666959 nChanged 3153 SP:Iteration 4F (1341.539162 sec): 3 clusters Score: Raw -7424682.318401 + Penalty 3582.224494 = -7421100.093907 nChanged 3469 SP:Iteration 5F (1341.686390 sec): 3 clusters Score: Raw -7426737.840816 + Penalty 3582.224494 = -7423155.616322 nChanged 3611 SP:Iteration 6F (1341.830574 sec): 3 clusters Score: Raw -7429059.044480 + Penalty 3582.224494 = -7425476.819986 nChanged 3561 SP:Iteration 7F (1341.978137 sec): 3 clusters Score: Raw -7431585.639563 + Penalty 3582.224494 = -7428003.415069 nChanged 3388 SP:Iteration 8F (1342.122038 sec): 3 clusters Score: Raw -7434210.090085 + Penalty 3582.224494 = -7430627.865591 nChanged 2900 SP:Iteration 9Q (1342.282213 sec): 3 clusters Score: Raw -7436469.804244 + Penalty 3582.224494 = -7432887.579750 nChanged 2303 SP:Iteration 10Q (1342.423374 sec): 3 clusters Score: Raw -7438154.370296 + Penalty 3582.224494 = -7434572.145802 nChanged 1725 SP:Iteration 11Q (1342.577018 sec): 3 clusters Score: Raw -7439262.630391 + Penalty 3582.224494 = -7435680.405896 nChanged 1355 SP:Iteration 12Q (1342.729874 sec): 3 clusters Score: Raw -7440035.843161 + Penalty 3582.224494 = -7436453.618667 nChanged 1038 SP:Iteration 13Q (1342.876592 sec): 3 clusters Score: Raw -7440567.787683 + Penalty 3582.224494 = -7436985.563189 nChanged 897 SP:Iteration 14Q (1343.010556 sec): 3 clusters Score: Raw -7440999.414884 + Penalty 3582.224494 = -7437417.190390 nChanged 755 SP:Iteration 15Q (1343.144587 sec): 3 clusters Score: Raw -7441343.287587 + Penalty 3582.224494 = -7437761.063093 nChanged 616 SP:Iteration 16Q (1343.272068 sec): 3 clusters Score: Raw -7441609.511210 + Penalty 3582.224494 = -7438027.286716 nChanged 524 SP:Iteration 17Q (1343.385372 sec): 3 clusters Score: Raw -7441822.458124 + Penalty 3582.224494 = -7438240.233630 nChanged 446 SP:Iteration 18Q (1343.502898 sec): 3 clusters Score: Raw -7441993.766067 + Penalty 3582.224494 = -7438411.541573 nChanged 396 SP:Iteration 19Q (1343.628752 sec): 3 clusters Score: Raw -7442136.911419 + Penalty 3582.224494 = -7438554.686925 nChanged 332 SP:Iteration 20F (1343.766247 sec): 3 clusters Score: Raw -7442251.253311 + Penalty 3582.224494 = -7438669.028817 nChanged 296 SP:Iteration 21Q (1343.902858 sec): 3 clusters Score: Raw -7442342.229270 + Penalty 3582.224494 = -7438760.004775 nChanged 242 SP:Iteration 22Q (1344.034582 sec): 3 clusters Score: Raw -7442411.536144 + Penalty 3582.224494 = -7438829.311650 nChanged 209 SP:Iteration 23Q (1344.161823 sec): 3 clusters Score: Raw -7442475.444049 + Penalty 3582.224494 = -7438893.219555 nChanged 187 SP:Iteration 24Q (1344.292183 sec): 3 clusters Score: Raw -7442530.426004 + Penalty 3582.224494 = -7438948.201509 nChanged 168 SP:Iteration 25Q (1344.402351 sec): 3 clusters Score: Raw -7442579.945799 + Penalty 3582.224494 = -7438997.721305 nChanged 158 SP:Iteration 26Q (1344.530812 sec): 3 clusters Score: Raw -7442622.791452 + Penalty 3582.224494 = -7439040.566958 nChanged 139 SP:Iteration 27Q (1344.656624 sec): 3 clusters Score: Raw -7442659.833967 + Penalty 3582.224494 = -7439077.609473 nChanged 139 SP:Iteration 28Q (1344.774706 sec): 3 clusters Score: Raw -7442690.358716 + Penalty 3582.224494 = -7439108.134222 nChanged 97 SP:Iteration 29Q (1344.897646 sec): 3 clusters Score: Raw -7442712.141814 + Penalty 3582.224494 = -7439129.917320 nChanged 83 SP:Iteration 30Q (1345.020496 sec): 3 clusters Score: Raw -7442728.474407 + Penalty 3582.224494 = -7439146.249913 nChanged 70 SP:Iteration 31Q (1345.163624 sec): 3 clusters Score: Raw -7442740.803150 + Penalty 3582.224494 = -7439158.578656 nChanged 62 SP:Iteration 32Q (1345.281908 sec): 3 clusters Score: Raw -7442751.331106 + Penalty 3582.224494 = -7439169.106612 nChanged 55 SP:Iteration 33Q (1345.394896 sec): 3 clusters Score: Raw -7442761.105472 + Penalty 3582.224494 = -7439178.880978 nChanged 46 SP:Iteration 34Q (1345.526014 sec): 3 clusters Score: Raw -7442769.522062 + Penalty 3582.224494 = -7439187.297568 nChanged 48 SP:Iteration 35Q (1345.659779 sec): 3 clusters Score: Raw -7442778.840016 + Penalty 3582.224494 = -7439196.615522 nChanged 46 SP:Iteration 36Q (1345.775401 sec): 3 clusters Score: Raw -7442786.685331 + Penalty 3582.224494 = -7439204.460837 nChanged 42 SP:Iteration 37Q (1345.899499 sec): 3 clusters Score: Raw -7442795.045239 + Penalty 3582.224494 = -7439212.820745 nChanged 42 SP:Iteration 38Q (1346.049935 sec): 3 clusters Score: Raw -7442803.704712 + Penalty 3582.224494 = -7439221.480218 nChanged 38 SP:Iteration 39Q (1346.177810 sec): 3 clusters Score: Raw -7442812.441172 + Penalty 3582.224494 = -7439230.216678 nChanged 40 SP:Iteration 40F (1346.329766 sec): 3 clusters Score: Raw -7442820.604380 + Penalty 3582.224494 = -7439238.379886 nChanged 38 SP:Iteration 41Q (1346.455981 sec): 3 clusters Score: Raw -7442828.138725 + Penalty 3582.224494 = -7439245.914231 nChanged 44 SP:Iteration 42Q (1346.585954 sec): 3 clusters Score: Raw -7442836.498027 + Penalty 3582.224494 = -7439254.273532 nChanged 32 SP:Iteration 43Q (1346.709943 sec): 3 clusters Score: Raw -7442843.698227 + Penalty 3582.224494 = -7439261.473733 nChanged 37 SP:Iteration 44Q (1346.846117 sec): 3 clusters Score: Raw -7442850.430580 + Penalty 3582.224494 = -7439268.206086 nChanged 31 SP:Iteration 45Q (1346.983554 sec): 3 clusters Score: Raw -7442854.969320 + Penalty 3582.224494 = -7439272.744826 nChanged 18 SP:Iteration 46Q (1347.112178 sec): 3 clusters Score: Raw -7442857.693031 + Penalty 3582.224494 = -7439275.468537 nChanged 12 SP:Iteration 47Q (1347.234581 sec): 3 clusters Score: Raw -7442859.793611 + Penalty 3582.224494 = -7439277.569117 nChanged 15 SP:Iteration 48Q (1347.356313 sec): 3 clusters Score: Raw -7442862.175655 + Penalty 3582.224494 = -7439279.951161 nChanged 15 SP:Iteration 49Q (1347.473490 sec): 3 clusters Score: Raw -7442865.603934 + Penalty 3582.224494 = -7439283.379439 nChanged 26 SP:Iteration 50Q (1347.598849 sec): 3 clusters Score: Raw -7442871.281915 + Penalty 3582.224494 = -7439289.057421 nChanged 29 SP:Iteration 51Q (1347.718815 sec): 3 clusters Score: Raw -7442876.522874 + Penalty 3582.224494 = -7439294.298380 nChanged 23 SP:Iteration 52Q (1347.843762 sec): 3 clusters Score: Raw -7442880.443907 + Penalty 3582.224494 = -7439298.219413 nChanged 21 SP:Iteration 53Q (1347.957274 sec): 3 clusters Score: Raw -7442884.084507 + Penalty 3582.224494 = -7439301.860013 nChanged 16 SP:Iteration 54Q (1348.083455 sec): 3 clusters Score: Raw -7442886.787477 + Penalty 3582.224494 = -7439304.562983 nChanged 10 SP:Iteration 55Q (1348.205271 sec): 3 clusters Score: Raw -7442888.405405 + Penalty 3582.224494 = -7439306.180911 nChanged 12 SP:Iteration 56Q (1348.341825 sec): 3 clusters Score: Raw -7442889.688224 + Penalty 3582.224494 = -7439307.463730 nChanged 6 SP:Iteration 57Q (1348.483725 sec): 3 clusters Score: Raw -7442890.494587 + Penalty 3582.224494 = -7439308.270092 nChanged 6 SP:Iteration 58Q (1348.599561 sec): 3 clusters Score: Raw -7442891.486258 + Penalty 3582.224494 = -7439309.261764 nChanged 12 SP:Iteration 59Q (1348.720958 sec): 3 clusters Score: Raw -7442893.330146 + Penalty 3582.224494 = -7439311.105652 nChanged 5 SP:Iteration 60F (1348.858776 sec): 3 clusters Score: Raw -7442894.471597 + Penalty 3582.224494 = -7439312.247103 nChanged 8 SP:Iteration 61Q (1348.979323 sec): 3 clusters Score: Raw -7442895.739671 + Penalty 3582.224494 = -7439313.515176 nChanged 6 SP:Iteration 62Q (1349.091366 sec): 3 clusters Score: Raw -7442896.615422 + Penalty 3582.224494 = -7439314.390928 nChanged 9 SP:Iteration 63Q (1349.223548 sec): 3 clusters Score: Raw -7442897.602886 + Penalty 3582.224494 = -7439315.378392 nChanged 4 SP:Iteration 64Q (1349.354578 sec): 3 clusters Score: Raw -7442898.104089 + Penalty 3582.224494 = -7439315.879595 nChanged 4 SP:Iteration 65Q (1349.500286 sec): 3 clusters Score: Raw -7442898.537921 + Penalty 3582.224494 = -7439316.313427 nChanged 2 SP:Iteration 66Q (1349.635325 sec): 3 clusters Score: Raw -7442898.760570 + Penalty 3582.224494 = -7439316.536076 nChanged 1 SP:Iteration 67Q (1349.754253 sec): 3 clusters Score: Raw -7442898.813547 + Penalty 3582.224494 = -7439316.589053 nChanged 1 SP:Iteration 68Q (1349.875119 sec): 3 clusters Score: Raw -7442898.878869 + Penalty 3582.224494 = -7439316.654375 nChanged 3 SP:Iteration 69Q (1350.003545 sec): 3 clusters Score: Raw -7442899.046811 + Penalty 3582.224494 = -7439316.822317 nChanged 1 SP:Iteration 70Q (1350.117152 sec): 3 clusters Score: Raw -7442899.247662 + Penalty 3582.224494 = -7439317.023168 nChanged 0 SP:Iteration 71F (1350.255154 sec): 3 clusters Score: Raw -7442899.247662 + Penalty 3582.224494 = -7439317.023168 nChanged 0 Trying to split cluster 14 (110669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1350.410281 sec): 2 clusters Score: Raw -13646470.353520 + Penalty 1887.323595 = -13644583.029925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1350.636907 sec): 3 clusters Score: Raw -13574393.463210 + Penalty 3774.647189 = -13570618.816021 nChanged 52928 SP:Iteration 1F (1350.850175 sec): 3 clusters Score: Raw -13605434.876127 + Penalty 3774.647189 = -13601660.228938 nChanged 3417 SP:Iteration 2Q (1351.091254 sec): 3 clusters Score: Raw -13606180.657690 + Penalty 3774.647189 = -13602406.010501 nChanged 3432 SP:Iteration 3Q (1351.323756 sec): 3 clusters Score: Raw -13606954.467133 + Penalty 3774.647189 = -13603179.819944 nChanged 3513 SP:Iteration 4Q (1351.563154 sec): 3 clusters Score: Raw -13607835.438146 + Penalty 3774.647189 = -13604060.790957 nChanged 3697 SP:Iteration 5Q (1351.817653 sec): 3 clusters Score: Raw -13608896.569015 + Penalty 3774.647189 = -13605121.921826 nChanged 4093 SP:Iteration 6Q (1352.074595 sec): 3 clusters Score: Raw -13610290.615520 + Penalty 3774.647189 = -13606515.968331 nChanged 4540 SP:Iteration 7Q (1352.301174 sec): 3 clusters Score: Raw -13612127.329251 + Penalty 3774.647189 = -13608352.682062 nChanged 5077 SP:Iteration 8Q (1352.530666 sec): 3 clusters Score: Raw -13614720.858562 + Penalty 3774.647189 = -13610946.211373 nChanged 5683 SP:Iteration 9F (1352.761754 sec): 3 clusters Score: Raw -13618293.356183 + Penalty 3774.647189 = -13614518.708994 nChanged 6034 SP:Iteration 10F (1352.977475 sec): 3 clusters Score: Raw -13622364.931953 + Penalty 3774.647189 = -13618590.284764 nChanged 5736 SP:Iteration 11F (1353.192190 sec): 3 clusters Score: Raw -13625475.241999 + Penalty 3774.647189 = -13621700.594810 nChanged 4083 SP:Iteration 12Q (1353.418782 sec): 3 clusters Score: Raw -13626799.259125 + Penalty 3774.647189 = -13623024.611936 nChanged 2313 SP:Iteration 13Q (1353.646148 sec): 3 clusters Score: Raw -13627202.447705 + Penalty 3774.647189 = -13623427.800516 nChanged 1334 SP:Iteration 14Q (1353.871216 sec): 3 clusters Score: Raw -13627373.708488 + Penalty 3774.647189 = -13623599.061299 nChanged 922 SP:Iteration 15Q (1354.107827 sec): 3 clusters Score: Raw -13627492.874770 + Penalty 3774.647189 = -13623718.227581 nChanged 926 SP:Iteration 16Q (1354.340300 sec): 3 clusters Score: Raw -13627615.166597 + Penalty 3774.647189 = -13623840.519408 nChanged 884 SP:Iteration 17Q (1354.570800 sec): 3 clusters Score: Raw -13627734.489816 + Penalty 3774.647189 = -13623959.842627 nChanged 928 SP:Iteration 18Q (1354.793854 sec): 3 clusters Score: Raw -13627876.105399 + Penalty 3774.647189 = -13624101.458210 nChanged 1014 SP:Iteration 19Q (1355.017987 sec): 3 clusters Score: Raw -13628049.935571 + Penalty 3774.647189 = -13624275.288382 nChanged 1108 SP:Iteration 20F (1355.237900 sec): 3 clusters Score: Raw -13628256.669646 + Penalty 3774.647189 = -13624482.022457 nChanged 1246 SP:Iteration 21Q (1355.470494 sec): 3 clusters Score: Raw -13628502.965483 + Penalty 3774.647189 = -13624728.318294 nChanged 1347 SP:Iteration 22Q (1355.715263 sec): 3 clusters Score: Raw -13628778.220725 + Penalty 3774.647189 = -13625003.573536 nChanged 1397 SP:Iteration 23Q (1355.967529 sec): 3 clusters Score: Raw -13629076.298355 + Penalty 3774.647189 = -13625301.651166 nChanged 1480 SP:Iteration 24Q (1356.212939 sec): 3 clusters Score: Raw -13629418.663067 + Penalty 3774.647189 = -13625644.015878 nChanged 1571 SP:Iteration 25Q (1356.438604 sec): 3 clusters Score: Raw -13629812.679504 + Penalty 3774.647189 = -13626038.032315 nChanged 1697 SP:Iteration 26Q (1356.681367 sec): 3 clusters Score: Raw -13630253.848306 + Penalty 3774.647189 = -13626479.201117 nChanged 1747 SP:Iteration 27Q (1356.908159 sec): 3 clusters Score: Raw -13630753.591163 + Penalty 3774.647189 = -13626978.943974 nChanged 1912 SP:Iteration 28Q (1357.143430 sec): 3 clusters Score: Raw -13631343.794895 + Penalty 3774.647189 = -13627569.147706 nChanged 2041 SP:Iteration 29Q (1357.383573 sec): 3 clusters Score: Raw -13632039.468461 + Penalty 3774.647189 = -13628264.821272 nChanged 2185 SP:Iteration 30Q (1357.616526 sec): 3 clusters Score: Raw -13632844.534196 + Penalty 3774.647189 = -13629069.887007 nChanged 2215 SP:Iteration 31Q (1357.856386 sec): 3 clusters Score: Raw -13633708.320484 + Penalty 3774.647189 = -13629933.673295 nChanged 2237 SP:Iteration 32Q (1358.090657 sec): 3 clusters Score: Raw -13634645.516288 + Penalty 3774.647189 = -13630870.869098 nChanged 2226 SP:Iteration 33Q (1358.326192 sec): 3 clusters Score: Raw -13635639.434375 + Penalty 3774.647189 = -13631864.787186 nChanged 2163 SP:Iteration 34Q (1358.526799 sec): 3 clusters Score: Raw -13636678.610630 + Penalty 3774.647189 = -13632903.963441 nChanged 2122 SP:Iteration 35Q (1358.716393 sec): 3 clusters Score: Raw -13637786.539627 + Penalty 3774.647189 = -13634011.892438 nChanged 2036 SP:Iteration 36Q (1358.910273 sec): 3 clusters Score: Raw -13638952.255597 + Penalty 3774.647189 = -13635177.608407 nChanged 1888 SP:Iteration 37Q (1359.126200 sec): 3 clusters Score: Raw -13640106.634593 + Penalty 3774.647189 = -13636331.987404 nChanged 1706 SP:Iteration 38Q (1359.326233 sec): 3 clusters Score: Raw -13641226.979987 + Penalty 3774.647189 = -13637452.332798 nChanged 1435 SP:Iteration 39Q (1359.547755 sec): 3 clusters Score: Raw -13642178.018430 + Penalty 3774.647189 = -13638403.371241 nChanged 1129 SP:Iteration 40F (1359.781316 sec): 3 clusters Score: Raw -13643065.711579 + Penalty 3774.647189 = -13639291.064390 nChanged 1009 SP:Iteration 41Q (1360.001366 sec): 3 clusters Score: Raw -13643846.379812 + Penalty 3774.647189 = -13640071.732623 nChanged 834 SP:Iteration 42Q (1360.200223 sec): 3 clusters Score: Raw -13644433.992913 + Penalty 3774.647189 = -13640659.345724 nChanged 714 SP:Iteration 43Q (1360.412941 sec): 3 clusters Score: Raw -13644911.859877 + Penalty 3774.647189 = -13641137.212688 nChanged 598 SP:Iteration 44Q (1360.612488 sec): 3 clusters Score: Raw -13645281.956169 + Penalty 3774.647189 = -13641507.308980 nChanged 442 SP:Iteration 45Q (1360.803811 sec): 3 clusters Score: Raw -13645526.208269 + Penalty 3774.647189 = -13641751.561080 nChanged 352 SP:Iteration 46Q (1361.009333 sec): 3 clusters Score: Raw -13645705.599692 + Penalty 3774.647189 = -13641930.952503 nChanged 311 SP:Iteration 47Q (1361.198719 sec): 3 clusters Score: Raw -13645853.632324 + Penalty 3774.647189 = -13642078.985135 nChanged 278 SP:Iteration 48Q (1361.408933 sec): 3 clusters Score: Raw -13645972.072674 + Penalty 3774.647189 = -13642197.425485 nChanged 217 SP:Iteration 49Q (1361.610350 sec): 3 clusters Score: Raw -13646059.796064 + Penalty 3774.647189 = -13642285.148875 nChanged 175 SP:Iteration 50Q (1361.802696 sec): 3 clusters Score: Raw -13646131.798734 + Penalty 3774.647189 = -13642357.151545 nChanged 171 SP:Iteration 51Q (1361.964952 sec): 3 clusters Score: Raw -13646206.204301 + Penalty 3774.647189 = -13642431.557112 nChanged 153 SP:Iteration 52Q (1362.157053 sec): 3 clusters Score: Raw -13646273.960117 + Penalty 3774.647189 = -13642499.312928 nChanged 148 SP:Iteration 53Q (1362.350734 sec): 3 clusters Score: Raw -13646334.531849 + Penalty 3774.647189 = -13642559.884660 nChanged 119 SP:Iteration 54Q (1362.532837 sec): 3 clusters Score: Raw -13646380.882332 + Penalty 3774.647189 = -13642606.235143 nChanged 113 SP:Iteration 55Q (1362.718943 sec): 3 clusters Score: Raw -13646423.291355 + Penalty 3774.647189 = -13642648.644165 nChanged 95 SP:Iteration 56Q (1362.899054 sec): 3 clusters Score: Raw -13646455.047194 + Penalty 3774.647189 = -13642680.400005 nChanged 87 SP:Iteration 57Q (1363.105250 sec): 3 clusters Score: Raw -13646484.022366 + Penalty 3774.647189 = -13642709.375177 nChanged 65 SP:Iteration 58Q (1363.298818 sec): 3 clusters Score: Raw -13646507.218578 + Penalty 3774.647189 = -13642732.571389 nChanged 62 SP:Iteration 59Q (1363.505557 sec): 3 clusters Score: Raw -13646528.117932 + Penalty 3774.647189 = -13642753.470742 nChanged 61 SP:Iteration 60F (1363.738486 sec): 3 clusters Score: Raw -13646553.086056 + Penalty 3774.647189 = -13642778.438867 nChanged 55 SP:Iteration 61Q (1363.929647 sec): 3 clusters Score: Raw -13646575.291999 + Penalty 3774.647189 = -13642800.644810 nChanged 49 SP:Iteration 62Q (1364.113115 sec): 3 clusters Score: Raw -13646594.085603 + Penalty 3774.647189 = -13642819.438414 nChanged 44 SP:Iteration 63Q (1364.307937 sec): 3 clusters Score: Raw -13646610.124216 + Penalty 3774.647189 = -13642835.477027 nChanged 36 SP:Iteration 64Q (1364.499694 sec): 3 clusters Score: Raw -13646625.242705 + Penalty 3774.647189 = -13642850.595515 nChanged 39 SP:Iteration 65Q (1364.686510 sec): 3 clusters Score: Raw -13646638.929429 + Penalty 3774.647189 = -13642864.282240 nChanged 27 SP:Iteration 66Q (1364.881097 sec): 3 clusters Score: Raw -13646648.036114 + Penalty 3774.647189 = -13642873.388925 nChanged 21 SP:Iteration 67Q (1365.065296 sec): 3 clusters Score: Raw -13646654.341498 + Penalty 3774.647189 = -13642879.694309 nChanged 18 SP:Iteration 68Q (1365.241993 sec): 3 clusters Score: Raw -13646661.092441 + Penalty 3774.647189 = -13642886.445252 nChanged 19 SP:Iteration 69Q (1365.422498 sec): 3 clusters Score: Raw -13646667.544186 + Penalty 3774.647189 = -13642892.896997 nChanged 17 SP:Iteration 70Q (1365.605106 sec): 3 clusters Score: Raw -13646674.886709 + Penalty 3774.647189 = -13642900.239519 nChanged 15 SP:Iteration 71Q (1365.792309 sec): 3 clusters Score: Raw -13646682.268148 + Penalty 3774.647189 = -13642907.620959 nChanged 24 SP:Iteration 72Q (1365.968657 sec): 3 clusters Score: Raw -13646693.553225 + Penalty 3774.647189 = -13642918.906036 nChanged 23 SP:Iteration 73Q (1366.148186 sec): 3 clusters Score: Raw -13646701.740368 + Penalty 3774.647189 = -13642927.093179 nChanged 15 SP:Iteration 74Q (1366.347079 sec): 3 clusters Score: Raw -13646705.842536 + Penalty 3774.647189 = -13642931.195347 nChanged 10 SP:Iteration 75Q (1366.513591 sec): 3 clusters Score: Raw -13646708.873230 + Penalty 3774.647189 = -13642934.226041 nChanged 11 SP:Iteration 76Q (1366.696388 sec): 3 clusters Score: Raw -13646712.658367 + Penalty 3774.647189 = -13642938.011178 nChanged 8 SP:Iteration 77Q (1366.911011 sec): 3 clusters Score: Raw -13646716.018871 + Penalty 3774.647189 = -13642941.371682 nChanged 8 SP:Iteration 78Q (1367.101211 sec): 3 clusters Score: Raw -13646718.810569 + Penalty 3774.647189 = -13642944.163380 nChanged 8 SP:Iteration 79Q (1367.299307 sec): 3 clusters Score: Raw -13646721.298500 + Penalty 3774.647189 = -13642946.651311 nChanged 5 SP:Iteration 80F (1367.516086 sec): 3 clusters Score: Raw -13646722.631015 + Penalty 3774.647189 = -13642947.983826 nChanged 3 SP:Iteration 81Q (1367.677201 sec): 3 clusters Score: Raw -13646723.975759 + Penalty 3774.647189 = -13642949.328570 nChanged 7 SP:Iteration 82Q (1367.851868 sec): 3 clusters Score: Raw -13646725.918334 + Penalty 3774.647189 = -13642951.271145 nChanged 3 SP:Iteration 83Q (1368.028681 sec): 3 clusters Score: Raw -13646727.302375 + Penalty 3774.647189 = -13642952.655186 nChanged 4 SP:Iteration 84Q (1368.215991 sec): 3 clusters Score: Raw -13646728.802464 + Penalty 3774.647189 = -13642954.155275 nChanged 5 SP:Iteration 85Q (1368.411283 sec): 3 clusters Score: Raw -13646730.563199 + Penalty 3774.647189 = -13642955.916010 nChanged 9 SP:Iteration 86Q (1368.610039 sec): 3 clusters Score: Raw -13646735.386691 + Penalty 3774.647189 = -13642960.739502 nChanged 11 SP:Iteration 87Q (1368.802440 sec): 3 clusters Score: Raw -13646739.936000 + Penalty 3774.647189 = -13642965.288811 nChanged 7 SP:Iteration 88Q (1368.998567 sec): 3 clusters Score: Raw -13646742.376898 + Penalty 3774.647189 = -13642967.729709 nChanged 10 SP:Iteration 89Q (1369.199656 sec): 3 clusters Score: Raw -13646747.934174 + Penalty 3774.647189 = -13642973.286985 nChanged 15 SP:Iteration 90Q (1369.399782 sec): 3 clusters Score: Raw -13646753.034156 + Penalty 3774.647189 = -13642978.386967 nChanged 11 SP:Iteration 91Q (1369.581455 sec): 3 clusters Score: Raw -13646757.958109 + Penalty 3774.647189 = -13642983.310920 nChanged 13 SP:Iteration 92Q (1369.755455 sec): 3 clusters Score: Raw -13646762.118375 + Penalty 3774.647189 = -13642987.471186 nChanged 5 SP:Iteration 93Q (1369.927053 sec): 3 clusters Score: Raw -13646764.618964 + Penalty 3774.647189 = -13642989.971774 nChanged 6 SP:Iteration 94Q (1370.144386 sec): 3 clusters Score: Raw -13646766.379686 + Penalty 3774.647189 = -13642991.732497 nChanged 5 SP:Iteration 95Q (1370.350367 sec): 3 clusters Score: Raw -13646768.578095 + Penalty 3774.647189 = -13642993.930906 nChanged 4 SP:Iteration 96Q (1370.537962 sec): 3 clusters Score: Raw -13646769.389427 + Penalty 3774.647189 = -13642994.742238 nChanged 3 SP:Iteration 97Q (1370.743624 sec): 3 clusters Score: Raw -13646770.112988 + Penalty 3774.647189 = -13642995.465799 nChanged 0 SP:Iteration 98F (1370.973313 sec): 3 clusters Score: Raw -13646770.112988 + Penalty 3774.647189 = -13642995.465799 nChanged 0 Trying to split cluster 15 (2706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1371.008107 sec): 2 clusters Score: Raw -295833.858449 + Penalty 1284.274356 = -294549.584092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1371.050639 sec): 3 clusters Score: Raw -294607.691239 + Penalty 2568.548713 = -292039.142526 nChanged 1008 SP:Iteration 1F (1371.087519 sec): 3 clusters Score: Raw -295262.253028 + Penalty 2568.548713 = -292693.704315 nChanged 231 SP:Iteration 2F (1371.140303 sec): 3 clusters Score: Raw -295423.015874 + Penalty 2568.548713 = -292854.467161 nChanged 140 SP:Iteration 3F (1371.177669 sec): 3 clusters Score: Raw -295513.612887 + Penalty 2568.548713 = -292945.064174 nChanged 92 SP:Iteration 4Q (1371.223133 sec): 3 clusters Score: Raw -295565.364032 + Penalty 2568.548713 = -292996.815320 nChanged 67 SP:Iteration 5Q (1371.270862 sec): 3 clusters Score: Raw -295608.013824 + Penalty 2568.548713 = -293039.465111 nChanged 64 SP:Iteration 6Q (1371.323246 sec): 3 clusters Score: Raw -295646.161128 + Penalty 2568.548713 = -293077.612415 nChanged 59 SP:Iteration 7Q (1371.369458 sec): 3 clusters Score: Raw -295678.119745 + Penalty 2568.548713 = -293109.571032 nChanged 43 SP:Iteration 8Q (1371.411774 sec): 3 clusters Score: Raw -295699.408323 + Penalty 2568.548713 = -293130.859610 nChanged 44 SP:Iteration 9Q (1371.445208 sec): 3 clusters Score: Raw -295726.262101 + Penalty 2568.548713 = -293157.713389 nChanged 39 SP:Iteration 10Q (1371.489881 sec): 3 clusters Score: Raw -295742.104986 + Penalty 2568.548713 = -293173.556274 nChanged 35 SP:Iteration 11Q (1371.537247 sec): 3 clusters Score: Raw -295759.195597 + Penalty 2568.548713 = -293190.646884 nChanged 35 SP:Iteration 12Q (1371.575369 sec): 3 clusters Score: Raw -295775.688733 + Penalty 2568.548713 = -293207.140020 nChanged 23 SP:Iteration 13Q (1371.618977 sec): 3 clusters Score: Raw -295784.791522 + Penalty 2568.548713 = -293216.242809 nChanged 19 SP:Iteration 14Q (1371.662734 sec): 3 clusters Score: Raw -295791.246479 + Penalty 2568.548713 = -293222.697766 nChanged 18 SP:Iteration 15Q (1371.701816 sec): 3 clusters Score: Raw -295797.316891 + Penalty 2568.548713 = -293228.768178 nChanged 10 SP:Iteration 16Q (1371.753697 sec): 3 clusters Score: Raw -295800.308421 + Penalty 2568.548713 = -293231.759708 nChanged 5 SP:Iteration 17Q (1371.784922 sec): 3 clusters Score: Raw -295801.701570 + Penalty 2568.548713 = -293233.152857 nChanged 6 SP:Iteration 18Q (1371.842335 sec): 3 clusters Score: Raw -295803.937693 + Penalty 2568.548713 = -293235.388980 nChanged 8 SP:Iteration 19Q (1371.882762 sec): 3 clusters Score: Raw -295806.737727 + Penalty 2568.548713 = -293238.189014 nChanged 9 SP:Iteration 20F (1371.931189 sec): 3 clusters Score: Raw -295810.445622 + Penalty 2568.548713 = -293241.896909 nChanged 12 SP:Iteration 21Q (1371.967208 sec): 3 clusters Score: Raw -295814.903123 + Penalty 2568.548713 = -293246.354411 nChanged 11 SP:Iteration 22Q (1372.008811 sec): 3 clusters Score: Raw -295819.104022 + Penalty 2568.548713 = -293250.555309 nChanged 14 SP:Iteration 23Q (1372.062909 sec): 3 clusters Score: Raw -295823.814407 + Penalty 2568.548713 = -293255.265694 nChanged 10 SP:Iteration 24Q (1372.112315 sec): 3 clusters Score: Raw -295827.377770 + Penalty 2568.548713 = -293258.829057 nChanged 8 SP:Iteration 25Q (1372.141341 sec): 3 clusters Score: Raw -295830.493831 + Penalty 2568.548713 = -293261.945118 nChanged 4 SP:Iteration 26Q (1372.183389 sec): 3 clusters Score: Raw -295831.530452 + Penalty 2568.548713 = -293262.981739 nChanged 4 SP:Iteration 27Q (1372.232116 sec): 3 clusters Score: Raw -295833.375241 + Penalty 2568.548713 = -293264.826528 nChanged 2 SP:Iteration 28Q (1372.279924 sec): 3 clusters Score: Raw -295834.038851 + Penalty 2568.548713 = -293265.490138 nChanged 1 SP:Iteration 29Q (1372.319811 sec): 3 clusters Score: Raw -295834.328137 + Penalty 2568.548713 = -293265.779425 nChanged 1 SP:Iteration 30Q (1372.360132 sec): 3 clusters Score: Raw -295834.864223 + Penalty 2568.548713 = -293266.315510 nChanged 1 SP:Iteration 31Q (1372.406165 sec): 3 clusters Score: Raw -295835.187439 + Penalty 2568.548713 = -293266.638726 nChanged 3 SP:Iteration 32Q (1372.442661 sec): 3 clusters Score: Raw -295836.585338 + Penalty 2568.548713 = -293268.036625 nChanged 2 SP:Iteration 33Q (1372.495612 sec): 3 clusters Score: Raw -295837.988704 + Penalty 2568.548713 = -293269.439991 nChanged 1 SP:Iteration 34Q (1372.542584 sec): 3 clusters Score: Raw -295838.818877 + Penalty 2568.548713 = -293270.270164 nChanged 2 SP:Iteration 35Q (1372.596016 sec): 3 clusters Score: Raw -295839.175025 + Penalty 2568.548713 = -293270.626313 nChanged 1 SP:Iteration 36Q (1372.633472 sec): 3 clusters Score: Raw -295839.668153 + Penalty 2568.548713 = -293271.119440 nChanged 1 SP:Iteration 37Q (1372.678144 sec): 3 clusters Score: Raw -295840.503456 + Penalty 2568.548713 = -293271.954743 nChanged 1 SP:Iteration 38Q (1372.723518 sec): 3 clusters Score: Raw -295840.698637 + Penalty 2568.548713 = -293272.149924 nChanged 0 SP:Iteration 39F (1372.781414 sec): 3 clusters Score: Raw -295840.698637 + Penalty 2568.548713 = -293272.149924 nChanged 0 Trying to split cluster 16 (4183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1372.802213 sec): 2 clusters Score: Raw -494613.436319 + Penalty 1355.052395 = -493258.383923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1372.856966 sec): 3 clusters Score: Raw -492506.604696 + Penalty 2710.104791 = -489796.499905 nChanged 1624 SP:Iteration 1F (1372.902826 sec): 3 clusters Score: Raw -493395.550955 + Penalty 2710.104791 = -490685.446164 nChanged 325 SP:Iteration 2F (1372.955952 sec): 3 clusters Score: Raw -493594.587172 + Penalty 2710.104791 = -490884.482381 nChanged 240 SP:Iteration 3F (1373.011400 sec): 3 clusters Score: Raw -493734.690647 + Penalty 2710.104791 = -491024.585857 nChanged 184 SP:Iteration 4Q (1373.063463 sec): 3 clusters Score: Raw -493824.664241 + Penalty 2710.104791 = -491114.559451 nChanged 134 SP:Iteration 5Q (1373.109795 sec): 3 clusters Score: Raw -493889.589833 + Penalty 2710.104791 = -491179.485042 nChanged 107 SP:Iteration 6Q (1373.166150 sec): 3 clusters Score: Raw -493938.008523 + Penalty 2710.104791 = -491227.903732 nChanged 92 SP:Iteration 7Q (1373.205570 sec): 3 clusters Score: Raw -493980.413151 + Penalty 2710.104791 = -491270.308361 nChanged 86 SP:Iteration 8Q (1373.264824 sec): 3 clusters Score: Raw -494016.672618 + Penalty 2710.104791 = -491306.567828 nChanged 85 SP:Iteration 9Q (1373.303456 sec): 3 clusters Score: Raw -494057.958137 + Penalty 2710.104791 = -491347.853346 nChanged 85 SP:Iteration 10Q (1373.346396 sec): 3 clusters Score: Raw -494096.795034 + Penalty 2710.104791 = -491386.690244 nChanged 80 SP:Iteration 11Q (1373.403236 sec): 3 clusters Score: Raw -494139.361934 + Penalty 2710.104791 = -491429.257144 nChanged 84 SP:Iteration 12Q (1373.445678 sec): 3 clusters Score: Raw -494184.528606 + Penalty 2710.104791 = -491474.423816 nChanged 91 SP:Iteration 13Q (1373.501168 sec): 3 clusters Score: Raw -494234.742135 + Penalty 2710.104791 = -491524.637344 nChanged 94 SP:Iteration 14Q (1373.553138 sec): 3 clusters Score: Raw -494288.299976 + Penalty 2710.104791 = -491578.195186 nChanged 101 SP:Iteration 15Q (1373.598657 sec): 3 clusters Score: Raw -494350.073531 + Penalty 2710.104791 = -491639.968741 nChanged 89 SP:Iteration 16Q (1373.642112 sec): 3 clusters Score: Raw -494410.193272 + Penalty 2710.104791 = -491700.088481 nChanged 81 SP:Iteration 17Q (1373.690396 sec): 3 clusters Score: Raw -494464.354900 + Penalty 2710.104791 = -491754.250110 nChanged 76 SP:Iteration 18Q (1373.741139 sec): 3 clusters Score: Raw -494517.021117 + Penalty 2710.104791 = -491806.916327 nChanged 79 SP:Iteration 19Q (1373.798016 sec): 3 clusters Score: Raw -494583.720723 + Penalty 2710.104791 = -491873.615932 nChanged 78 SP:Iteration 20F (1373.840889 sec): 3 clusters Score: Raw -494655.596404 + Penalty 2710.104791 = -491945.491613 nChanged 69 SP:Iteration 21Q (1373.889566 sec): 3 clusters Score: Raw -494711.316465 + Penalty 2710.104791 = -492001.211674 nChanged 61 SP:Iteration 22Q (1373.933031 sec): 3 clusters Score: Raw -494758.259654 + Penalty 2710.104791 = -492048.154864 nChanged 48 SP:Iteration 23Q (1373.976321 sec): 3 clusters Score: Raw -494795.118550 + Penalty 2710.104791 = -492085.013759 nChanged 35 SP:Iteration 24Q (1374.031925 sec): 3 clusters Score: Raw -494817.819447 + Penalty 2710.104791 = -492107.714656 nChanged 41 SP:Iteration 25Q (1374.079019 sec): 3 clusters Score: Raw -494847.097395 + Penalty 2710.104791 = -492136.992604 nChanged 38 SP:Iteration 26Q (1374.128510 sec): 3 clusters Score: Raw -494868.876487 + Penalty 2710.104791 = -492158.771697 nChanged 35 SP:Iteration 27Q (1374.169382 sec): 3 clusters Score: Raw -494889.387278 + Penalty 2710.104791 = -492179.282487 nChanged 31 SP:Iteration 28Q (1374.207605 sec): 3 clusters Score: Raw -494908.855378 + Penalty 2710.104791 = -492198.750587 nChanged 29 SP:Iteration 29Q (1374.253246 sec): 3 clusters Score: Raw -494927.013928 + Penalty 2710.104791 = -492216.909137 nChanged 17 SP:Iteration 30Q (1374.305888 sec): 3 clusters Score: Raw -494935.805113 + Penalty 2710.104791 = -492225.700323 nChanged 19 SP:Iteration 31Q (1374.344166 sec): 3 clusters Score: Raw -494949.565413 + Penalty 2710.104791 = -492239.460622 nChanged 17 SP:Iteration 32Q (1374.392755 sec): 3 clusters Score: Raw -494958.483296 + Penalty 2710.104791 = -492248.378506 nChanged 17 SP:Iteration 33Q (1374.449050 sec): 3 clusters Score: Raw -494966.590846 + Penalty 2710.104791 = -492256.486055 nChanged 17 SP:Iteration 34Q (1374.490070 sec): 3 clusters Score: Raw -494974.800367 + Penalty 2710.104791 = -492264.695577 nChanged 8 SP:Iteration 35Q (1374.543636 sec): 3 clusters Score: Raw -494978.494703 + Penalty 2710.104791 = -492268.389912 nChanged 9 SP:Iteration 36Q (1374.581243 sec): 3 clusters Score: Raw -494982.281281 + Penalty 2710.104791 = -492272.176490 nChanged 8 SP:Iteration 37Q (1374.637653 sec): 3 clusters Score: Raw -494986.531815 + Penalty 2710.104791 = -492276.427024 nChanged 9 SP:Iteration 38Q (1374.678666 sec): 3 clusters Score: Raw -494991.988202 + Penalty 2710.104791 = -492281.883412 nChanged 5 SP:Iteration 39Q (1374.719490 sec): 3 clusters Score: Raw -494995.552803 + Penalty 2710.104791 = -492285.448012 nChanged 7 SP:Iteration 40F (1374.774293 sec): 3 clusters Score: Raw -495001.155014 + Penalty 2710.104791 = -492291.050223 nChanged 6 SP:Iteration 41Q (1374.823954 sec): 3 clusters Score: Raw -495005.534606 + Penalty 2710.104791 = -492295.429815 nChanged 5 SP:Iteration 42Q (1374.874490 sec): 3 clusters Score: Raw -495007.146854 + Penalty 2710.104791 = -492297.042063 nChanged 5 SP:Iteration 43Q (1374.915970 sec): 3 clusters Score: Raw -495009.497879 + Penalty 2710.104791 = -492299.393089 nChanged 6 SP:Iteration 44Q (1374.971186 sec): 3 clusters Score: Raw -495012.519398 + Penalty 2710.104791 = -492302.414607 nChanged 3 SP:Iteration 45Q (1375.016005 sec): 3 clusters Score: Raw -495014.460670 + Penalty 2710.104791 = -492304.355879 nChanged 2 SP:Iteration 46Q (1375.072499 sec): 3 clusters Score: Raw -495015.091396 + Penalty 2710.104791 = -492304.986606 nChanged 1 SP:Iteration 47Q (1375.112185 sec): 3 clusters Score: Raw -495015.352874 + Penalty 2710.104791 = -492305.248083 nChanged 1 SP:Iteration 48Q (1375.162518 sec): 3 clusters Score: Raw -495015.843354 + Penalty 2710.104791 = -492305.738563 nChanged 1 SP:Iteration 49Q (1375.200303 sec): 3 clusters Score: Raw -495016.048286 + Penalty 2710.104791 = -492305.943495 nChanged 0 SP:Iteration 50F (1375.256890 sec): 3 clusters Score: Raw -495016.048286 + Penalty 2710.104791 = -492305.943495 nChanged 0 Trying to split cluster 17 (2392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1375.285564 sec): 2 clusters Score: Raw -268148.404978 + Penalty 1264.231331 = -266884.173647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1375.326141 sec): 3 clusters Score: Raw -267042.877554 + Penalty 2528.462662 = -264514.414891 nChanged 911 SP:Iteration 1F (1375.369223 sec): 3 clusters Score: Raw -267643.818796 + Penalty 2528.462662 = -265115.356134 nChanged 189 SP:Iteration 2F (1375.394740 sec): 3 clusters Score: Raw -267790.652805 + Penalty 2528.462662 = -265262.190143 nChanged 134 SP:Iteration 3F (1375.438249 sec): 3 clusters Score: Raw -267909.146569 + Penalty 2528.462662 = -265380.683907 nChanged 109 SP:Iteration 4Q (1375.488048 sec): 3 clusters Score: Raw -268009.560517 + Penalty 2528.462662 = -265481.097855 nChanged 113 SP:Iteration 5Q (1375.538719 sec): 3 clusters Score: Raw -268113.850513 + Penalty 2528.462662 = -265585.387850 nChanged 83 SP:Iteration 6Q (1375.572988 sec): 3 clusters Score: Raw -268176.473880 + Penalty 2528.462662 = -265648.011218 nChanged 74 SP:Iteration 7Q (1375.616662 sec): 3 clusters Score: Raw -268225.563261 + Penalty 2528.462662 = -265697.100599 nChanged 44 SP:Iteration 8Q (1375.663546 sec): 3 clusters Score: Raw -268256.200812 + Penalty 2528.462662 = -265727.738149 nChanged 54 SP:Iteration 9Q (1375.695830 sec): 3 clusters Score: Raw -268295.089905 + Penalty 2528.462662 = -265766.627242 nChanged 49 SP:Iteration 10Q (1375.744452 sec): 3 clusters Score: Raw -268328.203187 + Penalty 2528.462662 = -265799.740525 nChanged 50 SP:Iteration 11Q (1375.796040 sec): 3 clusters Score: Raw -268360.734279 + Penalty 2528.462662 = -265832.271616 nChanged 50 SP:Iteration 12Q (1375.846950 sec): 3 clusters Score: Raw -268398.478867 + Penalty 2528.462662 = -265870.016205 nChanged 57 SP:Iteration 13Q (1375.895098 sec): 3 clusters Score: Raw -268445.467559 + Penalty 2528.462662 = -265917.004896 nChanged 56 SP:Iteration 14Q (1375.934127 sec): 3 clusters Score: Raw -268495.038011 + Penalty 2528.462662 = -265966.575348 nChanged 46 SP:Iteration 15Q (1375.971641 sec): 3 clusters Score: Raw -268537.546430 + Penalty 2528.462662 = -266009.083767 nChanged 52 SP:Iteration 16Q (1376.031029 sec): 3 clusters Score: Raw -268580.539482 + Penalty 2528.462662 = -266052.076820 nChanged 38 SP:Iteration 17Q (1376.076755 sec): 3 clusters Score: Raw -268609.153583 + Penalty 2528.462662 = -266080.690921 nChanged 43 SP:Iteration 18Q (1376.116814 sec): 3 clusters Score: Raw -268644.865415 + Penalty 2528.462662 = -266116.402753 nChanged 39 SP:Iteration 19Q (1376.135641 sec): 3 clusters Score: Raw -268669.359926 + Penalty 2528.462662 = -266140.897263 nChanged 34 SP:Iteration 20F (1376.157299 sec): 3 clusters Score: Raw -268693.475205 + Penalty 2528.462662 = -266165.012542 nChanged 34 SP:Iteration 21Q (1376.208989 sec): 3 clusters Score: Raw -268716.301846 + Penalty 2528.462662 = -266187.839184 nChanged 19 SP:Iteration 22Q (1376.252550 sec): 3 clusters Score: Raw -268726.655852 + Penalty 2528.462662 = -266198.193190 nChanged 13 SP:Iteration 23Q (1376.305001 sec): 3 clusters Score: Raw -268730.948679 + Penalty 2528.462662 = -266202.486016 nChanged 5 SP:Iteration 24Q (1376.341290 sec): 3 clusters Score: Raw -268732.836551 + Penalty 2528.462662 = -266204.373889 nChanged 4 SP:Iteration 25Q (1376.384962 sec): 3 clusters Score: Raw -268734.325825 + Penalty 2528.462662 = -266205.863162 nChanged 4 SP:Iteration 26Q (1376.443608 sec): 3 clusters Score: Raw -268735.032552 + Penalty 2528.462662 = -266206.569890 nChanged 2 SP:Iteration 27Q (1376.480131 sec): 3 clusters Score: Raw -268735.597707 + Penalty 2528.462662 = -266207.135045 nChanged 0 SP:Iteration 28F (1376.534323 sec): 3 clusters Score: Raw -268735.597707 + Penalty 2528.462662 = -266207.135045 nChanged 0 Trying to split cluster 18 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1376.549327 sec): 2 clusters Score: Raw -52240.666494 + Penalty 995.261051 = -51245.405443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1376.578154 sec): 3 clusters Score: Raw -52224.087743 + Penalty 1990.522102 = -50233.565641 nChanged 110 SP:Iteration 1F (1376.610508 sec): 3 clusters Score: Raw -52369.625124 + Penalty 1990.522102 = -50379.103022 nChanged 25 SP:Iteration 2F (1376.662734 sec): 3 clusters Score: Raw -52416.359535 + Penalty 1990.522102 = -50425.837433 nChanged 14 SP:Iteration 3Q (1376.693489 sec): 3 clusters Score: Raw -52453.448378 + Penalty 1990.522102 = -50462.926276 nChanged 17 SP:Iteration 4Q (1376.721919 sec): 3 clusters Score: Raw -52480.288378 + Penalty 1990.522102 = -50489.766276 nChanged 9 SP:Iteration 5Q (1376.769242 sec): 3 clusters Score: Raw -52494.269511 + Penalty 1990.522102 = -50503.747409 nChanged 2 SP:Iteration 6Q (1376.820471 sec): 3 clusters Score: Raw -52496.396181 + Penalty 1990.522102 = -50505.874079 nChanged 1 SP:Iteration 7Q (1376.855652 sec): 3 clusters Score: Raw -52498.046371 + Penalty 1990.522102 = -50507.524269 nChanged 2 SP:Iteration 8Q (1376.903272 sec): 3 clusters Score: Raw -52499.718605 + Penalty 1990.522102 = -50509.196503 nChanged 0 SP:Iteration 9F (1376.931835 sec): 3 clusters Score: Raw -52499.718605 + Penalty 1990.522102 = -50509.196503 nChanged 0 Trying to split cluster 19 (3911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1376.958666 sec): 2 clusters Score: Raw -493490.589868 + Penalty 1344.126611 = -492146.463257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1377.021754 sec): 3 clusters Score: Raw -491584.026649 + Penalty 2688.253222 = -488895.773427 nChanged 1522 SP:Iteration 1F (1377.052737 sec): 3 clusters Score: Raw -492545.912930 + Penalty 2688.253222 = -489857.659708 nChanged 340 SP:Iteration 2F (1377.092561 sec): 3 clusters Score: Raw -492826.576580 + Penalty 2688.253222 = -490138.323358 nChanged 267 SP:Iteration 3F (1377.147086 sec): 3 clusters Score: Raw -493051.000511 + Penalty 2688.253222 = -490362.747289 nChanged 225 SP:Iteration 4F (1377.181703 sec): 3 clusters Score: Raw -493223.879605 + Penalty 2688.253222 = -490535.626384 nChanged 184 SP:Iteration 5Q (1377.228750 sec): 3 clusters Score: Raw -493381.007695 + Penalty 2688.253222 = -490692.754473 nChanged 170 SP:Iteration 6Q (1377.272422 sec): 3 clusters Score: Raw -493520.600137 + Penalty 2688.253222 = -490832.346915 nChanged 138 SP:Iteration 7Q (1377.322984 sec): 3 clusters Score: Raw -493621.543713 + Penalty 2688.253222 = -490933.290492 nChanged 129 SP:Iteration 8Q (1377.362179 sec): 3 clusters Score: Raw -493712.849260 + Penalty 2688.253222 = -491024.596039 nChanged 110 SP:Iteration 9Q (1377.406236 sec): 3 clusters Score: Raw -493787.597234 + Penalty 2688.253222 = -491099.344013 nChanged 115 SP:Iteration 10Q (1377.442269 sec): 3 clusters Score: Raw -493877.818340 + Penalty 2688.253222 = -491189.565118 nChanged 107 SP:Iteration 11Q (1377.489683 sec): 3 clusters Score: Raw -493959.708230 + Penalty 2688.253222 = -491271.455009 nChanged 126 SP:Iteration 12Q (1377.528920 sec): 3 clusters Score: Raw -494053.081562 + Penalty 2688.253222 = -491364.828341 nChanged 100 SP:Iteration 13Q (1377.575847 sec): 3 clusters Score: Raw -494111.096082 + Penalty 2688.253222 = -491422.842861 nChanged 83 SP:Iteration 14Q (1377.615017 sec): 3 clusters Score: Raw -494168.012089 + Penalty 2688.253222 = -491479.758867 nChanged 68 SP:Iteration 15Q (1377.661198 sec): 3 clusters Score: Raw -494218.750310 + Penalty 2688.253222 = -491530.497088 nChanged 65 SP:Iteration 16Q (1377.719637 sec): 3 clusters Score: Raw -494262.418593 + Penalty 2688.253222 = -491574.165371 nChanged 65 SP:Iteration 17Q (1377.756433 sec): 3 clusters Score: Raw -494303.792730 + Penalty 2688.253222 = -491615.539508 nChanged 50 SP:Iteration 18Q (1377.803193 sec): 3 clusters Score: Raw -494337.638185 + Penalty 2688.253222 = -491649.384963 nChanged 46 SP:Iteration 19Q (1377.845739 sec): 3 clusters Score: Raw -494365.006528 + Penalty 2688.253222 = -491676.753306 nChanged 36 SP:Iteration 20F (1377.884001 sec): 3 clusters Score: Raw -494392.481605 + Penalty 2688.253222 = -491704.228383 nChanged 35 SP:Iteration 21Q (1377.939518 sec): 3 clusters Score: Raw -494415.193095 + Penalty 2688.253222 = -491726.939873 nChanged 35 SP:Iteration 22Q (1377.996350 sec): 3 clusters Score: Raw -494438.639765 + Penalty 2688.253222 = -491750.386543 nChanged 44 SP:Iteration 23Q (1378.042368 sec): 3 clusters Score: Raw -494462.250590 + Penalty 2688.253222 = -491773.997368 nChanged 29 SP:Iteration 24Q (1378.096905 sec): 3 clusters Score: Raw -494477.522684 + Penalty 2688.253222 = -491789.269462 nChanged 28 SP:Iteration 25Q (1378.136312 sec): 3 clusters Score: Raw -494495.139125 + Penalty 2688.253222 = -491806.885904 nChanged 32 SP:Iteration 26Q (1378.187426 sec): 3 clusters Score: Raw -494509.679003 + Penalty 2688.253222 = -491821.425781 nChanged 23 SP:Iteration 27Q (1378.228870 sec): 3 clusters Score: Raw -494521.111358 + Penalty 2688.253222 = -491832.858136 nChanged 13 SP:Iteration 28Q (1378.265683 sec): 3 clusters Score: Raw -494526.091545 + Penalty 2688.253222 = -491837.838323 nChanged 9 SP:Iteration 29Q (1378.322804 sec): 3 clusters Score: Raw -494530.219440 + Penalty 2688.253222 = -491841.966218 nChanged 11 SP:Iteration 30Q (1378.369609 sec): 3 clusters Score: Raw -494534.048738 + Penalty 2688.253222 = -491845.795517 nChanged 9 SP:Iteration 31Q (1378.415859 sec): 3 clusters Score: Raw -494536.827962 + Penalty 2688.253222 = -491848.574740 nChanged 6 SP:Iteration 32Q (1378.448009 sec): 3 clusters Score: Raw -494538.672506 + Penalty 2688.253222 = -491850.419285 nChanged 4 SP:Iteration 33Q (1378.488760 sec): 3 clusters Score: Raw -494540.073991 + Penalty 2688.253222 = -491851.820769 nChanged 7 SP:Iteration 34Q (1378.524621 sec): 3 clusters Score: Raw -494542.529907 + Penalty 2688.253222 = -491854.276685 nChanged 7 SP:Iteration 35Q (1378.563962 sec): 3 clusters Score: Raw -494545.271933 + Penalty 2688.253222 = -491857.018711 nChanged 6 SP:Iteration 36Q (1378.610524 sec): 3 clusters Score: Raw -494548.115336 + Penalty 2688.253222 = -491859.862115 nChanged 9 SP:Iteration 37Q (1378.667793 sec): 3 clusters Score: Raw -494552.495956 + Penalty 2688.253222 = -491864.242735 nChanged 12 SP:Iteration 38Q (1378.702429 sec): 3 clusters Score: Raw -494558.115453 + Penalty 2688.253222 = -491869.862232 nChanged 9 SP:Iteration 39Q (1378.736224 sec): 3 clusters Score: Raw -494561.953022 + Penalty 2688.253222 = -491873.699800 nChanged 12 SP:Iteration 40F (1378.779542 sec): 3 clusters Score: Raw -494568.923455 + Penalty 2688.253222 = -491880.670233 nChanged 18 SP:Iteration 41Q (1378.822972 sec): 3 clusters Score: Raw -494580.559462 + Penalty 2688.253222 = -491892.306240 nChanged 15 SP:Iteration 42Q (1378.871493 sec): 3 clusters Score: Raw -494587.158339 + Penalty 2688.253222 = -491898.905117 nChanged 14 SP:Iteration 43Q (1378.925277 sec): 3 clusters Score: Raw -494592.214547 + Penalty 2688.253222 = -491903.961325 nChanged 8 SP:Iteration 44Q (1378.963397 sec): 3 clusters Score: Raw -494594.429967 + Penalty 2688.253222 = -491906.176745 nChanged 5 SP:Iteration 45Q (1379.011053 sec): 3 clusters Score: Raw -494595.849194 + Penalty 2688.253222 = -491907.595972 nChanged 4 SP:Iteration 46Q (1379.043289 sec): 3 clusters Score: Raw -494596.965493 + Penalty 2688.253222 = -491908.712272 nChanged 6 SP:Iteration 47Q (1379.090786 sec): 3 clusters Score: Raw -494600.008038 + Penalty 2688.253222 = -491911.754816 nChanged 13 SP:Iteration 48Q (1379.139115 sec): 3 clusters Score: Raw -494606.158080 + Penalty 2688.253222 = -491917.904858 nChanged 10 SP:Iteration 49Q (1379.183566 sec): 3 clusters Score: Raw -494609.625746 + Penalty 2688.253222 = -491921.372524 nChanged 4 SP:Iteration 50Q (1379.230615 sec): 3 clusters Score: Raw -494611.615715 + Penalty 2688.253222 = -491923.362493 nChanged 9 SP:Iteration 51Q (1379.283164 sec): 3 clusters Score: Raw -494615.347170 + Penalty 2688.253222 = -491927.093948 nChanged 6 SP:Iteration 52Q (1379.324801 sec): 3 clusters Score: Raw -494617.388702 + Penalty 2688.253222 = -491929.135480 nChanged 4 SP:Iteration 53Q (1379.379453 sec): 3 clusters Score: Raw -494618.709700 + Penalty 2688.253222 = -491930.456478 nChanged 2 SP:Iteration 54Q (1379.430636 sec): 3 clusters Score: Raw -494619.366042 + Penalty 2688.253222 = -491931.112821 nChanged 4 SP:Iteration 55Q (1379.469272 sec): 3 clusters Score: Raw -494620.379885 + Penalty 2688.253222 = -491932.126663 nChanged 0 SP:Iteration 56F (1379.517289 sec): 3 clusters Score: Raw -494620.379885 + Penalty 2688.253222 = -491932.126663 nChanged 0 Trying to split cluster 20 (10704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1379.553443 sec): 2 clusters Score: Raw -1303834.939407 + Penalty 1507.735577 = -1302327.203830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1379.612303 sec): 3 clusters Score: Raw -1297667.242288 + Penalty 3015.471154 = -1294651.771134 nChanged 4691 SP:Iteration 1F (1379.666530 sec): 3 clusters Score: Raw -1300143.855415 + Penalty 3015.471154 = -1297128.384261 nChanged 708 SP:Iteration 2F (1379.724280 sec): 3 clusters Score: Raw -1300504.206222 + Penalty 3015.471154 = -1297488.735067 nChanged 657 SP:Iteration 3F (1379.784807 sec): 3 clusters Score: Raw -1300888.795684 + Penalty 3015.471154 = -1297873.324530 nChanged 678 SP:Iteration 4F (1379.854659 sec): 3 clusters Score: Raw -1301373.172609 + Penalty 3015.471154 = -1298357.701454 nChanged 736 SP:Iteration 5F (1379.905376 sec): 3 clusters Score: Raw -1301957.022992 + Penalty 3015.471154 = -1298941.551838 nChanged 697 SP:Iteration 6F (1379.942927 sec): 3 clusters Score: Raw -1302559.489720 + Penalty 3015.471154 = -1299544.018566 nChanged 566 SP:Iteration 7F (1380.012758 sec): 3 clusters Score: Raw -1303041.677256 + Penalty 3015.471154 = -1300026.206101 nChanged 407 SP:Iteration 8Q (1380.061010 sec): 3 clusters Score: Raw -1303386.902407 + Penalty 3015.471154 = -1300371.431253 nChanged 293 SP:Iteration 9Q (1380.116042 sec): 3 clusters Score: Raw -1303645.804505 + Penalty 3015.471154 = -1300630.333351 nChanged 177 SP:Iteration 10Q (1380.172726 sec): 3 clusters Score: Raw -1303787.593385 + Penalty 3015.471154 = -1300772.122231 nChanged 119 SP:Iteration 11Q (1380.241995 sec): 3 clusters Score: Raw -1303864.685531 + Penalty 3015.471154 = -1300849.214377 nChanged 86 SP:Iteration 12Q (1380.293728 sec): 3 clusters Score: Raw -1303913.955050 + Penalty 3015.471154 = -1300898.483896 nChanged 66 SP:Iteration 13Q (1380.343049 sec): 3 clusters Score: Raw -1303966.288406 + Penalty 3015.471154 = -1300950.817252 nChanged 58 SP:Iteration 14Q (1380.403052 sec): 3 clusters Score: Raw -1304011.574278 + Penalty 3015.471154 = -1300996.103124 nChanged 50 SP:Iteration 15Q (1380.470152 sec): 3 clusters Score: Raw -1304042.777199 + Penalty 3015.471154 = -1301027.306045 nChanged 30 SP:Iteration 16Q (1380.523271 sec): 3 clusters Score: Raw -1304063.459078 + Penalty 3015.471154 = -1301047.987923 nChanged 24 SP:Iteration 17Q (1380.572640 sec): 3 clusters Score: Raw -1304080.554636 + Penalty 3015.471154 = -1301065.083482 nChanged 23 SP:Iteration 18Q (1380.635823 sec): 3 clusters Score: Raw -1304097.270838 + Penalty 3015.471154 = -1301081.799684 nChanged 22 SP:Iteration 19Q (1380.681586 sec): 3 clusters Score: Raw -1304111.692408 + Penalty 3015.471154 = -1301096.221254 nChanged 17 SP:Iteration 20F (1380.736090 sec): 3 clusters Score: Raw -1304120.533387 + Penalty 3015.471154 = -1301105.062233 nChanged 13 SP:Iteration 21Q (1380.790997 sec): 3 clusters Score: Raw -1304126.514523 + Penalty 3015.471154 = -1301111.043368 nChanged 9 SP:Iteration 22Q (1380.851646 sec): 3 clusters Score: Raw -1304130.499205 + Penalty 3015.471154 = -1301115.028051 nChanged 8 SP:Iteration 23Q (1380.900651 sec): 3 clusters Score: Raw -1304132.765098 + Penalty 3015.471154 = -1301117.293943 nChanged 5 SP:Iteration 24Q (1380.966741 sec): 3 clusters Score: Raw -1304136.064295 + Penalty 3015.471154 = -1301120.593141 nChanged 5 SP:Iteration 25Q (1381.013225 sec): 3 clusters Score: Raw -1304137.565239 + Penalty 3015.471154 = -1301122.094085 nChanged 4 SP:Iteration 26Q (1381.071315 sec): 3 clusters Score: Raw -1304138.737839 + Penalty 3015.471154 = -1301123.266684 nChanged 3 SP:Iteration 27Q (1381.126647 sec): 3 clusters Score: Raw -1304139.536618 + Penalty 3015.471154 = -1301124.065463 nChanged 0 SP:Iteration 28F (1381.201541 sec): 3 clusters Score: Raw -1304139.536618 + Penalty 3015.471154 = -1301124.065463 nChanged 0 Trying to split cluster 21 (2829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.225958 sec): 2 clusters Score: Raw -332324.433874 + Penalty 1291.497768 = -331032.936106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.268162 sec): 3 clusters Score: Raw -331089.980930 + Penalty 2582.995536 = -328506.985395 nChanged 1028 SP:Iteration 1F (1381.311768 sec): 3 clusters Score: Raw -331800.703412 + Penalty 2582.995536 = -329217.707876 nChanged 250 SP:Iteration 2F (1381.357527 sec): 3 clusters Score: Raw -331999.502399 + Penalty 2582.995536 = -329416.506863 nChanged 164 SP:Iteration 3F (1381.404161 sec): 3 clusters Score: Raw -332132.671559 + Penalty 2582.995536 = -329549.676024 nChanged 156 SP:Iteration 4F (1381.446240 sec): 3 clusters Score: Raw -332258.864488 + Penalty 2582.995536 = -329675.868953 nChanged 135 SP:Iteration 5Q (1381.490175 sec): 3 clusters Score: Raw -332365.705511 + Penalty 2582.995536 = -329782.709976 nChanged 113 SP:Iteration 6Q (1381.531460 sec): 3 clusters Score: Raw -332469.646163 + Penalty 2582.995536 = -329886.650627 nChanged 126 SP:Iteration 7Q (1381.578508 sec): 3 clusters Score: Raw -332573.658379 + Penalty 2582.995536 = -329990.662844 nChanged 99 SP:Iteration 8Q (1381.617435 sec): 3 clusters Score: Raw -332663.237049 + Penalty 2582.995536 = -330080.241514 nChanged 98 SP:Iteration 9Q (1381.658245 sec): 3 clusters Score: Raw -332745.055909 + Penalty 2582.995536 = -330162.060373 nChanged 65 SP:Iteration 10Q (1381.709524 sec): 3 clusters Score: Raw -332791.067063 + Penalty 2582.995536 = -330208.071528 nChanged 38 SP:Iteration 11Q (1381.743820 sec): 3 clusters Score: Raw -332813.257442 + Penalty 2582.995536 = -330230.261907 nChanged 29 SP:Iteration 12Q (1381.779011 sec): 3 clusters Score: Raw -332830.056688 + Penalty 2582.995536 = -330247.061153 nChanged 18 SP:Iteration 13Q (1381.822850 sec): 3 clusters Score: Raw -332838.431440 + Penalty 2582.995536 = -330255.435905 nChanged 13 SP:Iteration 14Q (1381.859050 sec): 3 clusters Score: Raw -332846.211545 + Penalty 2582.995536 = -330263.216009 nChanged 16 SP:Iteration 15Q (1381.909239 sec): 3 clusters Score: Raw -332853.955736 + Penalty 2582.995536 = -330270.960200 nChanged 9 SP:Iteration 16Q (1381.953892 sec): 3 clusters Score: Raw -332856.409850 + Penalty 2582.995536 = -330273.414314 nChanged 2 SP:Iteration 17Q (1381.999428 sec): 3 clusters Score: Raw -332857.408471 + Penalty 2582.995536 = -330274.412935 nChanged 3 SP:Iteration 18Q (1382.051471 sec): 3 clusters Score: Raw -332858.799654 + Penalty 2582.995536 = -330275.804119 nChanged 0 SP:Iteration 19F (1382.085482 sec): 3 clusters Score: Raw -332858.799654 + Penalty 2582.995536 = -330275.804119 nChanged 0 Trying to split cluster 22 (9424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1382.118276 sec): 2 clusters Score: Raw -1159991.986680 + Penalty 1487.039922 = -1158504.946757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1382.181971 sec): 3 clusters Score: Raw -1154688.675206 + Penalty 2974.079844 = -1151714.595362 nChanged 4067 SP:Iteration 1F (1382.239985 sec): 3 clusters Score: Raw -1156918.464988 + Penalty 2974.079844 = -1153944.385144 nChanged 552 SP:Iteration 2F (1382.287518 sec): 3 clusters Score: Raw -1157156.258276 + Penalty 2974.079844 = -1154182.178432 nChanged 453 SP:Iteration 3Q (1382.341865 sec): 3 clusters Score: Raw -1157360.931958 + Penalty 2974.079844 = -1154386.852114 nChanged 416 SP:Iteration 4Q (1382.409553 sec): 3 clusters Score: Raw -1157555.184804 + Penalty 2974.079844 = -1154581.104959 nChanged 381 SP:Iteration 5Q (1382.458259 sec): 3 clusters Score: Raw -1157753.474571 + Penalty 2974.079844 = -1154779.394726 nChanged 376 SP:Iteration 6Q (1382.516173 sec): 3 clusters Score: Raw -1157975.176635 + Penalty 2974.079844 = -1155001.096791 nChanged 402 SP:Iteration 7Q (1382.558308 sec): 3 clusters Score: Raw -1158212.538335 + Penalty 2974.079844 = -1155238.458491 nChanged 405 SP:Iteration 8Q (1382.616581 sec): 3 clusters Score: Raw -1158470.391187 + Penalty 2974.079844 = -1155496.311342 nChanged 394 SP:Iteration 9Q (1382.684079 sec): 3 clusters Score: Raw -1158718.497305 + Penalty 2974.079844 = -1155744.417461 nChanged 355 SP:Iteration 10Q (1382.738788 sec): 3 clusters Score: Raw -1158961.506298 + Penalty 2974.079844 = -1155987.426454 nChanged 343 SP:Iteration 11Q (1382.788783 sec): 3 clusters Score: Raw -1159200.826122 + Penalty 2974.079844 = -1156226.746278 nChanged 287 SP:Iteration 12Q (1382.843728 sec): 3 clusters Score: Raw -1159412.802608 + Penalty 2974.079844 = -1156438.722764 nChanged 233 SP:Iteration 13Q (1382.896954 sec): 3 clusters Score: Raw -1159586.666397 + Penalty 2974.079844 = -1156612.586553 nChanged 202 SP:Iteration 14Q (1382.963179 sec): 3 clusters Score: Raw -1159737.579309 + Penalty 2974.079844 = -1156763.499465 nChanged 141 SP:Iteration 15Q (1383.008469 sec): 3 clusters Score: Raw -1159831.877277 + Penalty 2974.079844 = -1156857.797433 nChanged 98 SP:Iteration 16Q (1383.071261 sec): 3 clusters Score: Raw -1159894.106904 + Penalty 2974.079844 = -1156920.027060 nChanged 83 SP:Iteration 17Q (1383.125944 sec): 3 clusters Score: Raw -1159952.887862 + Penalty 2974.079844 = -1156978.808018 nChanged 73 SP:Iteration 18Q (1383.174682 sec): 3 clusters Score: Raw -1160004.833412 + Penalty 2974.079844 = -1157030.753567 nChanged 61 SP:Iteration 19Q (1383.242487 sec): 3 clusters Score: Raw -1160049.341082 + Penalty 2974.079844 = -1157075.261238 nChanged 49 SP:Iteration 20F (1383.296134 sec): 3 clusters Score: Raw -1160088.530110 + Penalty 2974.079844 = -1157114.450265 nChanged 44 SP:Iteration 21Q (1383.352204 sec): 3 clusters Score: Raw -1160119.078593 + Penalty 2974.079844 = -1157144.998748 nChanged 32 SP:Iteration 22Q (1383.411096 sec): 3 clusters Score: Raw -1160134.268756 + Penalty 2974.079844 = -1157160.188911 nChanged 16 SP:Iteration 23Q (1383.467845 sec): 3 clusters Score: Raw -1160145.615122 + Penalty 2974.079844 = -1157171.535278 nChanged 20 SP:Iteration 24Q (1383.531549 sec): 3 clusters Score: Raw -1160165.299272 + Penalty 2974.079844 = -1157191.219427 nChanged 24 SP:Iteration 25Q (1383.572700 sec): 3 clusters Score: Raw -1160182.161279 + Penalty 2974.079844 = -1157208.081435 nChanged 21 SP:Iteration 26Q (1383.627862 sec): 3 clusters Score: Raw -1160196.915194 + Penalty 2974.079844 = -1157222.835350 nChanged 13 SP:Iteration 27Q (1383.668618 sec): 3 clusters Score: Raw -1160204.457943 + Penalty 2974.079844 = -1157230.378099 nChanged 7 SP:Iteration 28Q (1383.721663 sec): 3 clusters Score: Raw -1160210.073196 + Penalty 2974.079844 = -1157235.993351 nChanged 8 SP:Iteration 29Q (1383.783530 sec): 3 clusters Score: Raw -1160217.455158 + Penalty 2974.079844 = -1157243.375313 nChanged 10 SP:Iteration 30Q (1383.839615 sec): 3 clusters Score: Raw -1160224.997676 + Penalty 2974.079844 = -1157250.917831 nChanged 10 SP:Iteration 31Q (1383.887165 sec): 3 clusters Score: Raw -1160231.463035 + Penalty 2974.079844 = -1157257.383191 nChanged 9 SP:Iteration 32Q (1383.940809 sec): 3 clusters Score: Raw -1160236.598207 + Penalty 2974.079844 = -1157262.518362 nChanged 3 SP:Iteration 33Q (1383.994749 sec): 3 clusters Score: Raw -1160239.150868 + Penalty 2974.079844 = -1157265.071023 nChanged 4 SP:Iteration 34Q (1384.042510 sec): 3 clusters Score: Raw -1160241.481437 + Penalty 2974.079844 = -1157267.401592 nChanged 1 SP:Iteration 35Q (1384.100018 sec): 3 clusters Score: Raw -1160241.880038 + Penalty 2974.079844 = -1157267.800194 nChanged 1 SP:Iteration 36Q (1384.140940 sec): 3 clusters Score: Raw -1160242.363905 + Penalty 2974.079844 = -1157268.284061 nChanged 0 SP:Iteration 37F (1384.204332 sec): 3 clusters Score: Raw -1160242.363905 + Penalty 2974.079844 = -1157268.284061 nChanged 0 Trying to split cluster 23 (12212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1384.231325 sec): 2 clusters Score: Raw -1392033.872425 + Penalty 1529.153333 = -1390504.719092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1384.296500 sec): 3 clusters Score: Raw -1384888.804617 + Penalty 3058.306665 = -1381830.497952 nChanged 5381 SP:Iteration 1F (1384.348704 sec): 3 clusters Score: Raw -1387910.845002 + Penalty 3058.306665 = -1384852.538337 nChanged 795 SP:Iteration 2F (1384.412530 sec): 3 clusters Score: Raw -1388277.781612 + Penalty 3058.306665 = -1385219.474947 nChanged 728 SP:Iteration 3F (1384.465628 sec): 3 clusters Score: Raw -1388616.089445 + Penalty 3058.306665 = -1385557.782780 nChanged 649 SP:Iteration 4F (1384.526018 sec): 3 clusters Score: Raw -1388919.360144 + Penalty 3058.306665 = -1385861.053479 nChanged 627 SP:Iteration 5F (1384.582471 sec): 3 clusters Score: Raw -1389277.872101 + Penalty 3058.306665 = -1386219.565436 nChanged 679 SP:Iteration 6F (1384.637903 sec): 3 clusters Score: Raw -1389745.277613 + Penalty 3058.306665 = -1386686.970948 nChanged 696 SP:Iteration 7F (1384.685535 sec): 3 clusters Score: Raw -1390299.926804 + Penalty 3058.306665 = -1387241.620139 nChanged 647 SP:Iteration 8F (1384.752266 sec): 3 clusters Score: Raw -1390846.870807 + Penalty 3058.306665 = -1387788.564142 nChanged 554 SP:Iteration 9Q (1384.808877 sec): 3 clusters Score: Raw -1391321.404529 + Penalty 3058.306665 = -1388263.097864 nChanged 420 SP:Iteration 10Q (1384.873383 sec): 3 clusters Score: Raw -1391681.543993 + Penalty 3058.306665 = -1388623.237328 nChanged 288 SP:Iteration 11Q (1384.924827 sec): 3 clusters Score: Raw -1391908.340361 + Penalty 3058.306665 = -1388850.033696 nChanged 177 SP:Iteration 12Q (1384.996289 sec): 3 clusters Score: Raw -1392024.587838 + Penalty 3058.306665 = -1388966.281173 nChanged 111 SP:Iteration 13Q (1385.056494 sec): 3 clusters Score: Raw -1392077.066324 + Penalty 3058.306665 = -1389018.759659 nChanged 65 SP:Iteration 14Q (1385.112352 sec): 3 clusters Score: Raw -1392106.058476 + Penalty 3058.306665 = -1389047.751811 nChanged 50 SP:Iteration 15Q (1385.165598 sec): 3 clusters Score: Raw -1392131.072225 + Penalty 3058.306665 = -1389072.765560 nChanged 43 SP:Iteration 16Q (1385.229348 sec): 3 clusters Score: Raw -1392153.919398 + Penalty 3058.306665 = -1389095.612733 nChanged 47 SP:Iteration 17Q (1385.276389 sec): 3 clusters Score: Raw -1392178.022892 + Penalty 3058.306665 = -1389119.716227 nChanged 34 SP:Iteration 18Q (1385.341361 sec): 3 clusters Score: Raw -1392199.207356 + Penalty 3058.306665 = -1389140.900691 nChanged 26 SP:Iteration 19Q (1385.400813 sec): 3 clusters Score: Raw -1392211.747320 + Penalty 3058.306665 = -1389153.440655 nChanged 22 SP:Iteration 20F (1385.449021 sec): 3 clusters Score: Raw -1392223.540853 + Penalty 3058.306665 = -1389165.234188 nChanged 18 SP:Iteration 21Q (1385.505945 sec): 3 clusters Score: Raw -1392232.238925 + Penalty 3058.306665 = -1389173.932260 nChanged 15 SP:Iteration 22Q (1385.569459 sec): 3 clusters Score: Raw -1392239.396175 + Penalty 3058.306665 = -1389181.089510 nChanged 12 SP:Iteration 23Q (1385.631722 sec): 3 clusters Score: Raw -1392245.871160 + Penalty 3058.306665 = -1389187.564495 nChanged 12 SP:Iteration 24Q (1385.689734 sec): 3 clusters Score: Raw -1392252.512286 + Penalty 3058.306665 = -1389194.205621 nChanged 10 SP:Iteration 25Q (1385.738421 sec): 3 clusters Score: Raw -1392258.738860 + Penalty 3058.306665 = -1389200.432195 nChanged 10 SP:Iteration 26Q (1385.796560 sec): 3 clusters Score: Raw -1392264.470047 + Penalty 3058.306665 = -1389206.163382 nChanged 8 SP:Iteration 27Q (1385.853614 sec): 3 clusters Score: Raw -1392268.716852 + Penalty 3058.306665 = -1389210.410187 nChanged 8 SP:Iteration 28Q (1385.916961 sec): 3 clusters Score: Raw -1392271.636081 + Penalty 3058.306665 = -1389213.329416 nChanged 9 SP:Iteration 29Q (1385.972775 sec): 3 clusters Score: Raw -1392275.920725 + Penalty 3058.306665 = -1389217.614060 nChanged 10 SP:Iteration 30Q (1386.026940 sec): 3 clusters Score: Raw -1392283.252871 + Penalty 3058.306665 = -1389224.946206 nChanged 11 SP:Iteration 31Q (1386.089829 sec): 3 clusters Score: Raw -1392289.246071 + Penalty 3058.306665 = -1389230.939406 nChanged 14 SP:Iteration 32Q (1386.141564 sec): 3 clusters Score: Raw -1392295.099028 + Penalty 3058.306665 = -1389236.792363 nChanged 8 SP:Iteration 33Q (1386.199227 sec): 3 clusters Score: Raw -1392298.732367 + Penalty 3058.306665 = -1389240.425702 nChanged 2 SP:Iteration 34Q (1386.259352 sec): 3 clusters Score: Raw -1392299.828753 + Penalty 3058.306665 = -1389241.522088 nChanged 4 SP:Iteration 35Q (1386.321437 sec): 3 clusters Score: Raw -1392301.953776 + Penalty 3058.306665 = -1389243.647111 nChanged 5 SP:Iteration 36Q (1386.373740 sec): 3 clusters Score: Raw -1392304.279527 + Penalty 3058.306665 = -1389245.972862 nChanged 7 SP:Iteration 37Q (1386.431821 sec): 3 clusters Score: Raw -1392306.729672 + Penalty 3058.306665 = -1389248.423007 nChanged 3 SP:Iteration 38Q (1386.499139 sec): 3 clusters Score: Raw -1392307.592526 + Penalty 3058.306665 = -1389249.285861 nChanged 2 SP:Iteration 39Q (1386.549924 sec): 3 clusters Score: Raw -1392308.648731 + Penalty 3058.306665 = -1389250.342066 nChanged 2 SP:Iteration 40F (1386.616727 sec): 3 clusters Score: Raw -1392310.218774 + Penalty 3058.306665 = -1389251.912109 nChanged 3 SP:Iteration 41Q (1386.671153 sec): 3 clusters Score: Raw -1392311.674961 + Penalty 3058.306665 = -1389253.368296 nChanged 3 SP:Iteration 42Q (1386.723430 sec): 3 clusters Score: Raw -1392312.436892 + Penalty 3058.306665 = -1389254.130227 nChanged 3 SP:Iteration 43Q (1386.782431 sec): 3 clusters Score: Raw -1392313.741674 + Penalty 3058.306665 = -1389255.435009 nChanged 5 SP:Iteration 44Q (1386.838308 sec): 3 clusters Score: Raw -1392316.028001 + Penalty 3058.306665 = -1389257.721336 nChanged 6 SP:Iteration 45Q (1386.892466 sec): 3 clusters Score: Raw -1392320.332292 + Penalty 3058.306665 = -1389262.025627 nChanged 6 SP:Iteration 46Q (1386.936352 sec): 3 clusters Score: Raw -1392322.836727 + Penalty 3058.306665 = -1389264.530062 nChanged 4 SP:Iteration 47Q (1387.003573 sec): 3 clusters Score: Raw -1392324.951482 + Penalty 3058.306665 = -1389266.644817 nChanged 3 SP:Iteration 48Q (1387.055697 sec): 3 clusters Score: Raw -1392326.269258 + Penalty 3058.306665 = -1389267.962593 nChanged 3 SP:Iteration 49Q (1387.110193 sec): 3 clusters Score: Raw -1392327.336515 + Penalty 3058.306665 = -1389269.029850 nChanged 2 SP:Iteration 50Q (1387.161833 sec): 3 clusters Score: Raw -1392328.447065 + Penalty 3058.306665 = -1389270.140400 nChanged 2 SP:Iteration 51Q (1387.218949 sec): 3 clusters Score: Raw -1392329.868979 + Penalty 3058.306665 = -1389271.562314 nChanged 2 SP:Iteration 52Q (1387.276552 sec): 3 clusters Score: Raw -1392331.331345 + Penalty 3058.306665 = -1389273.024680 nChanged 2 SP:Iteration 53Q (1387.333508 sec): 3 clusters Score: Raw -1392332.580082 + Penalty 3058.306665 = -1389274.273417 nChanged 1 SP:Iteration 54Q (1387.398841 sec): 3 clusters Score: Raw -1392332.906692 + Penalty 3058.306665 = -1389274.600027 nChanged 1 SP:Iteration 55Q (1387.457123 sec): 3 clusters Score: Raw -1392333.509304 + Penalty 3058.306665 = -1389275.202639 nChanged 0 SP:Iteration 56F (1387.524121 sec): 3 clusters Score: Raw -1392333.509304 + Penalty 3058.306665 = -1389275.202639 nChanged 0 Trying to split cluster 24 (38850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1387.601980 sec): 2 clusters Score: Raw -4547254.140879 + Penalty 1717.212795 = -4545536.928083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1387.711014 sec): 3 clusters Score: Raw -4522997.393133 + Penalty 3434.425591 = -4519562.967542 nChanged 17931 SP:Iteration 1F (1387.809355 sec): 3 clusters Score: Raw -4533059.066372 + Penalty 3434.425591 = -4529624.640781 nChanged 1643 SP:Iteration 2Q (1387.917674 sec): 3 clusters Score: Raw -4533539.550065 + Penalty 3434.425591 = -4530105.124474 nChanged 1544 SP:Iteration 3Q (1388.040582 sec): 3 clusters Score: Raw -4533999.845488 + Penalty 3434.425591 = -4530565.419898 nChanged 1599 SP:Iteration 4Q (1388.137302 sec): 3 clusters Score: Raw -4534519.361022 + Penalty 3434.425591 = -4531084.935432 nChanged 1625 SP:Iteration 5Q (1388.249805 sec): 3 clusters Score: Raw -4535091.976473 + Penalty 3434.425591 = -4531657.550882 nChanged 1643 SP:Iteration 6Q (1388.360192 sec): 3 clusters Score: Raw -4535680.050831 + Penalty 3434.425591 = -4532245.625241 nChanged 1663 SP:Iteration 7Q (1388.474496 sec): 3 clusters Score: Raw -4536317.959540 + Penalty 3434.425591 = -4532883.533949 nChanged 1654 SP:Iteration 8Q (1388.597238 sec): 3 clusters Score: Raw -4537003.186173 + Penalty 3434.425591 = -4533568.760582 nChanged 1795 SP:Iteration 9Q (1388.711625 sec): 3 clusters Score: Raw -4537834.216984 + Penalty 3434.425591 = -4534399.791393 nChanged 1844 SP:Iteration 10Q (1388.824821 sec): 3 clusters Score: Raw -4538700.927813 + Penalty 3434.425591 = -4535266.502223 nChanged 1689 SP:Iteration 11Q (1388.944031 sec): 3 clusters Score: Raw -4539496.304183 + Penalty 3434.425591 = -4536061.878592 nChanged 1609 SP:Iteration 12Q (1389.050338 sec): 3 clusters Score: Raw -4540254.108742 + Penalty 3434.425591 = -4536819.683152 nChanged 1497 SP:Iteration 13Q (1389.161302 sec): 3 clusters Score: Raw -4541026.649628 + Penalty 3434.425591 = -4537592.224037 nChanged 1414 SP:Iteration 14Q (1389.285086 sec): 3 clusters Score: Raw -4541822.717560 + Penalty 3434.425591 = -4538388.291970 nChanged 1333 SP:Iteration 15Q (1389.380318 sec): 3 clusters Score: Raw -4542646.672799 + Penalty 3434.425591 = -4539212.247208 nChanged 1241 SP:Iteration 16Q (1389.498726 sec): 3 clusters Score: Raw -4543513.770702 + Penalty 3434.425591 = -4540079.345112 nChanged 1140 SP:Iteration 17Q (1389.600088 sec): 3 clusters Score: Raw -4544362.054809 + Penalty 3434.425591 = -4540927.629218 nChanged 1019 SP:Iteration 18Q (1389.720151 sec): 3 clusters Score: Raw -4545123.231638 + Penalty 3434.425591 = -4541688.806047 nChanged 872 SP:Iteration 19Q (1389.832855 sec): 3 clusters Score: Raw -4545717.957991 + Penalty 3434.425591 = -4542283.532400 nChanged 705 SP:Iteration 20F (1389.943400 sec): 3 clusters Score: Raw -4546124.523711 + Penalty 3434.425591 = -4542690.098121 nChanged 510 SP:Iteration 21Q (1390.046952 sec): 3 clusters Score: Raw -4546356.291095 + Penalty 3434.425591 = -4542921.865504 nChanged 442 SP:Iteration 22Q (1390.148320 sec): 3 clusters Score: Raw -4546555.807935 + Penalty 3434.425591 = -4543121.382344 nChanged 396 SP:Iteration 23Q (1390.245426 sec): 3 clusters Score: Raw -4546721.197799 + Penalty 3434.425591 = -4543286.772209 nChanged 345 SP:Iteration 24Q (1390.342677 sec): 3 clusters Score: Raw -4546860.674953 + Penalty 3434.425591 = -4543426.249362 nChanged 313 SP:Iteration 25Q (1390.439975 sec): 3 clusters Score: Raw -4546993.944470 + Penalty 3434.425591 = -4543559.518880 nChanged 285 SP:Iteration 26Q (1390.521817 sec): 3 clusters Score: Raw -4547107.800725 + Penalty 3434.425591 = -4543673.375134 nChanged 272 SP:Iteration 27Q (1390.608023 sec): 3 clusters Score: Raw -4547213.882127 + Penalty 3434.425591 = -4543779.456537 nChanged 242 SP:Iteration 28Q (1390.705496 sec): 3 clusters Score: Raw -4547297.959512 + Penalty 3434.425591 = -4543863.533921 nChanged 212 SP:Iteration 29Q (1390.796958 sec): 3 clusters Score: Raw -4547375.362504 + Penalty 3434.425591 = -4543940.936913 nChanged 203 SP:Iteration 30Q (1390.891609 sec): 3 clusters Score: Raw -4547444.215108 + Penalty 3434.425591 = -4544009.789517 nChanged 167 SP:Iteration 31Q (1390.988243 sec): 3 clusters Score: Raw -4547494.667511 + Penalty 3434.425591 = -4544060.241920 nChanged 122 SP:Iteration 32Q (1391.077462 sec): 3 clusters Score: Raw -4547530.255654 + Penalty 3434.425591 = -4544095.830064 nChanged 111 SP:Iteration 33Q (1391.184721 sec): 3 clusters Score: Raw -4547560.946699 + Penalty 3434.425591 = -4544126.521109 nChanged 115 SP:Iteration 34Q (1391.275095 sec): 3 clusters Score: Raw -4547597.110064 + Penalty 3434.425591 = -4544162.684473 nChanged 96 SP:Iteration 35Q (1391.377302 sec): 3 clusters Score: Raw -4547621.648920 + Penalty 3434.425591 = -4544187.223329 nChanged 86 SP:Iteration 36Q (1391.484256 sec): 3 clusters Score: Raw -4547644.502097 + Penalty 3434.425591 = -4544210.076506 nChanged 70 SP:Iteration 37Q (1391.571147 sec): 3 clusters Score: Raw -4547662.954216 + Penalty 3434.425591 = -4544228.528625 nChanged 66 SP:Iteration 38Q (1391.650603 sec): 3 clusters Score: Raw -4547678.663365 + Penalty 3434.425591 = -4544244.237775 nChanged 67 SP:Iteration 39Q (1391.739948 sec): 3 clusters Score: Raw -4547691.941299 + Penalty 3434.425591 = -4544257.515708 nChanged 51 SP:Iteration 40F (1391.859343 sec): 3 clusters Score: Raw -4547702.002747 + Penalty 3434.425591 = -4544267.577156 nChanged 38 SP:Iteration 41Q (1391.953720 sec): 3 clusters Score: Raw -4547708.319780 + Penalty 3434.425591 = -4544273.894189 nChanged 29 SP:Iteration 42Q (1392.044548 sec): 3 clusters Score: Raw -4547712.782028 + Penalty 3434.425591 = -4544278.356437 nChanged 27 SP:Iteration 43Q (1392.127856 sec): 3 clusters Score: Raw -4547717.379996 + Penalty 3434.425591 = -4544282.954406 nChanged 23 SP:Iteration 44Q (1392.220174 sec): 3 clusters Score: Raw -4547721.440022 + Penalty 3434.425591 = -4544287.014432 nChanged 23 SP:Iteration 45Q (1392.306105 sec): 3 clusters Score: Raw -4547725.349246 + Penalty 3434.425591 = -4544290.923655 nChanged 15 SP:Iteration 46Q (1392.395260 sec): 3 clusters Score: Raw -4547727.838454 + Penalty 3434.425591 = -4544293.412864 nChanged 15 SP:Iteration 47Q (1392.490698 sec): 3 clusters Score: Raw -4547729.537442 + Penalty 3434.425591 = -4544295.111852 nChanged 13 SP:Iteration 48Q (1392.574188 sec): 3 clusters Score: Raw -4547731.214148 + Penalty 3434.425591 = -4544296.788558 nChanged 13 SP:Iteration 49Q (1392.666047 sec): 3 clusters Score: Raw -4547732.951915 + Penalty 3434.425591 = -4544298.526324 nChanged 11 SP:Iteration 50Q (1392.767722 sec): 3 clusters Score: Raw -4547734.207139 + Penalty 3434.425591 = -4544299.781548 nChanged 13 SP:Iteration 51Q (1392.860408 sec): 3 clusters Score: Raw -4547736.130600 + Penalty 3434.425591 = -4544301.705010 nChanged 8 SP:Iteration 52Q (1392.965516 sec): 3 clusters Score: Raw -4547737.685023 + Penalty 3434.425591 = -4544303.259432 nChanged 10 SP:Iteration 53Q (1393.068621 sec): 3 clusters Score: Raw -4547738.688778 + Penalty 3434.425591 = -4544304.263187 nChanged 5 SP:Iteration 54Q (1393.180681 sec): 3 clusters Score: Raw -4547739.395432 + Penalty 3434.425591 = -4544304.969841 nChanged 8 SP:Iteration 55Q (1393.266493 sec): 3 clusters Score: Raw -4547740.537542 + Penalty 3434.425591 = -4544306.111952 nChanged 7 SP:Iteration 56Q (1393.358086 sec): 3 clusters Score: Raw -4547741.364551 + Penalty 3434.425591 = -4544306.938961 nChanged 8 SP:Iteration 57Q (1393.456544 sec): 3 clusters Score: Raw -4547742.565824 + Penalty 3434.425591 = -4544308.140233 nChanged 8 SP:Iteration 58Q (1393.543136 sec): 3 clusters Score: Raw -4547743.456272 + Penalty 3434.425591 = -4544309.030682 nChanged 6 SP:Iteration 59Q (1393.645455 sec): 3 clusters Score: Raw -4547744.227682 + Penalty 3434.425591 = -4544309.802091 nChanged 1 SP:Iteration 60F (1393.740371 sec): 3 clusters Score: Raw -4547744.340682 + Penalty 3434.425591 = -4544309.915091 nChanged 1 SP:Iteration 61Q (1393.839506 sec): 3 clusters Score: Raw -4547744.695266 + Penalty 3434.425591 = -4544310.269675 nChanged 1 SP:Iteration 62Q (1393.929693 sec): 3 clusters Score: Raw -4547744.884947 + Penalty 3434.425591 = -4544310.459357 nChanged 1 SP:Iteration 63Q (1394.041294 sec): 3 clusters Score: Raw -4547744.924282 + Penalty 3434.425591 = -4544310.498691 nChanged 0 SP:Iteration 64F (1394.147937 sec): 3 clusters Score: Raw -4547744.924282 + Penalty 3434.425591 = -4544310.498691 nChanged 0 Trying to split cluster 25 (47806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1394.215750 sec): 2 clusters Score: Raw -5782980.110607 + Penalty 1750.922295 = -5781229.188311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1394.339991 sec): 3 clusters Score: Raw -5752794.294617 + Penalty 3501.844591 = -5749292.450026 nChanged 22328 SP:Iteration 1F (1394.453793 sec): 3 clusters Score: Raw -5765657.394848 + Penalty 3501.844591 = -5762155.550257 nChanged 2330 SP:Iteration 2Q (1394.585685 sec): 3 clusters Score: Raw -5766636.005894 + Penalty 3501.844591 = -5763134.161303 nChanged 2590 SP:Iteration 3F (1394.698728 sec): 3 clusters Score: Raw -5768095.727981 + Penalty 3501.844591 = -5764593.883390 nChanged 3232 SP:Iteration 4F (1394.809999 sec): 3 clusters Score: Raw -5770559.545501 + Penalty 3501.844591 = -5767057.700910 nChanged 3628 SP:Iteration 5F (1394.933764 sec): 3 clusters Score: Raw -5773851.453665 + Penalty 3501.844591 = -5770349.609074 nChanged 3457 SP:Iteration 6F (1395.053073 sec): 3 clusters Score: Raw -5777144.322435 + Penalty 3501.844591 = -5773642.477844 nChanged 2684 SP:Iteration 7F (1395.172944 sec): 3 clusters Score: Raw -5779580.794870 + Penalty 3501.844591 = -5776078.950280 nChanged 1840 SP:Iteration 8Q (1395.304048 sec): 3 clusters Score: Raw -5781080.841262 + Penalty 3501.844591 = -5777578.996672 nChanged 1220 SP:Iteration 9Q (1395.429418 sec): 3 clusters Score: Raw -5781990.782659 + Penalty 3501.844591 = -5778488.938068 nChanged 807 SP:Iteration 10Q (1395.534626 sec): 3 clusters Score: Raw -5782504.171439 + Penalty 3501.844591 = -5779002.326848 nChanged 504 SP:Iteration 11Q (1395.647292 sec): 3 clusters Score: Raw -5782770.869316 + Penalty 3501.844591 = -5779269.024725 nChanged 358 SP:Iteration 12Q (1395.751349 sec): 3 clusters Score: Raw -5782950.802358 + Penalty 3501.844591 = -5779448.957767 nChanged 267 SP:Iteration 13Q (1395.869796 sec): 3 clusters Score: Raw -5783069.633305 + Penalty 3501.844591 = -5779567.788714 nChanged 188 SP:Iteration 14Q (1395.968977 sec): 3 clusters Score: Raw -5783153.266418 + Penalty 3501.844591 = -5779651.421827 nChanged 144 SP:Iteration 15Q (1396.086867 sec): 3 clusters Score: Raw -5783218.321180 + Penalty 3501.844591 = -5779716.476589 nChanged 121 SP:Iteration 16Q (1396.211362 sec): 3 clusters Score: Raw -5783266.232846 + Penalty 3501.844591 = -5779764.388255 nChanged 86 SP:Iteration 17Q (1396.323497 sec): 3 clusters Score: Raw -5783304.270888 + Penalty 3501.844591 = -5779802.426297 nChanged 70 SP:Iteration 18Q (1396.424373 sec): 3 clusters Score: Raw -5783341.589257 + Penalty 3501.844591 = -5779839.744666 nChanged 62 SP:Iteration 19Q (1396.526093 sec): 3 clusters Score: Raw -5783368.791748 + Penalty 3501.844591 = -5779866.947157 nChanged 59 SP:Iteration 20F (1396.619594 sec): 3 clusters Score: Raw -5783396.668333 + Penalty 3501.844591 = -5779894.823743 nChanged 51 SP:Iteration 21Q (1396.727760 sec): 3 clusters Score: Raw -5783417.514561 + Penalty 3501.844591 = -5779915.669970 nChanged 42 SP:Iteration 22Q (1396.810467 sec): 3 clusters Score: Raw -5783440.503531 + Penalty 3501.844591 = -5779938.658940 nChanged 47 SP:Iteration 23Q (1396.889685 sec): 3 clusters Score: Raw -5783460.203340 + Penalty 3501.844591 = -5779958.358749 nChanged 42 SP:Iteration 24Q (1396.997343 sec): 3 clusters Score: Raw -5783476.051876 + Penalty 3501.844591 = -5779974.207286 nChanged 36 SP:Iteration 25Q (1397.106045 sec): 3 clusters Score: Raw -5783488.289611 + Penalty 3501.844591 = -5779986.445020 nChanged 20 SP:Iteration 26Q (1397.207462 sec): 3 clusters Score: Raw -5783496.872905 + Penalty 3501.844591 = -5779995.028314 nChanged 19 SP:Iteration 27Q (1397.318573 sec): 3 clusters Score: Raw -5783503.590913 + Penalty 3501.844591 = -5780001.746322 nChanged 15 SP:Iteration 28Q (1397.421862 sec): 3 clusters Score: Raw -5783509.138975 + Penalty 3501.844591 = -5780007.294384 nChanged 14 SP:Iteration 29Q (1397.523584 sec): 3 clusters Score: Raw -5783513.270846 + Penalty 3501.844591 = -5780011.426255 nChanged 10 SP:Iteration 30Q (1397.629447 sec): 3 clusters Score: Raw -5783516.294309 + Penalty 3501.844591 = -5780014.449718 nChanged 8 SP:Iteration 31Q (1397.734293 sec): 3 clusters Score: Raw -5783518.503133 + Penalty 3501.844591 = -5780016.658543 nChanged 4 SP:Iteration 32Q (1397.837322 sec): 3 clusters Score: Raw -5783519.790221 + Penalty 3501.844591 = -5780017.945630 nChanged 7 SP:Iteration 33Q (1397.936482 sec): 3 clusters Score: Raw -5783521.589351 + Penalty 3501.844591 = -5780019.744760 nChanged 1 SP:Iteration 34Q (1398.034943 sec): 3 clusters Score: Raw -5783521.747546 + Penalty 3501.844591 = -5780019.902955 nChanged 0 SP:Iteration 35F (1398.156609 sec): 3 clusters Score: Raw -5783521.747546 + Penalty 3501.844591 = -5780019.902955 nChanged 0 Iteration 219Q (1401.590397 sec): 26 clusters Score: Raw -51879004.387314 + Penalty 52765.086567 = -51826239.300746 nChanged 29 Iteration 220F (1409.139061 sec): 26 clusters Score: Raw -51879005.138432 + Penalty 52765.086567 = -51826240.051864 nChanged 21 Iteration 221Q (1412.415040 sec): 26 clusters Score: Raw -51879005.508016 + Penalty 52765.086567 = -51826240.421449 nChanged 19 Iteration 222Q (1415.862911 sec): 26 clusters Score: Raw -51879005.817950 + Penalty 52765.086567 = -51826240.731383 nChanged 13 Iteration 223Q (1419.157910 sec): 26 clusters Score: Raw -51879006.089106 + Penalty 52765.086567 = -51826241.002538 nChanged 14 Iteration 224Q (1422.587643 sec): 26 clusters Score: Raw -51879006.316949 + Penalty 52765.086567 = -51826241.230381 nChanged 10 Iteration 225Q (1425.961324 sec): 26 clusters Score: Raw -51879006.493733 + Penalty 52765.086567 = -51826241.407166 nChanged 12 Iteration 226Q (1429.389772 sec): 26 clusters Score: Raw -51879006.741327 + Penalty 52765.086567 = -51826241.654760 nChanged 12 Iteration 227Q (1432.786888 sec): 26 clusters Score: Raw -51879006.941677 + Penalty 52765.086567 = -51826241.855109 nChanged 6 Iteration 228Q (1436.236864 sec): 26 clusters Score: Raw -51879007.069786 + Penalty 52765.086567 = -51826241.983218 nChanged 5 Iteration 229Q (1439.592885 sec): 26 clusters Score: Raw -51879007.178302 + Penalty 52765.086567 = -51826242.091735 nChanged 8 Iteration 230Q (1442.965454 sec): 26 clusters Score: Raw -51879007.382210 + Penalty 52765.086567 = -51826242.295643 nChanged 10 Iteration 231Q (1446.258389 sec): 26 clusters Score: Raw -51879007.650748 + Penalty 52765.086567 = -51826242.564181 nChanged 9 Iteration 232Q (1449.612647 sec): 26 clusters Score: Raw -51879007.771851 + Penalty 52765.086567 = -51826242.685284 nChanged 9 Iteration 233Q (1453.040546 sec): 26 clusters Score: Raw -51879007.892095 + Penalty 52765.086567 = -51826242.805528 nChanged 8 Iteration 234Q (1456.377986 sec): 26 clusters Score: Raw -51879007.978437 + Penalty 52765.086567 = -51826242.891870 nChanged 3 Iteration 235Q (1459.733257 sec): 26 clusters Score: Raw -51879008.062116 + Penalty 52765.086567 = -51826242.975548 nChanged 1 Iteration 236Q (1463.141198 sec): 26 clusters Score: Raw -51879008.076294 + Penalty 52765.086567 = -51826242.989727 nChanged 2 Iteration 237Q (1466.551804 sec): 26 clusters Score: Raw -51879008.145154 + Penalty 52765.086567 = -51826243.058587 nChanged 2 Iteration 238Q (1469.910096 sec): 26 clusters Score: Raw -51879008.170674 + Penalty 52765.086567 = -51826243.084107 nChanged 2 Iteration 239Q (1473.206795 sec): 26 clusters Score: Raw -51879008.203871 + Penalty 52765.086567 = -51826243.117303 nChanged 1 Iteration 240F (1480.799145 sec): 26 clusters Score: Raw -51879008.225409 + Penalty 52765.086567 = -51826243.138842 nChanged 2 Iteration 241Q (1484.113914 sec): 26 clusters Score: Raw -51879008.286734 + Penalty 52765.086567 = -51826243.200167 nChanged 4 Iteration 242Q (1487.578438 sec): 26 clusters Score: Raw -51879008.427743 + Penalty 52765.086567 = -51826243.341176 nChanged 10 Iteration 243Q (1491.042710 sec): 26 clusters Score: Raw -51879008.972327 + Penalty 52765.086567 = -51826243.885760 nChanged 11 Iteration 244Q (1494.452244 sec): 26 clusters Score: Raw -51879009.278355 + Penalty 52765.086567 = -51826244.191788 nChanged 9 Iteration 245Q (1497.828388 sec): 26 clusters Score: Raw -51879009.637181 + Penalty 52765.086567 = -51826244.550613 nChanged 6 Iteration 246Q (1501.283501 sec): 26 clusters Score: Raw -51879009.874071 + Penalty 52765.086567 = -51826244.787504 nChanged 11 Iteration 247Q (1504.703746 sec): 26 clusters Score: Raw -51879010.208479 + Penalty 52765.086567 = -51826245.121912 nChanged 14 Iteration 248Q (1508.067907 sec): 26 clusters Score: Raw -51879010.580254 + Penalty 52765.086567 = -51826245.493687 nChanged 19 Iteration 249Q (1511.444750 sec): 26 clusters Score: Raw -51879011.077337 + Penalty 52765.086567 = -51826245.990770 nChanged 15 Iteration 250Q (1514.829975 sec): 26 clusters Score: Raw -51879011.397163 + Penalty 52765.086567 = -51826246.310596 nChanged 12 Iteration 251Q (1518.233189 sec): 26 clusters Score: Raw -51879011.645143 + Penalty 52765.086567 = -51826246.558576 nChanged 8 Iteration 252Q (1521.615621 sec): 26 clusters Score: Raw -51879011.792036 + Penalty 52765.086567 = -51826246.705469 nChanged 7 Iteration 253Q (1525.001286 sec): 26 clusters Score: Raw -51879011.912864 + Penalty 52765.086567 = -51826246.826297 nChanged 6 Iteration 254Q (1528.375108 sec): 26 clusters Score: Raw -51879012.081376 + Penalty 52765.086567 = -51826246.994809 nChanged 8 Iteration 255Q (1531.776615 sec): 26 clusters Score: Raw -51879012.341748 + Penalty 52765.086567 = -51826247.255181 nChanged 7 Iteration 256Q (1535.146527 sec): 26 clusters Score: Raw -51879012.617157 + Penalty 52765.086567 = -51826247.530590 nChanged 6 Iteration 257Q (1538.466798 sec): 26 clusters Score: Raw -51879012.771699 + Penalty 52765.086567 = -51826247.685132 nChanged 5 Iteration 258Q (1541.905658 sec): 26 clusters Score: Raw -51879012.934944 + Penalty 52765.086567 = -51826247.848377 nChanged 3 Writing temp clu file Because OldScore, -51826247.685132, is greater than current (better) Score,-51826247.848377 Compute initial score before splitting: Score: Raw -51879012.934944 + Penalty 52765.086567 = -51826247.848377 Trying to split cluster 1 (9867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1542.048689 sec): 2 clusters Score: Raw -1190586.177933 + Penalty 1494.504559 = -1189091.673373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1542.103218 sec): 3 clusters Score: Raw -1184971.030814 + Penalty 2989.009119 = -1181982.021696 nChanged 4349 SP:Iteration 1F (1542.166177 sec): 3 clusters Score: Raw -1187389.513553 + Penalty 2989.009119 = -1184400.504434 nChanged 680 SP:Iteration 2F (1542.224081 sec): 3 clusters Score: Raw -1187733.711921 + Penalty 2989.009119 = -1184744.702802 nChanged 606 SP:Iteration 3F (1542.289089 sec): 3 clusters Score: Raw -1188077.700251 + Penalty 2989.009119 = -1185088.691132 nChanged 593 SP:Iteration 4F (1542.341846 sec): 3 clusters Score: Raw -1188441.770007 + Penalty 2989.009119 = -1185452.760888 nChanged 556 SP:Iteration 5F (1542.397015 sec): 3 clusters Score: Raw -1188783.523564 + Penalty 2989.009119 = -1185794.514445 nChanged 545 SP:Iteration 6F (1542.456096 sec): 3 clusters Score: Raw -1189112.880230 + Penalty 2989.009119 = -1186123.871111 nChanged 471 SP:Iteration 7Q (1542.506295 sec): 3 clusters Score: Raw -1189355.229777 + Penalty 2989.009119 = -1186366.220658 nChanged 394 SP:Iteration 8Q (1542.561167 sec): 3 clusters Score: Raw -1189535.488061 + Penalty 2989.009119 = -1186546.478942 nChanged 301 SP:Iteration 9Q (1542.624892 sec): 3 clusters Score: Raw -1189666.323114 + Penalty 2989.009119 = -1186677.313996 nChanged 263 SP:Iteration 10Q (1542.678359 sec): 3 clusters Score: Raw -1189778.254018 + Penalty 2989.009119 = -1186789.244899 nChanged 229 SP:Iteration 11Q (1542.744549 sec): 3 clusters Score: Raw -1189878.348919 + Penalty 2989.009119 = -1186889.339800 nChanged 211 SP:Iteration 12Q (1542.802070 sec): 3 clusters Score: Raw -1189962.903100 + Penalty 2989.009119 = -1186973.893981 nChanged 179 SP:Iteration 13Q (1542.854413 sec): 3 clusters Score: Raw -1190037.284317 + Penalty 2989.009119 = -1187048.275198 nChanged 168 SP:Iteration 14Q (1542.916527 sec): 3 clusters Score: Raw -1190100.395503 + Penalty 2989.009119 = -1187111.386385 nChanged 132 SP:Iteration 15Q (1542.966597 sec): 3 clusters Score: Raw -1190141.722154 + Penalty 2989.009119 = -1187152.713036 nChanged 120 SP:Iteration 16Q (1543.018080 sec): 3 clusters Score: Raw -1190169.964186 + Penalty 2989.009119 = -1187180.955067 nChanged 81 SP:Iteration 17Q (1543.074883 sec): 3 clusters Score: Raw -1190190.263094 + Penalty 2989.009119 = -1187201.253976 nChanged 74 SP:Iteration 18Q (1543.137156 sec): 3 clusters Score: Raw -1190209.856010 + Penalty 2989.009119 = -1187220.846891 nChanged 70 SP:Iteration 19Q (1543.184930 sec): 3 clusters Score: Raw -1190226.772253 + Penalty 2989.009119 = -1187237.763134 nChanged 65 SP:Iteration 20F (1543.240797 sec): 3 clusters Score: Raw -1190239.179869 + Penalty 2989.009119 = -1187250.170750 nChanged 52 SP:Iteration 21Q (1543.300576 sec): 3 clusters Score: Raw -1190248.145648 + Penalty 2989.009119 = -1187259.136530 nChanged 39 SP:Iteration 22Q (1543.358528 sec): 3 clusters Score: Raw -1190253.785610 + Penalty 2989.009119 = -1187264.776491 nChanged 31 SP:Iteration 23Q (1543.407894 sec): 3 clusters Score: Raw -1190258.759092 + Penalty 2989.009119 = -1187269.749973 nChanged 31 SP:Iteration 24Q (1543.464921 sec): 3 clusters Score: Raw -1190262.717044 + Penalty 2989.009119 = -1187273.707926 nChanged 22 SP:Iteration 25Q (1543.518500 sec): 3 clusters Score: Raw -1190266.187809 + Penalty 2989.009119 = -1187277.178690 nChanged 24 SP:Iteration 26Q (1543.568286 sec): 3 clusters Score: Raw -1190269.846240 + Penalty 2989.009119 = -1187280.837121 nChanged 24 SP:Iteration 27Q (1543.628587 sec): 3 clusters Score: Raw -1190273.784594 + Penalty 2989.009119 = -1187284.775476 nChanged 19 SP:Iteration 28Q (1543.684908 sec): 3 clusters Score: Raw -1190276.866389 + Penalty 2989.009119 = -1187287.857271 nChanged 23 SP:Iteration 29Q (1543.745514 sec): 3 clusters Score: Raw -1190279.726989 + Penalty 2989.009119 = -1187290.717870 nChanged 14 SP:Iteration 30Q (1543.814179 sec): 3 clusters Score: Raw -1190281.659768 + Penalty 2989.009119 = -1187292.650649 nChanged 11 SP:Iteration 31Q (1543.852331 sec): 3 clusters Score: Raw -1190282.895279 + Penalty 2989.009119 = -1187293.886160 nChanged 11 SP:Iteration 32Q (1543.907611 sec): 3 clusters Score: Raw -1190284.501778 + Penalty 2989.009119 = -1187295.492659 nChanged 10 SP:Iteration 33Q (1543.957863 sec): 3 clusters Score: Raw -1190285.970642 + Penalty 2989.009119 = -1187296.961524 nChanged 9 SP:Iteration 34Q (1544.013615 sec): 3 clusters Score: Raw -1190287.168741 + Penalty 2989.009119 = -1187298.159623 nChanged 10 SP:Iteration 35Q (1544.074859 sec): 3 clusters Score: Raw -1190288.197509 + Penalty 2989.009119 = -1187299.188390 nChanged 9 SP:Iteration 36Q (1544.117286 sec): 3 clusters Score: Raw -1190289.145352 + Penalty 2989.009119 = -1187300.136234 nChanged 10 SP:Iteration 37Q (1544.178673 sec): 3 clusters Score: Raw -1190290.747397 + Penalty 2989.009119 = -1187301.738278 nChanged 8 SP:Iteration 38Q (1544.235721 sec): 3 clusters Score: Raw -1190292.393659 + Penalty 2989.009119 = -1187303.384540 nChanged 14 SP:Iteration 39Q (1544.288582 sec): 3 clusters Score: Raw -1190294.138283 + Penalty 2989.009119 = -1187305.129164 nChanged 10 SP:Iteration 40F (1544.318020 sec): 3 clusters Score: Raw -1190295.622331 + Penalty 2989.009119 = -1187306.613212 nChanged 8 SP:Iteration 41Q (1544.376149 sec): 3 clusters Score: Raw -1190296.615657 + Penalty 2989.009119 = -1187307.606538 nChanged 11 SP:Iteration 42Q (1544.434518 sec): 3 clusters Score: Raw -1190297.556680 + Penalty 2989.009119 = -1187308.547562 nChanged 5 SP:Iteration 43Q (1544.498737 sec): 3 clusters Score: Raw -1190298.355070 + Penalty 2989.009119 = -1187309.345952 nChanged 8 SP:Iteration 44Q (1544.549724 sec): 3 clusters Score: Raw -1190299.170020 + Penalty 2989.009119 = -1187310.160901 nChanged 4 SP:Iteration 45Q (1544.594994 sec): 3 clusters Score: Raw -1190299.637962 + Penalty 2989.009119 = -1187310.628843 nChanged 5 SP:Iteration 46Q (1544.631061 sec): 3 clusters Score: Raw -1190300.483629 + Penalty 2989.009119 = -1187311.474510 nChanged 9 SP:Iteration 47Q (1544.696972 sec): 3 clusters Score: Raw -1190302.043758 + Penalty 2989.009119 = -1187313.034639 nChanged 7 SP:Iteration 48Q (1544.755233 sec): 3 clusters Score: Raw -1190302.705247 + Penalty 2989.009119 = -1187313.696128 nChanged 5 SP:Iteration 49Q (1544.800609 sec): 3 clusters Score: Raw -1190303.131333 + Penalty 2989.009119 = -1187314.122214 nChanged 4 SP:Iteration 50Q (1544.854688 sec): 3 clusters Score: Raw -1190303.480023 + Penalty 2989.009119 = -1187314.470904 nChanged 4 SP:Iteration 51Q (1544.926048 sec): 3 clusters Score: Raw -1190304.036610 + Penalty 2989.009119 = -1187315.027491 nChanged 6 SP:Iteration 52Q (1544.973655 sec): 3 clusters Score: Raw -1190304.691266 + Penalty 2989.009119 = -1187315.682147 nChanged 4 SP:Iteration 53Q (1545.030163 sec): 3 clusters Score: Raw -1190305.201454 + Penalty 2989.009119 = -1187316.192336 nChanged 7 SP:Iteration 54Q (1545.084556 sec): 3 clusters Score: Raw -1190305.788031 + Penalty 2989.009119 = -1187316.778912 nChanged 5 SP:Iteration 55Q (1545.138077 sec): 3 clusters Score: Raw -1190306.352929 + Penalty 2989.009119 = -1187317.343810 nChanged 2 SP:Iteration 56Q (1545.192349 sec): 3 clusters Score: Raw -1190306.494182 + Penalty 2989.009119 = -1187317.485063 nChanged 0 SP:Iteration 57F (1545.247637 sec): 3 clusters Score: Raw -1190306.494182 + Penalty 2989.009119 = -1187317.485063 nChanged 0 Trying to split cluster 2 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1545.265629 sec): 2 clusters Score: Raw -46648.189694 + Penalty 986.494881 = -45661.694813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1545.304127 sec): 3 clusters Score: Raw -46630.245322 + Penalty 1972.989762 = -44657.255561 nChanged 111 SP:Iteration 1F (1545.336537 sec): 3 clusters Score: Raw -46806.011739 + Penalty 1972.989762 = -44833.021977 nChanged 32 SP:Iteration 2F (1545.370409 sec): 3 clusters Score: Raw -46877.705584 + Penalty 1972.989762 = -44904.715823 nChanged 15 SP:Iteration 3Q (1545.415106 sec): 3 clusters Score: Raw -46898.699618 + Penalty 1972.989762 = -44925.709856 nChanged 7 SP:Iteration 4Q (1545.464477 sec): 3 clusters Score: Raw -46915.229827 + Penalty 1972.989762 = -44942.240066 nChanged 7 SP:Iteration 5Q (1545.511713 sec): 3 clusters Score: Raw -46936.949667 + Penalty 1972.989762 = -44963.959905 nChanged 8 SP:Iteration 6Q (1545.553405 sec): 3 clusters Score: Raw -46959.461008 + Penalty 1972.989762 = -44986.471247 nChanged 7 SP:Iteration 7Q (1545.586537 sec): 3 clusters Score: Raw -46980.375965 + Penalty 1972.989762 = -45007.386203 nChanged 8 SP:Iteration 8Q (1545.629635 sec): 3 clusters Score: Raw -47021.291254 + Penalty 1972.989762 = -45048.301493 nChanged 8 SP:Iteration 9Q (1545.679765 sec): 3 clusters Score: Raw -47063.215005 + Penalty 1972.989762 = -45090.225243 nChanged 9 SP:Iteration 10Q (1545.708787 sec): 3 clusters Score: Raw -47105.292236 + Penalty 1972.989762 = -45132.302475 nChanged 12 SP:Iteration 11Q (1545.747999 sec): 3 clusters Score: Raw -47130.696468 + Penalty 1972.989762 = -45157.706707 nChanged 8 SP:Iteration 12Q (1545.778696 sec): 3 clusters Score: Raw -47161.009195 + Penalty 1972.989762 = -45188.019434 nChanged 8 SP:Iteration 13Q (1545.812691 sec): 3 clusters Score: Raw -47181.065409 + Penalty 1972.989762 = -45208.075647 nChanged 6 SP:Iteration 14Q (1545.856646 sec): 3 clusters Score: Raw -47204.630266 + Penalty 1972.989762 = -45231.640505 nChanged 6 SP:Iteration 15Q (1545.898730 sec): 3 clusters Score: Raw -47214.364554 + Penalty 1972.989762 = -45241.374793 nChanged 5 SP:Iteration 16Q (1545.949153 sec): 3 clusters Score: Raw -47226.691664 + Penalty 1972.989762 = -45253.701902 nChanged 9 SP:Iteration 17Q (1545.987278 sec): 3 clusters Score: Raw -47252.639289 + Penalty 1972.989762 = -45279.649528 nChanged 9 SP:Iteration 18Q (1546.015987 sec): 3 clusters Score: Raw -47281.992665 + Penalty 1972.989762 = -45309.002903 nChanged 7 SP:Iteration 19Q (1546.061510 sec): 3 clusters Score: Raw -47303.975983 + Penalty 1972.989762 = -45330.986221 nChanged 7 SP:Iteration 20F (1546.113268 sec): 3 clusters Score: Raw -47319.178488 + Penalty 1972.989762 = -45346.188727 nChanged 4 SP:Iteration 21Q (1546.147282 sec): 3 clusters Score: Raw -47333.265800 + Penalty 1972.989762 = -45360.276039 nChanged 3 SP:Iteration 22Q (1546.173738 sec): 3 clusters Score: Raw -47341.141399 + Penalty 1972.989762 = -45368.151637 nChanged 1 SP:Iteration 23Q (1546.217402 sec): 3 clusters Score: Raw -47345.498170 + Penalty 1972.989762 = -45372.508408 nChanged 0 SP:Iteration 24F (1546.257741 sec): 3 clusters Score: Raw -47345.498170 + Penalty 1972.989762 = -45372.508408 nChanged 0 Trying to split cluster 3 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1546.274374 sec): 2 clusters Score: Raw -20689.680132 + Penalty 887.872668 = -19801.807464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1546.321446 sec): 3 clusters Score: Raw -20848.667408 + Penalty 1775.745337 = -19072.922071 nChanged 49 SP:Iteration 1F (1546.355229 sec): 3 clusters Score: Raw -21051.610041 + Penalty 1775.745337 = -19275.864704 nChanged 11 SP:Iteration 2Q (1546.399424 sec): 3 clusters Score: Raw -21073.641490 + Penalty 1775.745337 = -19297.896153 nChanged 6 SP:Iteration 3Q (1546.432739 sec): 3 clusters Score: Raw -21114.887260 + Penalty 1775.745337 = -19339.141924 nChanged 8 SP:Iteration 4Q (1546.456369 sec): 3 clusters Score: Raw -21184.950386 + Penalty 1775.745337 = -19409.205049 nChanged 9 SP:Iteration 5Q (1546.491860 sec): 3 clusters Score: Raw -21246.180643 + Penalty 1775.745337 = -19470.435307 nChanged 11 SP:Iteration 6Q (1546.539278 sec): 3 clusters Score: Raw -21295.543139 + Penalty 1775.745337 = -19519.797802 nChanged 8 SP:Iteration 7Q (1546.580135 sec): 3 clusters Score: Raw -21316.789150 + Penalty 1775.745337 = -19541.043813 nChanged 4 SP:Iteration 8Q (1546.612255 sec): 3 clusters Score: Raw -21326.408057 + Penalty 1775.745337 = -19550.662721 nChanged 4 SP:Iteration 9Q (1546.648151 sec): 3 clusters Score: Raw -21339.908981 + Penalty 1775.745337 = -19564.163645 nChanged 1 SP:Iteration 10Q (1546.683842 sec): 3 clusters Score: Raw -21341.803907 + Penalty 1775.745337 = -19566.058570 nChanged 0 SP:Iteration 11F (1546.723223 sec): 3 clusters Score: Raw -21341.803907 + Penalty 1775.745337 = -19566.058570 nChanged 0 Trying to split cluster 4 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1546.746617 sec): 2 clusters Score: Raw -52853.642547 + Penalty 1005.592920 = -51848.049627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1546.784687 sec): 3 clusters Score: Raw -52818.921866 + Penalty 2011.185840 = -50807.736026 nChanged 104 SP:Iteration 1F (1546.815307 sec): 3 clusters Score: Raw -52963.675042 + Penalty 2011.185840 = -50952.489202 nChanged 37 SP:Iteration 2F (1546.855087 sec): 3 clusters Score: Raw -53033.013117 + Penalty 2011.185840 = -51021.827277 nChanged 22 SP:Iteration 3Q (1546.903235 sec): 3 clusters Score: Raw -53092.536322 + Penalty 2011.185840 = -51081.350482 nChanged 14 SP:Iteration 4Q (1546.936848 sec): 3 clusters Score: Raw -53119.383109 + Penalty 2011.185840 = -51108.197269 nChanged 9 SP:Iteration 5Q (1546.973559 sec): 3 clusters Score: Raw -53141.282186 + Penalty 2011.185840 = -51130.096346 nChanged 9 SP:Iteration 6Q (1547.018563 sec): 3 clusters Score: Raw -53178.570501 + Penalty 2011.185840 = -51167.384661 nChanged 11 SP:Iteration 7Q (1547.054464 sec): 3 clusters Score: Raw -53204.428197 + Penalty 2011.185840 = -51193.242357 nChanged 12 SP:Iteration 8Q (1547.094288 sec): 3 clusters Score: Raw -53226.006594 + Penalty 2011.185840 = -51214.820754 nChanged 5 SP:Iteration 9Q (1547.117025 sec): 3 clusters Score: Raw -53231.830492 + Penalty 2011.185840 = -51220.644652 nChanged 3 SP:Iteration 10Q (1547.155467 sec): 3 clusters Score: Raw -53244.648435 + Penalty 2011.185840 = -51233.462595 nChanged 4 SP:Iteration 11Q (1547.182861 sec): 3 clusters Score: Raw -53254.215680 + Penalty 2011.185840 = -51243.029840 nChanged 2 SP:Iteration 12Q (1547.217914 sec): 3 clusters Score: Raw -53262.032972 + Penalty 2011.185840 = -51250.847132 nChanged 2 SP:Iteration 13Q (1547.270314 sec): 3 clusters Score: Raw -53273.756627 + Penalty 2011.185840 = -51262.570787 nChanged 3 SP:Iteration 14Q (1547.303349 sec): 3 clusters Score: Raw -53281.476531 + Penalty 2011.185840 = -51270.290691 nChanged 7 SP:Iteration 15Q (1547.356325 sec): 3 clusters Score: Raw -53297.325900 + Penalty 2011.185840 = -51286.140060 nChanged 3 SP:Iteration 16Q (1547.383543 sec): 3 clusters Score: Raw -53302.303288 + Penalty 2011.185840 = -51291.117448 nChanged 3 SP:Iteration 17Q (1547.415451 sec): 3 clusters Score: Raw -53312.555399 + Penalty 2011.185840 = -51301.369559 nChanged 3 SP:Iteration 18Q (1547.464980 sec): 3 clusters Score: Raw -53321.879911 + Penalty 2011.185840 = -51310.694071 nChanged 1 SP:Iteration 19Q (1547.491198 sec): 3 clusters Score: Raw -53324.605004 + Penalty 2011.185840 = -51313.419164 nChanged 2 SP:Iteration 20F (1547.533774 sec): 3 clusters Score: Raw -53327.368759 + Penalty 2011.185840 = -51316.182919 nChanged 0 Trying to split cluster 5 (11600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1547.566467 sec): 2 clusters Score: Raw -1369211.187953 + Penalty 1520.798561 = -1367690.389392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1547.630424 sec): 3 clusters Score: Raw -1362460.876251 + Penalty 3041.597123 = -1359419.279129 nChanged 5115 SP:Iteration 1F (1547.700279 sec): 3 clusters Score: Raw -1365196.823931 + Penalty 3041.597123 = -1362155.226808 nChanged 671 SP:Iteration 2F (1547.758393 sec): 3 clusters Score: Raw -1365460.155645 + Penalty 3041.597123 = -1362418.558522 nChanged 555 SP:Iteration 3Q (1547.810383 sec): 3 clusters Score: Raw -1365687.807297 + Penalty 3041.597123 = -1362646.210175 nChanged 494 SP:Iteration 4Q (1547.875221 sec): 3 clusters Score: Raw -1365901.755613 + Penalty 3041.597123 = -1362860.158491 nChanged 506 SP:Iteration 5Q (1547.944821 sec): 3 clusters Score: Raw -1366161.612706 + Penalty 3041.597123 = -1363120.015584 nChanged 560 SP:Iteration 6Q (1547.994451 sec): 3 clusters Score: Raw -1366478.089973 + Penalty 3041.597123 = -1363436.492851 nChanged 595 SP:Iteration 7F (1548.045631 sec): 3 clusters Score: Raw -1366848.934361 + Penalty 3041.597123 = -1363807.337238 nChanged 595 SP:Iteration 8F (1548.099519 sec): 3 clusters Score: Raw -1367248.020484 + Penalty 3041.597123 = -1364206.423362 nChanged 582 SP:Iteration 9F (1548.170395 sec): 3 clusters Score: Raw -1367652.808474 + Penalty 3041.597123 = -1364611.211352 nChanged 512 SP:Iteration 10Q (1548.233008 sec): 3 clusters Score: Raw -1368012.956888 + Penalty 3041.597123 = -1364971.359765 nChanged 451 SP:Iteration 11Q (1548.282757 sec): 3 clusters Score: Raw -1368361.372271 + Penalty 3041.597123 = -1365319.775148 nChanged 350 SP:Iteration 12Q (1548.348324 sec): 3 clusters Score: Raw -1368612.101231 + Penalty 3041.597123 = -1365570.504108 nChanged 293 SP:Iteration 13Q (1548.403463 sec): 3 clusters Score: Raw -1368828.981210 + Penalty 3041.597123 = -1365787.384087 nChanged 212 SP:Iteration 14Q (1548.472256 sec): 3 clusters Score: Raw -1368998.078789 + Penalty 3041.597123 = -1365956.481666 nChanged 156 SP:Iteration 15Q (1548.523235 sec): 3 clusters Score: Raw -1369136.561239 + Penalty 3041.597123 = -1366094.964117 nChanged 115 SP:Iteration 16Q (1548.580144 sec): 3 clusters Score: Raw -1369231.805794 + Penalty 3041.597123 = -1366190.208671 nChanged 80 SP:Iteration 17Q (1548.642769 sec): 3 clusters Score: Raw -1369302.234582 + Penalty 3041.597123 = -1366260.637460 nChanged 51 SP:Iteration 18Q (1548.688511 sec): 3 clusters Score: Raw -1369341.613174 + Penalty 3041.597123 = -1366300.016051 nChanged 30 SP:Iteration 19Q (1548.753900 sec): 3 clusters Score: Raw -1369370.434216 + Penalty 3041.597123 = -1366328.837094 nChanged 21 SP:Iteration 20F (1548.815315 sec): 3 clusters Score: Raw -1369390.252159 + Penalty 3041.597123 = -1366348.655036 nChanged 15 SP:Iteration 21Q (1548.866738 sec): 3 clusters Score: Raw -1369405.934253 + Penalty 3041.597123 = -1366364.337130 nChanged 12 SP:Iteration 22Q (1548.926311 sec): 3 clusters Score: Raw -1369418.551640 + Penalty 3041.597123 = -1366376.954518 nChanged 11 SP:Iteration 23Q (1548.992013 sec): 3 clusters Score: Raw -1369427.277035 + Penalty 3041.597123 = -1366385.679913 nChanged 5 SP:Iteration 24Q (1549.045178 sec): 3 clusters Score: Raw -1369431.869620 + Penalty 3041.597123 = -1366390.272497 nChanged 6 SP:Iteration 25Q (1549.095406 sec): 3 clusters Score: Raw -1369440.154625 + Penalty 3041.597123 = -1366398.557502 nChanged 7 SP:Iteration 26Q (1549.151420 sec): 3 clusters Score: Raw -1369446.845011 + Penalty 3041.597123 = -1366405.247888 nChanged 7 SP:Iteration 27Q (1549.206700 sec): 3 clusters Score: Raw -1369453.881268 + Penalty 3041.597123 = -1366412.284145 nChanged 6 SP:Iteration 28Q (1549.272272 sec): 3 clusters Score: Raw -1369461.782194 + Penalty 3041.597123 = -1366420.185072 nChanged 4 SP:Iteration 29Q (1549.319488 sec): 3 clusters Score: Raw -1369465.871944 + Penalty 3041.597123 = -1366424.274821 nChanged 5 SP:Iteration 30Q (1549.374801 sec): 3 clusters Score: Raw -1369469.436096 + Penalty 3041.597123 = -1366427.838973 nChanged 2 SP:Iteration 31Q (1549.438532 sec): 3 clusters Score: Raw -1369471.447059 + Penalty 3041.597123 = -1366429.849937 nChanged 4 SP:Iteration 32Q (1549.496052 sec): 3 clusters Score: Raw -1369476.758543 + Penalty 3041.597123 = -1366435.161421 nChanged 3 SP:Iteration 33Q (1549.544522 sec): 3 clusters Score: Raw -1369480.090411 + Penalty 3041.597123 = -1366438.493289 nChanged 2 SP:Iteration 34Q (1549.603509 sec): 3 clusters Score: Raw -1369480.982245 + Penalty 3041.597123 = -1366439.385122 nChanged 0 SP:Iteration 35F (1549.670482 sec): 3 clusters Score: Raw -1369480.982245 + Penalty 3041.597123 = -1366439.385122 nChanged 0 Trying to split cluster 6 (7639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1549.699371 sec): 2 clusters Score: Raw -935115.149503 + Penalty 1452.916072 = -933662.233430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1549.746925 sec): 3 clusters Score: Raw -930911.063184 + Penalty 2905.832145 = -928005.231040 nChanged 3191 SP:Iteration 1F (1549.790043 sec): 3 clusters Score: Raw -932597.749034 + Penalty 2905.832145 = -929691.916890 nChanged 485 SP:Iteration 2F (1549.840722 sec): 3 clusters Score: Raw -932808.957828 + Penalty 2905.832145 = -929903.125684 nChanged 392 SP:Iteration 3F (1549.892451 sec): 3 clusters Score: Raw -932974.344025 + Penalty 2905.832145 = -930068.511881 nChanged 328 SP:Iteration 4Q (1549.935993 sec): 3 clusters Score: Raw -933107.761528 + Penalty 2905.832145 = -930201.929384 nChanged 276 SP:Iteration 5Q (1549.994544 sec): 3 clusters Score: Raw -933214.572436 + Penalty 2905.832145 = -930308.740292 nChanged 248 SP:Iteration 6Q (1550.053652 sec): 3 clusters Score: Raw -933320.170630 + Penalty 2905.832145 = -930414.338485 nChanged 253 SP:Iteration 7Q (1550.110278 sec): 3 clusters Score: Raw -933427.554161 + Penalty 2905.832145 = -930521.722016 nChanged 265 SP:Iteration 8Q (1550.165632 sec): 3 clusters Score: Raw -933551.038990 + Penalty 2905.832145 = -930645.206845 nChanged 277 SP:Iteration 9Q (1550.228994 sec): 3 clusters Score: Raw -933716.628326 + Penalty 2905.832145 = -930810.796181 nChanged 328 SP:Iteration 10Q (1550.279982 sec): 3 clusters Score: Raw -933930.348000 + Penalty 2905.832145 = -931024.515855 nChanged 311 SP:Iteration 11Q (1550.335078 sec): 3 clusters Score: Raw -934133.935247 + Penalty 2905.832145 = -931228.103102 nChanged 284 SP:Iteration 12Q (1550.388153 sec): 3 clusters Score: Raw -934320.048417 + Penalty 2905.832145 = -931414.216272 nChanged 260 SP:Iteration 13Q (1550.442868 sec): 3 clusters Score: Raw -934517.655980 + Penalty 2905.832145 = -931611.823836 nChanged 248 SP:Iteration 14Q (1550.496525 sec): 3 clusters Score: Raw -934733.279672 + Penalty 2905.832145 = -931827.447527 nChanged 205 SP:Iteration 15Q (1550.545114 sec): 3 clusters Score: Raw -934885.434612 + Penalty 2905.832145 = -931979.602468 nChanged 162 SP:Iteration 16Q (1550.612117 sec): 3 clusters Score: Raw -934986.799675 + Penalty 2905.832145 = -932080.967530 nChanged 119 SP:Iteration 17Q (1550.651444 sec): 3 clusters Score: Raw -935063.753565 + Penalty 2905.832145 = -932157.921421 nChanged 97 SP:Iteration 18Q (1550.697563 sec): 3 clusters Score: Raw -935123.373459 + Penalty 2905.832145 = -932217.541315 nChanged 89 SP:Iteration 19Q (1550.754909 sec): 3 clusters Score: Raw -935174.254444 + Penalty 2905.832145 = -932268.422299 nChanged 67 SP:Iteration 20F (1550.796361 sec): 3 clusters Score: Raw -935209.616372 + Penalty 2905.832145 = -932303.784227 nChanged 67 SP:Iteration 21Q (1550.842078 sec): 3 clusters Score: Raw -935242.680155 + Penalty 2905.832145 = -932336.848010 nChanged 42 SP:Iteration 22Q (1550.903872 sec): 3 clusters Score: Raw -935265.474115 + Penalty 2905.832145 = -932359.641970 nChanged 30 SP:Iteration 23Q (1550.955673 sec): 3 clusters Score: Raw -935279.271936 + Penalty 2905.832145 = -932373.439792 nChanged 26 SP:Iteration 24Q (1551.007240 sec): 3 clusters Score: Raw -935292.697601 + Penalty 2905.832145 = -932386.865456 nChanged 22 SP:Iteration 25Q (1551.055164 sec): 3 clusters Score: Raw -935299.817161 + Penalty 2905.832145 = -932393.985016 nChanged 18 SP:Iteration 26Q (1551.106755 sec): 3 clusters Score: Raw -935305.348648 + Penalty 2905.832145 = -932399.516504 nChanged 10 SP:Iteration 27Q (1551.162124 sec): 3 clusters Score: Raw -935309.439551 + Penalty 2905.832145 = -932403.607406 nChanged 11 SP:Iteration 28Q (1551.213078 sec): 3 clusters Score: Raw -935313.686622 + Penalty 2905.832145 = -932407.854477 nChanged 11 SP:Iteration 29Q (1551.272215 sec): 3 clusters Score: Raw -935319.210159 + Penalty 2905.832145 = -932413.378015 nChanged 16 SP:Iteration 30Q (1551.323902 sec): 3 clusters Score: Raw -935324.463989 + Penalty 2905.832145 = -932418.631844 nChanged 8 SP:Iteration 31Q (1551.362459 sec): 3 clusters Score: Raw -935327.396825 + Penalty 2905.832145 = -932421.564680 nChanged 5 SP:Iteration 32Q (1551.419169 sec): 3 clusters Score: Raw -935329.464086 + Penalty 2905.832145 = -932423.631941 nChanged 6 SP:Iteration 33Q (1551.475446 sec): 3 clusters Score: Raw -935331.348713 + Penalty 2905.832145 = -932425.516568 nChanged 3 SP:Iteration 34Q (1551.512832 sec): 3 clusters Score: Raw -935332.720972 + Penalty 2905.832145 = -932426.888828 nChanged 5 SP:Iteration 35Q (1551.558985 sec): 3 clusters Score: Raw -935333.870039 + Penalty 2905.832145 = -932428.037894 nChanged 1 SP:Iteration 36Q (1551.610320 sec): 3 clusters Score: Raw -935334.277546 + Penalty 2905.832145 = -932428.445401 nChanged 3 SP:Iteration 37Q (1551.670437 sec): 3 clusters Score: Raw -935335.230367 + Penalty 2905.832145 = -932429.398223 nChanged 1 SP:Iteration 38Q (1551.719051 sec): 3 clusters Score: Raw -935335.475472 + Penalty 2905.832145 = -932429.643327 nChanged 1 SP:Iteration 39Q (1551.767271 sec): 3 clusters Score: Raw -935335.926004 + Penalty 2905.832145 = -932430.093859 nChanged 2 SP:Iteration 40F (1551.825214 sec): 3 clusters Score: Raw -935337.136121 + Penalty 2905.832145 = -932431.303976 nChanged 3 SP:Iteration 41Q (1551.873172 sec): 3 clusters Score: Raw -935337.894243 + Penalty 2905.832145 = -932432.062098 nChanged 1 SP:Iteration 42Q (1551.935309 sec): 3 clusters Score: Raw -935338.482495 + Penalty 2905.832145 = -932432.650350 nChanged 3 SP:Iteration 43Q (1551.986942 sec): 3 clusters Score: Raw -935339.514255 + Penalty 2905.832145 = -932433.682110 nChanged 1 SP:Iteration 44Q (1552.036119 sec): 3 clusters Score: Raw -935339.803874 + Penalty 2905.832145 = -932433.971730 nChanged 0 SP:Iteration 45F (1552.087419 sec): 3 clusters Score: Raw -935339.803874 + Penalty 2905.832145 = -932433.971730 nChanged 0 Trying to split cluster 7 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1552.106470 sec): 2 clusters Score: Raw -29678.744684 + Penalty 927.944390 = -28750.800294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1552.144210 sec): 3 clusters Score: Raw -29701.784080 + Penalty 1855.888781 = -27845.895299 nChanged 50 SP:Iteration 1F (1552.176084 sec): 3 clusters Score: Raw -29831.428517 + Penalty 1855.888781 = -27975.539736 nChanged 10 SP:Iteration 2Q (1552.217927 sec): 3 clusters Score: Raw -29873.483030 + Penalty 1855.888781 = -28017.594249 nChanged 11 SP:Iteration 3Q (1552.258622 sec): 3 clusters Score: Raw -29908.959574 + Penalty 1855.888781 = -28053.070793 nChanged 11 SP:Iteration 4Q (1552.296208 sec): 3 clusters Score: Raw -29973.559434 + Penalty 1855.888781 = -28117.670654 nChanged 14 SP:Iteration 5Q (1552.335022 sec): 3 clusters Score: Raw -30021.244054 + Penalty 1855.888781 = -28165.355273 nChanged 5 SP:Iteration 6Q (1552.362635 sec): 3 clusters Score: Raw -30051.443746 + Penalty 1855.888781 = -28195.554966 nChanged 4 SP:Iteration 7Q (1552.398563 sec): 3 clusters Score: Raw -30083.977747 + Penalty 1855.888781 = -28228.088966 nChanged 1 SP:Iteration 8Q (1552.439136 sec): 3 clusters Score: Raw -30085.372572 + Penalty 1855.888781 = -28229.483792 nChanged 0 SP:Iteration 9F (1552.464063 sec): 3 clusters Score: Raw -30085.372572 + Penalty 1855.888781 = -28229.483792 nChanged 0 Trying to split cluster 8 (67458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1552.570362 sec): 2 clusters Score: Raw -8245527.335002 + Penalty 1806.879825 = -8243720.455177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1552.754870 sec): 3 clusters Score: Raw -8202252.459543 + Penalty 3613.759650 = -8198638.699893 nChanged 32083 SP:Iteration 1F (1552.921544 sec): 3 clusters Score: Raw -8221733.479486 + Penalty 3613.759650 = -8218119.719836 nChanged 3869 SP:Iteration 2F (1553.091952 sec): 3 clusters Score: Raw -8223650.899396 + Penalty 3613.759650 = -8220037.139746 nChanged 4370 SP:Iteration 3F (1553.253379 sec): 3 clusters Score: Raw -8226266.396065 + Penalty 3613.759650 = -8222652.636415 nChanged 4828 SP:Iteration 4F (1553.388569 sec): 3 clusters Score: Raw -8229655.863935 + Penalty 3613.759650 = -8226042.104285 nChanged 4831 SP:Iteration 5F (1553.555146 sec): 3 clusters Score: Raw -8233405.919168 + Penalty 3613.759650 = -8229792.159519 nChanged 4188 SP:Iteration 6F (1553.728544 sec): 3 clusters Score: Raw -8236728.140769 + Penalty 3613.759650 = -8233114.381119 nChanged 3154 SP:Iteration 7Q (1553.891491 sec): 3 clusters Score: Raw -8239171.315348 + Penalty 3613.759650 = -8235557.555698 nChanged 2216 SP:Iteration 8Q (1554.048028 sec): 3 clusters Score: Raw -8240830.049890 + Penalty 3613.759650 = -8237216.290241 nChanged 1556 SP:Iteration 9Q (1554.209501 sec): 3 clusters Score: Raw -8241921.599184 + Penalty 3613.759650 = -8238307.839534 nChanged 1175 SP:Iteration 10Q (1554.357216 sec): 3 clusters Score: Raw -8242604.894177 + Penalty 3613.759650 = -8238991.134527 nChanged 893 SP:Iteration 11Q (1554.512958 sec): 3 clusters Score: Raw -8243042.629626 + Penalty 3613.759650 = -8239428.869976 nChanged 674 SP:Iteration 12Q (1554.652707 sec): 3 clusters Score: Raw -8243341.192412 + Penalty 3613.759650 = -8239727.432762 nChanged 588 SP:Iteration 13Q (1554.787801 sec): 3 clusters Score: Raw -8243584.040636 + Penalty 3613.759650 = -8239970.280987 nChanged 536 SP:Iteration 14Q (1554.933675 sec): 3 clusters Score: Raw -8243804.162060 + Penalty 3613.759650 = -8240190.402410 nChanged 502 SP:Iteration 15Q (1555.064707 sec): 3 clusters Score: Raw -8244012.855621 + Penalty 3613.759650 = -8240399.095971 nChanged 455 SP:Iteration 16Q (1555.204479 sec): 3 clusters Score: Raw -8244209.213947 + Penalty 3613.759650 = -8240595.454297 nChanged 422 SP:Iteration 17Q (1555.349954 sec): 3 clusters Score: Raw -8244392.914829 + Penalty 3613.759650 = -8240779.155179 nChanged 402 SP:Iteration 18Q (1555.486315 sec): 3 clusters Score: Raw -8244586.535764 + Penalty 3613.759650 = -8240972.776114 nChanged 394 SP:Iteration 19Q (1555.630853 sec): 3 clusters Score: Raw -8244792.417420 + Penalty 3613.759650 = -8241178.657770 nChanged 363 SP:Iteration 20F (1555.779778 sec): 3 clusters Score: Raw -8244998.068519 + Penalty 3613.759650 = -8241384.308869 nChanged 312 SP:Iteration 21Q (1555.921298 sec): 3 clusters Score: Raw -8245209.116522 + Penalty 3613.759650 = -8241595.356872 nChanged 282 SP:Iteration 22Q (1556.069088 sec): 3 clusters Score: Raw -8245387.016927 + Penalty 3613.759650 = -8241773.257277 nChanged 273 SP:Iteration 23Q (1556.197611 sec): 3 clusters Score: Raw -8245576.548603 + Penalty 3613.759650 = -8241962.788953 nChanged 269 SP:Iteration 24Q (1556.324107 sec): 3 clusters Score: Raw -8245747.911057 + Penalty 3613.759650 = -8242134.151407 nChanged 243 SP:Iteration 25Q (1556.452928 sec): 3 clusters Score: Raw -8245896.879820 + Penalty 3613.759650 = -8242283.120171 nChanged 225 SP:Iteration 26Q (1556.591293 sec): 3 clusters Score: Raw -8246026.727265 + Penalty 3613.759650 = -8242412.967615 nChanged 195 SP:Iteration 27Q (1556.721254 sec): 3 clusters Score: Raw -8246118.457993 + Penalty 3613.759650 = -8242504.698343 nChanged 153 SP:Iteration 28Q (1556.862366 sec): 3 clusters Score: Raw -8246170.376487 + Penalty 3613.759650 = -8242556.616838 nChanged 105 SP:Iteration 29Q (1556.989157 sec): 3 clusters Score: Raw -8246198.378435 + Penalty 3613.759650 = -8242584.618785 nChanged 89 SP:Iteration 30Q (1557.122248 sec): 3 clusters Score: Raw -8246221.203616 + Penalty 3613.759650 = -8242607.443966 nChanged 78 SP:Iteration 31Q (1557.274712 sec): 3 clusters Score: Raw -8246239.907145 + Penalty 3613.759650 = -8242626.147495 nChanged 62 SP:Iteration 32Q (1557.416294 sec): 3 clusters Score: Raw -8246254.117937 + Penalty 3613.759650 = -8242640.358287 nChanged 52 SP:Iteration 33Q (1557.560758 sec): 3 clusters Score: Raw -8246262.990487 + Penalty 3613.759650 = -8242649.230837 nChanged 36 SP:Iteration 34Q (1557.718678 sec): 3 clusters Score: Raw -8246270.247258 + Penalty 3613.759650 = -8242656.487608 nChanged 24 SP:Iteration 35Q (1557.880315 sec): 3 clusters Score: Raw -8246274.805091 + Penalty 3613.759650 = -8242661.045441 nChanged 35 SP:Iteration 36Q (1558.040085 sec): 3 clusters Score: Raw -8246280.805080 + Penalty 3613.759650 = -8242667.045430 nChanged 24 SP:Iteration 37Q (1558.184770 sec): 3 clusters Score: Raw -8246284.668145 + Penalty 3613.759650 = -8242670.908495 nChanged 31 SP:Iteration 38Q (1558.312726 sec): 3 clusters Score: Raw -8246290.652177 + Penalty 3613.759650 = -8242676.892527 nChanged 34 SP:Iteration 39Q (1558.439920 sec): 3 clusters Score: Raw -8246295.603568 + Penalty 3613.759650 = -8242681.843918 nChanged 24 SP:Iteration 40F (1558.602038 sec): 3 clusters Score: Raw -8246317.319366 + Penalty 3613.759650 = -8242703.559717 nChanged 32 SP:Iteration 41Q (1558.737310 sec): 3 clusters Score: Raw -8246326.345031 + Penalty 3613.759650 = -8242712.585381 nChanged 39 SP:Iteration 42Q (1558.880847 sec): 3 clusters Score: Raw -8246334.185884 + Penalty 3613.759650 = -8242720.426235 nChanged 30 SP:Iteration 43Q (1559.032547 sec): 3 clusters Score: Raw -8246340.642853 + Penalty 3613.759650 = -8242726.883203 nChanged 30 SP:Iteration 44Q (1559.187256 sec): 3 clusters Score: Raw -8246345.883395 + Penalty 3613.759650 = -8242732.123745 nChanged 28 SP:Iteration 45Q (1559.325421 sec): 3 clusters Score: Raw -8246350.943428 + Penalty 3613.759650 = -8242737.183778 nChanged 27 SP:Iteration 46Q (1559.478008 sec): 3 clusters Score: Raw -8246355.388518 + Penalty 3613.759650 = -8242741.628869 nChanged 30 SP:Iteration 47Q (1559.615670 sec): 3 clusters Score: Raw -8246360.605994 + Penalty 3613.759650 = -8242746.846344 nChanged 28 SP:Iteration 48Q (1559.775333 sec): 3 clusters Score: Raw -8246365.230347 + Penalty 3613.759650 = -8242751.470697 nChanged 31 SP:Iteration 49Q (1559.906536 sec): 3 clusters Score: Raw -8246371.544721 + Penalty 3613.759650 = -8242757.785071 nChanged 32 SP:Iteration 50Q (1560.035290 sec): 3 clusters Score: Raw -8246376.807884 + Penalty 3613.759650 = -8242763.048235 nChanged 19 SP:Iteration 51Q (1560.172851 sec): 3 clusters Score: Raw -8246379.087194 + Penalty 3613.759650 = -8242765.327544 nChanged 5 SP:Iteration 52Q (1560.312348 sec): 3 clusters Score: Raw -8246379.826103 + Penalty 3613.759650 = -8242766.066454 nChanged 4 SP:Iteration 53Q (1560.441191 sec): 3 clusters Score: Raw -8246380.326148 + Penalty 3613.759650 = -8242766.566498 nChanged 4 SP:Iteration 54Q (1560.570760 sec): 3 clusters Score: Raw -8246380.752032 + Penalty 3613.759650 = -8242766.992382 nChanged 2 SP:Iteration 55Q (1560.709077 sec): 3 clusters Score: Raw -8246380.875429 + Penalty 3613.759650 = -8242767.115779 nChanged 3 SP:Iteration 56Q (1560.853365 sec): 3 clusters Score: Raw -8246381.051052 + Penalty 3613.759650 = -8242767.291402 nChanged 1 SP:Iteration 57Q (1560.999627 sec): 3 clusters Score: Raw -8246381.111663 + Penalty 3613.759650 = -8242767.352013 nChanged 0 SP:Iteration 58F (1561.182513 sec): 3 clusters Score: Raw -8246381.111663 + Penalty 3613.759650 = -8242767.352013 nChanged 0 Trying to split cluster 9 (15331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1561.231234 sec): 2 clusters Score: Raw -1807292.760577 + Penalty 1566.115233 = -1805726.645345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1561.288615 sec): 3 clusters Score: Raw -1798320.130770 + Penalty 3132.230465 = -1795187.900305 nChanged 6806 SP:Iteration 1F (1561.359288 sec): 3 clusters Score: Raw -1802233.363633 + Penalty 3132.230465 = -1799101.133167 nChanged 890 SP:Iteration 2F (1561.418513 sec): 3 clusters Score: Raw -1802605.570729 + Penalty 3132.230465 = -1799473.340264 nChanged 822 SP:Iteration 3F (1561.485452 sec): 3 clusters Score: Raw -1802978.889902 + Penalty 3132.230465 = -1799846.659436 nChanged 812 SP:Iteration 4F (1561.546031 sec): 3 clusters Score: Raw -1803404.582667 + Penalty 3132.230465 = -1800272.352202 nChanged 846 SP:Iteration 5F (1561.606202 sec): 3 clusters Score: Raw -1803903.012297 + Penalty 3132.230465 = -1800770.781832 nChanged 851 SP:Iteration 6F (1561.668003 sec): 3 clusters Score: Raw -1804458.579768 + Penalty 3132.230465 = -1801326.349303 nChanged 866 SP:Iteration 7F (1561.712874 sec): 3 clusters Score: Raw -1805085.472609 + Penalty 3132.230465 = -1801953.242143 nChanged 892 SP:Iteration 8F (1561.788679 sec): 3 clusters Score: Raw -1805807.209433 + Penalty 3132.230465 = -1802674.978967 nChanged 854 SP:Iteration 9F (1561.854421 sec): 3 clusters Score: Raw -1806459.246328 + Penalty 3132.230465 = -1803327.015863 nChanged 696 SP:Iteration 10Q (1561.901649 sec): 3 clusters Score: Raw -1806958.677811 + Penalty 3132.230465 = -1803826.447345 nChanged 580 SP:Iteration 11Q (1561.966772 sec): 3 clusters Score: Raw -1807349.687406 + Penalty 3132.230465 = -1804217.456940 nChanged 436 SP:Iteration 12Q (1562.050826 sec): 3 clusters Score: Raw -1807651.923037 + Penalty 3132.230465 = -1804519.692572 nChanged 336 SP:Iteration 13Q (1562.098654 sec): 3 clusters Score: Raw -1807872.103139 + Penalty 3132.230465 = -1804739.872674 nChanged 256 SP:Iteration 14Q (1562.162502 sec): 3 clusters Score: Raw -1808018.046679 + Penalty 3132.230465 = -1804885.816214 nChanged 228 SP:Iteration 15Q (1562.231423 sec): 3 clusters Score: Raw -1808155.708152 + Penalty 3132.230465 = -1805023.477687 nChanged 187 SP:Iteration 16Q (1562.299049 sec): 3 clusters Score: Raw -1808254.529350 + Penalty 3132.230465 = -1805122.298884 nChanged 140 SP:Iteration 17Q (1562.372931 sec): 3 clusters Score: Raw -1808305.468383 + Penalty 3132.230465 = -1805173.237918 nChanged 100 SP:Iteration 18Q (1562.421185 sec): 3 clusters Score: Raw -1808337.547564 + Penalty 3132.230465 = -1805205.317099 nChanged 74 SP:Iteration 19Q (1562.486348 sec): 3 clusters Score: Raw -1808361.333033 + Penalty 3132.230465 = -1805229.102567 nChanged 65 SP:Iteration 20F (1562.555759 sec): 3 clusters Score: Raw -1808393.712083 + Penalty 3132.230465 = -1805261.481617 nChanged 83 SP:Iteration 21Q (1562.616080 sec): 3 clusters Score: Raw -1808453.814552 + Penalty 3132.230465 = -1805321.584086 nChanged 74 SP:Iteration 22Q (1562.681465 sec): 3 clusters Score: Raw -1808522.531915 + Penalty 3132.230465 = -1805390.301450 nChanged 71 SP:Iteration 23Q (1562.756043 sec): 3 clusters Score: Raw -1808589.332719 + Penalty 3132.230465 = -1805457.102254 nChanged 72 SP:Iteration 24Q (1562.817806 sec): 3 clusters Score: Raw -1808630.077289 + Penalty 3132.230465 = -1805497.846824 nChanged 56 SP:Iteration 25Q (1562.889138 sec): 3 clusters Score: Raw -1808655.678411 + Penalty 3132.230465 = -1805523.447946 nChanged 29 SP:Iteration 26Q (1562.920368 sec): 3 clusters Score: Raw -1808667.462702 + Penalty 3132.230465 = -1805535.232237 nChanged 35 SP:Iteration 27Q (1562.990870 sec): 3 clusters Score: Raw -1808678.066527 + Penalty 3132.230465 = -1805545.836062 nChanged 27 SP:Iteration 28Q (1563.043445 sec): 3 clusters Score: Raw -1808684.971500 + Penalty 3132.230465 = -1805552.741034 nChanged 27 SP:Iteration 29Q (1563.119838 sec): 3 clusters Score: Raw -1808690.408589 + Penalty 3132.230465 = -1805558.178124 nChanged 18 SP:Iteration 30Q (1563.183076 sec): 3 clusters Score: Raw -1808693.067789 + Penalty 3132.230465 = -1805560.837323 nChanged 9 SP:Iteration 31Q (1563.243117 sec): 3 clusters Score: Raw -1808693.989182 + Penalty 3132.230465 = -1805561.758716 nChanged 6 SP:Iteration 32Q (1563.304642 sec): 3 clusters Score: Raw -1808694.679046 + Penalty 3132.230465 = -1805562.448581 nChanged 8 SP:Iteration 33Q (1563.367439 sec): 3 clusters Score: Raw -1808695.759134 + Penalty 3132.230465 = -1805563.528669 nChanged 7 SP:Iteration 34Q (1563.435968 sec): 3 clusters Score: Raw -1808696.914811 + Penalty 3132.230465 = -1805564.684345 nChanged 7 SP:Iteration 35Q (1563.490554 sec): 3 clusters Score: Raw -1808697.787836 + Penalty 3132.230465 = -1805565.557371 nChanged 5 SP:Iteration 36Q (1563.547796 sec): 3 clusters Score: Raw -1808698.338851 + Penalty 3132.230465 = -1805566.108386 nChanged 5 SP:Iteration 37Q (1563.619026 sec): 3 clusters Score: Raw -1808698.969409 + Penalty 3132.230465 = -1805566.738944 nChanged 4 SP:Iteration 38Q (1563.679373 sec): 3 clusters Score: Raw -1808699.339435 + Penalty 3132.230465 = -1805567.108969 nChanged 4 SP:Iteration 39Q (1563.742151 sec): 3 clusters Score: Raw -1808699.824259 + Penalty 3132.230465 = -1805567.593794 nChanged 5 SP:Iteration 40F (1563.798095 sec): 3 clusters Score: Raw -1808700.455630 + Penalty 3132.230465 = -1805568.225165 nChanged 4 SP:Iteration 41Q (1563.863754 sec): 3 clusters Score: Raw -1808700.852101 + Penalty 3132.230465 = -1805568.621636 nChanged 4 SP:Iteration 42Q (1563.918944 sec): 3 clusters Score: Raw -1808701.407513 + Penalty 3132.230465 = -1805569.177047 nChanged 5 SP:Iteration 43Q (1563.969185 sec): 3 clusters Score: Raw -1808702.080119 + Penalty 3132.230465 = -1805569.849654 nChanged 8 SP:Iteration 44Q (1564.039216 sec): 3 clusters Score: Raw -1808703.505071 + Penalty 3132.230465 = -1805571.274606 nChanged 5 SP:Iteration 45Q (1564.096271 sec): 3 clusters Score: Raw -1808704.042817 + Penalty 3132.230465 = -1805571.812352 nChanged 1 SP:Iteration 46Q (1564.154462 sec): 3 clusters Score: Raw -1808704.157125 + Penalty 3132.230465 = -1805571.926660 nChanged 0 SP:Iteration 47F (1564.230576 sec): 3 clusters Score: Raw -1808704.157125 + Penalty 3132.230465 = -1805571.926660 nChanged 0 Trying to split cluster 10 (11648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1564.260462 sec): 2 clusters Score: Raw -1385081.522904 + Penalty 1521.469588 = -1383560.053316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1564.327391 sec): 3 clusters Score: Raw -1378438.343875 + Penalty 3042.939175 = -1375395.404699 nChanged 5043 SP:Iteration 1F (1564.378007 sec): 3 clusters Score: Raw -1381485.438588 + Penalty 3042.939175 = -1378442.499413 nChanged 870 SP:Iteration 2F (1564.434108 sec): 3 clusters Score: Raw -1382148.471582 + Penalty 3042.939175 = -1379105.532407 nChanged 853 SP:Iteration 3F (1564.497775 sec): 3 clusters Score: Raw -1382859.051353 + Penalty 3042.939175 = -1379816.112178 nChanged 817 SP:Iteration 4F (1564.560841 sec): 3 clusters Score: Raw -1383553.211005 + Penalty 3042.939175 = -1380510.271830 nChanged 846 SP:Iteration 5F (1564.624035 sec): 3 clusters Score: Raw -1384176.101100 + Penalty 3042.939175 = -1381133.161925 nChanged 660 SP:Iteration 6F (1564.682761 sec): 3 clusters Score: Raw -1384601.505332 + Penalty 3042.939175 = -1381558.566156 nChanged 515 SP:Iteration 7Q (1564.748463 sec): 3 clusters Score: Raw -1384858.182672 + Penalty 3042.939175 = -1381815.243497 nChanged 363 SP:Iteration 8Q (1564.809031 sec): 3 clusters Score: Raw -1385017.604874 + Penalty 3042.939175 = -1381974.665699 nChanged 315 SP:Iteration 9Q (1564.871971 sec): 3 clusters Score: Raw -1385148.097110 + Penalty 3042.939175 = -1382105.157934 nChanged 244 SP:Iteration 10Q (1564.936235 sec): 3 clusters Score: Raw -1385237.645852 + Penalty 3042.939175 = -1382194.706676 nChanged 184 SP:Iteration 11Q (1564.990942 sec): 3 clusters Score: Raw -1385299.818267 + Penalty 3042.939175 = -1382256.879091 nChanged 180 SP:Iteration 12Q (1565.054544 sec): 3 clusters Score: Raw -1385351.547370 + Penalty 3042.939175 = -1382308.608195 nChanged 158 SP:Iteration 13Q (1565.120619 sec): 3 clusters Score: Raw -1385395.875572 + Penalty 3042.939175 = -1382352.936397 nChanged 132 SP:Iteration 14Q (1565.175370 sec): 3 clusters Score: Raw -1385428.974709 + Penalty 3042.939175 = -1382386.035534 nChanged 117 SP:Iteration 15Q (1565.238334 sec): 3 clusters Score: Raw -1385458.069016 + Penalty 3042.939175 = -1382415.129840 nChanged 109 SP:Iteration 16Q (1565.287123 sec): 3 clusters Score: Raw -1385487.927867 + Penalty 3042.939175 = -1382444.988692 nChanged 104 SP:Iteration 17Q (1565.346793 sec): 3 clusters Score: Raw -1385515.298078 + Penalty 3042.939175 = -1382472.358903 nChanged 90 SP:Iteration 18Q (1565.415957 sec): 3 clusters Score: Raw -1385534.410463 + Penalty 3042.939175 = -1382491.471287 nChanged 74 SP:Iteration 19Q (1565.467057 sec): 3 clusters Score: Raw -1385548.078687 + Penalty 3042.939175 = -1382505.139512 nChanged 61 SP:Iteration 20F (1565.531588 sec): 3 clusters Score: Raw -1385558.081125 + Penalty 3042.939175 = -1382515.141950 nChanged 53 SP:Iteration 21Q (1565.595347 sec): 3 clusters Score: Raw -1385566.280137 + Penalty 3042.939175 = -1382523.340961 nChanged 47 SP:Iteration 22Q (1565.641464 sec): 3 clusters Score: Raw -1385572.982480 + Penalty 3042.939175 = -1382530.043305 nChanged 39 SP:Iteration 23Q (1565.701916 sec): 3 clusters Score: Raw -1385579.779001 + Penalty 3042.939175 = -1382536.839826 nChanged 37 SP:Iteration 24Q (1565.763333 sec): 3 clusters Score: Raw -1385585.979454 + Penalty 3042.939175 = -1382543.040279 nChanged 24 SP:Iteration 25Q (1565.830455 sec): 3 clusters Score: Raw -1385589.012317 + Penalty 3042.939175 = -1382546.073141 nChanged 31 SP:Iteration 26Q (1565.887397 sec): 3 clusters Score: Raw -1385593.731586 + Penalty 3042.939175 = -1382550.792410 nChanged 24 SP:Iteration 27Q (1565.949570 sec): 3 clusters Score: Raw -1385597.783899 + Penalty 3042.939175 = -1382554.844723 nChanged 36 SP:Iteration 28Q (1566.008302 sec): 3 clusters Score: Raw -1385603.143096 + Penalty 3042.939175 = -1382560.203920 nChanged 32 SP:Iteration 29Q (1566.077373 sec): 3 clusters Score: Raw -1385607.390886 + Penalty 3042.939175 = -1382564.451711 nChanged 19 SP:Iteration 30Q (1566.133452 sec): 3 clusters Score: Raw -1385609.648476 + Penalty 3042.939175 = -1382566.709300 nChanged 21 SP:Iteration 31Q (1566.188677 sec): 3 clusters Score: Raw -1385612.879380 + Penalty 3042.939175 = -1382569.940205 nChanged 22 SP:Iteration 32Q (1566.254513 sec): 3 clusters Score: Raw -1385616.547288 + Penalty 3042.939175 = -1382573.608113 nChanged 14 SP:Iteration 33Q (1566.299970 sec): 3 clusters Score: Raw -1385618.277378 + Penalty 3042.939175 = -1382575.338203 nChanged 18 SP:Iteration 34Q (1566.354851 sec): 3 clusters Score: Raw -1385620.326379 + Penalty 3042.939175 = -1382577.387204 nChanged 12 SP:Iteration 35Q (1566.424409 sec): 3 clusters Score: Raw -1385621.253735 + Penalty 3042.939175 = -1382578.314559 nChanged 16 SP:Iteration 36Q (1566.482529 sec): 3 clusters Score: Raw -1385622.828983 + Penalty 3042.939175 = -1382579.889807 nChanged 15 SP:Iteration 37Q (1566.535472 sec): 3 clusters Score: Raw -1385625.160950 + Penalty 3042.939175 = -1382582.221774 nChanged 21 SP:Iteration 38Q (1566.602467 sec): 3 clusters Score: Raw -1385628.392332 + Penalty 3042.939175 = -1382585.453157 nChanged 25 SP:Iteration 39Q (1566.668252 sec): 3 clusters Score: Raw -1385631.542574 + Penalty 3042.939175 = -1382588.603398 nChanged 19 SP:Iteration 40F (1566.720211 sec): 3 clusters Score: Raw -1385634.510176 + Penalty 3042.939175 = -1382591.571001 nChanged 17 SP:Iteration 41Q (1566.763681 sec): 3 clusters Score: Raw -1385638.140722 + Penalty 3042.939175 = -1382595.201547 nChanged 20 SP:Iteration 42Q (1566.825846 sec): 3 clusters Score: Raw -1385641.660982 + Penalty 3042.939175 = -1382598.721807 nChanged 26 SP:Iteration 43Q (1566.891009 sec): 3 clusters Score: Raw -1385645.109970 + Penalty 3042.939175 = -1382602.170795 nChanged 19 SP:Iteration 44Q (1566.947492 sec): 3 clusters Score: Raw -1385647.143424 + Penalty 3042.939175 = -1382604.204249 nChanged 15 SP:Iteration 45Q (1567.017189 sec): 3 clusters Score: Raw -1385649.616801 + Penalty 3042.939175 = -1382606.677625 nChanged 15 SP:Iteration 46Q (1567.082424 sec): 3 clusters Score: Raw -1385651.655997 + Penalty 3042.939175 = -1382608.716821 nChanged 11 SP:Iteration 47Q (1567.137575 sec): 3 clusters Score: Raw -1385653.241475 + Penalty 3042.939175 = -1382610.302300 nChanged 9 SP:Iteration 48Q (1567.206944 sec): 3 clusters Score: Raw -1385654.663025 + Penalty 3042.939175 = -1382611.723849 nChanged 15 SP:Iteration 49Q (1567.267793 sec): 3 clusters Score: Raw -1385657.137801 + Penalty 3042.939175 = -1382614.198626 nChanged 12 SP:Iteration 50Q (1567.317713 sec): 3 clusters Score: Raw -1385658.652858 + Penalty 3042.939175 = -1382615.713683 nChanged 8 SP:Iteration 51Q (1567.350851 sec): 3 clusters Score: Raw -1385659.636766 + Penalty 3042.939175 = -1382616.697590 nChanged 9 SP:Iteration 52Q (1567.411354 sec): 3 clusters Score: Raw -1385660.840281 + Penalty 3042.939175 = -1382617.901105 nChanged 11 SP:Iteration 53Q (1567.468099 sec): 3 clusters Score: Raw -1385662.177358 + Penalty 3042.939175 = -1382619.238182 nChanged 11 SP:Iteration 54Q (1567.538788 sec): 3 clusters Score: Raw -1385663.479674 + Penalty 3042.939175 = -1382620.540499 nChanged 9 SP:Iteration 55Q (1567.585984 sec): 3 clusters Score: Raw -1385664.581112 + Penalty 3042.939175 = -1382621.641937 nChanged 11 SP:Iteration 56Q (1567.648422 sec): 3 clusters Score: Raw -1385665.921312 + Penalty 3042.939175 = -1382622.982136 nChanged 12 SP:Iteration 57Q (1567.701994 sec): 3 clusters Score: Raw -1385667.556766 + Penalty 3042.939175 = -1382624.617590 nChanged 14 SP:Iteration 58Q (1567.763468 sec): 3 clusters Score: Raw -1385669.476362 + Penalty 3042.939175 = -1382626.537187 nChanged 12 SP:Iteration 59Q (1567.822294 sec): 3 clusters Score: Raw -1385670.947776 + Penalty 3042.939175 = -1382628.008601 nChanged 10 SP:Iteration 60F (1567.873935 sec): 3 clusters Score: Raw -1385672.288200 + Penalty 3042.939175 = -1382629.349025 nChanged 16 SP:Iteration 61Q (1567.939314 sec): 3 clusters Score: Raw -1385674.573266 + Penalty 3042.939175 = -1382631.634091 nChanged 12 SP:Iteration 62Q (1567.988567 sec): 3 clusters Score: Raw -1385676.243833 + Penalty 3042.939175 = -1382633.304657 nChanged 8 SP:Iteration 63Q (1568.044918 sec): 3 clusters Score: Raw -1385677.110819 + Penalty 3042.939175 = -1382634.171644 nChanged 9 SP:Iteration 64Q (1568.107659 sec): 3 clusters Score: Raw -1385677.837987 + Penalty 3042.939175 = -1382634.898812 nChanged 7 SP:Iteration 65Q (1568.174038 sec): 3 clusters Score: Raw -1385678.608393 + Penalty 3042.939175 = -1382635.669218 nChanged 6 SP:Iteration 66Q (1568.223785 sec): 3 clusters Score: Raw -1385679.391526 + Penalty 3042.939175 = -1382636.452351 nChanged 5 SP:Iteration 67Q (1568.290053 sec): 3 clusters Score: Raw -1385680.005967 + Penalty 3042.939175 = -1382637.066792 nChanged 8 SP:Iteration 68Q (1568.331478 sec): 3 clusters Score: Raw -1385681.184387 + Penalty 3042.939175 = -1382638.245211 nChanged 14 SP:Iteration 69Q (1568.401470 sec): 3 clusters Score: Raw -1385682.730182 + Penalty 3042.939175 = -1382639.791007 nChanged 13 SP:Iteration 70Q (1568.452728 sec): 3 clusters Score: Raw -1385683.949797 + Penalty 3042.939175 = -1382641.010621 nChanged 12 SP:Iteration 71Q (1568.518936 sec): 3 clusters Score: Raw -1385685.258476 + Penalty 3042.939175 = -1382642.319300 nChanged 11 SP:Iteration 72Q (1568.574592 sec): 3 clusters Score: Raw -1385686.172643 + Penalty 3042.939175 = -1382643.233467 nChanged 9 SP:Iteration 73Q (1568.625752 sec): 3 clusters Score: Raw -1385688.186666 + Penalty 3042.939175 = -1382645.247490 nChanged 12 SP:Iteration 74Q (1568.683447 sec): 3 clusters Score: Raw -1385690.216614 + Penalty 3042.939175 = -1382647.277439 nChanged 11 SP:Iteration 75Q (1568.731936 sec): 3 clusters Score: Raw -1385691.700701 + Penalty 3042.939175 = -1382648.761525 nChanged 10 SP:Iteration 76Q (1568.790783 sec): 3 clusters Score: Raw -1385693.557883 + Penalty 3042.939175 = -1382650.618707 nChanged 21 SP:Iteration 77Q (1568.844484 sec): 3 clusters Score: Raw -1385696.605913 + Penalty 3042.939175 = -1382653.666738 nChanged 16 SP:Iteration 78Q (1568.909131 sec): 3 clusters Score: Raw -1385699.012101 + Penalty 3042.939175 = -1382656.072926 nChanged 15 SP:Iteration 79Q (1568.968020 sec): 3 clusters Score: Raw -1385701.483089 + Penalty 3042.939175 = -1382658.543913 nChanged 21 SP:Iteration 80F (1569.027780 sec): 3 clusters Score: Raw -1385704.802103 + Penalty 3042.939175 = -1382661.862928 nChanged 16 SP:Iteration 81Q (1569.087627 sec): 3 clusters Score: Raw -1385707.116029 + Penalty 3042.939175 = -1382664.176853 nChanged 12 SP:Iteration 82Q (1569.145601 sec): 3 clusters Score: Raw -1385708.658356 + Penalty 3042.939175 = -1382665.719181 nChanged 10 SP:Iteration 83Q (1569.197228 sec): 3 clusters Score: Raw -1385709.586931 + Penalty 3042.939175 = -1382666.647755 nChanged 9 SP:Iteration 84Q (1569.259059 sec): 3 clusters Score: Raw -1385710.610652 + Penalty 3042.939175 = -1382667.671477 nChanged 8 SP:Iteration 85Q (1569.313760 sec): 3 clusters Score: Raw -1385711.565239 + Penalty 3042.939175 = -1382668.626064 nChanged 8 SP:Iteration 86Q (1569.372648 sec): 3 clusters Score: Raw -1385712.671791 + Penalty 3042.939175 = -1382669.732615 nChanged 8 SP:Iteration 87Q (1569.434817 sec): 3 clusters Score: Raw -1385713.704327 + Penalty 3042.939175 = -1382670.765151 nChanged 12 SP:Iteration 88Q (1569.497108 sec): 3 clusters Score: Raw -1385715.106530 + Penalty 3042.939175 = -1382672.167354 nChanged 8 SP:Iteration 89Q (1569.549642 sec): 3 clusters Score: Raw -1385715.784622 + Penalty 3042.939175 = -1382672.845446 nChanged 6 SP:Iteration 90Q (1569.597519 sec): 3 clusters Score: Raw -1385716.214481 + Penalty 3042.939175 = -1382673.275305 nChanged 4 SP:Iteration 91Q (1569.661221 sec): 3 clusters Score: Raw -1385716.725420 + Penalty 3042.939175 = -1382673.786244 nChanged 3 SP:Iteration 92Q (1569.723497 sec): 3 clusters Score: Raw -1385717.099163 + Penalty 3042.939175 = -1382674.159987 nChanged 5 SP:Iteration 93Q (1569.771048 sec): 3 clusters Score: Raw -1385717.626416 + Penalty 3042.939175 = -1382674.687240 nChanged 4 SP:Iteration 94Q (1569.828109 sec): 3 clusters Score: Raw -1385717.974588 + Penalty 3042.939175 = -1382675.035413 nChanged 2 SP:Iteration 95Q (1569.880898 sec): 3 clusters Score: Raw -1385718.084382 + Penalty 3042.939175 = -1382675.145206 nChanged 2 SP:Iteration 96Q (1569.942410 sec): 3 clusters Score: Raw -1385718.332493 + Penalty 3042.939175 = -1382675.393317 nChanged 3 SP:Iteration 97Q (1569.993781 sec): 3 clusters Score: Raw -1385718.559479 + Penalty 3042.939175 = -1382675.620303 nChanged 3 SP:Iteration 98Q (1570.055182 sec): 3 clusters Score: Raw -1385718.713091 + Penalty 3042.939175 = -1382675.773915 nChanged 2 SP:Iteration 99Q (1570.110264 sec): 3 clusters Score: Raw -1385718.837571 + Penalty 3042.939175 = -1382675.898396 nChanged 2 SP:Iteration 100F (1570.176269 sec): 3 clusters Score: Raw -1385719.287257 + Penalty 3042.939175 = -1382676.348082 nChanged 2 SP:Iteration 101Q (1570.237682 sec): 3 clusters Score: Raw -1385719.553597 + Penalty 3042.939175 = -1382676.614422 nChanged 1 SP:Iteration 102Q (1570.298666 sec): 3 clusters Score: Raw -1385719.621336 + Penalty 3042.939175 = -1382676.682160 nChanged 0 SP:Iteration 103F (1570.358852 sec): 3 clusters Score: Raw -1385719.621336 + Penalty 3042.939175 = -1382676.682160 nChanged 0 Trying to split cluster 11 (3975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1570.378194 sec): 2 clusters Score: Raw -508166.894590 + Penalty 1346.764254 = -506820.130336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1570.426981 sec): 3 clusters Score: Raw -506162.098372 + Penalty 2693.528509 = -503468.569863 nChanged 1540 SP:Iteration 1F (1570.477135 sec): 3 clusters Score: Raw -507156.424583 + Penalty 2693.528509 = -504462.896074 nChanged 359 SP:Iteration 2F (1570.528734 sec): 3 clusters Score: Raw -507453.911227 + Penalty 2693.528509 = -504760.382718 nChanged 286 SP:Iteration 3F (1570.567409 sec): 3 clusters Score: Raw -507730.273448 + Penalty 2693.528509 = -505036.744940 nChanged 248 SP:Iteration 4F (1570.614194 sec): 3 clusters Score: Raw -507975.627243 + Penalty 2693.528509 = -505282.098734 nChanged 251 SP:Iteration 5F (1570.658344 sec): 3 clusters Score: Raw -508247.933449 + Penalty 2693.528509 = -505554.404940 nChanged 219 SP:Iteration 6F (1570.694061 sec): 3 clusters Score: Raw -508472.830229 + Penalty 2693.528509 = -505779.301720 nChanged 171 SP:Iteration 7Q (1570.746332 sec): 3 clusters Score: Raw -508634.497923 + Penalty 2693.528509 = -505940.969414 nChanged 136 SP:Iteration 8Q (1570.793850 sec): 3 clusters Score: Raw -508749.553090 + Penalty 2693.528509 = -506056.024581 nChanged 120 SP:Iteration 9Q (1570.846669 sec): 3 clusters Score: Raw -508862.937596 + Penalty 2693.528509 = -506169.409087 nChanged 99 SP:Iteration 10Q (1570.903016 sec): 3 clusters Score: Raw -508955.939106 + Penalty 2693.528509 = -506262.410597 nChanged 78 SP:Iteration 11Q (1570.944917 sec): 3 clusters Score: Raw -509016.010264 + Penalty 2693.528509 = -506322.481755 nChanged 58 SP:Iteration 12Q (1570.998839 sec): 3 clusters Score: Raw -509053.563026 + Penalty 2693.528509 = -506360.034517 nChanged 42 SP:Iteration 13Q (1571.048301 sec): 3 clusters Score: Raw -509071.646751 + Penalty 2693.528509 = -506378.118242 nChanged 24 SP:Iteration 14Q (1571.094743 sec): 3 clusters Score: Raw -509081.163543 + Penalty 2693.528509 = -506387.635034 nChanged 19 SP:Iteration 15Q (1571.146960 sec): 3 clusters Score: Raw -509088.292359 + Penalty 2693.528509 = -506394.763850 nChanged 19 SP:Iteration 16Q (1571.174552 sec): 3 clusters Score: Raw -509094.954411 + Penalty 2693.528509 = -506401.425903 nChanged 16 SP:Iteration 17Q (1571.219981 sec): 3 clusters Score: Raw -509097.906803 + Penalty 2693.528509 = -506404.378294 nChanged 4 SP:Iteration 18Q (1571.272390 sec): 3 clusters Score: Raw -509098.420117 + Penalty 2693.528509 = -506404.891608 nChanged 1 SP:Iteration 19Q (1571.328298 sec): 3 clusters Score: Raw -509098.606169 + Penalty 2693.528509 = -506405.077660 nChanged 2 SP:Iteration 20F (1571.371271 sec): 3 clusters Score: Raw -509099.395402 + Penalty 2693.528509 = -506405.866893 nChanged 3 SP:Iteration 21Q (1571.417053 sec): 3 clusters Score: Raw -509099.608946 + Penalty 2693.528509 = -506406.080437 nChanged 0 SP:Iteration 22F (1571.449986 sec): 3 clusters Score: Raw -509099.608946 + Penalty 2693.528509 = -506406.080437 nChanged 0 Trying to split cluster 12 (940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1571.474835 sec): 2 clusters Score: Raw -116151.938652 + Penalty 1112.455480 = -115039.483172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1571.527386 sec): 3 clusters Score: Raw -115855.717192 + Penalty 2224.910959 = -113630.806233 nChanged 271 SP:Iteration 1F (1571.559313 sec): 3 clusters Score: Raw -116062.066774 + Penalty 2224.910959 = -113837.155815 nChanged 59 SP:Iteration 2F (1571.607258 sec): 3 clusters Score: Raw -116109.169769 + Penalty 2224.910959 = -113884.258809 nChanged 34 SP:Iteration 3Q (1571.646681 sec): 3 clusters Score: Raw -116143.484078 + Penalty 2224.910959 = -113918.573119 nChanged 18 SP:Iteration 4Q (1571.687348 sec): 3 clusters Score: Raw -116161.637502 + Penalty 2224.910959 = -113936.726542 nChanged 16 SP:Iteration 5Q (1571.723818 sec): 3 clusters Score: Raw -116176.119241 + Penalty 2224.910959 = -113951.208281 nChanged 11 SP:Iteration 6Q (1571.772369 sec): 3 clusters Score: Raw -116187.212311 + Penalty 2224.910959 = -113962.301352 nChanged 17 SP:Iteration 7Q (1571.824527 sec): 3 clusters Score: Raw -116204.623941 + Penalty 2224.910959 = -113979.712982 nChanged 12 SP:Iteration 8Q (1571.861573 sec): 3 clusters Score: Raw -116219.271033 + Penalty 2224.910959 = -113994.360073 nChanged 8 SP:Iteration 9Q (1571.905385 sec): 3 clusters Score: Raw -116226.541712 + Penalty 2224.910959 = -114001.630752 nChanged 4 SP:Iteration 10Q (1571.940383 sec): 3 clusters Score: Raw -116228.264911 + Penalty 2224.910959 = -114003.353951 nChanged 3 SP:Iteration 11Q (1571.970659 sec): 3 clusters Score: Raw -116229.378999 + Penalty 2224.910959 = -114004.468039 nChanged 1 SP:Iteration 12Q (1572.019614 sec): 3 clusters Score: Raw -116229.687698 + Penalty 2224.910959 = -114004.776738 nChanged 1 SP:Iteration 13Q (1572.063756 sec): 3 clusters Score: Raw -116229.756667 + Penalty 2224.910959 = -114004.845708 nChanged 0 SP:Iteration 14F (1572.103151 sec): 3 clusters Score: Raw -116229.756667 + Penalty 2224.910959 = -114004.845708 nChanged 0 Trying to split cluster 13 (61220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1572.218351 sec): 2 clusters Score: Raw -7442465.611148 + Penalty 1791.112247 = -7440674.498901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1572.379741 sec): 3 clusters Score: Raw -7403247.190534 + Penalty 3582.224494 = -7399664.966040 nChanged 28986 SP:Iteration 1F (1572.532681 sec): 3 clusters Score: Raw -7419696.774851 + Penalty 3582.224494 = -7416114.550357 nChanged 2383 SP:Iteration 2Q (1572.673866 sec): 3 clusters Score: Raw -7420314.460148 + Penalty 3582.224494 = -7416732.235654 nChanged 2333 SP:Iteration 3Q (1572.816958 sec): 3 clusters Score: Raw -7420942.081532 + Penalty 3582.224494 = -7417359.857038 nChanged 2236 SP:Iteration 4Q (1572.976676 sec): 3 clusters Score: Raw -7421618.708308 + Penalty 3582.224494 = -7418036.483814 nChanged 2269 SP:Iteration 5Q (1573.145363 sec): 3 clusters Score: Raw -7422387.054400 + Penalty 3582.224494 = -7418804.829906 nChanged 2395 SP:Iteration 6Q (1573.320314 sec): 3 clusters Score: Raw -7423296.149320 + Penalty 3582.224494 = -7419713.924826 nChanged 2558 SP:Iteration 7Q (1573.481365 sec): 3 clusters Score: Raw -7424370.421931 + Penalty 3582.224494 = -7420788.197437 nChanged 2784 SP:Iteration 8Q (1573.644253 sec): 3 clusters Score: Raw -7425653.891015 + Penalty 3582.224494 = -7422071.666521 nChanged 3085 SP:Iteration 9F (1573.785528 sec): 3 clusters Score: Raw -7427264.470724 + Penalty 3582.224494 = -7423682.246230 nChanged 3223 SP:Iteration 10F (1573.929327 sec): 3 clusters Score: Raw -7429140.104524 + Penalty 3582.224494 = -7425557.880030 nChanged 3357 SP:Iteration 11F (1574.068999 sec): 3 clusters Score: Raw -7431214.723345 + Penalty 3582.224494 = -7427632.498851 nChanged 3128 SP:Iteration 12F (1574.216650 sec): 3 clusters Score: Raw -7433021.624441 + Penalty 3582.224494 = -7429439.399947 nChanged 2579 SP:Iteration 13Q (1574.362264 sec): 3 clusters Score: Raw -7434216.492786 + Penalty 3582.224494 = -7430634.268292 nChanged 1862 SP:Iteration 14Q (1574.508284 sec): 3 clusters Score: Raw -7434869.349322 + Penalty 3582.224494 = -7431287.124828 nChanged 1375 SP:Iteration 15Q (1574.664119 sec): 3 clusters Score: Raw -7435247.854909 + Penalty 3582.224494 = -7431665.630415 nChanged 1049 SP:Iteration 16Q (1574.805388 sec): 3 clusters Score: Raw -7435507.264562 + Penalty 3582.224494 = -7431925.040068 nChanged 936 SP:Iteration 17Q (1574.952792 sec): 3 clusters Score: Raw -7435735.154404 + Penalty 3582.224494 = -7432152.929910 nChanged 884 SP:Iteration 18Q (1575.102650 sec): 3 clusters Score: Raw -7435974.495940 + Penalty 3582.224494 = -7432392.271446 nChanged 917 SP:Iteration 19Q (1575.263504 sec): 3 clusters Score: Raw -7436234.597163 + Penalty 3582.224494 = -7432652.372669 nChanged 956 SP:Iteration 20F (1575.407287 sec): 3 clusters Score: Raw -7436522.467586 + Penalty 3582.224494 = -7432940.243092 nChanged 952 SP:Iteration 21Q (1575.543598 sec): 3 clusters Score: Raw -7436807.124902 + Penalty 3582.224494 = -7433224.900408 nChanged 932 SP:Iteration 22Q (1575.689197 sec): 3 clusters Score: Raw -7437087.717226 + Penalty 3582.224494 = -7433505.492732 nChanged 914 SP:Iteration 23Q (1575.851006 sec): 3 clusters Score: Raw -7437357.368293 + Penalty 3582.224494 = -7433775.143799 nChanged 930 SP:Iteration 24Q (1576.011866 sec): 3 clusters Score: Raw -7437622.816172 + Penalty 3582.224494 = -7434040.591678 nChanged 935 SP:Iteration 25Q (1576.154680 sec): 3 clusters Score: Raw -7437885.469983 + Penalty 3582.224494 = -7434303.245489 nChanged 886 SP:Iteration 26Q (1576.310076 sec): 3 clusters Score: Raw -7438156.482852 + Penalty 3582.224494 = -7434574.258358 nChanged 923 SP:Iteration 27Q (1576.446826 sec): 3 clusters Score: Raw -7438440.830050 + Penalty 3582.224494 = -7434858.605556 nChanged 879 SP:Iteration 28Q (1576.584733 sec): 3 clusters Score: Raw -7438717.787834 + Penalty 3582.224494 = -7435135.563340 nChanged 867 SP:Iteration 29Q (1576.727553 sec): 3 clusters Score: Raw -7438994.284159 + Penalty 3582.224494 = -7435412.059665 nChanged 873 SP:Iteration 30Q (1576.876442 sec): 3 clusters Score: Raw -7439276.297429 + Penalty 3582.224494 = -7435694.072935 nChanged 862 SP:Iteration 31Q (1577.019865 sec): 3 clusters Score: Raw -7439563.349974 + Penalty 3582.224494 = -7435981.125480 nChanged 840 SP:Iteration 32Q (1577.149807 sec): 3 clusters Score: Raw -7439836.442838 + Penalty 3582.224494 = -7436254.218344 nChanged 773 SP:Iteration 33Q (1577.278871 sec): 3 clusters Score: Raw -7440086.437447 + Penalty 3582.224494 = -7436504.212953 nChanged 712 SP:Iteration 34Q (1577.408440 sec): 3 clusters Score: Raw -7440310.028573 + Penalty 3582.224494 = -7436727.804079 nChanged 683 SP:Iteration 35Q (1577.540395 sec): 3 clusters Score: Raw -7440523.520980 + Penalty 3582.224494 = -7436941.296486 nChanged 654 SP:Iteration 36Q (1577.667640 sec): 3 clusters Score: Raw -7440736.987799 + Penalty 3582.224494 = -7437154.763305 nChanged 632 SP:Iteration 37Q (1577.788382 sec): 3 clusters Score: Raw -7440949.031839 + Penalty 3582.224494 = -7437366.807345 nChanged 584 SP:Iteration 38Q (1577.922384 sec): 3 clusters Score: Raw -7441132.799440 + Penalty 3582.224494 = -7437550.574946 nChanged 551 SP:Iteration 39Q (1578.046264 sec): 3 clusters Score: Raw -7441304.152153 + Penalty 3582.224494 = -7437721.927659 nChanged 505 SP:Iteration 40F (1578.194592 sec): 3 clusters Score: Raw -7441470.729644 + Penalty 3582.224494 = -7437888.505150 nChanged 446 SP:Iteration 41Q (1578.335934 sec): 3 clusters Score: Raw -7441607.371094 + Penalty 3582.224494 = -7438025.146600 nChanged 437 SP:Iteration 42Q (1578.471612 sec): 3 clusters Score: Raw -7441744.977084 + Penalty 3582.224494 = -7438162.752590 nChanged 396 SP:Iteration 43Q (1578.615296 sec): 3 clusters Score: Raw -7441865.929919 + Penalty 3582.224494 = -7438283.705425 nChanged 346 SP:Iteration 44Q (1578.748262 sec): 3 clusters Score: Raw -7441968.799477 + Penalty 3582.224494 = -7438386.574983 nChanged 307 SP:Iteration 45Q (1578.859726 sec): 3 clusters Score: Raw -7442054.839154 + Penalty 3582.224494 = -7438472.614660 nChanged 253 SP:Iteration 46Q (1579.007088 sec): 3 clusters Score: Raw -7442126.785153 + Penalty 3582.224494 = -7438544.560659 nChanged 264 SP:Iteration 47Q (1579.140585 sec): 3 clusters Score: Raw -7442200.304336 + Penalty 3582.224494 = -7438618.079842 nChanged 211 SP:Iteration 48Q (1579.269304 sec): 3 clusters Score: Raw -7442258.419414 + Penalty 3582.224494 = -7438676.194920 nChanged 209 SP:Iteration 49Q (1579.400242 sec): 3 clusters Score: Raw -7442312.520454 + Penalty 3582.224494 = -7438730.295960 nChanged 204 SP:Iteration 50Q (1579.543487 sec): 3 clusters Score: Raw -7442368.287770 + Penalty 3582.224494 = -7438786.063276 nChanged 173 SP:Iteration 51Q (1579.676282 sec): 3 clusters Score: Raw -7442418.609824 + Penalty 3582.224494 = -7438836.385330 nChanged 179 SP:Iteration 52Q (1579.806370 sec): 3 clusters Score: Raw -7442466.004492 + Penalty 3582.224494 = -7438883.779998 nChanged 157 SP:Iteration 53Q (1579.934875 sec): 3 clusters Score: Raw -7442520.441864 + Penalty 3582.224494 = -7438938.217369 nChanged 175 SP:Iteration 54Q (1580.071213 sec): 3 clusters Score: Raw -7442587.405734 + Penalty 3582.224494 = -7439005.181240 nChanged 163 SP:Iteration 55Q (1580.208595 sec): 3 clusters Score: Raw -7442653.781410 + Penalty 3582.224494 = -7439071.556916 nChanged 158 SP:Iteration 56Q (1580.355675 sec): 3 clusters Score: Raw -7442711.557986 + Penalty 3582.224494 = -7439129.333492 nChanged 139 SP:Iteration 57Q (1580.481607 sec): 3 clusters Score: Raw -7442754.336869 + Penalty 3582.224494 = -7439172.112375 nChanged 107 SP:Iteration 58Q (1580.599111 sec): 3 clusters Score: Raw -7442784.845110 + Penalty 3582.224494 = -7439202.620616 nChanged 74 SP:Iteration 59Q (1580.695716 sec): 3 clusters Score: Raw -7442802.803563 + Penalty 3582.224494 = -7439220.579069 nChanged 58 SP:Iteration 60F (1580.820485 sec): 3 clusters Score: Raw -7442818.605335 + Penalty 3582.224494 = -7439236.380841 nChanged 51 SP:Iteration 61Q (1580.965290 sec): 3 clusters Score: Raw -7442832.571735 + Penalty 3582.224494 = -7439250.347241 nChanged 45 SP:Iteration 62Q (1581.110465 sec): 3 clusters Score: Raw -7442843.771237 + Penalty 3582.224494 = -7439261.546743 nChanged 44 SP:Iteration 63Q (1581.263913 sec): 3 clusters Score: Raw -7442854.124945 + Penalty 3582.224494 = -7439271.900451 nChanged 32 SP:Iteration 64Q (1581.407775 sec): 3 clusters Score: Raw -7442861.541821 + Penalty 3582.224494 = -7439279.317327 nChanged 28 SP:Iteration 65Q (1581.527543 sec): 3 clusters Score: Raw -7442868.491699 + Penalty 3582.224494 = -7439286.267204 nChanged 25 SP:Iteration 66Q (1581.653890 sec): 3 clusters Score: Raw -7442876.029026 + Penalty 3582.224494 = -7439293.804532 nChanged 30 SP:Iteration 67Q (1581.776867 sec): 3 clusters Score: Raw -7442885.949043 + Penalty 3582.224494 = -7439303.724549 nChanged 26 SP:Iteration 68Q (1581.897275 sec): 3 clusters Score: Raw -7442891.895382 + Penalty 3582.224494 = -7439309.670888 nChanged 20 SP:Iteration 69Q (1582.019793 sec): 3 clusters Score: Raw -7442896.268255 + Penalty 3582.224494 = -7439314.043761 nChanged 17 SP:Iteration 70Q (1582.157041 sec): 3 clusters Score: Raw -7442898.962250 + Penalty 3582.224494 = -7439316.737756 nChanged 16 SP:Iteration 71Q (1582.282059 sec): 3 clusters Score: Raw -7442903.061791 + Penalty 3582.224494 = -7439320.837297 nChanged 18 SP:Iteration 72Q (1582.409752 sec): 3 clusters Score: Raw -7442907.540888 + Penalty 3582.224494 = -7439325.316394 nChanged 18 SP:Iteration 73Q (1582.527681 sec): 3 clusters Score: Raw -7442912.059655 + Penalty 3582.224494 = -7439329.835161 nChanged 14 SP:Iteration 74Q (1582.654683 sec): 3 clusters Score: Raw -7442915.278081 + Penalty 3582.224494 = -7439333.053587 nChanged 11 SP:Iteration 75Q (1582.807291 sec): 3 clusters Score: Raw -7442918.312028 + Penalty 3582.224494 = -7439336.087534 nChanged 7 SP:Iteration 76Q (1582.942423 sec): 3 clusters Score: Raw -7442919.516498 + Penalty 3582.224494 = -7439337.292004 nChanged 1 SP:Iteration 77Q (1583.072652 sec): 3 clusters Score: Raw -7442919.646602 + Penalty 3582.224494 = -7439337.422108 nChanged 2 SP:Iteration 78Q (1583.202086 sec): 3 clusters Score: Raw -7442920.301439 + Penalty 3582.224494 = -7439338.076945 nChanged 3 SP:Iteration 79Q (1583.334874 sec): 3 clusters Score: Raw -7442920.808458 + Penalty 3582.224494 = -7439338.583964 nChanged 4 SP:Iteration 80F (1583.463529 sec): 3 clusters Score: Raw -7442921.789195 + Penalty 3582.224494 = -7439339.564701 nChanged 3 SP:Iteration 81Q (1583.584219 sec): 3 clusters Score: Raw -7442922.390532 + Penalty 3582.224494 = -7439340.166038 nChanged 3 SP:Iteration 82Q (1583.728187 sec): 3 clusters Score: Raw -7442923.246720 + Penalty 3582.224494 = -7439341.022226 nChanged 7 SP:Iteration 83Q (1583.856615 sec): 3 clusters Score: Raw -7442924.705168 + Penalty 3582.224494 = -7439342.480674 nChanged 10 SP:Iteration 84Q (1584.005282 sec): 3 clusters Score: Raw -7442926.962350 + Penalty 3582.224494 = -7439344.737856 nChanged 4 SP:Iteration 85Q (1584.140299 sec): 3 clusters Score: Raw -7442927.416332 + Penalty 3582.224494 = -7439345.191838 nChanged 4 SP:Iteration 86Q (1584.275607 sec): 3 clusters Score: Raw -7442928.394331 + Penalty 3582.224494 = -7439346.169837 nChanged 4 SP:Iteration 87Q (1584.405021 sec): 3 clusters Score: Raw -7442929.120367 + Penalty 3582.224494 = -7439346.895873 nChanged 4 SP:Iteration 88Q (1584.528485 sec): 3 clusters Score: Raw -7442929.759433 + Penalty 3582.224494 = -7439347.534939 nChanged 3 SP:Iteration 89Q (1584.646309 sec): 3 clusters Score: Raw -7442930.261751 + Penalty 3582.224494 = -7439348.037257 nChanged 5 SP:Iteration 90Q (1584.778762 sec): 3 clusters Score: Raw -7442931.062561 + Penalty 3582.224494 = -7439348.838067 nChanged 5 SP:Iteration 91Q (1584.923049 sec): 3 clusters Score: Raw -7442932.451769 + Penalty 3582.224494 = -7439350.227275 nChanged 5 SP:Iteration 92Q (1585.057339 sec): 3 clusters Score: Raw -7442933.865593 + Penalty 3582.224494 = -7439351.641098 nChanged 6 SP:Iteration 93Q (1585.188867 sec): 3 clusters Score: Raw -7442935.203210 + Penalty 3582.224494 = -7439352.978715 nChanged 6 SP:Iteration 94Q (1585.320282 sec): 3 clusters Score: Raw -7442936.518056 + Penalty 3582.224494 = -7439354.293562 nChanged 8 SP:Iteration 95Q (1585.446966 sec): 3 clusters Score: Raw -7442937.615707 + Penalty 3582.224494 = -7439355.391213 nChanged 4 SP:Iteration 96Q (1585.576463 sec): 3 clusters Score: Raw -7442938.640294 + Penalty 3582.224494 = -7439356.415800 nChanged 4 SP:Iteration 97Q (1585.698802 sec): 3 clusters Score: Raw -7442939.443497 + Penalty 3582.224494 = -7439357.219003 nChanged 3 SP:Iteration 98Q (1585.829829 sec): 3 clusters Score: Raw -7442940.444527 + Penalty 3582.224494 = -7439358.220033 nChanged 3 SP:Iteration 99Q (1585.943926 sec): 3 clusters Score: Raw -7442941.931838 + Penalty 3582.224494 = -7439359.707344 nChanged 4 SP:Iteration 100F (1586.082057 sec): 3 clusters Score: Raw -7442942.874217 + Penalty 3582.224494 = -7439360.649722 nChanged 3 SP:Iteration 101Q (1586.203064 sec): 3 clusters Score: Raw -7442943.377926 + Penalty 3582.224494 = -7439361.153432 nChanged 3 SP:Iteration 102Q (1586.322367 sec): 3 clusters Score: Raw -7442944.054995 + Penalty 3582.224494 = -7439361.830501 nChanged 3 SP:Iteration 103Q (1586.442602 sec): 3 clusters Score: Raw -7442944.557110 + Penalty 3582.224494 = -7439362.332615 nChanged 1 SP:Iteration 104Q (1586.560648 sec): 3 clusters Score: Raw -7442944.634929 + Penalty 3582.224494 = -7439362.410435 nChanged 0 SP:Iteration 105F (1586.703156 sec): 3 clusters Score: Raw -7442944.634929 + Penalty 3582.224494 = -7439362.410435 nChanged 0 Trying to split cluster 14 (110702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1586.851690 sec): 2 clusters Score: Raw -13650444.244537 + Penalty 1887.372043 = -13648556.872494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1587.093721 sec): 3 clusters Score: Raw -13578190.118798 + Penalty 3774.744085 = -13574415.374713 nChanged 53091 SP:Iteration 1F (1587.329728 sec): 3 clusters Score: Raw -13609647.447943 + Penalty 3774.744085 = -13605872.703857 nChanged 3870 SP:Iteration 2Q (1587.590329 sec): 3 clusters Score: Raw -13610769.740525 + Penalty 3774.744085 = -13606994.996439 nChanged 4288 SP:Iteration 3Q (1587.814764 sec): 3 clusters Score: Raw -13612151.943387 + Penalty 3774.744085 = -13608377.199302 nChanged 4643 SP:Iteration 4Q (1588.051435 sec): 3 clusters Score: Raw -13613903.949237 + Penalty 3774.744085 = -13610129.205151 nChanged 5352 SP:Iteration 5Q (1588.291215 sec): 3 clusters Score: Raw -13616294.101279 + Penalty 3774.744085 = -13612519.357194 nChanged 5890 SP:Iteration 6F (1588.514375 sec): 3 clusters Score: Raw -13619135.566531 + Penalty 3774.744085 = -13615360.822446 nChanged 6093 SP:Iteration 7F (1588.730866 sec): 3 clusters Score: Raw -13622192.275027 + Penalty 3774.744085 = -13618417.530942 nChanged 6003 SP:Iteration 8F (1588.975110 sec): 3 clusters Score: Raw -13625433.963668 + Penalty 3774.744085 = -13621659.219583 nChanged 5811 SP:Iteration 9F (1589.218677 sec): 3 clusters Score: Raw -13628728.123470 + Penalty 3774.744085 = -13624953.379385 nChanged 5189 SP:Iteration 10Q (1589.465379 sec): 3 clusters Score: Raw -13631868.257270 + Penalty 3774.744085 = -13628093.513185 nChanged 4625 SP:Iteration 11Q (1589.708582 sec): 3 clusters Score: Raw -13634681.075127 + Penalty 3774.744085 = -13630906.331041 nChanged 3689 SP:Iteration 12Q (1589.930523 sec): 3 clusters Score: Raw -13636730.639407 + Penalty 3774.744085 = -13632955.895322 nChanged 3023 SP:Iteration 13Q (1590.160382 sec): 3 clusters Score: Raw -13638344.100752 + Penalty 3774.744085 = -13634569.356667 nChanged 2539 SP:Iteration 14Q (1590.402226 sec): 3 clusters Score: Raw -13639774.288844 + Penalty 3774.744085 = -13635999.544759 nChanged 2416 SP:Iteration 15Q (1590.621138 sec): 3 clusters Score: Raw -13641130.564893 + Penalty 3774.744085 = -13637355.820808 nChanged 2282 SP:Iteration 16Q (1590.840878 sec): 3 clusters Score: Raw -13642427.042743 + Penalty 3774.744085 = -13638652.298657 nChanged 2161 SP:Iteration 17Q (1591.078582 sec): 3 clusters Score: Raw -13643569.134463 + Penalty 3774.744085 = -13639794.390378 nChanged 1969 SP:Iteration 18Q (1591.305352 sec): 3 clusters Score: Raw -13644460.422478 + Penalty 3774.744085 = -13640685.678393 nChanged 1640 SP:Iteration 19Q (1591.525271 sec): 3 clusters Score: Raw -13645139.739863 + Penalty 3774.744085 = -13641364.995778 nChanged 1415 SP:Iteration 20F (1591.763527 sec): 3 clusters Score: Raw -13645660.047769 + Penalty 3774.744085 = -13641885.303684 nChanged 1234 SP:Iteration 21Q (1591.983100 sec): 3 clusters Score: Raw -13646056.655751 + Penalty 3774.744085 = -13642281.911665 nChanged 1070 SP:Iteration 22Q (1592.181152 sec): 3 clusters Score: Raw -13646359.998851 + Penalty 3774.744085 = -13642585.254766 nChanged 916 SP:Iteration 23Q (1592.391535 sec): 3 clusters Score: Raw -13646613.456015 + Penalty 3774.744085 = -13642838.711930 nChanged 909 SP:Iteration 24Q (1592.602042 sec): 3 clusters Score: Raw -13646848.447750 + Penalty 3774.744085 = -13643073.703665 nChanged 817 SP:Iteration 25Q (1592.798628 sec): 3 clusters Score: Raw -13647032.084791 + Penalty 3774.744085 = -13643257.340706 nChanged 691 SP:Iteration 26Q (1593.013161 sec): 3 clusters Score: Raw -13647163.243582 + Penalty 3774.744085 = -13643388.499497 nChanged 618 SP:Iteration 27Q (1593.226140 sec): 3 clusters Score: Raw -13647273.370352 + Penalty 3774.744085 = -13643498.626267 nChanged 604 SP:Iteration 28Q (1593.430628 sec): 3 clusters Score: Raw -13647377.001390 + Penalty 3774.744085 = -13643602.257304 nChanged 608 SP:Iteration 29Q (1593.625445 sec): 3 clusters Score: Raw -13647479.000342 + Penalty 3774.744085 = -13643704.256257 nChanged 588 SP:Iteration 30Q (1593.828488 sec): 3 clusters Score: Raw -13647581.313736 + Penalty 3774.744085 = -13643806.569651 nChanged 590 SP:Iteration 31Q (1594.054440 sec): 3 clusters Score: Raw -13647689.130966 + Penalty 3774.744085 = -13643914.386881 nChanged 584 SP:Iteration 32Q (1594.246614 sec): 3 clusters Score: Raw -13647794.684117 + Penalty 3774.744085 = -13644019.940032 nChanged 581 SP:Iteration 33Q (1594.461671 sec): 3 clusters Score: Raw -13647897.329414 + Penalty 3774.744085 = -13644122.585328 nChanged 522 SP:Iteration 34Q (1594.657005 sec): 3 clusters Score: Raw -13647987.884748 + Penalty 3774.744085 = -13644213.140663 nChanged 517 SP:Iteration 35Q (1594.856638 sec): 3 clusters Score: Raw -13648078.689445 + Penalty 3774.744085 = -13644303.945360 nChanged 512 SP:Iteration 36Q (1595.065282 sec): 3 clusters Score: Raw -13648165.521288 + Penalty 3774.744085 = -13644390.777203 nChanged 470 SP:Iteration 37Q (1595.262954 sec): 3 clusters Score: Raw -13648240.840143 + Penalty 3774.744085 = -13644466.096057 nChanged 451 SP:Iteration 38Q (1595.458007 sec): 3 clusters Score: Raw -13648310.912445 + Penalty 3774.744085 = -13644536.168360 nChanged 430 SP:Iteration 39Q (1595.650748 sec): 3 clusters Score: Raw -13648375.581008 + Penalty 3774.744085 = -13644600.836923 nChanged 394 SP:Iteration 40F (1595.877759 sec): 3 clusters Score: Raw -13648433.225952 + Penalty 3774.744085 = -13644658.481866 nChanged 398 SP:Iteration 41Q (1596.077944 sec): 3 clusters Score: Raw -13648491.347327 + Penalty 3774.744085 = -13644716.603242 nChanged 367 SP:Iteration 42Q (1596.267513 sec): 3 clusters Score: Raw -13648545.681076 + Penalty 3774.744085 = -13644770.936990 nChanged 371 SP:Iteration 43Q (1596.472251 sec): 3 clusters Score: Raw -13648600.853413 + Penalty 3774.744085 = -13644826.109328 nChanged 346 SP:Iteration 44Q (1596.673032 sec): 3 clusters Score: Raw -13648653.566121 + Penalty 3774.744085 = -13644878.822035 nChanged 356 SP:Iteration 45Q (1596.895596 sec): 3 clusters Score: Raw -13648708.717013 + Penalty 3774.744085 = -13644933.972928 nChanged 347 SP:Iteration 46Q (1597.092457 sec): 3 clusters Score: Raw -13648760.924486 + Penalty 3774.744085 = -13644986.180401 nChanged 315 SP:Iteration 47Q (1597.298183 sec): 3 clusters Score: Raw -13648805.480624 + Penalty 3774.744085 = -13645030.736538 nChanged 274 SP:Iteration 48Q (1597.506300 sec): 3 clusters Score: Raw -13648837.804743 + Penalty 3774.744085 = -13645063.060657 nChanged 230 SP:Iteration 49Q (1597.690545 sec): 3 clusters Score: Raw -13648864.789956 + Penalty 3774.744085 = -13645090.045871 nChanged 224 SP:Iteration 50Q (1597.870169 sec): 3 clusters Score: Raw -13648891.442509 + Penalty 3774.744085 = -13645116.698423 nChanged 219 SP:Iteration 51Q (1598.059972 sec): 3 clusters Score: Raw -13648919.226215 + Penalty 3774.744085 = -13645144.482130 nChanged 231 SP:Iteration 52Q (1598.240995 sec): 3 clusters Score: Raw -13648948.178419 + Penalty 3774.744085 = -13645173.434334 nChanged 222 SP:Iteration 53Q (1598.434176 sec): 3 clusters Score: Raw -13648978.118493 + Penalty 3774.744085 = -13645203.374408 nChanged 234 SP:Iteration 54Q (1598.617283 sec): 3 clusters Score: Raw -13649011.355541 + Penalty 3774.744085 = -13645236.611456 nChanged 265 SP:Iteration 55Q (1598.800819 sec): 3 clusters Score: Raw -13649050.770973 + Penalty 3774.744085 = -13645276.026887 nChanged 237 SP:Iteration 56Q (1598.993802 sec): 3 clusters Score: Raw -13649086.518566 + Penalty 3774.744085 = -13645311.774480 nChanged 254 SP:Iteration 57Q (1599.202168 sec): 3 clusters Score: Raw -13649126.133032 + Penalty 3774.744085 = -13645351.388947 nChanged 245 SP:Iteration 58Q (1599.397705 sec): 3 clusters Score: Raw -13649162.127393 + Penalty 3774.744085 = -13645387.383307 nChanged 235 SP:Iteration 59Q (1599.579255 sec): 3 clusters Score: Raw -13649198.940357 + Penalty 3774.744085 = -13645424.196272 nChanged 237 SP:Iteration 60F (1599.804229 sec): 3 clusters Score: Raw -13649235.839363 + Penalty 3774.744085 = -13645461.095278 nChanged 235 SP:Iteration 61Q (1600.021505 sec): 3 clusters Score: Raw -13649271.112498 + Penalty 3774.744085 = -13645496.368413 nChanged 211 SP:Iteration 62Q (1600.210724 sec): 3 clusters Score: Raw -13649299.484163 + Penalty 3774.744085 = -13645524.740078 nChanged 175 SP:Iteration 63Q (1600.395808 sec): 3 clusters Score: Raw -13649320.764512 + Penalty 3774.744085 = -13645546.020427 nChanged 177 SP:Iteration 64Q (1600.591204 sec): 3 clusters Score: Raw -13649342.651009 + Penalty 3774.744085 = -13645567.906924 nChanged 165 SP:Iteration 65Q (1600.796726 sec): 3 clusters Score: Raw -13649362.791148 + Penalty 3774.744085 = -13645588.047063 nChanged 163 SP:Iteration 66Q (1600.990286 sec): 3 clusters Score: Raw -13649383.653780 + Penalty 3774.744085 = -13645608.909695 nChanged 176 SP:Iteration 67Q (1601.167286 sec): 3 clusters Score: Raw -13649406.893979 + Penalty 3774.744085 = -13645632.149894 nChanged 165 SP:Iteration 68Q (1601.348521 sec): 3 clusters Score: Raw -13649428.291712 + Penalty 3774.744085 = -13645653.547627 nChanged 161 SP:Iteration 69Q (1601.553290 sec): 3 clusters Score: Raw -13649448.903013 + Penalty 3774.744085 = -13645674.158928 nChanged 170 SP:Iteration 70Q (1601.752734 sec): 3 clusters Score: Raw -13649470.391625 + Penalty 3774.744085 = -13645695.647540 nChanged 151 SP:Iteration 71Q (1601.941720 sec): 3 clusters Score: Raw -13649487.891297 + Penalty 3774.744085 = -13645713.147212 nChanged 135 SP:Iteration 72Q (1602.144077 sec): 3 clusters Score: Raw -13649504.433111 + Penalty 3774.744085 = -13645729.689026 nChanged 150 SP:Iteration 73Q (1602.329312 sec): 3 clusters Score: Raw -13649524.716870 + Penalty 3774.744085 = -13645749.972785 nChanged 144 SP:Iteration 74Q (1602.513787 sec): 3 clusters Score: Raw -13649542.349273 + Penalty 3774.744085 = -13645767.605187 nChanged 138 SP:Iteration 75Q (1602.708837 sec): 3 clusters Score: Raw -13649561.779817 + Penalty 3774.744085 = -13645787.035732 nChanged 142 SP:Iteration 76Q (1602.911693 sec): 3 clusters Score: Raw -13649579.912905 + Penalty 3774.744085 = -13645805.168820 nChanged 121 SP:Iteration 77Q (1603.115559 sec): 3 clusters Score: Raw -13649594.041650 + Penalty 3774.744085 = -13645819.297565 nChanged 120 SP:Iteration 78Q (1603.307725 sec): 3 clusters Score: Raw -13649606.966769 + Penalty 3774.744085 = -13645832.222683 nChanged 90 SP:Iteration 79Q (1603.490329 sec): 3 clusters Score: Raw -13649616.586355 + Penalty 3774.744085 = -13645841.842269 nChanged 95 SP:Iteration 80F (1603.726724 sec): 3 clusters Score: Raw -13649626.025320 + Penalty 3774.744085 = -13645851.281235 nChanged 80 SP:Iteration 81Q (1603.942195 sec): 3 clusters Score: Raw -13649633.402027 + Penalty 3774.744085 = -13645858.657942 nChanged 77 SP:Iteration 82Q (1604.115986 sec): 3 clusters Score: Raw -13649640.174495 + Penalty 3774.744085 = -13645865.430410 nChanged 88 SP:Iteration 83Q (1604.298261 sec): 3 clusters Score: Raw -13649648.485245 + Penalty 3774.744085 = -13645873.741160 nChanged 76 SP:Iteration 84Q (1604.478549 sec): 3 clusters Score: Raw -13649654.720750 + Penalty 3774.744085 = -13645879.976665 nChanged 66 SP:Iteration 85Q (1604.660727 sec): 3 clusters Score: Raw -13649659.683782 + Penalty 3774.744085 = -13645884.939697 nChanged 59 SP:Iteration 86Q (1604.839175 sec): 3 clusters Score: Raw -13649664.182804 + Penalty 3774.744085 = -13645889.438718 nChanged 50 SP:Iteration 87Q (1605.030228 sec): 3 clusters Score: Raw -13649668.128888 + Penalty 3774.744085 = -13645893.384802 nChanged 55 SP:Iteration 88Q (1605.241362 sec): 3 clusters Score: Raw -13649672.851607 + Penalty 3774.744085 = -13645898.107522 nChanged 44 SP:Iteration 89Q (1605.438763 sec): 3 clusters Score: Raw -13649676.198579 + Penalty 3774.744085 = -13645901.454494 nChanged 38 SP:Iteration 90Q (1605.644839 sec): 3 clusters Score: Raw -13649678.815263 + Penalty 3774.744085 = -13645904.071178 nChanged 46 SP:Iteration 91Q (1605.840302 sec): 3 clusters Score: Raw -13649682.659644 + Penalty 3774.744085 = -13645907.915559 nChanged 51 SP:Iteration 92Q (1606.023012 sec): 3 clusters Score: Raw -13649686.972273 + Penalty 3774.744085 = -13645912.228188 nChanged 56 SP:Iteration 93Q (1606.210237 sec): 3 clusters Score: Raw -13649692.188669 + Penalty 3774.744085 = -13645917.444584 nChanged 50 SP:Iteration 94Q (1606.410605 sec): 3 clusters Score: Raw -13649696.909641 + Penalty 3774.744085 = -13645922.165556 nChanged 39 SP:Iteration 95Q (1606.579101 sec): 3 clusters Score: Raw -13649699.497334 + Penalty 3774.744085 = -13645924.753249 nChanged 32 SP:Iteration 96Q (1606.745113 sec): 3 clusters Score: Raw -13649701.414723 + Penalty 3774.744085 = -13645926.670637 nChanged 27 SP:Iteration 97Q (1606.929977 sec): 3 clusters Score: Raw -13649702.826360 + Penalty 3774.744085 = -13645928.082274 nChanged 28 SP:Iteration 98Q (1607.109357 sec): 3 clusters Score: Raw -13649704.918912 + Penalty 3774.744085 = -13645930.174826 nChanged 34 SP:Iteration 99Q (1607.318780 sec): 3 clusters Score: Raw -13649708.165331 + Penalty 3774.744085 = -13645933.421246 nChanged 40 SP:Iteration 100F (1607.544239 sec): 3 clusters Score: Raw -13649711.727638 + Penalty 3774.744085 = -13645936.983553 nChanged 37 SP:Iteration 101Q (1607.742758 sec): 3 clusters Score: Raw -13649715.330937 + Penalty 3774.744085 = -13645940.586852 nChanged 56 SP:Iteration 102Q (1607.912794 sec): 3 clusters Score: Raw -13649720.515948 + Penalty 3774.744085 = -13645945.771862 nChanged 52 SP:Iteration 103Q (1608.088779 sec): 3 clusters Score: Raw -13649725.813831 + Penalty 3774.744085 = -13645951.069746 nChanged 52 SP:Iteration 104Q (1608.271310 sec): 3 clusters Score: Raw -13649731.351271 + Penalty 3774.744085 = -13645956.607186 nChanged 46 SP:Iteration 105Q (1608.479418 sec): 3 clusters Score: Raw -13649735.406201 + Penalty 3774.744085 = -13645960.662115 nChanged 46 SP:Iteration 106Q (1608.666486 sec): 3 clusters Score: Raw -13649739.682280 + Penalty 3774.744085 = -13645964.938194 nChanged 40 SP:Iteration 107Q (1608.839148 sec): 3 clusters Score: Raw -13649742.730945 + Penalty 3774.744085 = -13645967.986860 nChanged 38 SP:Iteration 108Q (1609.024396 sec): 3 clusters Score: Raw -13649746.172551 + Penalty 3774.744085 = -13645971.428465 nChanged 41 SP:Iteration 109Q (1609.201704 sec): 3 clusters Score: Raw -13649749.485494 + Penalty 3774.744085 = -13645974.741409 nChanged 40 SP:Iteration 110Q (1609.374671 sec): 3 clusters Score: Raw -13649753.076639 + Penalty 3774.744085 = -13645978.332554 nChanged 42 SP:Iteration 111Q (1609.553709 sec): 3 clusters Score: Raw -13649757.203958 + Penalty 3774.744085 = -13645982.459873 nChanged 41 SP:Iteration 112Q (1609.741409 sec): 3 clusters Score: Raw -13649760.691424 + Penalty 3774.744085 = -13645985.947339 nChanged 30 SP:Iteration 113Q (1609.920164 sec): 3 clusters Score: Raw -13649763.186584 + Penalty 3774.744085 = -13645988.442499 nChanged 38 SP:Iteration 114Q (1610.095990 sec): 3 clusters Score: Raw -13649766.595436 + Penalty 3774.744085 = -13645991.851351 nChanged 42 SP:Iteration 115Q (1610.296063 sec): 3 clusters Score: Raw -13649770.117193 + Penalty 3774.744085 = -13645995.373107 nChanged 39 SP:Iteration 116Q (1610.489721 sec): 3 clusters Score: Raw -13649773.778469 + Penalty 3774.744085 = -13645999.034384 nChanged 38 SP:Iteration 117Q (1610.670546 sec): 3 clusters Score: Raw -13649777.534090 + Penalty 3774.744085 = -13646002.790005 nChanged 44 SP:Iteration 118Q (1610.874549 sec): 3 clusters Score: Raw -13649781.860991 + Penalty 3774.744085 = -13646007.116906 nChanged 34 SP:Iteration 119Q (1611.048332 sec): 3 clusters Score: Raw -13649785.198325 + Penalty 3774.744085 = -13646010.454240 nChanged 37 SP:Iteration 120F (1611.265891 sec): 3 clusters Score: Raw -13649789.041626 + Penalty 3774.744085 = -13646014.297541 nChanged 48 SP:Iteration 121Q (1611.439799 sec): 3 clusters Score: Raw -13649793.268575 + Penalty 3774.744085 = -13646018.524490 nChanged 45 SP:Iteration 122Q (1611.621188 sec): 3 clusters Score: Raw -13649797.607617 + Penalty 3774.744085 = -13646022.863531 nChanged 42 SP:Iteration 123Q (1611.798738 sec): 3 clusters Score: Raw -13649802.094283 + Penalty 3774.744085 = -13646027.350198 nChanged 38 SP:Iteration 124Q (1611.998497 sec): 3 clusters Score: Raw -13649804.933196 + Penalty 3774.744085 = -13646030.189111 nChanged 33 SP:Iteration 125Q (1612.185079 sec): 3 clusters Score: Raw -13649807.455875 + Penalty 3774.744085 = -13646032.711789 nChanged 30 SP:Iteration 126Q (1612.359305 sec): 3 clusters Score: Raw -13649810.064193 + Penalty 3774.744085 = -13646035.320108 nChanged 32 SP:Iteration 127Q (1612.537253 sec): 3 clusters Score: Raw -13649813.053298 + Penalty 3774.744085 = -13646038.309213 nChanged 38 SP:Iteration 128Q (1612.738447 sec): 3 clusters Score: Raw -13649816.954031 + Penalty 3774.744085 = -13646042.209946 nChanged 29 SP:Iteration 129Q (1612.921821 sec): 3 clusters Score: Raw -13649819.714077 + Penalty 3774.744085 = -13646044.969992 nChanged 44 SP:Iteration 130Q (1613.120153 sec): 3 clusters Score: Raw -13649823.834003 + Penalty 3774.744085 = -13646049.089918 nChanged 37 SP:Iteration 131Q (1613.309743 sec): 3 clusters Score: Raw -13649828.231509 + Penalty 3774.744085 = -13646053.487424 nChanged 43 SP:Iteration 132Q (1613.500244 sec): 3 clusters Score: Raw -13649833.145190 + Penalty 3774.744085 = -13646058.401105 nChanged 41 SP:Iteration 133Q (1613.700159 sec): 3 clusters Score: Raw -13649836.842410 + Penalty 3774.744085 = -13646062.098325 nChanged 36 SP:Iteration 134Q (1613.877102 sec): 3 clusters Score: Raw -13649840.791318 + Penalty 3774.744085 = -13646066.047233 nChanged 42 SP:Iteration 135Q (1614.047545 sec): 3 clusters Score: Raw -13649845.829191 + Penalty 3774.744085 = -13646071.085106 nChanged 48 SP:Iteration 136Q (1614.233062 sec): 3 clusters Score: Raw -13649851.364164 + Penalty 3774.744085 = -13646076.620079 nChanged 50 SP:Iteration 137Q (1614.448665 sec): 3 clusters Score: Raw -13649856.884216 + Penalty 3774.744085 = -13646082.140131 nChanged 46 SP:Iteration 138Q (1614.643062 sec): 3 clusters Score: Raw -13649861.908786 + Penalty 3774.744085 = -13646087.164700 nChanged 51 SP:Iteration 139Q (1614.847958 sec): 3 clusters Score: Raw -13649868.412987 + Penalty 3774.744085 = -13646093.668902 nChanged 50 SP:Iteration 140F (1615.083534 sec): 3 clusters Score: Raw -13649875.735598 + Penalty 3774.744085 = -13646100.991512 nChanged 55 SP:Iteration 141Q (1615.260773 sec): 3 clusters Score: Raw -13649883.161560 + Penalty 3774.744085 = -13646108.417475 nChanged 58 SP:Iteration 142Q (1615.468985 sec): 3 clusters Score: Raw -13649890.480273 + Penalty 3774.744085 = -13646115.736188 nChanged 55 SP:Iteration 143Q (1615.655262 sec): 3 clusters Score: Raw -13649897.241953 + Penalty 3774.744085 = -13646122.497867 nChanged 58 SP:Iteration 144Q (1615.844481 sec): 3 clusters Score: Raw -13649903.898138 + Penalty 3774.744085 = -13646129.154052 nChanged 44 SP:Iteration 145Q (1616.006668 sec): 3 clusters Score: Raw -13649909.393414 + Penalty 3774.744085 = -13646134.649329 nChanged 42 SP:Iteration 146Q (1616.175701 sec): 3 clusters Score: Raw -13649914.719115 + Penalty 3774.744085 = -13646139.975029 nChanged 50 SP:Iteration 147Q (1616.355545 sec): 3 clusters Score: Raw -13649921.632005 + Penalty 3774.744085 = -13646146.887920 nChanged 59 SP:Iteration 148Q (1616.560417 sec): 3 clusters Score: Raw -13649930.109861 + Penalty 3774.744085 = -13646155.365776 nChanged 59 SP:Iteration 149Q (1616.746519 sec): 3 clusters Score: Raw -13649938.992282 + Penalty 3774.744085 = -13646164.248196 nChanged 59 SP:Iteration 150Q (1616.942076 sec): 3 clusters Score: Raw -13649946.505328 + Penalty 3774.744085 = -13646171.761242 nChanged 54 SP:Iteration 151Q (1617.157505 sec): 3 clusters Score: Raw -13649952.044855 + Penalty 3774.744085 = -13646177.300769 nChanged 50 SP:Iteration 152Q (1617.344729 sec): 3 clusters Score: Raw -13649957.225730 + Penalty 3774.744085 = -13646182.481645 nChanged 45 SP:Iteration 153Q (1617.525457 sec): 3 clusters Score: Raw -13649963.558525 + Penalty 3774.744085 = -13646188.814440 nChanged 46 SP:Iteration 154Q (1617.734942 sec): 3 clusters Score: Raw -13649970.755435 + Penalty 3774.744085 = -13646196.011350 nChanged 60 SP:Iteration 155Q (1617.926200 sec): 3 clusters Score: Raw -13649979.499734 + Penalty 3774.744085 = -13646204.755649 nChanged 52 SP:Iteration 156Q (1618.108820 sec): 3 clusters Score: Raw -13649985.724402 + Penalty 3774.744085 = -13646210.980317 nChanged 46 SP:Iteration 157Q (1618.323727 sec): 3 clusters Score: Raw -13649992.721891 + Penalty 3774.744085 = -13646217.977806 nChanged 48 SP:Iteration 158Q (1618.508034 sec): 3 clusters Score: Raw -13649999.922900 + Penalty 3774.744085 = -13646225.178815 nChanged 45 SP:Iteration 159Q (1618.695134 sec): 3 clusters Score: Raw -13650005.924865 + Penalty 3774.744085 = -13646231.180779 nChanged 41 SP:Iteration 160F (1618.932926 sec): 3 clusters Score: Raw -13650011.027114 + Penalty 3774.744085 = -13646236.283029 nChanged 39 SP:Iteration 161Q (1619.123017 sec): 3 clusters Score: Raw -13650017.036889 + Penalty 3774.744085 = -13646242.292804 nChanged 40 SP:Iteration 162Q (1619.313591 sec): 3 clusters Score: Raw -13650022.538646 + Penalty 3774.744085 = -13646247.794560 nChanged 38 SP:Iteration 163Q (1619.519173 sec): 3 clusters Score: Raw -13650028.749606 + Penalty 3774.744085 = -13646254.005521 nChanged 42 SP:Iteration 164Q (1619.700394 sec): 3 clusters Score: Raw -13650034.234567 + Penalty 3774.744085 = -13646259.490482 nChanged 43 SP:Iteration 165Q (1619.896387 sec): 3 clusters Score: Raw -13650040.241369 + Penalty 3774.744085 = -13646265.497284 nChanged 50 SP:Iteration 166Q (1620.087012 sec): 3 clusters Score: Raw -13650049.577287 + Penalty 3774.744085 = -13646274.833201 nChanged 64 SP:Iteration 167Q (1620.264033 sec): 3 clusters Score: Raw -13650061.048817 + Penalty 3774.744085 = -13646286.304731 nChanged 56 SP:Iteration 168Q (1620.431916 sec): 3 clusters Score: Raw -13650071.807929 + Penalty 3774.744085 = -13646297.063843 nChanged 58 SP:Iteration 169Q (1620.640284 sec): 3 clusters Score: Raw -13650082.604420 + Penalty 3774.744085 = -13646307.860335 nChanged 66 SP:Iteration 170Q (1620.823167 sec): 3 clusters Score: Raw -13650093.924634 + Penalty 3774.744085 = -13646319.180548 nChanged 77 SP:Iteration 171Q (1621.015652 sec): 3 clusters Score: Raw -13650108.852743 + Penalty 3774.744085 = -13646334.108657 nChanged 73 SP:Iteration 172Q (1621.221226 sec): 3 clusters Score: Raw -13650125.403361 + Penalty 3774.744085 = -13646350.659276 nChanged 90 SP:Iteration 173Q (1621.389260 sec): 3 clusters Score: Raw -13650147.031922 + Penalty 3774.744085 = -13646372.287837 nChanged 92 SP:Iteration 174Q (1621.566707 sec): 3 clusters Score: Raw -13650170.616423 + Penalty 3774.744085 = -13646395.872338 nChanged 92 SP:Iteration 175Q (1621.766423 sec): 3 clusters Score: Raw -13650193.531191 + Penalty 3774.744085 = -13646418.787106 nChanged 92 SP:Iteration 176Q (1621.947075 sec): 3 clusters Score: Raw -13650216.634415 + Penalty 3774.744085 = -13646441.890330 nChanged 94 SP:Iteration 177Q (1622.112064 sec): 3 clusters Score: Raw -13650239.059615 + Penalty 3774.744085 = -13646464.315530 nChanged 86 SP:Iteration 178Q (1622.306542 sec): 3 clusters Score: Raw -13650259.682813 + Penalty 3774.744085 = -13646484.938728 nChanged 93 SP:Iteration 179Q (1622.498996 sec): 3 clusters Score: Raw -13650284.352139 + Penalty 3774.744085 = -13646509.608054 nChanged 89 SP:Iteration 180F (1622.736793 sec): 3 clusters Score: Raw -13650309.354521 + Penalty 3774.744085 = -13646534.610435 nChanged 93 SP:Iteration 181Q (1622.923673 sec): 3 clusters Score: Raw -13650332.653368 + Penalty 3774.744085 = -13646557.909282 nChanged 78 SP:Iteration 182Q (1623.132648 sec): 3 clusters Score: Raw -13650353.989086 + Penalty 3774.744085 = -13646579.245001 nChanged 73 SP:Iteration 183Q (1623.318118 sec): 3 clusters Score: Raw -13650377.015497 + Penalty 3774.744085 = -13646602.271412 nChanged 72 SP:Iteration 184Q (1623.505415 sec): 3 clusters Score: Raw -13650397.763422 + Penalty 3774.744085 = -13646623.019337 nChanged 62 SP:Iteration 185Q (1623.682010 sec): 3 clusters Score: Raw -13650413.483705 + Penalty 3774.744085 = -13646638.739620 nChanged 57 SP:Iteration 186Q (1623.882297 sec): 3 clusters Score: Raw -13650431.746044 + Penalty 3774.744085 = -13646657.001959 nChanged 64 SP:Iteration 187Q (1624.060109 sec): 3 clusters Score: Raw -13650449.300278 + Penalty 3774.744085 = -13646674.556192 nChanged 69 SP:Iteration 188Q (1624.242486 sec): 3 clusters Score: Raw -13650468.631890 + Penalty 3774.744085 = -13646693.887804 nChanged 63 SP:Iteration 189Q (1624.431524 sec): 3 clusters Score: Raw -13650487.055074 + Penalty 3774.744085 = -13646712.310988 nChanged 52 SP:Iteration 190Q (1624.620032 sec): 3 clusters Score: Raw -13650501.757820 + Penalty 3774.744085 = -13646727.013735 nChanged 49 SP:Iteration 191Q (1624.826943 sec): 3 clusters Score: Raw -13650515.813387 + Penalty 3774.744085 = -13646741.069302 nChanged 55 SP:Iteration 192Q (1625.017962 sec): 3 clusters Score: Raw -13650533.035489 + Penalty 3774.744085 = -13646758.291404 nChanged 48 SP:Iteration 193Q (1625.199183 sec): 3 clusters Score: Raw -13650547.086838 + Penalty 3774.744085 = -13646772.342753 nChanged 37 SP:Iteration 194Q (1625.366313 sec): 3 clusters Score: Raw -13650556.118116 + Penalty 3774.744085 = -13646781.374030 nChanged 34 SP:Iteration 195Q (1625.538633 sec): 3 clusters Score: Raw -13650567.430825 + Penalty 3774.744085 = -13646792.686740 nChanged 36 SP:Iteration 196Q (1625.723367 sec): 3 clusters Score: Raw -13650578.542087 + Penalty 3774.744085 = -13646803.798002 nChanged 28 SP:Iteration 197Q (1625.920853 sec): 3 clusters Score: Raw -13650588.542325 + Penalty 3774.744085 = -13646813.798240 nChanged 32 SP:Iteration 198Q (1626.100205 sec): 3 clusters Score: Raw -13650599.401708 + Penalty 3774.744085 = -13646824.657623 nChanged 31 SP:Iteration 199Q (1626.265122 sec): 3 clusters Score: Raw -13650610.049549 + Penalty 3774.744085 = -13646835.305464 nChanged 26 SP:Iteration 200F (1626.492779 sec): 3 clusters Score: Raw -13650619.237130 + Penalty 3774.744085 = -13646844.493045 nChanged 29 SP:Iteration 201Q (1626.671100 sec): 3 clusters Score: Raw -13650629.647869 + Penalty 3774.744085 = -13646854.903783 nChanged 28 SP:Iteration 202Q (1626.845001 sec): 3 clusters Score: Raw -13650638.982944 + Penalty 3774.744085 = -13646864.238858 nChanged 28 SP:Iteration 203Q (1627.023459 sec): 3 clusters Score: Raw -13650649.823913 + Penalty 3774.744085 = -13646875.079828 nChanged 36 SP:Iteration 204Q (1627.201448 sec): 3 clusters Score: Raw -13650661.122671 + Penalty 3774.744085 = -13646886.378586 nChanged 24 SP:Iteration 205Q (1627.378124 sec): 3 clusters Score: Raw -13650669.324226 + Penalty 3774.744085 = -13646894.580141 nChanged 17 SP:Iteration 206Q (1627.553250 sec): 3 clusters Score: Raw -13650675.083805 + Penalty 3774.744085 = -13646900.339720 nChanged 17 SP:Iteration 207Q (1627.722364 sec): 3 clusters Score: Raw -13650681.464955 + Penalty 3774.744085 = -13646906.720870 nChanged 15 SP:Iteration 208Q (1627.910341 sec): 3 clusters Score: Raw -13650687.421374 + Penalty 3774.744085 = -13646912.677289 nChanged 13 SP:Iteration 209Q (1628.076493 sec): 3 clusters Score: Raw -13650691.966020 + Penalty 3774.744085 = -13646917.221935 nChanged 10 SP:Iteration 210Q (1628.273582 sec): 3 clusters Score: Raw -13650695.546673 + Penalty 3774.744085 = -13646920.802588 nChanged 11 SP:Iteration 211Q (1628.455677 sec): 3 clusters Score: Raw -13650700.962330 + Penalty 3774.744085 = -13646926.218245 nChanged 17 SP:Iteration 212Q (1628.630815 sec): 3 clusters Score: Raw -13650706.531645 + Penalty 3774.744085 = -13646931.787560 nChanged 12 SP:Iteration 213Q (1628.812712 sec): 3 clusters Score: Raw -13650711.488878 + Penalty 3774.744085 = -13646936.744793 nChanged 11 SP:Iteration 214Q (1629.024953 sec): 3 clusters Score: Raw -13650715.559522 + Penalty 3774.744085 = -13646940.815437 nChanged 9 SP:Iteration 215Q (1629.204444 sec): 3 clusters Score: Raw -13650718.508727 + Penalty 3774.744085 = -13646943.764642 nChanged 9 SP:Iteration 216Q (1629.373554 sec): 3 clusters Score: Raw -13650721.709271 + Penalty 3774.744085 = -13646946.965186 nChanged 4 SP:Iteration 217Q (1629.541295 sec): 3 clusters Score: Raw -13650722.841205 + Penalty 3774.744085 = -13646948.097120 nChanged 7 SP:Iteration 218Q (1629.739369 sec): 3 clusters Score: Raw -13650725.023293 + Penalty 3774.744085 = -13646950.279207 nChanged 6 SP:Iteration 219Q (1629.923643 sec): 3 clusters Score: Raw -13650726.834244 + Penalty 3774.744085 = -13646952.090159 nChanged 4 SP:Iteration 220F (1630.137069 sec): 3 clusters Score: Raw -13650728.101219 + Penalty 3774.744085 = -13646953.357134 nChanged 3 SP:Iteration 221Q (1630.301134 sec): 3 clusters Score: Raw -13650729.244549 + Penalty 3774.744085 = -13646954.500464 nChanged 2 SP:Iteration 222Q (1630.505148 sec): 3 clusters Score: Raw -13650729.716847 + Penalty 3774.744085 = -13646954.972762 nChanged 2 SP:Iteration 223Q (1630.682704 sec): 3 clusters Score: Raw -13650730.054650 + Penalty 3774.744085 = -13646955.310565 nChanged 0 SP:Iteration 224F (1630.912053 sec): 3 clusters Score: Raw -13650730.054650 + Penalty 3774.744085 = -13646955.310565 nChanged 0 Trying to split cluster 15 (2706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1630.949883 sec): 2 clusters Score: Raw -295833.858449 + Penalty 1284.274356 = -294549.584092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1630.994489 sec): 3 clusters Score: Raw -294566.327680 + Penalty 2568.548713 = -291997.778967 nChanged 1044 SP:Iteration 1F (1631.036341 sec): 3 clusters Score: Raw -295262.869127 + Penalty 2568.548713 = -292694.320414 nChanged 221 SP:Iteration 2F (1631.073182 sec): 3 clusters Score: Raw -295419.386816 + Penalty 2568.548713 = -292850.838103 nChanged 145 SP:Iteration 3F (1631.121772 sec): 3 clusters Score: Raw -295523.291138 + Penalty 2568.548713 = -292954.742425 nChanged 119 SP:Iteration 4Q (1631.171438 sec): 3 clusters Score: Raw -295623.542671 + Penalty 2568.548713 = -293054.993958 nChanged 113 SP:Iteration 5Q (1631.206000 sec): 3 clusters Score: Raw -295716.197382 + Penalty 2568.548713 = -293147.648670 nChanged 103 SP:Iteration 6Q (1631.251955 sec): 3 clusters Score: Raw -295800.125570 + Penalty 2568.548713 = -293231.576857 nChanged 89 SP:Iteration 7Q (1631.305831 sec): 3 clusters Score: Raw -295878.213384 + Penalty 2568.548713 = -293309.664671 nChanged 85 SP:Iteration 8Q (1631.352310 sec): 3 clusters Score: Raw -295940.454469 + Penalty 2568.548713 = -293371.905756 nChanged 72 SP:Iteration 9Q (1631.391221 sec): 3 clusters Score: Raw -295996.179801 + Penalty 2568.548713 = -293427.631089 nChanged 61 SP:Iteration 10Q (1631.438140 sec): 3 clusters Score: Raw -296032.923133 + Penalty 2568.548713 = -293464.374420 nChanged 46 SP:Iteration 11Q (1631.468552 sec): 3 clusters Score: Raw -296059.508826 + Penalty 2568.548713 = -293490.960113 nChanged 39 SP:Iteration 12Q (1631.505073 sec): 3 clusters Score: Raw -296081.346221 + Penalty 2568.548713 = -293512.797508 nChanged 24 SP:Iteration 13Q (1631.543072 sec): 3 clusters Score: Raw -296093.215830 + Penalty 2568.548713 = -293524.667117 nChanged 27 SP:Iteration 14Q (1631.594760 sec): 3 clusters Score: Raw -296109.525104 + Penalty 2568.548713 = -293540.976391 nChanged 25 SP:Iteration 15Q (1631.642645 sec): 3 clusters Score: Raw -296122.705338 + Penalty 2568.548713 = -293554.156625 nChanged 24 SP:Iteration 16Q (1631.685627 sec): 3 clusters Score: Raw -296134.050912 + Penalty 2568.548713 = -293565.502199 nChanged 18 SP:Iteration 17Q (1631.727873 sec): 3 clusters Score: Raw -296143.601467 + Penalty 2568.548713 = -293575.052754 nChanged 13 SP:Iteration 18Q (1631.776622 sec): 3 clusters Score: Raw -296152.842310 + Penalty 2568.548713 = -293584.293598 nChanged 17 SP:Iteration 19Q (1631.806882 sec): 3 clusters Score: Raw -296164.454722 + Penalty 2568.548713 = -293595.906009 nChanged 20 SP:Iteration 20F (1631.859608 sec): 3 clusters Score: Raw -296174.770511 + Penalty 2568.548713 = -293606.221798 nChanged 16 SP:Iteration 21Q (1631.897505 sec): 3 clusters Score: Raw -296184.114022 + Penalty 2568.548713 = -293615.565309 nChanged 10 SP:Iteration 22Q (1631.941903 sec): 3 clusters Score: Raw -296187.179576 + Penalty 2568.548713 = -293618.630864 nChanged 7 SP:Iteration 23Q (1631.985743 sec): 3 clusters Score: Raw -296189.263587 + Penalty 2568.548713 = -293620.714874 nChanged 4 SP:Iteration 24Q (1632.023110 sec): 3 clusters Score: Raw -296190.572387 + Penalty 2568.548713 = -293622.023674 nChanged 2 SP:Iteration 25Q (1632.068997 sec): 3 clusters Score: Raw -296191.855768 + Penalty 2568.548713 = -293623.307055 nChanged 4 SP:Iteration 26Q (1632.113148 sec): 3 clusters Score: Raw -296194.266130 + Penalty 2568.548713 = -293625.717417 nChanged 5 SP:Iteration 27Q (1632.158512 sec): 3 clusters Score: Raw -296197.730315 + Penalty 2568.548713 = -293629.181602 nChanged 9 SP:Iteration 28Q (1632.198571 sec): 3 clusters Score: Raw -296201.839119 + Penalty 2568.548713 = -293633.290406 nChanged 10 SP:Iteration 29Q (1632.236154 sec): 3 clusters Score: Raw -296205.616414 + Penalty 2568.548713 = -293637.067701 nChanged 9 SP:Iteration 30Q (1632.284703 sec): 3 clusters Score: Raw -296208.931388 + Penalty 2568.548713 = -293640.382676 nChanged 5 SP:Iteration 31Q (1632.334961 sec): 3 clusters Score: Raw -296213.419027 + Penalty 2568.548713 = -293644.870315 nChanged 5 SP:Iteration 32Q (1632.380673 sec): 3 clusters Score: Raw -296216.658455 + Penalty 2568.548713 = -293648.109742 nChanged 5 SP:Iteration 33Q (1632.427415 sec): 3 clusters Score: Raw -296219.065218 + Penalty 2568.548713 = -293650.516505 nChanged 6 SP:Iteration 34Q (1632.469956 sec): 3 clusters Score: Raw -296221.535470 + Penalty 2568.548713 = -293652.986757 nChanged 4 SP:Iteration 35Q (1632.515918 sec): 3 clusters Score: Raw -296222.912963 + Penalty 2568.548713 = -293654.364250 nChanged 1 SP:Iteration 36Q (1632.561804 sec): 3 clusters Score: Raw -296223.284116 + Penalty 2568.548713 = -293654.735403 nChanged 0 SP:Iteration 37F (1632.607635 sec): 3 clusters Score: Raw -296223.284116 + Penalty 2568.548713 = -293654.735403 nChanged 0 Trying to split cluster 16 (4182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1632.636150 sec): 2 clusters Score: Raw -494476.126606 + Penalty 1355.013543 = -493121.113063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1632.688469 sec): 3 clusters Score: Raw -492377.908601 + Penalty 2710.027086 = -489667.881515 nChanged 1657 SP:Iteration 1F (1632.725651 sec): 3 clusters Score: Raw -493342.849069 + Penalty 2710.027086 = -490632.821983 nChanged 303 SP:Iteration 2F (1632.769124 sec): 3 clusters Score: Raw -493506.863758 + Penalty 2710.027086 = -490796.836672 nChanged 184 SP:Iteration 3Q (1632.823072 sec): 3 clusters Score: Raw -493616.563069 + Penalty 2710.027086 = -490906.535983 nChanged 171 SP:Iteration 4Q (1632.864970 sec): 3 clusters Score: Raw -493725.578531 + Penalty 2710.027086 = -491015.551445 nChanged 164 SP:Iteration 5Q (1632.907905 sec): 3 clusters Score: Raw -493830.738569 + Penalty 2710.027086 = -491120.711483 nChanged 150 SP:Iteration 6Q (1632.951899 sec): 3 clusters Score: Raw -493937.843681 + Penalty 2710.027086 = -491227.816595 nChanged 143 SP:Iteration 7Q (1633.011524 sec): 3 clusters Score: Raw -494041.881944 + Penalty 2710.027086 = -491331.854858 nChanged 145 SP:Iteration 8Q (1633.052315 sec): 3 clusters Score: Raw -494136.520679 + Penalty 2710.027086 = -491426.493593 nChanged 109 SP:Iteration 9Q (1633.103715 sec): 3 clusters Score: Raw -494225.028683 + Penalty 2710.027086 = -491515.001597 nChanged 96 SP:Iteration 10Q (1633.142937 sec): 3 clusters Score: Raw -494299.693449 + Penalty 2710.027086 = -491589.666363 nChanged 80 SP:Iteration 11Q (1633.187321 sec): 3 clusters Score: Raw -494358.739848 + Penalty 2710.027086 = -491648.712762 nChanged 79 SP:Iteration 12Q (1633.241309 sec): 3 clusters Score: Raw -494413.693394 + Penalty 2710.027086 = -491703.666308 nChanged 62 SP:Iteration 13Q (1633.296854 sec): 3 clusters Score: Raw -494451.930794 + Penalty 2710.027086 = -491741.903708 nChanged 41 SP:Iteration 14Q (1633.355514 sec): 3 clusters Score: Raw -494474.471378 + Penalty 2710.027086 = -491764.444292 nChanged 37 SP:Iteration 15Q (1633.390999 sec): 3 clusters Score: Raw -494495.805300 + Penalty 2710.027086 = -491785.778214 nChanged 36 SP:Iteration 16Q (1633.434095 sec): 3 clusters Score: Raw -494515.528635 + Penalty 2710.027086 = -491805.501549 nChanged 26 SP:Iteration 17Q (1633.481720 sec): 3 clusters Score: Raw -494535.320519 + Penalty 2710.027086 = -491825.293433 nChanged 27 SP:Iteration 18Q (1633.505417 sec): 3 clusters Score: Raw -494550.875496 + Penalty 2710.027086 = -491840.848410 nChanged 20 SP:Iteration 19Q (1633.570309 sec): 3 clusters Score: Raw -494563.239780 + Penalty 2710.027086 = -491853.212694 nChanged 26 SP:Iteration 20F (1633.611417 sec): 3 clusters Score: Raw -494576.555065 + Penalty 2710.027086 = -491866.527979 nChanged 25 SP:Iteration 21Q (1633.654244 sec): 3 clusters Score: Raw -494589.490794 + Penalty 2710.027086 = -491879.463708 nChanged 21 SP:Iteration 22Q (1633.710440 sec): 3 clusters Score: Raw -494601.519002 + Penalty 2710.027086 = -491891.491916 nChanged 19 SP:Iteration 23Q (1633.742238 sec): 3 clusters Score: Raw -494613.934574 + Penalty 2710.027086 = -491903.907488 nChanged 18 SP:Iteration 24Q (1633.784555 sec): 3 clusters Score: Raw -494621.482440 + Penalty 2710.027086 = -491911.455354 nChanged 10 SP:Iteration 25Q (1633.830020 sec): 3 clusters Score: Raw -494625.091524 + Penalty 2710.027086 = -491915.064438 nChanged 12 SP:Iteration 26Q (1633.872934 sec): 3 clusters Score: Raw -494630.713858 + Penalty 2710.027086 = -491920.686772 nChanged 10 SP:Iteration 27Q (1633.918864 sec): 3 clusters Score: Raw -494635.944543 + Penalty 2710.027086 = -491925.917457 nChanged 9 SP:Iteration 28Q (1633.957787 sec): 3 clusters Score: Raw -494641.762974 + Penalty 2710.027086 = -491931.735888 nChanged 5 SP:Iteration 29Q (1633.995357 sec): 3 clusters Score: Raw -494643.261789 + Penalty 2710.027086 = -491933.234703 nChanged 4 SP:Iteration 30Q (1634.053806 sec): 3 clusters Score: Raw -494645.582997 + Penalty 2710.027086 = -491935.555911 nChanged 4 SP:Iteration 31Q (1634.095755 sec): 3 clusters Score: Raw -494647.774732 + Penalty 2710.027086 = -491937.747646 nChanged 4 SP:Iteration 32Q (1634.141581 sec): 3 clusters Score: Raw -494649.703776 + Penalty 2710.027086 = -491939.676690 nChanged 2 SP:Iteration 33Q (1634.180259 sec): 3 clusters Score: Raw -494650.175030 + Penalty 2710.027086 = -491940.147944 nChanged 1 SP:Iteration 34Q (1634.210970 sec): 3 clusters Score: Raw -494650.384639 + Penalty 2710.027086 = -491940.357553 nChanged 1 SP:Iteration 35Q (1634.265551 sec): 3 clusters Score: Raw -494650.661911 + Penalty 2710.027086 = -491940.634825 nChanged 0 SP:Iteration 36F (1634.315452 sec): 3 clusters Score: Raw -494650.661911 + Penalty 2710.027086 = -491940.634825 nChanged 0 Trying to split cluster 17 (2395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1634.333552 sec): 2 clusters Score: Raw -268478.527824 + Penalty 1264.435008 = -267214.092816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1634.370906 sec): 3 clusters Score: Raw -267381.454257 + Penalty 2528.870016 = -264852.584241 nChanged 873 SP:Iteration 1F (1634.413410 sec): 3 clusters Score: Raw -267923.957995 + Penalty 2528.870016 = -265395.087979 nChanged 200 SP:Iteration 2F (1634.453509 sec): 3 clusters Score: Raw -268134.990746 + Penalty 2528.870016 = -265606.120730 nChanged 173 SP:Iteration 3F (1634.493876 sec): 3 clusters Score: Raw -268387.801963 + Penalty 2528.870016 = -265858.931948 nChanged 180 SP:Iteration 4F (1634.533993 sec): 3 clusters Score: Raw -268630.348700 + Penalty 2528.870016 = -266101.478685 nChanged 169 SP:Iteration 5F (1634.580073 sec): 3 clusters Score: Raw -268845.164164 + Penalty 2528.870016 = -266316.294148 nChanged 142 SP:Iteration 6F (1634.622332 sec): 3 clusters Score: Raw -269004.047423 + Penalty 2528.870016 = -266475.177407 nChanged 87 SP:Iteration 7Q (1634.664171 sec): 3 clusters Score: Raw -269069.640527 + Penalty 2528.870016 = -266540.770512 nChanged 59 SP:Iteration 8Q (1634.709019 sec): 3 clusters Score: Raw -269106.738301 + Penalty 2528.870016 = -266577.868285 nChanged 35 SP:Iteration 9Q (1634.747433 sec): 3 clusters Score: Raw -269127.090290 + Penalty 2528.870016 = -266598.220274 nChanged 20 SP:Iteration 10Q (1634.793238 sec): 3 clusters Score: Raw -269138.283733 + Penalty 2528.870016 = -266609.413718 nChanged 14 SP:Iteration 11Q (1634.827538 sec): 3 clusters Score: Raw -269143.182567 + Penalty 2528.870016 = -266614.312552 nChanged 7 SP:Iteration 12Q (1634.876082 sec): 3 clusters Score: Raw -269145.398665 + Penalty 2528.870016 = -266616.528649 nChanged 5 SP:Iteration 13Q (1634.927147 sec): 3 clusters Score: Raw -269147.401731 + Penalty 2528.870016 = -266618.531716 nChanged 3 SP:Iteration 14Q (1634.967502 sec): 3 clusters Score: Raw -269148.590911 + Penalty 2528.870016 = -266619.720895 nChanged 1 SP:Iteration 15Q (1635.004444 sec): 3 clusters Score: Raw -269149.497894 + Penalty 2528.870016 = -266620.627879 nChanged 1 SP:Iteration 16Q (1635.043700 sec): 3 clusters Score: Raw -269149.982078 + Penalty 2528.870016 = -266621.112062 nChanged 0 SP:Iteration 17F (1635.079396 sec): 3 clusters Score: Raw -269149.982078 + Penalty 2528.870016 = -266621.112062 nChanged 0 Trying to split cluster 18 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1635.106740 sec): 2 clusters Score: Raw -52240.666494 + Penalty 995.261051 = -51245.405443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1635.109835 sec): 3 clusters Score: Raw -52240.383298 + Penalty 1990.522102 = -50249.861196 nChanged 108 SP:Iteration 1F (1635.112712 sec): 3 clusters Score: Raw -52410.108044 + Penalty 1990.522102 = -50419.585942 nChanged 20 SP:Iteration 2Q (1635.115546 sec): 3 clusters Score: Raw -52450.815085 + Penalty 1990.522102 = -50460.292983 nChanged 9 SP:Iteration 3Q (1635.118356 sec): 3 clusters Score: Raw -52466.099076 + Penalty 1990.522102 = -50475.576974 nChanged 6 SP:Iteration 4Q (1635.121160 sec): 3 clusters Score: Raw -52485.803459 + Penalty 1990.522102 = -50495.281357 nChanged 4 SP:Iteration 5Q (1635.123967 sec): 3 clusters Score: Raw -52489.314117 + Penalty 1990.522102 = -50498.792015 nChanged 4 SP:Iteration 6Q (1635.126766 sec): 3 clusters Score: Raw -52496.840551 + Penalty 1990.522102 = -50506.318449 nChanged 3 SP:Iteration 7Q (1635.129570 sec): 3 clusters Score: Raw -52501.260236 + Penalty 1990.522102 = -50510.738134 nChanged 0 SP:Iteration 8F (1635.132399 sec): 3 clusters Score: Raw -52501.260236 + Penalty 1990.522102 = -50510.738134 nChanged 0 Trying to split cluster 19 (3911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1635.158957 sec): 2 clusters Score: Raw -493490.589868 + Penalty 1344.126611 = -492146.463257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1635.210887 sec): 3 clusters Score: Raw -491591.090747 + Penalty 2688.253222 = -488902.837526 nChanged 1535 SP:Iteration 1F (1635.269463 sec): 3 clusters Score: Raw -492612.275163 + Penalty 2688.253222 = -489924.021941 nChanged 297 SP:Iteration 2F (1635.315223 sec): 3 clusters Score: Raw -492806.798743 + Penalty 2688.253222 = -490118.545521 nChanged 207 SP:Iteration 3F (1635.355934 sec): 3 clusters Score: Raw -492938.722176 + Penalty 2688.253222 = -490250.468954 nChanged 173 SP:Iteration 4Q (1635.401964 sec): 3 clusters Score: Raw -493046.555334 + Penalty 2688.253222 = -490358.302112 nChanged 152 SP:Iteration 5Q (1635.446969 sec): 3 clusters Score: Raw -493140.985958 + Penalty 2688.253222 = -490452.732736 nChanged 114 SP:Iteration 6Q (1635.502787 sec): 3 clusters Score: Raw -493214.434014 + Penalty 2688.253222 = -490526.180792 nChanged 113 SP:Iteration 7Q (1635.546698 sec): 3 clusters Score: Raw -493267.404550 + Penalty 2688.253222 = -490579.151328 nChanged 90 SP:Iteration 8Q (1635.592264 sec): 3 clusters Score: Raw -493310.309189 + Penalty 2688.253222 = -490622.055967 nChanged 88 SP:Iteration 9Q (1635.641156 sec): 3 clusters Score: Raw -493352.185039 + Penalty 2688.253222 = -490663.931817 nChanged 80 SP:Iteration 10Q (1635.687153 sec): 3 clusters Score: Raw -493388.802010 + Penalty 2688.253222 = -490700.548788 nChanged 65 SP:Iteration 11Q (1635.736697 sec): 3 clusters Score: Raw -493420.081366 + Penalty 2688.253222 = -490731.828144 nChanged 50 SP:Iteration 12Q (1635.790911 sec): 3 clusters Score: Raw -493439.056476 + Penalty 2688.253222 = -490750.803254 nChanged 48 SP:Iteration 13Q (1635.837983 sec): 3 clusters Score: Raw -493458.864646 + Penalty 2688.253222 = -490770.611424 nChanged 45 SP:Iteration 14Q (1635.888295 sec): 3 clusters Score: Raw -493478.617864 + Penalty 2688.253222 = -490790.364642 nChanged 48 SP:Iteration 15Q (1635.938112 sec): 3 clusters Score: Raw -493496.246774 + Penalty 2688.253222 = -490807.993552 nChanged 43 SP:Iteration 16Q (1635.987130 sec): 3 clusters Score: Raw -493515.709475 + Penalty 2688.253222 = -490827.456253 nChanged 46 SP:Iteration 17Q (1636.036647 sec): 3 clusters Score: Raw -493536.421885 + Penalty 2688.253222 = -490848.168663 nChanged 36 SP:Iteration 18Q (1636.093096 sec): 3 clusters Score: Raw -493552.142712 + Penalty 2688.253222 = -490863.889490 nChanged 43 SP:Iteration 19Q (1636.129946 sec): 3 clusters Score: Raw -493571.683093 + Penalty 2688.253222 = -490883.429871 nChanged 34 SP:Iteration 20F (1636.181616 sec): 3 clusters Score: Raw -493585.502057 + Penalty 2688.253222 = -490897.248835 nChanged 27 SP:Iteration 21Q (1636.215109 sec): 3 clusters Score: Raw -493595.617762 + Penalty 2688.253222 = -490907.364540 nChanged 25 SP:Iteration 22Q (1636.259971 sec): 3 clusters Score: Raw -493603.165598 + Penalty 2688.253222 = -490914.912376 nChanged 25 SP:Iteration 23Q (1636.307314 sec): 3 clusters Score: Raw -493611.224592 + Penalty 2688.253222 = -490922.971370 nChanged 19 SP:Iteration 24Q (1636.351498 sec): 3 clusters Score: Raw -493619.601229 + Penalty 2688.253222 = -490931.348008 nChanged 16 SP:Iteration 25Q (1636.399040 sec): 3 clusters Score: Raw -493626.564118 + Penalty 2688.253222 = -490938.310896 nChanged 21 SP:Iteration 26Q (1636.455225 sec): 3 clusters Score: Raw -493635.997143 + Penalty 2688.253222 = -490947.743922 nChanged 19 SP:Iteration 27Q (1636.496078 sec): 3 clusters Score: Raw -493645.279903 + Penalty 2688.253222 = -490957.026682 nChanged 28 SP:Iteration 28Q (1636.543202 sec): 3 clusters Score: Raw -493655.981282 + Penalty 2688.253222 = -490967.728060 nChanged 23 SP:Iteration 29Q (1636.592593 sec): 3 clusters Score: Raw -493663.325619 + Penalty 2688.253222 = -490975.072397 nChanged 16 SP:Iteration 30Q (1636.633802 sec): 3 clusters Score: Raw -493668.972242 + Penalty 2688.253222 = -490980.719020 nChanged 17 SP:Iteration 31Q (1636.685513 sec): 3 clusters Score: Raw -493672.986081 + Penalty 2688.253222 = -490984.732859 nChanged 9 SP:Iteration 32Q (1636.719588 sec): 3 clusters Score: Raw -493674.673177 + Penalty 2688.253222 = -490986.419955 nChanged 5 SP:Iteration 33Q (1636.771988 sec): 3 clusters Score: Raw -493676.268043 + Penalty 2688.253222 = -490988.014821 nChanged 11 SP:Iteration 34Q (1636.821687 sec): 3 clusters Score: Raw -493679.251454 + Penalty 2688.253222 = -490990.998233 nChanged 11 SP:Iteration 35Q (1636.862102 sec): 3 clusters Score: Raw -493682.204738 + Penalty 2688.253222 = -490993.951516 nChanged 8 SP:Iteration 36Q (1636.914744 sec): 3 clusters Score: Raw -493684.808905 + Penalty 2688.253222 = -490996.555683 nChanged 9 SP:Iteration 37Q (1636.962643 sec): 3 clusters Score: Raw -493688.188879 + Penalty 2688.253222 = -490999.935657 nChanged 6 SP:Iteration 38Q (1637.019506 sec): 3 clusters Score: Raw -493689.440259 + Penalty 2688.253222 = -491001.187038 nChanged 3 SP:Iteration 39Q (1637.054110 sec): 3 clusters Score: Raw -493690.614821 + Penalty 2688.253222 = -491002.361599 nChanged 9 SP:Iteration 40F (1637.099424 sec): 3 clusters Score: Raw -493694.540968 + Penalty 2688.253222 = -491006.287746 nChanged 9 SP:Iteration 41Q (1637.154309 sec): 3 clusters Score: Raw -493697.403606 + Penalty 2688.253222 = -491009.150384 nChanged 8 SP:Iteration 42Q (1637.202717 sec): 3 clusters Score: Raw -493698.863510 + Penalty 2688.253222 = -491010.610288 nChanged 5 SP:Iteration 43Q (1637.241227 sec): 3 clusters Score: Raw -493700.794137 + Penalty 2688.253222 = -491012.540916 nChanged 9 SP:Iteration 44Q (1637.280071 sec): 3 clusters Score: Raw -493702.681725 + Penalty 2688.253222 = -491014.428504 nChanged 3 SP:Iteration 45Q (1637.322308 sec): 3 clusters Score: Raw -493703.474863 + Penalty 2688.253222 = -491015.221641 nChanged 1 SP:Iteration 46Q (1637.371451 sec): 3 clusters Score: Raw -493703.887624 + Penalty 2688.253222 = -491015.634402 nChanged 1 SP:Iteration 47Q (1637.410999 sec): 3 clusters Score: Raw -493704.130624 + Penalty 2688.253222 = -491015.877402 nChanged 0 SP:Iteration 48F (1637.460723 sec): 3 clusters Score: Raw -493704.130624 + Penalty 2688.253222 = -491015.877402 nChanged 0 Trying to split cluster 20 (10821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1637.496590 sec): 2 clusters Score: Raw -1318125.201840 + Penalty 1509.502145 = -1316615.699695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1637.554466 sec): 3 clusters Score: Raw -1311972.291384 + Penalty 3019.004290 = -1308953.287094 nChanged 4696 SP:Iteration 1F (1637.621869 sec): 3 clusters Score: Raw -1314509.491045 + Penalty 3019.004290 = -1311490.486755 nChanged 599 SP:Iteration 2F (1637.672789 sec): 3 clusters Score: Raw -1314759.271080 + Penalty 3019.004290 = -1311740.266790 nChanged 513 SP:Iteration 3Q (1637.728504 sec): 3 clusters Score: Raw -1314934.524074 + Penalty 3019.004290 = -1311915.519784 nChanged 404 SP:Iteration 4Q (1637.791656 sec): 3 clusters Score: Raw -1315065.073741 + Penalty 3019.004290 = -1312046.069450 nChanged 349 SP:Iteration 5Q (1637.859263 sec): 3 clusters Score: Raw -1315183.457749 + Penalty 3019.004290 = -1312164.453459 nChanged 320 SP:Iteration 6Q (1637.929113 sec): 3 clusters Score: Raw -1315290.174793 + Penalty 3019.004290 = -1312271.170503 nChanged 313 SP:Iteration 7Q (1637.975443 sec): 3 clusters Score: Raw -1315388.869511 + Penalty 3019.004290 = -1312369.865221 nChanged 281 SP:Iteration 8Q (1638.035805 sec): 3 clusters Score: Raw -1315503.030598 + Penalty 3019.004290 = -1312484.026308 nChanged 322 SP:Iteration 9Q (1638.105817 sec): 3 clusters Score: Raw -1315627.484374 + Penalty 3019.004290 = -1312608.480084 nChanged 305 SP:Iteration 10Q (1638.149812 sec): 3 clusters Score: Raw -1315745.226330 + Penalty 3019.004290 = -1312726.222040 nChanged 312 SP:Iteration 11Q (1638.220277 sec): 3 clusters Score: Raw -1315882.967093 + Penalty 3019.004290 = -1312863.962803 nChanged 328 SP:Iteration 12Q (1638.288070 sec): 3 clusters Score: Raw -1316033.110986 + Penalty 3019.004290 = -1313014.106695 nChanged 351 SP:Iteration 13Q (1638.330358 sec): 3 clusters Score: Raw -1316194.861460 + Penalty 3019.004290 = -1313175.857170 nChanged 343 SP:Iteration 14Q (1638.393811 sec): 3 clusters Score: Raw -1316371.005192 + Penalty 3019.004290 = -1313352.000902 nChanged 357 SP:Iteration 15Q (1638.445165 sec): 3 clusters Score: Raw -1316563.355982 + Penalty 3019.004290 = -1313544.351692 nChanged 354 SP:Iteration 16Q (1638.510837 sec): 3 clusters Score: Raw -1316751.657031 + Penalty 3019.004290 = -1313732.652741 nChanged 313 SP:Iteration 17Q (1638.562068 sec): 3 clusters Score: Raw -1316883.485993 + Penalty 3019.004290 = -1313864.481703 nChanged 240 SP:Iteration 18Q (1638.618398 sec): 3 clusters Score: Raw -1316977.937322 + Penalty 3019.004290 = -1313958.933032 nChanged 209 SP:Iteration 19Q (1638.676898 sec): 3 clusters Score: Raw -1317060.330247 + Penalty 3019.004290 = -1314041.325957 nChanged 197 SP:Iteration 20F (1638.726660 sec): 3 clusters Score: Raw -1317146.998540 + Penalty 3019.004290 = -1314127.994250 nChanged 195 SP:Iteration 21Q (1638.779175 sec): 3 clusters Score: Raw -1317240.186457 + Penalty 3019.004290 = -1314221.182167 nChanged 182 SP:Iteration 22Q (1638.832271 sec): 3 clusters Score: Raw -1317310.411112 + Penalty 3019.004290 = -1314291.406822 nChanged 147 SP:Iteration 23Q (1638.895199 sec): 3 clusters Score: Raw -1317357.182744 + Penalty 3019.004290 = -1314338.178454 nChanged 116 SP:Iteration 24Q (1638.964843 sec): 3 clusters Score: Raw -1317395.467859 + Penalty 3019.004290 = -1314376.463569 nChanged 117 SP:Iteration 25Q (1639.027027 sec): 3 clusters Score: Raw -1317432.333460 + Penalty 3019.004290 = -1314413.329170 nChanged 115 SP:Iteration 26Q (1639.076028 sec): 3 clusters Score: Raw -1317466.944256 + Penalty 3019.004290 = -1314447.939966 nChanged 115 SP:Iteration 27Q (1639.141413 sec): 3 clusters Score: Raw -1317503.553024 + Penalty 3019.004290 = -1314484.548734 nChanged 110 SP:Iteration 28Q (1639.213495 sec): 3 clusters Score: Raw -1317534.835478 + Penalty 3019.004290 = -1314515.831188 nChanged 98 SP:Iteration 29Q (1639.267374 sec): 3 clusters Score: Raw -1317561.759001 + Penalty 3019.004290 = -1314542.754711 nChanged 100 SP:Iteration 30Q (1639.322978 sec): 3 clusters Score: Raw -1317591.619259 + Penalty 3019.004290 = -1314572.614968 nChanged 90 SP:Iteration 31Q (1639.381910 sec): 3 clusters Score: Raw -1317617.182580 + Penalty 3019.004290 = -1314598.178290 nChanged 80 SP:Iteration 32Q (1639.440529 sec): 3 clusters Score: Raw -1317640.040967 + Penalty 3019.004290 = -1314621.036677 nChanged 86 SP:Iteration 33Q (1639.492061 sec): 3 clusters Score: Raw -1317662.644626 + Penalty 3019.004290 = -1314643.640336 nChanged 84 SP:Iteration 34Q (1639.566240 sec): 3 clusters Score: Raw -1317690.363914 + Penalty 3019.004290 = -1314671.359624 nChanged 108 SP:Iteration 35Q (1639.622265 sec): 3 clusters Score: Raw -1317723.342626 + Penalty 3019.004290 = -1314704.338336 nChanged 102 SP:Iteration 36Q (1639.675369 sec): 3 clusters Score: Raw -1317751.708462 + Penalty 3019.004290 = -1314732.704171 nChanged 73 SP:Iteration 37Q (1639.743952 sec): 3 clusters Score: Raw -1317770.244088 + Penalty 3019.004290 = -1314751.239798 nChanged 69 SP:Iteration 38Q (1639.806042 sec): 3 clusters Score: Raw -1317787.726790 + Penalty 3019.004290 = -1314768.722500 nChanged 73 SP:Iteration 39Q (1639.866769 sec): 3 clusters Score: Raw -1317805.738581 + Penalty 3019.004290 = -1314786.734291 nChanged 64 SP:Iteration 40F (1639.928967 sec): 3 clusters Score: Raw -1317823.222176 + Penalty 3019.004290 = -1314804.217886 nChanged 62 SP:Iteration 41Q (1639.994681 sec): 3 clusters Score: Raw -1317837.962814 + Penalty 3019.004290 = -1314818.958524 nChanged 73 SP:Iteration 42Q (1640.054423 sec): 3 clusters Score: Raw -1317856.422947 + Penalty 3019.004290 = -1314837.418657 nChanged 77 SP:Iteration 43Q (1640.116206 sec): 3 clusters Score: Raw -1317878.918698 + Penalty 3019.004290 = -1314859.914408 nChanged 71 SP:Iteration 44Q (1640.158901 sec): 3 clusters Score: Raw -1317901.030447 + Penalty 3019.004290 = -1314882.026157 nChanged 76 SP:Iteration 45Q (1640.226208 sec): 3 clusters Score: Raw -1317923.172755 + Penalty 3019.004290 = -1314904.168464 nChanged 82 SP:Iteration 46Q (1640.277670 sec): 3 clusters Score: Raw -1317951.344830 + Penalty 3019.004290 = -1314932.340540 nChanged 92 SP:Iteration 47Q (1640.311598 sec): 3 clusters Score: Raw -1317980.465166 + Penalty 3019.004290 = -1314961.460876 nChanged 79 SP:Iteration 48Q (1640.370751 sec): 3 clusters Score: Raw -1318005.689617 + Penalty 3019.004290 = -1314986.685327 nChanged 63 SP:Iteration 49Q (1640.435213 sec): 3 clusters Score: Raw -1318023.413515 + Penalty 3019.004290 = -1315004.409225 nChanged 74 SP:Iteration 50Q (1640.497978 sec): 3 clusters Score: Raw -1318045.227311 + Penalty 3019.004290 = -1315026.223020 nChanged 79 SP:Iteration 51Q (1640.551720 sec): 3 clusters Score: Raw -1318066.897394 + Penalty 3019.004290 = -1315047.893104 nChanged 49 SP:Iteration 52Q (1640.602837 sec): 3 clusters Score: Raw -1318080.361580 + Penalty 3019.004290 = -1315061.357290 nChanged 50 SP:Iteration 53Q (1640.663110 sec): 3 clusters Score: Raw -1318095.352744 + Penalty 3019.004290 = -1315076.348454 nChanged 50 SP:Iteration 54Q (1640.721572 sec): 3 clusters Score: Raw -1318112.857943 + Penalty 3019.004290 = -1315093.853653 nChanged 56 SP:Iteration 55Q (1640.778793 sec): 3 clusters Score: Raw -1318128.363736 + Penalty 3019.004290 = -1315109.359446 nChanged 44 SP:Iteration 56Q (1640.839248 sec): 3 clusters Score: Raw -1318138.597845 + Penalty 3019.004290 = -1315119.593555 nChanged 42 SP:Iteration 57Q (1640.888390 sec): 3 clusters Score: Raw -1318147.188435 + Penalty 3019.004290 = -1315128.184145 nChanged 38 SP:Iteration 58Q (1640.941660 sec): 3 clusters Score: Raw -1318156.032305 + Penalty 3019.004290 = -1315137.028015 nChanged 33 SP:Iteration 59Q (1641.011310 sec): 3 clusters Score: Raw -1318163.702158 + Penalty 3019.004290 = -1315144.697868 nChanged 24 SP:Iteration 60F (1641.055277 sec): 3 clusters Score: Raw -1318168.359854 + Penalty 3019.004290 = -1315149.355564 nChanged 27 SP:Iteration 61Q (1641.116692 sec): 3 clusters Score: Raw -1318174.108558 + Penalty 3019.004290 = -1315155.104268 nChanged 24 SP:Iteration 62Q (1641.165250 sec): 3 clusters Score: Raw -1318178.899637 + Penalty 3019.004290 = -1315159.895346 nChanged 28 SP:Iteration 63Q (1641.214633 sec): 3 clusters Score: Raw -1318184.992930 + Penalty 3019.004290 = -1315165.988640 nChanged 22 SP:Iteration 64Q (1641.267473 sec): 3 clusters Score: Raw -1318189.778282 + Penalty 3019.004290 = -1315170.773991 nChanged 22 SP:Iteration 65Q (1641.326144 sec): 3 clusters Score: Raw -1318193.593819 + Penalty 3019.004290 = -1315174.589529 nChanged 20 SP:Iteration 66Q (1641.381695 sec): 3 clusters Score: Raw -1318198.373491 + Penalty 3019.004290 = -1315179.369201 nChanged 21 SP:Iteration 67Q (1641.431280 sec): 3 clusters Score: Raw -1318203.774974 + Penalty 3019.004290 = -1315184.770683 nChanged 16 SP:Iteration 68Q (1641.483925 sec): 3 clusters Score: Raw -1318206.733746 + Penalty 3019.004290 = -1315187.729456 nChanged 16 SP:Iteration 69Q (1641.544190 sec): 3 clusters Score: Raw -1318210.006596 + Penalty 3019.004290 = -1315191.002306 nChanged 15 SP:Iteration 70Q (1641.603706 sec): 3 clusters Score: Raw -1318212.894907 + Penalty 3019.004290 = -1315193.890617 nChanged 15 SP:Iteration 71Q (1641.667843 sec): 3 clusters Score: Raw -1318216.020404 + Penalty 3019.004290 = -1315197.016114 nChanged 15 SP:Iteration 72Q (1641.713930 sec): 3 clusters Score: Raw -1318219.392705 + Penalty 3019.004290 = -1315200.388414 nChanged 12 SP:Iteration 73Q (1641.768903 sec): 3 clusters Score: Raw -1318221.923044 + Penalty 3019.004290 = -1315202.918754 nChanged 17 SP:Iteration 74Q (1641.820748 sec): 3 clusters Score: Raw -1318224.804117 + Penalty 3019.004290 = -1315205.799827 nChanged 8 SP:Iteration 75Q (1641.876931 sec): 3 clusters Score: Raw -1318226.469503 + Penalty 3019.004290 = -1315207.465213 nChanged 7 SP:Iteration 76Q (1641.926621 sec): 3 clusters Score: Raw -1318227.650870 + Penalty 3019.004290 = -1315208.646580 nChanged 6 SP:Iteration 77Q (1641.985830 sec): 3 clusters Score: Raw -1318228.520411 + Penalty 3019.004290 = -1315209.516121 nChanged 4 SP:Iteration 78Q (1642.007869 sec): 3 clusters Score: Raw -1318229.448824 + Penalty 3019.004290 = -1315210.444534 nChanged 11 SP:Iteration 79Q (1642.077118 sec): 3 clusters Score: Raw -1318231.155101 + Penalty 3019.004290 = -1315212.150811 nChanged 8 SP:Iteration 80F (1642.140960 sec): 3 clusters Score: Raw -1318232.944868 + Penalty 3019.004290 = -1315213.940578 nChanged 14 SP:Iteration 81Q (1642.187157 sec): 3 clusters Score: Raw -1318236.295088 + Penalty 3019.004290 = -1315217.290798 nChanged 13 SP:Iteration 82Q (1642.249338 sec): 3 clusters Score: Raw -1318240.064030 + Penalty 3019.004290 = -1315221.059740 nChanged 12 SP:Iteration 83Q (1642.311608 sec): 3 clusters Score: Raw -1318242.835967 + Penalty 3019.004290 = -1315223.831677 nChanged 14 SP:Iteration 84Q (1642.377041 sec): 3 clusters Score: Raw -1318245.621009 + Penalty 3019.004290 = -1315226.616718 nChanged 11 SP:Iteration 85Q (1642.420710 sec): 3 clusters Score: Raw -1318248.107941 + Penalty 3019.004290 = -1315229.103651 nChanged 15 SP:Iteration 86Q (1642.472897 sec): 3 clusters Score: Raw -1318252.198480 + Penalty 3019.004290 = -1315233.194190 nChanged 16 SP:Iteration 87Q (1642.535759 sec): 3 clusters Score: Raw -1318256.776398 + Penalty 3019.004290 = -1315237.772108 nChanged 21 SP:Iteration 88Q (1642.586553 sec): 3 clusters Score: Raw -1318260.508814 + Penalty 3019.004290 = -1315241.504524 nChanged 14 SP:Iteration 89Q (1642.644185 sec): 3 clusters Score: Raw -1318263.008144 + Penalty 3019.004290 = -1315244.003854 nChanged 11 SP:Iteration 90Q (1642.695295 sec): 3 clusters Score: Raw -1318264.696680 + Penalty 3019.004290 = -1315245.692390 nChanged 13 SP:Iteration 91Q (1642.743724 sec): 3 clusters Score: Raw -1318267.219356 + Penalty 3019.004290 = -1315248.215066 nChanged 16 SP:Iteration 92Q (1642.804878 sec): 3 clusters Score: Raw -1318271.243016 + Penalty 3019.004290 = -1315252.238726 nChanged 24 SP:Iteration 93Q (1642.846695 sec): 3 clusters Score: Raw -1318276.608234 + Penalty 3019.004290 = -1315257.603944 nChanged 22 SP:Iteration 94Q (1642.922451 sec): 3 clusters Score: Raw -1318280.762307 + Penalty 3019.004290 = -1315261.758017 nChanged 22 SP:Iteration 95Q (1642.969692 sec): 3 clusters Score: Raw -1318285.230310 + Penalty 3019.004290 = -1315266.226020 nChanged 12 SP:Iteration 96Q (1643.014574 sec): 3 clusters Score: Raw -1318287.105787 + Penalty 3019.004290 = -1315268.101497 nChanged 7 SP:Iteration 97Q (1643.072173 sec): 3 clusters Score: Raw -1318288.194289 + Penalty 3019.004290 = -1315269.189999 nChanged 5 SP:Iteration 98Q (1643.135893 sec): 3 clusters Score: Raw -1318289.117679 + Penalty 3019.004290 = -1315270.113389 nChanged 6 SP:Iteration 99Q (1643.181639 sec): 3 clusters Score: Raw -1318290.245307 + Penalty 3019.004290 = -1315271.241017 nChanged 6 SP:Iteration 100F (1643.240144 sec): 3 clusters Score: Raw -1318291.448412 + Penalty 3019.004290 = -1315272.444122 nChanged 6 SP:Iteration 101Q (1643.302188 sec): 3 clusters Score: Raw -1318292.747293 + Penalty 3019.004290 = -1315273.743002 nChanged 7 SP:Iteration 102Q (1643.360404 sec): 3 clusters Score: Raw -1318294.472144 + Penalty 3019.004290 = -1315275.467854 nChanged 4 SP:Iteration 103Q (1643.410260 sec): 3 clusters Score: Raw -1318295.008968 + Penalty 3019.004290 = -1315276.004678 nChanged 2 SP:Iteration 104Q (1643.465582 sec): 3 clusters Score: Raw -1318295.384632 + Penalty 3019.004290 = -1315276.380342 nChanged 4 SP:Iteration 105Q (1643.515661 sec): 3 clusters Score: Raw -1318296.020364 + Penalty 3019.004290 = -1315277.016074 nChanged 4 SP:Iteration 106Q (1643.583217 sec): 3 clusters Score: Raw -1318296.633169 + Penalty 3019.004290 = -1315277.628879 nChanged 3 SP:Iteration 107Q (1643.621083 sec): 3 clusters Score: Raw -1318297.022193 + Penalty 3019.004290 = -1315278.017903 nChanged 3 SP:Iteration 108Q (1643.674637 sec): 3 clusters Score: Raw -1318297.571770 + Penalty 3019.004290 = -1315278.567480 nChanged 4 SP:Iteration 109Q (1643.728707 sec): 3 clusters Score: Raw -1318298.930798 + Penalty 3019.004290 = -1315279.926508 nChanged 5 SP:Iteration 110Q (1643.786218 sec): 3 clusters Score: Raw -1318299.595765 + Penalty 3019.004290 = -1315280.591475 nChanged 4 SP:Iteration 111Q (1643.848362 sec): 3 clusters Score: Raw -1318300.739502 + Penalty 3019.004290 = -1315281.735212 nChanged 4 SP:Iteration 112Q (1643.896226 sec): 3 clusters Score: Raw -1318301.640319 + Penalty 3019.004290 = -1315282.636029 nChanged 2 SP:Iteration 113Q (1643.955313 sec): 3 clusters Score: Raw -1318301.900728 + Penalty 3019.004290 = -1315282.896438 nChanged 1 SP:Iteration 114Q (1644.012420 sec): 3 clusters Score: Raw -1318301.998295 + Penalty 3019.004290 = -1315282.994005 nChanged 1 SP:Iteration 115Q (1644.064285 sec): 3 clusters Score: Raw -1318302.110268 + Penalty 3019.004290 = -1315283.105977 nChanged 3 SP:Iteration 116Q (1644.128914 sec): 3 clusters Score: Raw -1318302.602409 + Penalty 3019.004290 = -1315283.598119 nChanged 4 SP:Iteration 117Q (1644.192040 sec): 3 clusters Score: Raw -1318303.361584 + Penalty 3019.004290 = -1315284.357294 nChanged 3 SP:Iteration 118Q (1644.239940 sec): 3 clusters Score: Raw -1318303.702363 + Penalty 3019.004290 = -1315284.698073 nChanged 3 SP:Iteration 119Q (1644.300487 sec): 3 clusters Score: Raw -1318304.313681 + Penalty 3019.004290 = -1315285.309391 nChanged 7 SP:Iteration 120F (1644.365492 sec): 3 clusters Score: Raw -1318305.646600 + Penalty 3019.004290 = -1315286.642309 nChanged 9 SP:Iteration 121Q (1644.413746 sec): 3 clusters Score: Raw -1318307.206311 + Penalty 3019.004290 = -1315288.202020 nChanged 6 SP:Iteration 122Q (1644.470249 sec): 3 clusters Score: Raw -1318309.070188 + Penalty 3019.004290 = -1315290.065898 nChanged 7 SP:Iteration 123Q (1644.530907 sec): 3 clusters Score: Raw -1318310.159531 + Penalty 3019.004290 = -1315291.155241 nChanged 8 SP:Iteration 124Q (1644.585988 sec): 3 clusters Score: Raw -1318311.850089 + Penalty 3019.004290 = -1315292.845799 nChanged 9 SP:Iteration 125Q (1644.651228 sec): 3 clusters Score: Raw -1318313.441078 + Penalty 3019.004290 = -1315294.436788 nChanged 6 SP:Iteration 126Q (1644.702190 sec): 3 clusters Score: Raw -1318314.452075 + Penalty 3019.004290 = -1315295.447785 nChanged 5 SP:Iteration 127Q (1644.761937 sec): 3 clusters Score: Raw -1318315.891828 + Penalty 3019.004290 = -1315296.887538 nChanged 8 SP:Iteration 128Q (1644.818442 sec): 3 clusters Score: Raw -1318318.279946 + Penalty 3019.004290 = -1315299.275656 nChanged 9 SP:Iteration 129Q (1644.871747 sec): 3 clusters Score: Raw -1318320.024079 + Penalty 3019.004290 = -1315301.019789 nChanged 8 SP:Iteration 130Q (1644.944283 sec): 3 clusters Score: Raw -1318321.436866 + Penalty 3019.004290 = -1315302.432576 nChanged 8 SP:Iteration 131Q (1645.008533 sec): 3 clusters Score: Raw -1318323.109574 + Penalty 3019.004290 = -1315304.105284 nChanged 7 SP:Iteration 132Q (1645.068156 sec): 3 clusters Score: Raw -1318324.219682 + Penalty 3019.004290 = -1315305.215392 nChanged 4 SP:Iteration 133Q (1645.105242 sec): 3 clusters Score: Raw -1318324.931443 + Penalty 3019.004290 = -1315305.927153 nChanged 3 SP:Iteration 134Q (1645.172978 sec): 3 clusters Score: Raw -1318325.355968 + Penalty 3019.004290 = -1315306.351678 nChanged 2 SP:Iteration 135Q (1645.227306 sec): 3 clusters Score: Raw -1318325.567911 + Penalty 3019.004290 = -1315306.563621 nChanged 1 SP:Iteration 136Q (1645.284210 sec): 3 clusters Score: Raw -1318325.769872 + Penalty 3019.004290 = -1315306.765582 nChanged 4 SP:Iteration 137Q (1645.342186 sec): 3 clusters Score: Raw -1318326.518751 + Penalty 3019.004290 = -1315307.514461 nChanged 6 SP:Iteration 138Q (1645.399811 sec): 3 clusters Score: Raw -1318327.693790 + Penalty 3019.004290 = -1315308.689500 nChanged 4 SP:Iteration 139Q (1645.448204 sec): 3 clusters Score: Raw -1318328.190303 + Penalty 3019.004290 = -1315309.186013 nChanged 2 SP:Iteration 140F (1645.510889 sec): 3 clusters Score: Raw -1318328.666549 + Penalty 3019.004290 = -1315309.662259 nChanged 3 SP:Iteration 141Q (1645.580652 sec): 3 clusters Score: Raw -1318328.912577 + Penalty 3019.004290 = -1315309.908287 nChanged 1 SP:Iteration 142Q (1645.640213 sec): 3 clusters Score: Raw -1318329.165723 + Penalty 3019.004290 = -1315310.161433 nChanged 3 SP:Iteration 143Q (1645.696472 sec): 3 clusters Score: Raw -1318329.634054 + Penalty 3019.004290 = -1315310.629764 nChanged 4 SP:Iteration 144Q (1645.754793 sec): 3 clusters Score: Raw -1318330.537074 + Penalty 3019.004290 = -1315311.532784 nChanged 4 SP:Iteration 145Q (1645.812887 sec): 3 clusters Score: Raw -1318331.070274 + Penalty 3019.004290 = -1315312.065984 nChanged 6 SP:Iteration 146Q (1645.868469 sec): 3 clusters Score: Raw -1318332.129974 + Penalty 3019.004290 = -1315313.125684 nChanged 7 SP:Iteration 147Q (1645.933262 sec): 3 clusters Score: Raw -1318333.483955 + Penalty 3019.004290 = -1315314.479665 nChanged 7 SP:Iteration 148Q (1645.988477 sec): 3 clusters Score: Raw -1318335.478440 + Penalty 3019.004290 = -1315316.474150 nChanged 8 SP:Iteration 149Q (1646.038274 sec): 3 clusters Score: Raw -1318337.582529 + Penalty 3019.004290 = -1315318.578239 nChanged 11 SP:Iteration 150Q (1646.101391 sec): 3 clusters Score: Raw -1318339.894960 + Penalty 3019.004290 = -1315320.890669 nChanged 9 SP:Iteration 151Q (1646.153760 sec): 3 clusters Score: Raw -1318342.055037 + Penalty 3019.004290 = -1315323.050746 nChanged 11 SP:Iteration 152Q (1646.218070 sec): 3 clusters Score: Raw -1318344.767315 + Penalty 3019.004290 = -1315325.763024 nChanged 16 SP:Iteration 153Q (1646.272681 sec): 3 clusters Score: Raw -1318348.743387 + Penalty 3019.004290 = -1315329.739096 nChanged 12 SP:Iteration 154Q (1646.336897 sec): 3 clusters Score: Raw -1318351.370995 + Penalty 3019.004290 = -1315332.366704 nChanged 12 SP:Iteration 155Q (1646.398879 sec): 3 clusters Score: Raw -1318354.793662 + Penalty 3019.004290 = -1315335.789372 nChanged 19 SP:Iteration 156Q (1646.442704 sec): 3 clusters Score: Raw -1318359.975389 + Penalty 3019.004290 = -1315340.971099 nChanged 12 SP:Iteration 157Q (1646.509404 sec): 3 clusters Score: Raw -1318362.523544 + Penalty 3019.004290 = -1315343.519254 nChanged 6 SP:Iteration 158Q (1646.574641 sec): 3 clusters Score: Raw -1318363.591926 + Penalty 3019.004290 = -1315344.587635 nChanged 4 SP:Iteration 159Q (1646.617257 sec): 3 clusters Score: Raw -1318364.503945 + Penalty 3019.004290 = -1315345.499655 nChanged 4 SP:Iteration 160F (1646.685644 sec): 3 clusters Score: Raw -1318365.654248 + Penalty 3019.004290 = -1315346.649958 nChanged 6 SP:Iteration 161Q (1646.733855 sec): 3 clusters Score: Raw -1318366.646555 + Penalty 3019.004290 = -1315347.642265 nChanged 4 SP:Iteration 162Q (1646.784173 sec): 3 clusters Score: Raw -1318367.562438 + Penalty 3019.004290 = -1315348.558148 nChanged 2 SP:Iteration 163Q (1646.844544 sec): 3 clusters Score: Raw -1318368.102390 + Penalty 3019.004290 = -1315349.098100 nChanged 4 SP:Iteration 164Q (1646.906372 sec): 3 clusters Score: Raw -1318368.995711 + Penalty 3019.004290 = -1315349.991421 nChanged 6 SP:Iteration 165Q (1646.955031 sec): 3 clusters Score: Raw -1318370.065333 + Penalty 3019.004290 = -1315351.061043 nChanged 2 SP:Iteration 166Q (1647.013012 sec): 3 clusters Score: Raw -1318370.653637 + Penalty 3019.004290 = -1315351.649347 nChanged 4 SP:Iteration 167Q (1647.068510 sec): 3 clusters Score: Raw -1318372.167109 + Penalty 3019.004290 = -1315353.162819 nChanged 8 SP:Iteration 168Q (1647.133219 sec): 3 clusters Score: Raw -1318373.707373 + Penalty 3019.004290 = -1315354.703083 nChanged 6 SP:Iteration 169Q (1647.191555 sec): 3 clusters Score: Raw -1318374.862823 + Penalty 3019.004290 = -1315355.858533 nChanged 5 SP:Iteration 170Q (1647.237590 sec): 3 clusters Score: Raw -1318376.505163 + Penalty 3019.004290 = -1315357.500873 nChanged 5 SP:Iteration 171Q (1647.299735 sec): 3 clusters Score: Raw -1318377.948758 + Penalty 3019.004290 = -1315358.944468 nChanged 6 SP:Iteration 172Q (1647.348454 sec): 3 clusters Score: Raw -1318379.300415 + Penalty 3019.004290 = -1315360.296125 nChanged 8 SP:Iteration 173Q (1647.406753 sec): 3 clusters Score: Raw -1318381.661355 + Penalty 3019.004290 = -1315362.657064 nChanged 10 SP:Iteration 174Q (1647.455700 sec): 3 clusters Score: Raw -1318384.074182 + Penalty 3019.004290 = -1315365.069892 nChanged 5 SP:Iteration 175Q (1647.508038 sec): 3 clusters Score: Raw -1318385.666496 + Penalty 3019.004290 = -1315366.662206 nChanged 8 SP:Iteration 176Q (1647.575802 sec): 3 clusters Score: Raw -1318387.958956 + Penalty 3019.004290 = -1315368.954666 nChanged 7 SP:Iteration 177Q (1647.634135 sec): 3 clusters Score: Raw -1318389.325590 + Penalty 3019.004290 = -1315370.321300 nChanged 3 SP:Iteration 178Q (1647.684090 sec): 3 clusters Score: Raw -1318390.265411 + Penalty 3019.004290 = -1315371.261121 nChanged 6 SP:Iteration 179Q (1647.741223 sec): 3 clusters Score: Raw -1318391.875769 + Penalty 3019.004290 = -1315372.871479 nChanged 8 SP:Iteration 180F (1647.800466 sec): 3 clusters Score: Raw -1318393.871705 + Penalty 3019.004290 = -1315374.867414 nChanged 3 SP:Iteration 181Q (1647.861716 sec): 3 clusters Score: Raw -1318395.100015 + Penalty 3019.004290 = -1315376.095725 nChanged 3 SP:Iteration 182Q (1647.917073 sec): 3 clusters Score: Raw -1318395.802227 + Penalty 3019.004290 = -1315376.797937 nChanged 0 SP:Iteration 183F (1647.971627 sec): 3 clusters Score: Raw -1318395.802227 + Penalty 3019.004290 = -1315376.797937 nChanged 0 Trying to split cluster 21 (2829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1647.991026 sec): 2 clusters Score: Raw -332324.433874 + Penalty 1291.497768 = -331032.936106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1648.041500 sec): 3 clusters Score: Raw -331024.077009 + Penalty 2582.995536 = -328441.081473 nChanged 1071 SP:Iteration 1F (1648.094431 sec): 3 clusters Score: Raw -331677.040122 + Penalty 2582.995536 = -329094.044586 nChanged 220 SP:Iteration 2F (1648.136459 sec): 3 clusters Score: Raw -331842.338541 + Penalty 2582.995536 = -329259.343005 nChanged 170 SP:Iteration 3F (1648.190775 sec): 3 clusters Score: Raw -331979.266257 + Penalty 2582.995536 = -329396.270722 nChanged 160 SP:Iteration 4F (1648.232791 sec): 3 clusters Score: Raw -332120.903915 + Penalty 2582.995536 = -329537.908379 nChanged 153 SP:Iteration 5F (1648.275710 sec): 3 clusters Score: Raw -332246.404079 + Penalty 2582.995536 = -329663.408543 nChanged 125 SP:Iteration 6Q (1648.327725 sec): 3 clusters Score: Raw -332341.965286 + Penalty 2582.995536 = -329758.969750 nChanged 95 SP:Iteration 7Q (1648.375611 sec): 3 clusters Score: Raw -332414.710427 + Penalty 2582.995536 = -329831.714891 nChanged 86 SP:Iteration 8Q (1648.416662 sec): 3 clusters Score: Raw -332471.630806 + Penalty 2582.995536 = -329888.635270 nChanged 71 SP:Iteration 9Q (1648.461963 sec): 3 clusters Score: Raw -332521.997014 + Penalty 2582.995536 = -329939.001479 nChanged 66 SP:Iteration 10Q (1648.508649 sec): 3 clusters Score: Raw -332561.126112 + Penalty 2582.995536 = -329978.130577 nChanged 54 SP:Iteration 11Q (1648.557149 sec): 3 clusters Score: Raw -332594.022477 + Penalty 2582.995536 = -330011.026941 nChanged 50 SP:Iteration 12Q (1648.609228 sec): 3 clusters Score: Raw -332638.754315 + Penalty 2582.995536 = -330055.758779 nChanged 57 SP:Iteration 13Q (1648.649213 sec): 3 clusters Score: Raw -332690.490687 + Penalty 2582.995536 = -330107.495151 nChanged 56 SP:Iteration 14Q (1648.687109 sec): 3 clusters Score: Raw -332740.032860 + Penalty 2582.995536 = -330157.037324 nChanged 57 SP:Iteration 15Q (1648.728508 sec): 3 clusters Score: Raw -332778.349893 + Penalty 2582.995536 = -330195.354357 nChanged 37 SP:Iteration 16Q (1648.763742 sec): 3 clusters Score: Raw -332799.966330 + Penalty 2582.995536 = -330216.970794 nChanged 43 SP:Iteration 17Q (1648.801992 sec): 3 clusters Score: Raw -332826.303261 + Penalty 2582.995536 = -330243.307726 nChanged 39 SP:Iteration 18Q (1648.850145 sec): 3 clusters Score: Raw -332848.314384 + Penalty 2582.995536 = -330265.318848 nChanged 40 SP:Iteration 19Q (1648.891017 sec): 3 clusters Score: Raw -332878.129137 + Penalty 2582.995536 = -330295.133601 nChanged 44 SP:Iteration 20F (1648.934886 sec): 3 clusters Score: Raw -332906.273461 + Penalty 2582.995536 = -330323.277925 nChanged 45 SP:Iteration 21Q (1648.980357 sec): 3 clusters Score: Raw -332943.081380 + Penalty 2582.995536 = -330360.085844 nChanged 51 SP:Iteration 22Q (1648.993761 sec): 3 clusters Score: Raw -332989.607761 + Penalty 2582.995536 = -330406.612225 nChanged 54 SP:Iteration 23Q (1649.044883 sec): 3 clusters Score: Raw -333051.127161 + Penalty 2582.995536 = -330468.131625 nChanged 57 SP:Iteration 24Q (1649.094742 sec): 3 clusters Score: Raw -333113.085251 + Penalty 2582.995536 = -330530.089715 nChanged 56 SP:Iteration 25Q (1649.134862 sec): 3 clusters Score: Raw -333175.309433 + Penalty 2582.995536 = -330592.313897 nChanged 59 SP:Iteration 26Q (1649.177453 sec): 3 clusters Score: Raw -333233.289960 + Penalty 2582.995536 = -330650.294425 nChanged 47 SP:Iteration 27Q (1649.229803 sec): 3 clusters Score: Raw -333280.253053 + Penalty 2582.995536 = -330697.257517 nChanged 37 SP:Iteration 28Q (1649.268364 sec): 3 clusters Score: Raw -333314.440571 + Penalty 2582.995536 = -330731.445035 nChanged 39 SP:Iteration 29Q (1649.320226 sec): 3 clusters Score: Raw -333347.703566 + Penalty 2582.995536 = -330764.708030 nChanged 36 SP:Iteration 30Q (1649.369689 sec): 3 clusters Score: Raw -333380.589229 + Penalty 2582.995536 = -330797.593693 nChanged 29 SP:Iteration 31Q (1649.420479 sec): 3 clusters Score: Raw -333413.004717 + Penalty 2582.995536 = -330830.009181 nChanged 21 SP:Iteration 32Q (1649.464218 sec): 3 clusters Score: Raw -333430.241066 + Penalty 2582.995536 = -330847.245530 nChanged 8 SP:Iteration 33Q (1649.516489 sec): 3 clusters Score: Raw -333433.862510 + Penalty 2582.995536 = -330850.866975 nChanged 4 SP:Iteration 34Q (1649.548240 sec): 3 clusters Score: Raw -333435.540759 + Penalty 2582.995536 = -330852.545223 nChanged 3 SP:Iteration 35Q (1649.592105 sec): 3 clusters Score: Raw -333437.595830 + Penalty 2582.995536 = -330854.600295 nChanged 5 SP:Iteration 36Q (1649.636047 sec): 3 clusters Score: Raw -333440.428613 + Penalty 2582.995536 = -330857.433078 nChanged 5 SP:Iteration 37Q (1649.689139 sec): 3 clusters Score: Raw -333443.159936 + Penalty 2582.995536 = -330860.164400 nChanged 6 SP:Iteration 38Q (1649.730219 sec): 3 clusters Score: Raw -333446.009359 + Penalty 2582.995536 = -330863.013823 nChanged 3 SP:Iteration 39Q (1649.768467 sec): 3 clusters Score: Raw -333447.297332 + Penalty 2582.995536 = -330864.301796 nChanged 3 SP:Iteration 40F (1649.812903 sec): 3 clusters Score: Raw -333448.329960 + Penalty 2582.995536 = -330865.334424 nChanged 1 SP:Iteration 41Q (1649.846173 sec): 3 clusters Score: Raw -333449.164099 + Penalty 2582.995536 = -330866.168563 nChanged 1 SP:Iteration 42Q (1649.900111 sec): 3 clusters Score: Raw -333449.610636 + Penalty 2582.995536 = -330866.615100 nChanged 0 SP:Iteration 43F (1649.937418 sec): 3 clusters Score: Raw -333449.610636 + Penalty 2582.995536 = -330866.615100 nChanged 0 Trying to split cluster 22 (9411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1649.972082 sec): 2 clusters Score: Raw -1158379.164696 + Penalty 1486.815606 = -1156892.349090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1650.028929 sec): 3 clusters Score: Raw -1153022.430435 + Penalty 2973.631211 = -1150048.799223 nChanged 4083 SP:Iteration 1F (1650.079068 sec): 3 clusters Score: Raw -1155154.693742 + Penalty 2973.631211 = -1152181.062530 nChanged 581 SP:Iteration 2F (1650.136593 sec): 3 clusters Score: Raw -1155415.752166 + Penalty 2973.631211 = -1152442.120955 nChanged 511 SP:Iteration 3F (1650.193281 sec): 3 clusters Score: Raw -1155652.075202 + Penalty 2973.631211 = -1152678.443990 nChanged 459 SP:Iteration 4Q (1650.253709 sec): 3 clusters Score: Raw -1155877.805572 + Penalty 2973.631211 = -1152904.174361 nChanged 436 SP:Iteration 5Q (1650.307882 sec): 3 clusters Score: Raw -1156084.634586 + Penalty 2973.631211 = -1153111.003375 nChanged 411 SP:Iteration 6Q (1650.369811 sec): 3 clusters Score: Raw -1156312.791974 + Penalty 2973.631211 = -1153339.160763 nChanged 453 SP:Iteration 7Q (1650.404413 sec): 3 clusters Score: Raw -1156592.409885 + Penalty 2973.631211 = -1153618.778674 nChanged 427 SP:Iteration 8Q (1650.470020 sec): 3 clusters Score: Raw -1156898.605810 + Penalty 2973.631211 = -1153924.974599 nChanged 407 SP:Iteration 9Q (1650.524550 sec): 3 clusters Score: Raw -1157224.653086 + Penalty 2973.631211 = -1154251.021875 nChanged 380 SP:Iteration 10Q (1650.583001 sec): 3 clusters Score: Raw -1157556.142389 + Penalty 2973.631211 = -1154582.511177 nChanged 344 SP:Iteration 11Q (1650.631938 sec): 3 clusters Score: Raw -1157876.988458 + Penalty 2973.631211 = -1154903.357247 nChanged 304 SP:Iteration 12Q (1650.687208 sec): 3 clusters Score: Raw -1158124.951372 + Penalty 2973.631211 = -1155151.320161 nChanged 205 SP:Iteration 13Q (1650.739418 sec): 3 clusters Score: Raw -1158253.433961 + Penalty 2973.631211 = -1155279.802749 nChanged 146 SP:Iteration 14Q (1650.791495 sec): 3 clusters Score: Raw -1158340.062482 + Penalty 2973.631211 = -1155366.431271 nChanged 115 SP:Iteration 15Q (1650.842817 sec): 3 clusters Score: Raw -1158402.793213 + Penalty 2973.631211 = -1155429.162001 nChanged 94 SP:Iteration 16Q (1650.898694 sec): 3 clusters Score: Raw -1158444.564944 + Penalty 2973.631211 = -1155470.933732 nChanged 74 SP:Iteration 17Q (1650.956948 sec): 3 clusters Score: Raw -1158469.909193 + Penalty 2973.631211 = -1155496.277982 nChanged 48 SP:Iteration 18Q (1651.003557 sec): 3 clusters Score: Raw -1158482.008963 + Penalty 2973.631211 = -1155508.377751 nChanged 35 SP:Iteration 19Q (1651.055884 sec): 3 clusters Score: Raw -1158491.013418 + Penalty 2973.631211 = -1155517.382207 nChanged 31 SP:Iteration 20F (1651.111620 sec): 3 clusters Score: Raw -1158500.268755 + Penalty 2973.631211 = -1155526.637543 nChanged 36 SP:Iteration 21Q (1651.156662 sec): 3 clusters Score: Raw -1158510.759441 + Penalty 2973.631211 = -1155537.128230 nChanged 32 SP:Iteration 22Q (1651.206376 sec): 3 clusters Score: Raw -1158519.718815 + Penalty 2973.631211 = -1155546.087603 nChanged 31 SP:Iteration 23Q (1651.258267 sec): 3 clusters Score: Raw -1158525.958773 + Penalty 2973.631211 = -1155552.327561 nChanged 13 SP:Iteration 24Q (1651.299005 sec): 3 clusters Score: Raw -1158528.692609 + Penalty 2973.631211 = -1155555.061398 nChanged 8 SP:Iteration 25Q (1651.355494 sec): 3 clusters Score: Raw -1158530.189993 + Penalty 2973.631211 = -1155556.558781 nChanged 10 SP:Iteration 26Q (1651.403739 sec): 3 clusters Score: Raw -1158531.583260 + Penalty 2973.631211 = -1155557.952048 nChanged 4 SP:Iteration 27Q (1651.463040 sec): 3 clusters Score: Raw -1158532.106699 + Penalty 2973.631211 = -1155558.475488 nChanged 2 SP:Iteration 28Q (1651.502670 sec): 3 clusters Score: Raw -1158532.333735 + Penalty 2973.631211 = -1155558.702523 nChanged 1 SP:Iteration 29Q (1651.560179 sec): 3 clusters Score: Raw -1158532.422162 + Penalty 2973.631211 = -1155558.790951 nChanged 1 SP:Iteration 30Q (1651.625564 sec): 3 clusters Score: Raw -1158532.598066 + Penalty 2973.631211 = -1155558.966855 nChanged 2 SP:Iteration 31Q (1651.665278 sec): 3 clusters Score: Raw -1158532.870265 + Penalty 2973.631211 = -1155559.239054 nChanged 1 SP:Iteration 32Q (1651.714469 sec): 3 clusters Score: Raw -1158533.065404 + Penalty 2973.631211 = -1155559.434192 nChanged 1 SP:Iteration 33Q (1651.773444 sec): 3 clusters Score: Raw -1158533.182600 + Penalty 2973.631211 = -1155559.551389 nChanged 0 SP:Iteration 34F (1651.838066 sec): 3 clusters Score: Raw -1158533.182600 + Penalty 2973.631211 = -1155559.551389 nChanged 0 Trying to split cluster 23 (12211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1651.880019 sec): 2 clusters Score: Raw -1391924.904931 + Penalty 1529.140025 = -1390395.764906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1651.937560 sec): 3 clusters Score: Raw -1384901.783196 + Penalty 3058.280051 = -1381843.503145 nChanged 5294 SP:Iteration 1F (1651.982153 sec): 3 clusters Score: Raw -1387816.601677 + Penalty 3058.280051 = -1384758.321626 nChanged 767 SP:Iteration 2F (1652.050932 sec): 3 clusters Score: Raw -1388161.284817 + Penalty 3058.280051 = -1385103.004766 nChanged 635 SP:Iteration 3F (1652.116341 sec): 3 clusters Score: Raw -1388442.552089 + Penalty 3058.280051 = -1385384.272039 nChanged 564 SP:Iteration 4Q (1652.171839 sec): 3 clusters Score: Raw -1388694.925720 + Penalty 3058.280051 = -1385636.645669 nChanged 540 SP:Iteration 5Q (1652.218440 sec): 3 clusters Score: Raw -1388962.571513 + Penalty 3058.280051 = -1385904.291463 nChanged 561 SP:Iteration 6Q (1652.287202 sec): 3 clusters Score: Raw -1389280.576201 + Penalty 3058.280051 = -1386222.296150 nChanged 552 SP:Iteration 7Q (1652.337118 sec): 3 clusters Score: Raw -1389587.340338 + Penalty 3058.280051 = -1386529.060287 nChanged 554 SP:Iteration 8Q (1652.402978 sec): 3 clusters Score: Raw -1389934.021413 + Penalty 3058.280051 = -1386875.741362 nChanged 531 SP:Iteration 9Q (1652.456282 sec): 3 clusters Score: Raw -1390283.298723 + Penalty 3058.280051 = -1387225.018672 nChanged 524 SP:Iteration 10Q (1652.520846 sec): 3 clusters Score: Raw -1390629.493885 + Penalty 3058.280051 = -1387571.213835 nChanged 407 SP:Iteration 11Q (1652.583509 sec): 3 clusters Score: Raw -1390866.518426 + Penalty 3058.280051 = -1387808.238375 nChanged 346 SP:Iteration 12Q (1652.644901 sec): 3 clusters Score: Raw -1391029.808796 + Penalty 3058.280051 = -1387971.528745 nChanged 267 SP:Iteration 13Q (1652.702705 sec): 3 clusters Score: Raw -1391143.201849 + Penalty 3058.280051 = -1388084.921798 nChanged 209 SP:Iteration 14Q (1652.766946 sec): 3 clusters Score: Raw -1391222.003372 + Penalty 3058.280051 = -1388163.723321 nChanged 148 SP:Iteration 15Q (1652.828734 sec): 3 clusters Score: Raw -1391281.127683 + Penalty 3058.280051 = -1388222.847632 nChanged 129 SP:Iteration 16Q (1652.897686 sec): 3 clusters Score: Raw -1391324.385033 + Penalty 3058.280051 = -1388266.104982 nChanged 114 SP:Iteration 17Q (1652.963246 sec): 3 clusters Score: Raw -1391360.625452 + Penalty 3058.280051 = -1388302.345401 nChanged 108 SP:Iteration 18Q (1653.021002 sec): 3 clusters Score: Raw -1391390.184624 + Penalty 3058.280051 = -1388331.904573 nChanged 80 SP:Iteration 19Q (1653.073751 sec): 3 clusters Score: Raw -1391407.820850 + Penalty 3058.280051 = -1388349.540800 nChanged 64 SP:Iteration 20F (1653.134819 sec): 3 clusters Score: Raw -1391421.156510 + Penalty 3058.280051 = -1388362.876459 nChanged 61 SP:Iteration 21Q (1653.192359 sec): 3 clusters Score: Raw -1391437.060339 + Penalty 3058.280051 = -1388378.780289 nChanged 72 SP:Iteration 22Q (1653.251812 sec): 3 clusters Score: Raw -1391454.107018 + Penalty 3058.280051 = -1388395.826967 nChanged 59 SP:Iteration 23Q (1653.312319 sec): 3 clusters Score: Raw -1391468.030667 + Penalty 3058.280051 = -1388409.750616 nChanged 61 SP:Iteration 24Q (1653.377587 sec): 3 clusters Score: Raw -1391481.205314 + Penalty 3058.280051 = -1388422.925263 nChanged 63 SP:Iteration 25Q (1653.441033 sec): 3 clusters Score: Raw -1391494.121104 + Penalty 3058.280051 = -1388435.841054 nChanged 53 SP:Iteration 26Q (1653.484950 sec): 3 clusters Score: Raw -1391505.667208 + Penalty 3058.280051 = -1388447.387157 nChanged 51 SP:Iteration 27Q (1653.553529 sec): 3 clusters Score: Raw -1391515.623521 + Penalty 3058.280051 = -1388457.343470 nChanged 42 SP:Iteration 28Q (1653.610905 sec): 3 clusters Score: Raw -1391523.588479 + Penalty 3058.280051 = -1388465.308429 nChanged 36 SP:Iteration 29Q (1653.635632 sec): 3 clusters Score: Raw -1391532.143969 + Penalty 3058.280051 = -1388473.863918 nChanged 38 SP:Iteration 30Q (1653.701440 sec): 3 clusters Score: Raw -1391540.997911 + Penalty 3058.280051 = -1388482.717860 nChanged 43 SP:Iteration 31Q (1653.767478 sec): 3 clusters Score: Raw -1391552.192706 + Penalty 3058.280051 = -1388493.912655 nChanged 40 SP:Iteration 32Q (1653.816883 sec): 3 clusters Score: Raw -1391560.979543 + Penalty 3058.280051 = -1388502.699492 nChanged 39 SP:Iteration 33Q (1653.883473 sec): 3 clusters Score: Raw -1391568.045921 + Penalty 3058.280051 = -1388509.765870 nChanged 29 SP:Iteration 34Q (1653.949203 sec): 3 clusters Score: Raw -1391573.693706 + Penalty 3058.280051 = -1388515.413655 nChanged 26 SP:Iteration 35Q (1654.014996 sec): 3 clusters Score: Raw -1391578.112284 + Penalty 3058.280051 = -1388519.832233 nChanged 25 SP:Iteration 36Q (1654.068924 sec): 3 clusters Score: Raw -1391582.791115 + Penalty 3058.280051 = -1388524.511064 nChanged 31 SP:Iteration 37Q (1654.130051 sec): 3 clusters Score: Raw -1391588.655074 + Penalty 3058.280051 = -1388530.375023 nChanged 24 SP:Iteration 38Q (1654.185001 sec): 3 clusters Score: Raw -1391592.783263 + Penalty 3058.280051 = -1388534.503212 nChanged 22 SP:Iteration 39Q (1654.238729 sec): 3 clusters Score: Raw -1391596.421461 + Penalty 3058.280051 = -1388538.141410 nChanged 18 SP:Iteration 40F (1654.303149 sec): 3 clusters Score: Raw -1391598.838789 + Penalty 3058.280051 = -1388540.558738 nChanged 9 SP:Iteration 41Q (1654.362880 sec): 3 clusters Score: Raw -1391599.878758 + Penalty 3058.280051 = -1388541.598707 nChanged 8 SP:Iteration 42Q (1654.415479 sec): 3 clusters Score: Raw -1391600.799260 + Penalty 3058.280051 = -1388542.519209 nChanged 6 SP:Iteration 43Q (1654.475153 sec): 3 clusters Score: Raw -1391602.166880 + Penalty 3058.280051 = -1388543.886829 nChanged 11 SP:Iteration 44Q (1654.543009 sec): 3 clusters Score: Raw -1391604.211696 + Penalty 3058.280051 = -1388545.931646 nChanged 17 SP:Iteration 45Q (1654.596220 sec): 3 clusters Score: Raw -1391606.134373 + Penalty 3058.280051 = -1388547.854322 nChanged 7 SP:Iteration 46Q (1654.670965 sec): 3 clusters Score: Raw -1391606.863456 + Penalty 3058.280051 = -1388548.583405 nChanged 2 SP:Iteration 47Q (1654.717836 sec): 3 clusters Score: Raw -1391607.111939 + Penalty 3058.280051 = -1388548.831889 nChanged 5 SP:Iteration 48Q (1654.781672 sec): 3 clusters Score: Raw -1391607.579815 + Penalty 3058.280051 = -1388549.299764 nChanged 6 SP:Iteration 49Q (1654.838625 sec): 3 clusters Score: Raw -1391608.817570 + Penalty 3058.280051 = -1388550.537519 nChanged 14 SP:Iteration 50Q (1654.893349 sec): 3 clusters Score: Raw -1391611.565038 + Penalty 3058.280051 = -1388553.284988 nChanged 16 SP:Iteration 51Q (1654.948992 sec): 3 clusters Score: Raw -1391613.762410 + Penalty 3058.280051 = -1388555.482359 nChanged 13 SP:Iteration 52Q (1655.008245 sec): 3 clusters Score: Raw -1391614.967301 + Penalty 3058.280051 = -1388556.687250 nChanged 10 SP:Iteration 53Q (1655.068097 sec): 3 clusters Score: Raw -1391616.326643 + Penalty 3058.280051 = -1388558.046592 nChanged 11 SP:Iteration 54Q (1655.123992 sec): 3 clusters Score: Raw -1391617.479832 + Penalty 3058.280051 = -1388559.199781 nChanged 9 SP:Iteration 55Q (1655.181037 sec): 3 clusters Score: Raw -1391618.608522 + Penalty 3058.280051 = -1388560.328471 nChanged 8 SP:Iteration 56Q (1655.248774 sec): 3 clusters Score: Raw -1391619.382784 + Penalty 3058.280051 = -1388561.102733 nChanged 6 SP:Iteration 57Q (1655.317660 sec): 3 clusters Score: Raw -1391619.935177 + Penalty 3058.280051 = -1388561.655126 nChanged 5 SP:Iteration 58Q (1655.361615 sec): 3 clusters Score: Raw -1391620.973551 + Penalty 3058.280051 = -1388562.693500 nChanged 6 SP:Iteration 59Q (1655.413690 sec): 3 clusters Score: Raw -1391621.497989 + Penalty 3058.280051 = -1388563.217938 nChanged 5 SP:Iteration 60F (1655.481747 sec): 3 clusters Score: Raw -1391622.324043 + Penalty 3058.280051 = -1388564.043992 nChanged 10 SP:Iteration 61Q (1655.541520 sec): 3 clusters Score: Raw -1391624.010730 + Penalty 3058.280051 = -1388565.730679 nChanged 7 SP:Iteration 62Q (1655.592907 sec): 3 clusters Score: Raw -1391624.697947 + Penalty 3058.280051 = -1388566.417896 nChanged 4 SP:Iteration 63Q (1655.656469 sec): 3 clusters Score: Raw -1391625.198638 + Penalty 3058.280051 = -1388566.918588 nChanged 5 SP:Iteration 64Q (1655.709830 sec): 3 clusters Score: Raw -1391625.985038 + Penalty 3058.280051 = -1388567.704988 nChanged 6 SP:Iteration 65Q (1655.776591 sec): 3 clusters Score: Raw -1391626.859442 + Penalty 3058.280051 = -1388568.579392 nChanged 7 SP:Iteration 66Q (1655.836446 sec): 3 clusters Score: Raw -1391627.653478 + Penalty 3058.280051 = -1388569.373427 nChanged 8 SP:Iteration 67Q (1655.895302 sec): 3 clusters Score: Raw -1391629.080104 + Penalty 3058.280051 = -1388570.800053 nChanged 5 SP:Iteration 68Q (1655.957246 sec): 3 clusters Score: Raw -1391629.934069 + Penalty 3058.280051 = -1388571.654018 nChanged 7 SP:Iteration 69Q (1656.008463 sec): 3 clusters Score: Raw -1391630.779291 + Penalty 3058.280051 = -1388572.499240 nChanged 7 SP:Iteration 70Q (1656.066626 sec): 3 clusters Score: Raw -1391631.814587 + Penalty 3058.280051 = -1388573.534537 nChanged 8 SP:Iteration 71Q (1656.115691 sec): 3 clusters Score: Raw -1391632.892776 + Penalty 3058.280051 = -1388574.612725 nChanged 6 SP:Iteration 72Q (1656.186036 sec): 3 clusters Score: Raw -1391633.566525 + Penalty 3058.280051 = -1388575.286474 nChanged 11 SP:Iteration 73Q (1656.243369 sec): 3 clusters Score: Raw -1391634.587297 + Penalty 3058.280051 = -1388576.307246 nChanged 9 SP:Iteration 74Q (1656.302846 sec): 3 clusters Score: Raw -1391635.984942 + Penalty 3058.280051 = -1388577.704891 nChanged 12 SP:Iteration 75Q (1656.356975 sec): 3 clusters Score: Raw -1391638.830259 + Penalty 3058.280051 = -1388580.550209 nChanged 17 SP:Iteration 76Q (1656.421436 sec): 3 clusters Score: Raw -1391643.004403 + Penalty 3058.280051 = -1388584.724352 nChanged 20 SP:Iteration 77Q (1656.476119 sec): 3 clusters Score: Raw -1391647.247998 + Penalty 3058.280051 = -1388588.967948 nChanged 18 SP:Iteration 78Q (1656.550064 sec): 3 clusters Score: Raw -1391651.203583 + Penalty 3058.280051 = -1388592.923533 nChanged 23 SP:Iteration 79Q (1656.599754 sec): 3 clusters Score: Raw -1391656.664485 + Penalty 3058.280051 = -1388598.384434 nChanged 29 SP:Iteration 80F (1656.663339 sec): 3 clusters Score: Raw -1391663.971777 + Penalty 3058.280051 = -1388605.691727 nChanged 36 SP:Iteration 81Q (1656.722067 sec): 3 clusters Score: Raw -1391673.474468 + Penalty 3058.280051 = -1388615.194418 nChanged 29 SP:Iteration 82Q (1656.780164 sec): 3 clusters Score: Raw -1391680.887608 + Penalty 3058.280051 = -1388622.607557 nChanged 32 SP:Iteration 83Q (1656.844824 sec): 3 clusters Score: Raw -1391687.319308 + Penalty 3058.280051 = -1388629.039258 nChanged 33 SP:Iteration 84Q (1656.909629 sec): 3 clusters Score: Raw -1391696.247234 + Penalty 3058.280051 = -1388637.967184 nChanged 31 SP:Iteration 85Q (1656.958344 sec): 3 clusters Score: Raw -1391704.471818 + Penalty 3058.280051 = -1388646.191768 nChanged 33 SP:Iteration 86Q (1657.011048 sec): 3 clusters Score: Raw -1391712.658965 + Penalty 3058.280051 = -1388654.378914 nChanged 38 SP:Iteration 87Q (1657.080270 sec): 3 clusters Score: Raw -1391724.224344 + Penalty 3058.280051 = -1388665.944294 nChanged 45 SP:Iteration 88Q (1657.130033 sec): 3 clusters Score: Raw -1391737.973083 + Penalty 3058.280051 = -1388679.693032 nChanged 40 SP:Iteration 89Q (1657.187995 sec): 3 clusters Score: Raw -1391750.505189 + Penalty 3058.280051 = -1388692.225139 nChanged 59 SP:Iteration 90Q (1657.240691 sec): 3 clusters Score: Raw -1391769.089581 + Penalty 3058.280051 = -1388710.809530 nChanged 57 SP:Iteration 91Q (1657.307803 sec): 3 clusters Score: Raw -1391788.730949 + Penalty 3058.280051 = -1388730.450898 nChanged 58 SP:Iteration 92Q (1657.373849 sec): 3 clusters Score: Raw -1391806.907925 + Penalty 3058.280051 = -1388748.627874 nChanged 53 SP:Iteration 93Q (1657.424222 sec): 3 clusters Score: Raw -1391823.517382 + Penalty 3058.280051 = -1388765.237331 nChanged 49 SP:Iteration 94Q (1657.490136 sec): 3 clusters Score: Raw -1391837.882259 + Penalty 3058.280051 = -1388779.602208 nChanged 42 SP:Iteration 95Q (1657.553725 sec): 3 clusters Score: Raw -1391850.065372 + Penalty 3058.280051 = -1388791.785322 nChanged 30 SP:Iteration 96Q (1657.612680 sec): 3 clusters Score: Raw -1391860.438078 + Penalty 3058.280051 = -1388802.158027 nChanged 31 SP:Iteration 97Q (1657.670153 sec): 3 clusters Score: Raw -1391871.083130 + Penalty 3058.280051 = -1388812.803079 nChanged 33 SP:Iteration 98Q (1657.739245 sec): 3 clusters Score: Raw -1391883.985546 + Penalty 3058.280051 = -1388825.705495 nChanged 44 SP:Iteration 99Q (1657.790804 sec): 3 clusters Score: Raw -1391898.825284 + Penalty 3058.280051 = -1388840.545233 nChanged 47 SP:Iteration 100F (1657.855279 sec): 3 clusters Score: Raw -1391915.326565 + Penalty 3058.280051 = -1388857.046514 nChanged 41 SP:Iteration 101Q (1657.923241 sec): 3 clusters Score: Raw -1391927.761461 + Penalty 3058.280051 = -1388869.481411 nChanged 31 SP:Iteration 102Q (1657.984731 sec): 3 clusters Score: Raw -1391937.113125 + Penalty 3058.280051 = -1388878.833074 nChanged 31 SP:Iteration 103Q (1658.029782 sec): 3 clusters Score: Raw -1391944.866843 + Penalty 3058.280051 = -1388886.586792 nChanged 27 SP:Iteration 104Q (1658.085942 sec): 3 clusters Score: Raw -1391952.675140 + Penalty 3058.280051 = -1388894.395089 nChanged 22 SP:Iteration 105Q (1658.155498 sec): 3 clusters Score: Raw -1391959.947081 + Penalty 3058.280051 = -1388901.667030 nChanged 19 SP:Iteration 106Q (1658.210504 sec): 3 clusters Score: Raw -1391965.823967 + Penalty 3058.280051 = -1388907.543916 nChanged 19 SP:Iteration 107Q (1658.260497 sec): 3 clusters Score: Raw -1391971.380229 + Penalty 3058.280051 = -1388913.100178 nChanged 20 SP:Iteration 108Q (1658.319609 sec): 3 clusters Score: Raw -1391979.502576 + Penalty 3058.280051 = -1388921.222525 nChanged 18 SP:Iteration 109Q (1658.378591 sec): 3 clusters Score: Raw -1391985.094187 + Penalty 3058.280051 = -1388926.814136 nChanged 17 SP:Iteration 110Q (1658.429634 sec): 3 clusters Score: Raw -1391990.037483 + Penalty 3058.280051 = -1388931.757432 nChanged 14 SP:Iteration 111Q (1658.483488 sec): 3 clusters Score: Raw -1391994.803515 + Penalty 3058.280051 = -1388936.523464 nChanged 21 SP:Iteration 112Q (1658.540773 sec): 3 clusters Score: Raw -1391999.393044 + Penalty 3058.280051 = -1388941.112993 nChanged 11 SP:Iteration 113Q (1658.605735 sec): 3 clusters Score: Raw -1392001.581281 + Penalty 3058.280051 = -1388943.301230 nChanged 13 SP:Iteration 114Q (1658.671807 sec): 3 clusters Score: Raw -1392004.879680 + Penalty 3058.280051 = -1388946.599629 nChanged 13 SP:Iteration 115Q (1658.723056 sec): 3 clusters Score: Raw -1392010.081236 + Penalty 3058.280051 = -1388951.801185 nChanged 16 SP:Iteration 116Q (1658.778625 sec): 3 clusters Score: Raw -1392014.832741 + Penalty 3058.280051 = -1388956.552691 nChanged 10 SP:Iteration 117Q (1658.836261 sec): 3 clusters Score: Raw -1392017.410762 + Penalty 3058.280051 = -1388959.130711 nChanged 8 SP:Iteration 118Q (1658.892840 sec): 3 clusters Score: Raw -1392019.918305 + Penalty 3058.280051 = -1388961.638255 nChanged 10 SP:Iteration 119Q (1658.958873 sec): 3 clusters Score: Raw -1392022.458410 + Penalty 3058.280051 = -1388964.178359 nChanged 8 SP:Iteration 120F (1659.019028 sec): 3 clusters Score: Raw -1392024.242375 + Penalty 3058.280051 = -1388965.962325 nChanged 5 SP:Iteration 121Q (1659.078084 sec): 3 clusters Score: Raw -1392025.131502 + Penalty 3058.280051 = -1388966.851451 nChanged 5 SP:Iteration 122Q (1659.138745 sec): 3 clusters Score: Raw -1392026.321126 + Penalty 3058.280051 = -1388968.041075 nChanged 4 SP:Iteration 123Q (1659.186925 sec): 3 clusters Score: Raw -1392027.742362 + Penalty 3058.280051 = -1388969.462312 nChanged 1 SP:Iteration 124Q (1659.255849 sec): 3 clusters Score: Raw -1392028.100622 + Penalty 3058.280051 = -1388969.820571 nChanged 2 SP:Iteration 125Q (1659.310000 sec): 3 clusters Score: Raw -1392028.838543 + Penalty 3058.280051 = -1388970.558492 nChanged 2 SP:Iteration 126Q (1659.368139 sec): 3 clusters Score: Raw -1392029.466975 + Penalty 3058.280051 = -1388971.186924 nChanged 2 SP:Iteration 127Q (1659.429051 sec): 3 clusters Score: Raw -1392030.204505 + Penalty 3058.280051 = -1388971.924454 nChanged 4 SP:Iteration 128Q (1659.499747 sec): 3 clusters Score: Raw -1392031.266355 + Penalty 3058.280051 = -1388972.986304 nChanged 3 SP:Iteration 129Q (1659.554504 sec): 3 clusters Score: Raw -1392031.951565 + Penalty 3058.280051 = -1388973.671514 nChanged 4 SP:Iteration 130Q (1659.616392 sec): 3 clusters Score: Raw -1392033.064957 + Penalty 3058.280051 = -1388974.784907 nChanged 8 SP:Iteration 131Q (1659.669459 sec): 3 clusters Score: Raw -1392034.944459 + Penalty 3058.280051 = -1388976.664408 nChanged 7 SP:Iteration 132Q (1659.734667 sec): 3 clusters Score: Raw -1392036.330848 + Penalty 3058.280051 = -1388978.050798 nChanged 5 SP:Iteration 133Q (1659.784093 sec): 3 clusters Score: Raw -1392037.599004 + Penalty 3058.280051 = -1388979.318953 nChanged 8 SP:Iteration 134Q (1659.844101 sec): 3 clusters Score: Raw -1392039.799121 + Penalty 3058.280051 = -1388981.519070 nChanged 5 SP:Iteration 135Q (1659.902393 sec): 3 clusters Score: Raw -1392040.866575 + Penalty 3058.280051 = -1388982.586524 nChanged 4 SP:Iteration 136Q (1659.959263 sec): 3 clusters Score: Raw -1392042.231153 + Penalty 3058.280051 = -1388983.951103 nChanged 4 SP:Iteration 137Q (1660.022577 sec): 3 clusters Score: Raw -1392042.955248 + Penalty 3058.280051 = -1388984.675197 nChanged 4 SP:Iteration 138Q (1660.081944 sec): 3 clusters Score: Raw -1392043.878538 + Penalty 3058.280051 = -1388985.598488 nChanged 4 SP:Iteration 139Q (1660.140525 sec): 3 clusters Score: Raw -1392045.037455 + Penalty 3058.280051 = -1388986.757404 nChanged 5 SP:Iteration 140F (1660.206613 sec): 3 clusters Score: Raw -1392046.706370 + Penalty 3058.280051 = -1388988.426319 nChanged 6 SP:Iteration 141Q (1660.248309 sec): 3 clusters Score: Raw -1392048.580875 + Penalty 3058.280051 = -1388990.300824 nChanged 7 SP:Iteration 142Q (1660.313139 sec): 3 clusters Score: Raw -1392051.195043 + Penalty 3058.280051 = -1388992.914993 nChanged 6 SP:Iteration 143Q (1660.374620 sec): 3 clusters Score: Raw -1392052.580337 + Penalty 3058.280051 = -1388994.300287 nChanged 4 SP:Iteration 144Q (1660.421935 sec): 3 clusters Score: Raw -1392053.841365 + Penalty 3058.280051 = -1388995.561315 nChanged 5 SP:Iteration 145Q (1660.492599 sec): 3 clusters Score: Raw -1392055.441965 + Penalty 3058.280051 = -1388997.161914 nChanged 6 SP:Iteration 146Q (1660.548077 sec): 3 clusters Score: Raw -1392056.839957 + Penalty 3058.280051 = -1388998.559906 nChanged 8 SP:Iteration 147Q (1660.600570 sec): 3 clusters Score: Raw -1392060.577841 + Penalty 3058.280051 = -1389002.297790 nChanged 11 SP:Iteration 148Q (1660.658958 sec): 3 clusters Score: Raw -1392066.607327 + Penalty 3058.280051 = -1389008.327276 nChanged 11 SP:Iteration 149Q (1660.709717 sec): 3 clusters Score: Raw -1392069.966233 + Penalty 3058.280051 = -1389011.686182 nChanged 11 SP:Iteration 150Q (1660.772316 sec): 3 clusters Score: Raw -1392073.242471 + Penalty 3058.280051 = -1389014.962420 nChanged 11 SP:Iteration 151Q (1660.831941 sec): 3 clusters Score: Raw -1392077.285683 + Penalty 3058.280051 = -1389019.005632 nChanged 8 SP:Iteration 152Q (1660.883275 sec): 3 clusters Score: Raw -1392080.081105 + Penalty 3058.280051 = -1389021.801054 nChanged 12 SP:Iteration 153Q (1660.954399 sec): 3 clusters Score: Raw -1392084.716831 + Penalty 3058.280051 = -1389026.436780 nChanged 15 SP:Iteration 154Q (1661.000592 sec): 3 clusters Score: Raw -1392092.601632 + Penalty 3058.280051 = -1389034.321581 nChanged 17 SP:Iteration 155Q (1661.057219 sec): 3 clusters Score: Raw -1392099.804921 + Penalty 3058.280051 = -1389041.524870 nChanged 17 SP:Iteration 156Q (1661.107166 sec): 3 clusters Score: Raw -1392105.575680 + Penalty 3058.280051 = -1389047.295629 nChanged 13 SP:Iteration 157Q (1661.160134 sec): 3 clusters Score: Raw -1392110.430585 + Penalty 3058.280051 = -1389052.150534 nChanged 11 SP:Iteration 158Q (1661.212072 sec): 3 clusters Score: Raw -1392115.280568 + Penalty 3058.280051 = -1389057.000517 nChanged 4 SP:Iteration 159Q (1661.268164 sec): 3 clusters Score: Raw -1392116.976376 + Penalty 3058.280051 = -1389058.696325 nChanged 2 SP:Iteration 160F (1661.325858 sec): 3 clusters Score: Raw -1392117.583371 + Penalty 3058.280051 = -1389059.303320 nChanged 0 Trying to split cluster 24 (38886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1661.395233 sec): 2 clusters Score: Raw -4551481.467303 + Penalty 1717.363305 = -4549764.103999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1661.507262 sec): 3 clusters Score: Raw -4527209.737427 + Penalty 3434.726609 = -4523775.010818 nChanged 18170 SP:Iteration 1F (1661.602719 sec): 3 clusters Score: Raw -4537611.756084 + Penalty 3434.726609 = -4534177.029474 nChanged 1937 SP:Iteration 2Q (1661.718114 sec): 3 clusters Score: Raw -4538377.245620 + Penalty 3434.726609 = -4534942.519011 nChanged 1959 SP:Iteration 3F (1661.826583 sec): 3 clusters Score: Raw -4539209.717544 + Penalty 3434.726609 = -4535774.990934 nChanged 2017 SP:Iteration 4F (1661.931322 sec): 3 clusters Score: Raw -4540202.044256 + Penalty 3434.726609 = -4536767.317647 nChanged 2194 SP:Iteration 5F (1662.034155 sec): 3 clusters Score: Raw -4541473.367152 + Penalty 3434.726609 = -4538038.640543 nChanged 2296 SP:Iteration 6F (1662.146016 sec): 3 clusters Score: Raw -4542966.535127 + Penalty 3434.726609 = -4539531.808517 nChanged 2272 SP:Iteration 7F (1662.245865 sec): 3 clusters Score: Raw -4544470.384942 + Penalty 3434.726609 = -4541035.658332 nChanged 2105 SP:Iteration 8F (1662.364252 sec): 3 clusters Score: Raw -4545765.758418 + Penalty 3434.726609 = -4542331.031808 nChanged 1667 SP:Iteration 9Q (1662.458835 sec): 3 clusters Score: Raw -4546624.005872 + Penalty 3434.726609 = -4543189.279263 nChanged 1272 SP:Iteration 10Q (1662.570704 sec): 3 clusters Score: Raw -4547139.835921 + Penalty 3434.726609 = -4543705.109311 nChanged 951 SP:Iteration 11Q (1662.688057 sec): 3 clusters Score: Raw -4547488.167186 + Penalty 3434.726609 = -4544053.440576 nChanged 788 SP:Iteration 12Q (1662.804664 sec): 3 clusters Score: Raw -4547761.576371 + Penalty 3434.726609 = -4544326.849762 nChanged 676 SP:Iteration 13Q (1662.912643 sec): 3 clusters Score: Raw -4547993.956069 + Penalty 3434.726609 = -4544559.229460 nChanged 624 SP:Iteration 14Q (1663.023343 sec): 3 clusters Score: Raw -4548228.509777 + Penalty 3434.726609 = -4544793.783168 nChanged 587 SP:Iteration 15Q (1663.131098 sec): 3 clusters Score: Raw -4548454.662875 + Penalty 3434.726609 = -4545019.936266 nChanged 607 SP:Iteration 16Q (1663.236361 sec): 3 clusters Score: Raw -4548678.544181 + Penalty 3434.726609 = -4545243.817571 nChanged 522 SP:Iteration 17Q (1663.337209 sec): 3 clusters Score: Raw -4548834.277935 + Penalty 3434.726609 = -4545399.551325 nChanged 479 SP:Iteration 18Q (1663.456521 sec): 3 clusters Score: Raw -4548958.896633 + Penalty 3434.726609 = -4545524.170024 nChanged 443 SP:Iteration 19Q (1663.569715 sec): 3 clusters Score: Raw -4549070.140487 + Penalty 3434.726609 = -4545635.413878 nChanged 398 SP:Iteration 20F (1663.688233 sec): 3 clusters Score: Raw -4549153.024140 + Penalty 3434.726609 = -4545718.297531 nChanged 326 SP:Iteration 21Q (1663.797944 sec): 3 clusters Score: Raw -4549212.628553 + Penalty 3434.726609 = -4545777.901943 nChanged 279 SP:Iteration 22Q (1663.901713 sec): 3 clusters Score: Raw -4549258.265385 + Penalty 3434.726609 = -4545823.538776 nChanged 267 SP:Iteration 23Q (1664.025424 sec): 3 clusters Score: Raw -4549301.064790 + Penalty 3434.726609 = -4545866.338180 nChanged 253 SP:Iteration 24Q (1664.126915 sec): 3 clusters Score: Raw -4549343.875902 + Penalty 3434.726609 = -4545909.149292 nChanged 239 SP:Iteration 25Q (1664.235223 sec): 3 clusters Score: Raw -4549384.503354 + Penalty 3434.726609 = -4545949.776744 nChanged 229 SP:Iteration 26Q (1664.332509 sec): 3 clusters Score: Raw -4549418.195151 + Penalty 3434.726609 = -4545983.468541 nChanged 192 SP:Iteration 27Q (1664.457753 sec): 3 clusters Score: Raw -4549445.190381 + Penalty 3434.726609 = -4546010.463772 nChanged 186 SP:Iteration 28Q (1664.558574 sec): 3 clusters Score: Raw -4549471.811100 + Penalty 3434.726609 = -4546037.084490 nChanged 178 SP:Iteration 29Q (1664.662256 sec): 3 clusters Score: Raw -4549496.974434 + Penalty 3434.726609 = -4546062.247825 nChanged 195 SP:Iteration 30Q (1664.755586 sec): 3 clusters Score: Raw -4549524.832604 + Penalty 3434.726609 = -4546090.105994 nChanged 210 SP:Iteration 31Q (1664.862453 sec): 3 clusters Score: Raw -4549558.907369 + Penalty 3434.726609 = -4546124.180759 nChanged 254 SP:Iteration 32Q (1664.964655 sec): 3 clusters Score: Raw -4549604.059476 + Penalty 3434.726609 = -4546169.332867 nChanged 245 SP:Iteration 33Q (1665.060366 sec): 3 clusters Score: Raw -4549651.588023 + Penalty 3434.726609 = -4546216.861414 nChanged 262 SP:Iteration 34Q (1665.160947 sec): 3 clusters Score: Raw -4549698.349101 + Penalty 3434.726609 = -4546263.622491 nChanged 283 SP:Iteration 35Q (1665.259899 sec): 3 clusters Score: Raw -4549755.133483 + Penalty 3434.726609 = -4546320.406873 nChanged 285 SP:Iteration 36Q (1665.375149 sec): 3 clusters Score: Raw -4549820.906581 + Penalty 3434.726609 = -4546386.179971 nChanged 315 SP:Iteration 37Q (1665.487511 sec): 3 clusters Score: Raw -4549900.592861 + Penalty 3434.726609 = -4546465.866252 nChanged 374 SP:Iteration 38Q (1665.589679 sec): 3 clusters Score: Raw -4550007.540222 + Penalty 3434.726609 = -4546572.813612 nChanged 409 SP:Iteration 39Q (1665.697763 sec): 3 clusters Score: Raw -4550136.500248 + Penalty 3434.726609 = -4546701.773639 nChanged 447 SP:Iteration 40F (1665.800206 sec): 3 clusters Score: Raw -4550296.474161 + Penalty 3434.726609 = -4546861.747552 nChanged 448 SP:Iteration 41Q (1665.910232 sec): 3 clusters Score: Raw -4550464.360770 + Penalty 3434.726609 = -4547029.634160 nChanged 516 SP:Iteration 42Q (1666.006851 sec): 3 clusters Score: Raw -4550673.297013 + Penalty 3434.726609 = -4547238.570403 nChanged 501 SP:Iteration 43Q (1666.108458 sec): 3 clusters Score: Raw -4550876.378451 + Penalty 3434.726609 = -4547441.651841 nChanged 510 SP:Iteration 44Q (1666.210408 sec): 3 clusters Score: Raw -4551098.903543 + Penalty 3434.726609 = -4547664.176933 nChanged 481 SP:Iteration 45Q (1666.309757 sec): 3 clusters Score: Raw -4551300.136151 + Penalty 3434.726609 = -4547865.409542 nChanged 454 SP:Iteration 46Q (1666.403063 sec): 3 clusters Score: Raw -4551495.337129 + Penalty 3434.726609 = -4548060.610520 nChanged 434 SP:Iteration 47Q (1666.518167 sec): 3 clusters Score: Raw -4551694.767174 + Penalty 3434.726609 = -4548260.040564 nChanged 428 SP:Iteration 48Q (1666.617141 sec): 3 clusters Score: Raw -4551901.149167 + Penalty 3434.726609 = -4548466.422557 nChanged 368 SP:Iteration 49Q (1666.712676 sec): 3 clusters Score: Raw -4552069.593210 + Penalty 3434.726609 = -4548634.866601 nChanged 338 SP:Iteration 50Q (1666.820370 sec): 3 clusters Score: Raw -4552207.926705 + Penalty 3434.726609 = -4548773.200096 nChanged 272 SP:Iteration 51Q (1666.905928 sec): 3 clusters Score: Raw -4552313.422322 + Penalty 3434.726609 = -4548878.695712 nChanged 214 SP:Iteration 52Q (1667.003941 sec): 3 clusters Score: Raw -4552387.169371 + Penalty 3434.726609 = -4548952.442762 nChanged 183 SP:Iteration 53Q (1667.088061 sec): 3 clusters Score: Raw -4552446.236509 + Penalty 3434.726609 = -4549011.509899 nChanged 155 SP:Iteration 54Q (1667.173742 sec): 3 clusters Score: Raw -4552495.608926 + Penalty 3434.726609 = -4549060.882316 nChanged 108 SP:Iteration 55Q (1667.264187 sec): 3 clusters Score: Raw -4552525.818588 + Penalty 3434.726609 = -4549091.091979 nChanged 86 SP:Iteration 56Q (1667.370974 sec): 3 clusters Score: Raw -4552545.833880 + Penalty 3434.726609 = -4549111.107271 nChanged 65 SP:Iteration 57Q (1667.470160 sec): 3 clusters Score: Raw -4552559.860087 + Penalty 3434.726609 = -4549125.133477 nChanged 55 SP:Iteration 58Q (1667.568989 sec): 3 clusters Score: Raw -4552571.045826 + Penalty 3434.726609 = -4549136.319216 nChanged 46 SP:Iteration 59Q (1667.646678 sec): 3 clusters Score: Raw -4552580.053359 + Penalty 3434.726609 = -4549145.326749 nChanged 45 SP:Iteration 60F (1667.751080 sec): 3 clusters Score: Raw -4552590.289045 + Penalty 3434.726609 = -4549155.562435 nChanged 47 SP:Iteration 61Q (1667.838109 sec): 3 clusters Score: Raw -4552598.885902 + Penalty 3434.726609 = -4549164.159292 nChanged 34 SP:Iteration 62Q (1667.936801 sec): 3 clusters Score: Raw -4552605.940276 + Penalty 3434.726609 = -4549171.213666 nChanged 32 SP:Iteration 63Q (1668.033307 sec): 3 clusters Score: Raw -4552611.776047 + Penalty 3434.726609 = -4549177.049437 nChanged 25 SP:Iteration 64Q (1668.123841 sec): 3 clusters Score: Raw -4552615.705409 + Penalty 3434.726609 = -4549180.978800 nChanged 19 SP:Iteration 65Q (1668.214134 sec): 3 clusters Score: Raw -4552619.399961 + Penalty 3434.726609 = -4549184.673351 nChanged 19 SP:Iteration 66Q (1668.309489 sec): 3 clusters Score: Raw -4552622.016201 + Penalty 3434.726609 = -4549187.289591 nChanged 12 SP:Iteration 67Q (1668.415846 sec): 3 clusters Score: Raw -4552623.648224 + Penalty 3434.726609 = -4549188.921615 nChanged 12 SP:Iteration 68Q (1668.513975 sec): 3 clusters Score: Raw -4552625.973613 + Penalty 3434.726609 = -4549191.247004 nChanged 14 SP:Iteration 69Q (1668.606128 sec): 3 clusters Score: Raw -4552628.080658 + Penalty 3434.726609 = -4549193.354048 nChanged 11 SP:Iteration 70Q (1668.689005 sec): 3 clusters Score: Raw -4552629.610824 + Penalty 3434.726609 = -4549194.884215 nChanged 10 SP:Iteration 71Q (1668.802510 sec): 3 clusters Score: Raw -4552631.271158 + Penalty 3434.726609 = -4549196.544548 nChanged 10 SP:Iteration 72Q (1668.910254 sec): 3 clusters Score: Raw -4552632.667795 + Penalty 3434.726609 = -4549197.941185 nChanged 7 SP:Iteration 73Q (1669.008277 sec): 3 clusters Score: Raw -4552634.250106 + Penalty 3434.726609 = -4549199.523497 nChanged 8 SP:Iteration 74Q (1669.101406 sec): 3 clusters Score: Raw -4552635.712417 + Penalty 3434.726609 = -4549200.985808 nChanged 8 SP:Iteration 75Q (1669.203429 sec): 3 clusters Score: Raw -4552636.729754 + Penalty 3434.726609 = -4549202.003145 nChanged 6 SP:Iteration 76Q (1669.302588 sec): 3 clusters Score: Raw -4552637.643584 + Penalty 3434.726609 = -4549202.916975 nChanged 8 SP:Iteration 77Q (1669.398789 sec): 3 clusters Score: Raw -4552638.930942 + Penalty 3434.726609 = -4549204.204332 nChanged 6 SP:Iteration 78Q (1669.500570 sec): 3 clusters Score: Raw -4552640.008319 + Penalty 3434.726609 = -4549205.281709 nChanged 8 SP:Iteration 79Q (1669.589346 sec): 3 clusters Score: Raw -4552641.160815 + Penalty 3434.726609 = -4549206.434205 nChanged 5 SP:Iteration 80F (1669.688248 sec): 3 clusters Score: Raw -4552642.002663 + Penalty 3434.726609 = -4549207.276054 nChanged 3 SP:Iteration 81Q (1669.782846 sec): 3 clusters Score: Raw -4552642.371837 + Penalty 3434.726609 = -4549207.645227 nChanged 2 SP:Iteration 82Q (1669.869246 sec): 3 clusters Score: Raw -4552642.541396 + Penalty 3434.726609 = -4549207.814786 nChanged 0 SP:Iteration 83F (1669.978875 sec): 3 clusters Score: Raw -4552642.541396 + Penalty 3434.726609 = -4549207.814786 nChanged 0 Trying to split cluster 25 (47620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1670.043218 sec): 2 clusters Score: Raw -5760805.585688 + Penalty 1750.288820 = -5759055.296868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1670.174433 sec): 3 clusters Score: Raw -5730586.324688 + Penalty 3500.577639 = -5727085.747049 nChanged 22317 SP:Iteration 1F (1670.283346 sec): 3 clusters Score: Raw -5743503.970197 + Penalty 3500.577639 = -5740003.392558 nChanged 2148 SP:Iteration 2Q (1670.414971 sec): 3 clusters Score: Raw -5744346.571908 + Penalty 3500.577639 = -5740845.994269 nChanged 2261 SP:Iteration 3Q (1670.549945 sec): 3 clusters Score: Raw -5745424.658041 + Penalty 3500.577639 = -5741924.080402 nChanged 2578 SP:Iteration 4F (1670.683919 sec): 3 clusters Score: Raw -5746871.415734 + Penalty 3500.577639 = -5743370.838095 nChanged 2831 SP:Iteration 5F (1670.805589 sec): 3 clusters Score: Raw -5748665.057931 + Penalty 3500.577639 = -5745164.480292 nChanged 3109 SP:Iteration 6F (1670.929712 sec): 3 clusters Score: Raw -5750771.074844 + Penalty 3500.577639 = -5747270.497205 nChanged 3076 SP:Iteration 7F (1671.054127 sec): 3 clusters Score: Raw -5752856.719791 + Penalty 3500.577639 = -5749356.142152 nChanged 2658 SP:Iteration 8F (1671.185881 sec): 3 clusters Score: Raw -5754433.161822 + Penalty 3500.577639 = -5750932.584183 nChanged 1962 SP:Iteration 9Q (1671.306557 sec): 3 clusters Score: Raw -5755367.595652 + Penalty 3500.577639 = -5751867.018013 nChanged 1433 SP:Iteration 10Q (1671.442613 sec): 3 clusters Score: Raw -5755942.291801 + Penalty 3500.577639 = -5752441.714162 nChanged 1013 SP:Iteration 11Q (1671.560823 sec): 3 clusters Score: Raw -5756321.179000 + Penalty 3500.577639 = -5752820.601361 nChanged 842 SP:Iteration 12Q (1671.689447 sec): 3 clusters Score: Raw -5756673.635678 + Penalty 3500.577639 = -5753173.058039 nChanged 855 SP:Iteration 13Q (1671.813458 sec): 3 clusters Score: Raw -5757074.313292 + Penalty 3500.577639 = -5753573.735653 nChanged 890 SP:Iteration 14Q (1671.939388 sec): 3 clusters Score: Raw -5757531.784066 + Penalty 3500.577639 = -5754031.206427 nChanged 962 SP:Iteration 15Q (1672.062451 sec): 3 clusters Score: Raw -5758038.389612 + Penalty 3500.577639 = -5754537.811973 nChanged 908 SP:Iteration 16Q (1672.174874 sec): 3 clusters Score: Raw -5758490.387252 + Penalty 3500.577639 = -5754989.809613 nChanged 830 SP:Iteration 17Q (1672.301142 sec): 3 clusters Score: Raw -5758871.131395 + Penalty 3500.577639 = -5755370.553756 nChanged 730 SP:Iteration 18Q (1672.429793 sec): 3 clusters Score: Raw -5759197.850325 + Penalty 3500.577639 = -5755697.272686 nChanged 657 SP:Iteration 19Q (1672.545332 sec): 3 clusters Score: Raw -5759481.467668 + Penalty 3500.577639 = -5755980.890029 nChanged 568 SP:Iteration 20F (1672.673789 sec): 3 clusters Score: Raw -5759732.996636 + Penalty 3500.577639 = -5756232.418997 nChanged 540 SP:Iteration 21Q (1672.798238 sec): 3 clusters Score: Raw -5759953.517583 + Penalty 3500.577639 = -5756452.939944 nChanged 476 SP:Iteration 22Q (1672.912938 sec): 3 clusters Score: Raw -5760134.839137 + Penalty 3500.577639 = -5756634.261498 nChanged 429 SP:Iteration 23Q (1673.032804 sec): 3 clusters Score: Raw -5760282.950058 + Penalty 3500.577639 = -5756782.372419 nChanged 390 SP:Iteration 24Q (1673.150278 sec): 3 clusters Score: Raw -5760402.883829 + Penalty 3500.577639 = -5756902.306190 nChanged 348 SP:Iteration 25Q (1673.264997 sec): 3 clusters Score: Raw -5760499.013065 + Penalty 3500.577639 = -5756998.435426 nChanged 296 SP:Iteration 26Q (1673.377249 sec): 3 clusters Score: Raw -5760570.327662 + Penalty 3500.577639 = -5757069.750023 nChanged 274 SP:Iteration 27Q (1673.495631 sec): 3 clusters Score: Raw -5760628.074875 + Penalty 3500.577639 = -5757127.497236 nChanged 236 SP:Iteration 28Q (1673.609416 sec): 3 clusters Score: Raw -5760672.567976 + Penalty 3500.577639 = -5757171.990337 nChanged 202 SP:Iteration 29Q (1673.738681 sec): 3 clusters Score: Raw -5760706.817015 + Penalty 3500.577639 = -5757206.239376 nChanged 193 SP:Iteration 30Q (1673.853492 sec): 3 clusters Score: Raw -5760735.485466 + Penalty 3500.577639 = -5757234.907827 nChanged 177 SP:Iteration 31Q (1673.971570 sec): 3 clusters Score: Raw -5760765.928243 + Penalty 3500.577639 = -5757265.350604 nChanged 166 SP:Iteration 32Q (1674.089695 sec): 3 clusters Score: Raw -5760788.936073 + Penalty 3500.577639 = -5757288.358434 nChanged 127 SP:Iteration 33Q (1674.200524 sec): 3 clusters Score: Raw -5760805.165911 + Penalty 3500.577639 = -5757304.588272 nChanged 124 SP:Iteration 34Q (1674.330570 sec): 3 clusters Score: Raw -5760820.180222 + Penalty 3500.577639 = -5757319.602583 nChanged 104 SP:Iteration 35Q (1674.456189 sec): 3 clusters Score: Raw -5760833.572344 + Penalty 3500.577639 = -5757332.994705 nChanged 129 SP:Iteration 36Q (1674.546653 sec): 3 clusters Score: Raw -5760851.904368 + Penalty 3500.577639 = -5757351.326729 nChanged 142 SP:Iteration 37Q (1674.670605 sec): 3 clusters Score: Raw -5760871.614748 + Penalty 3500.577639 = -5757371.037109 nChanged 124 SP:Iteration 38Q (1674.785777 sec): 3 clusters Score: Raw -5760887.695295 + Penalty 3500.577639 = -5757387.117656 nChanged 108 SP:Iteration 39Q (1674.900222 sec): 3 clusters Score: Raw -5760900.114167 + Penalty 3500.577639 = -5757399.536528 nChanged 101 SP:Iteration 40F (1675.041852 sec): 3 clusters Score: Raw -5760912.089293 + Penalty 3500.577639 = -5757411.511654 nChanged 107 SP:Iteration 41Q (1675.162519 sec): 3 clusters Score: Raw -5760925.701136 + Penalty 3500.577639 = -5757425.123497 nChanged 103 SP:Iteration 42Q (1675.271414 sec): 3 clusters Score: Raw -5760939.031496 + Penalty 3500.577639 = -5757438.453857 nChanged 106 SP:Iteration 43Q (1675.391139 sec): 3 clusters Score: Raw -5760950.547684 + Penalty 3500.577639 = -5757449.970045 nChanged 95 SP:Iteration 44Q (1675.492696 sec): 3 clusters Score: Raw -5760961.189663 + Penalty 3500.577639 = -5757460.612024 nChanged 95 SP:Iteration 45Q (1675.604132 sec): 3 clusters Score: Raw -5760971.614574 + Penalty 3500.577639 = -5757471.036935 nChanged 91 SP:Iteration 46Q (1675.710724 sec): 3 clusters Score: Raw -5760981.274759 + Penalty 3500.577639 = -5757480.697120 nChanged 105 SP:Iteration 47Q (1675.815172 sec): 3 clusters Score: Raw -5760994.153120 + Penalty 3500.577639 = -5757493.575481 nChanged 105 SP:Iteration 48Q (1675.936262 sec): 3 clusters Score: Raw -5761007.189627 + Penalty 3500.577639 = -5757506.611988 nChanged 94 SP:Iteration 49Q (1676.047761 sec): 3 clusters Score: Raw -5761018.642552 + Penalty 3500.577639 = -5757518.064913 nChanged 103 SP:Iteration 50Q (1676.155164 sec): 3 clusters Score: Raw -5761031.701004 + Penalty 3500.577639 = -5757531.123365 nChanged 103 SP:Iteration 51Q (1676.284422 sec): 3 clusters Score: Raw -5761047.710166 + Penalty 3500.577639 = -5757547.132527 nChanged 126 SP:Iteration 52Q (1676.393813 sec): 3 clusters Score: Raw -5761069.926947 + Penalty 3500.577639 = -5757569.349308 nChanged 124 SP:Iteration 53Q (1676.512487 sec): 3 clusters Score: Raw -5761091.530811 + Penalty 3500.577639 = -5757590.953172 nChanged 133 SP:Iteration 54Q (1676.608183 sec): 3 clusters Score: Raw -5761113.375307 + Penalty 3500.577639 = -5757612.797668 nChanged 111 SP:Iteration 55Q (1676.705417 sec): 3 clusters Score: Raw -5761127.165568 + Penalty 3500.577639 = -5757626.587929 nChanged 97 SP:Iteration 56Q (1676.819812 sec): 3 clusters Score: Raw -5761139.558531 + Penalty 3500.577639 = -5757638.980892 nChanged 105 SP:Iteration 57Q (1676.936277 sec): 3 clusters Score: Raw -5761154.582753 + Penalty 3500.577639 = -5757654.005114 nChanged 99 SP:Iteration 58Q (1677.044178 sec): 3 clusters Score: Raw -5761168.992497 + Penalty 3500.577639 = -5757668.414858 nChanged 94 SP:Iteration 59Q (1677.161153 sec): 3 clusters Score: Raw -5761182.338599 + Penalty 3500.577639 = -5757681.760960 nChanged 91 SP:Iteration 60F (1677.278500 sec): 3 clusters Score: Raw -5761194.751355 + Penalty 3500.577639 = -5757694.173716 nChanged 82 SP:Iteration 61Q (1677.398311 sec): 3 clusters Score: Raw -5761205.928447 + Penalty 3500.577639 = -5757705.350808 nChanged 68 SP:Iteration 62Q (1677.509652 sec): 3 clusters Score: Raw -5761214.324276 + Penalty 3500.577639 = -5757713.746637 nChanged 77 SP:Iteration 63Q (1677.622026 sec): 3 clusters Score: Raw -5761223.562802 + Penalty 3500.577639 = -5757722.985163 nChanged 77 SP:Iteration 64Q (1677.741292 sec): 3 clusters Score: Raw -5761234.063193 + Penalty 3500.577639 = -5757733.485554 nChanged 84 SP:Iteration 65Q (1677.850833 sec): 3 clusters Score: Raw -5761245.782432 + Penalty 3500.577639 = -5757745.204793 nChanged 76 SP:Iteration 66Q (1677.966332 sec): 3 clusters Score: Raw -5761256.129978 + Penalty 3500.577639 = -5757755.552339 nChanged 69 SP:Iteration 67Q (1678.087174 sec): 3 clusters Score: Raw -5761265.793388 + Penalty 3500.577639 = -5757765.215749 nChanged 71 SP:Iteration 68Q (1678.196323 sec): 3 clusters Score: Raw -5761276.796833 + Penalty 3500.577639 = -5757776.219194 nChanged 74 SP:Iteration 69Q (1678.304044 sec): 3 clusters Score: Raw -5761286.583025 + Penalty 3500.577639 = -5757786.005386 nChanged 59 SP:Iteration 70Q (1678.426088 sec): 3 clusters Score: Raw -5761293.200992 + Penalty 3500.577639 = -5757792.623353 nChanged 66 SP:Iteration 71Q (1678.538915 sec): 3 clusters Score: Raw -5761302.395847 + Penalty 3500.577639 = -5757801.818208 nChanged 80 SP:Iteration 72Q (1678.640252 sec): 3 clusters Score: Raw -5761312.688254 + Penalty 3500.577639 = -5757812.110615 nChanged 65 SP:Iteration 73Q (1678.756886 sec): 3 clusters Score: Raw -5761321.014642 + Penalty 3500.577639 = -5757820.437003 nChanged 55 SP:Iteration 74Q (1678.862085 sec): 3 clusters Score: Raw -5761328.081893 + Penalty 3500.577639 = -5757827.504254 nChanged 56 SP:Iteration 75Q (1678.978862 sec): 3 clusters Score: Raw -5761335.493789 + Penalty 3500.577639 = -5757834.916150 nChanged 68 SP:Iteration 76Q (1679.082347 sec): 3 clusters Score: Raw -5761345.229228 + Penalty 3500.577639 = -5757844.651589 nChanged 72 SP:Iteration 77Q (1679.193696 sec): 3 clusters Score: Raw -5761354.777518 + Penalty 3500.577639 = -5757854.199879 nChanged 63 SP:Iteration 78Q (1679.305236 sec): 3 clusters Score: Raw -5761363.646154 + Penalty 3500.577639 = -5757863.068515 nChanged 65 SP:Iteration 79Q (1679.405409 sec): 3 clusters Score: Raw -5761373.798744 + Penalty 3500.577639 = -5757873.221105 nChanged 72 SP:Iteration 80F (1679.535497 sec): 3 clusters Score: Raw -5761383.825279 + Penalty 3500.577639 = -5757883.247640 nChanged 83 SP:Iteration 81Q (1679.646206 sec): 3 clusters Score: Raw -5761395.000296 + Penalty 3500.577639 = -5757894.422657 nChanged 72 SP:Iteration 82Q (1679.761438 sec): 3 clusters Score: Raw -5761404.998677 + Penalty 3500.577639 = -5757904.421038 nChanged 74 SP:Iteration 83Q (1679.872522 sec): 3 clusters Score: Raw -5761416.496818 + Penalty 3500.577639 = -5757915.919179 nChanged 79 SP:Iteration 84Q (1679.983070 sec): 3 clusters Score: Raw -5761427.844362 + Penalty 3500.577639 = -5757927.266723 nChanged 67 SP:Iteration 85Q (1680.087726 sec): 3 clusters Score: Raw -5761436.796850 + Penalty 3500.577639 = -5757936.219211 nChanged 54 SP:Iteration 86Q (1680.183009 sec): 3 clusters Score: Raw -5761443.911882 + Penalty 3500.577639 = -5757943.334243 nChanged 56 SP:Iteration 87Q (1680.303608 sec): 3 clusters Score: Raw -5761451.251259 + Penalty 3500.577639 = -5757950.673620 nChanged 49 SP:Iteration 88Q (1680.423012 sec): 3 clusters Score: Raw -5761456.628422 + Penalty 3500.577639 = -5757956.050783 nChanged 50 SP:Iteration 89Q (1680.522472 sec): 3 clusters Score: Raw -5761463.755175 + Penalty 3500.577639 = -5757963.177536 nChanged 54 SP:Iteration 90Q (1680.625633 sec): 3 clusters Score: Raw -5761471.393569 + Penalty 3500.577639 = -5757970.815930 nChanged 49 SP:Iteration 91Q (1680.725455 sec): 3 clusters Score: Raw -5761477.760236 + Penalty 3500.577639 = -5757977.182597 nChanged 37 SP:Iteration 92Q (1680.852950 sec): 3 clusters Score: Raw -5761482.436157 + Penalty 3500.577639 = -5757981.858518 nChanged 28 SP:Iteration 93Q (1680.963787 sec): 3 clusters Score: Raw -5761485.993821 + Penalty 3500.577639 = -5757985.416182 nChanged 32 SP:Iteration 94Q (1681.071582 sec): 3 clusters Score: Raw -5761490.213969 + Penalty 3500.577639 = -5757989.636330 nChanged 29 SP:Iteration 95Q (1681.190662 sec): 3 clusters Score: Raw -5761494.110555 + Penalty 3500.577639 = -5757993.532916 nChanged 25 SP:Iteration 96Q (1681.291912 sec): 3 clusters Score: Raw -5761497.194233 + Penalty 3500.577639 = -5757996.616594 nChanged 28 SP:Iteration 97Q (1681.400457 sec): 3 clusters Score: Raw -5761500.228937 + Penalty 3500.577639 = -5757999.651298 nChanged 21 SP:Iteration 98Q (1681.513160 sec): 3 clusters Score: Raw -5761502.105184 + Penalty 3500.577639 = -5758001.527545 nChanged 14 SP:Iteration 99Q (1681.626107 sec): 3 clusters Score: Raw -5761503.016958 + Penalty 3500.577639 = -5758002.439319 nChanged 14 SP:Iteration 100F (1681.738916 sec): 3 clusters Score: Raw -5761504.705158 + Penalty 3500.577639 = -5758004.127519 nChanged 21 SP:Iteration 101Q (1681.860309 sec): 3 clusters Score: Raw -5761506.761301 + Penalty 3500.577639 = -5758006.183662 nChanged 17 SP:Iteration 102Q (1681.961184 sec): 3 clusters Score: Raw -5761508.151901 + Penalty 3500.577639 = -5758007.574262 nChanged 13 SP:Iteration 103Q (1682.089981 sec): 3 clusters Score: Raw -5761509.245851 + Penalty 3500.577639 = -5758008.668212 nChanged 15 SP:Iteration 104Q (1682.202951 sec): 3 clusters Score: Raw -5761510.577887 + Penalty 3500.577639 = -5758010.000248 nChanged 13 SP:Iteration 105Q (1682.301563 sec): 3 clusters Score: Raw -5761511.747632 + Penalty 3500.577639 = -5758011.169993 nChanged 13 SP:Iteration 106Q (1682.411151 sec): 3 clusters Score: Raw -5761512.744144 + Penalty 3500.577639 = -5758012.166505 nChanged 8 SP:Iteration 107Q (1682.511598 sec): 3 clusters Score: Raw -5761513.356423 + Penalty 3500.577639 = -5758012.778784 nChanged 11 SP:Iteration 108Q (1682.642556 sec): 3 clusters Score: Raw -5761514.291241 + Penalty 3500.577639 = -5758013.713602 nChanged 11 SP:Iteration 109Q (1682.756520 sec): 3 clusters Score: Raw -5761515.086904 + Penalty 3500.577639 = -5758014.509265 nChanged 12 SP:Iteration 110Q (1682.851322 sec): 3 clusters Score: Raw -5761515.779787 + Penalty 3500.577639 = -5758015.202148 nChanged 13 SP:Iteration 111Q (1682.977846 sec): 3 clusters Score: Raw -5761516.940289 + Penalty 3500.577639 = -5758016.362650 nChanged 15 SP:Iteration 112Q (1683.070084 sec): 3 clusters Score: Raw -5761518.098619 + Penalty 3500.577639 = -5758017.520980 nChanged 15 SP:Iteration 113Q (1683.173938 sec): 3 clusters Score: Raw -5761519.735606 + Penalty 3500.577639 = -5758019.157967 nChanged 17 SP:Iteration 114Q (1683.273457 sec): 3 clusters Score: Raw -5761521.513204 + Penalty 3500.577639 = -5758020.935565 nChanged 21 SP:Iteration 115Q (1683.374311 sec): 3 clusters Score: Raw -5761523.648802 + Penalty 3500.577639 = -5758023.071163 nChanged 19 SP:Iteration 116Q (1683.493496 sec): 3 clusters Score: Raw -5761525.698581 + Penalty 3500.577639 = -5758025.120942 nChanged 23 SP:Iteration 117Q (1683.603849 sec): 3 clusters Score: Raw -5761527.838082 + Penalty 3500.577639 = -5758027.260443 nChanged 20 SP:Iteration 118Q (1683.709702 sec): 3 clusters Score: Raw -5761530.046666 + Penalty 3500.577639 = -5758029.469027 nChanged 21 SP:Iteration 119Q (1683.817012 sec): 3 clusters Score: Raw -5761532.522862 + Penalty 3500.577639 = -5758031.945223 nChanged 17 SP:Iteration 120F (1683.946188 sec): 3 clusters Score: Raw -5761534.307532 + Penalty 3500.577639 = -5758033.729893 nChanged 12 SP:Iteration 121Q (1684.057902 sec): 3 clusters Score: Raw -5761535.607568 + Penalty 3500.577639 = -5758035.029929 nChanged 13 SP:Iteration 122Q (1684.158126 sec): 3 clusters Score: Raw -5761537.479847 + Penalty 3500.577639 = -5758036.902208 nChanged 14 SP:Iteration 123Q (1684.288088 sec): 3 clusters Score: Raw -5761539.038987 + Penalty 3500.577639 = -5758038.461348 nChanged 16 SP:Iteration 124Q (1684.401420 sec): 3 clusters Score: Raw -5761540.775870 + Penalty 3500.577639 = -5758040.198231 nChanged 20 SP:Iteration 125Q (1684.511199 sec): 3 clusters Score: Raw -5761543.549615 + Penalty 3500.577639 = -5758042.971976 nChanged 21 SP:Iteration 126Q (1684.618716 sec): 3 clusters Score: Raw -5761545.976858 + Penalty 3500.577639 = -5758045.399219 nChanged 15 SP:Iteration 127Q (1684.746071 sec): 3 clusters Score: Raw -5761547.648465 + Penalty 3500.577639 = -5758047.070826 nChanged 10 SP:Iteration 128Q (1684.845765 sec): 3 clusters Score: Raw -5761548.609396 + Penalty 3500.577639 = -5758048.031757 nChanged 11 SP:Iteration 129Q (1684.971815 sec): 3 clusters Score: Raw -5761549.501006 + Penalty 3500.577639 = -5758048.923367 nChanged 8 SP:Iteration 130Q (1685.082062 sec): 3 clusters Score: Raw -5761550.190777 + Penalty 3500.577639 = -5758049.613138 nChanged 8 SP:Iteration 131Q (1685.186562 sec): 3 clusters Score: Raw -5761550.758771 + Penalty 3500.577639 = -5758050.181132 nChanged 5 SP:Iteration 132Q (1685.294407 sec): 3 clusters Score: Raw -5761551.001934 + Penalty 3500.577639 = -5758050.424295 nChanged 2 SP:Iteration 133Q (1685.411185 sec): 3 clusters Score: Raw -5761551.196975 + Penalty 3500.577639 = -5758050.619336 nChanged 5 SP:Iteration 134Q (1685.513004 sec): 3 clusters Score: Raw -5761551.534659 + Penalty 3500.577639 = -5758050.957020 nChanged 2 SP:Iteration 135Q (1685.630773 sec): 3 clusters Score: Raw -5761551.775762 + Penalty 3500.577639 = -5758051.198123 nChanged 3 SP:Iteration 136Q (1685.734742 sec): 3 clusters Score: Raw -5761552.400209 + Penalty 3500.577639 = -5758051.822570 nChanged 9 SP:Iteration 137Q (1685.845626 sec): 3 clusters Score: Raw -5761553.315613 + Penalty 3500.577639 = -5758052.737974 nChanged 7 SP:Iteration 138Q (1685.941893 sec): 3 clusters Score: Raw -5761554.159524 + Penalty 3500.577639 = -5758053.581885 nChanged 7 SP:Iteration 139Q (1686.045742 sec): 3 clusters Score: Raw -5761555.250098 + Penalty 3500.577639 = -5758054.672459 nChanged 12 SP:Iteration 140F (1686.170611 sec): 3 clusters Score: Raw -5761557.069171 + Penalty 3500.577639 = -5758056.491532 nChanged 14 SP:Iteration 141Q (1686.277745 sec): 3 clusters Score: Raw -5761558.417629 + Penalty 3500.577639 = -5758057.839990 nChanged 10 SP:Iteration 142Q (1686.388203 sec): 3 clusters Score: Raw -5761559.094619 + Penalty 3500.577639 = -5758058.516980 nChanged 6 SP:Iteration 143Q (1686.509196 sec): 3 clusters Score: Raw -5761560.046295 + Penalty 3500.577639 = -5758059.468656 nChanged 11 SP:Iteration 144Q (1686.613086 sec): 3 clusters Score: Raw -5761561.367278 + Penalty 3500.577639 = -5758060.789639 nChanged 11 SP:Iteration 145Q (1686.729904 sec): 3 clusters Score: Raw -5761562.770628 + Penalty 3500.577639 = -5758062.192989 nChanged 12 SP:Iteration 146Q (1686.833177 sec): 3 clusters Score: Raw -5761564.391569 + Penalty 3500.577639 = -5758063.813930 nChanged 13 SP:Iteration 147Q (1686.938745 sec): 3 clusters Score: Raw -5761565.942545 + Penalty 3500.577639 = -5758065.364906 nChanged 14 SP:Iteration 148Q (1687.056978 sec): 3 clusters Score: Raw -5761567.276613 + Penalty 3500.577639 = -5758066.698974 nChanged 11 SP:Iteration 149Q (1687.160623 sec): 3 clusters Score: Raw -5761568.371084 + Penalty 3500.577639 = -5758067.793445 nChanged 11 SP:Iteration 150Q (1687.275560 sec): 3 clusters Score: Raw -5761569.483992 + Penalty 3500.577639 = -5758068.906353 nChanged 8 SP:Iteration 151Q (1687.377700 sec): 3 clusters Score: Raw -5761570.293805 + Penalty 3500.577639 = -5758069.716166 nChanged 5 SP:Iteration 152Q (1687.480261 sec): 3 clusters Score: Raw -5761570.632431 + Penalty 3500.577639 = -5758070.054792 nChanged 2 SP:Iteration 153Q (1687.588582 sec): 3 clusters Score: Raw -5761570.739037 + Penalty 3500.577639 = -5758070.161398 nChanged 3 SP:Iteration 154Q (1687.700357 sec): 3 clusters Score: Raw -5761571.022655 + Penalty 3500.577639 = -5758070.445016 nChanged 4 SP:Iteration 155Q (1687.799999 sec): 3 clusters Score: Raw -5761571.604593 + Penalty 3500.577639 = -5758071.026954 nChanged 7 SP:Iteration 156Q (1687.915906 sec): 3 clusters Score: Raw -5761572.356242 + Penalty 3500.577639 = -5758071.778603 nChanged 8 SP:Iteration 157Q (1688.030570 sec): 3 clusters Score: Raw -5761573.242807 + Penalty 3500.577639 = -5758072.665168 nChanged 7 SP:Iteration 158Q (1688.111959 sec): 3 clusters Score: Raw -5761573.991138 + Penalty 3500.577639 = -5758073.413499 nChanged 9 SP:Iteration 159Q (1688.226406 sec): 3 clusters Score: Raw -5761574.843813 + Penalty 3500.577639 = -5758074.266174 nChanged 10 SP:Iteration 160F (1688.336649 sec): 3 clusters Score: Raw -5761575.783940 + Penalty 3500.577639 = -5758075.206301 nChanged 6 SP:Iteration 161Q (1688.462573 sec): 3 clusters Score: Raw -5761576.195265 + Penalty 3500.577639 = -5758075.617626 nChanged 5 SP:Iteration 162Q (1688.574035 sec): 3 clusters Score: Raw -5761576.582515 + Penalty 3500.577639 = -5758076.004876 nChanged 4 SP:Iteration 163Q (1688.682640 sec): 3 clusters Score: Raw -5761576.782257 + Penalty 3500.577639 = -5758076.204618 nChanged 3 SP:Iteration 164Q (1688.786793 sec): 3 clusters Score: Raw -5761576.974912 + Penalty 3500.577639 = -5758076.397273 nChanged 3 SP:Iteration 165Q (1688.891241 sec): 3 clusters Score: Raw -5761577.284431 + Penalty 3500.577639 = -5758076.706792 nChanged 3 SP:Iteration 166Q (1688.994912 sec): 3 clusters Score: Raw -5761577.547734 + Penalty 3500.577639 = -5758076.970095 nChanged 5 SP:Iteration 167Q (1689.114891 sec): 3 clusters Score: Raw -5761577.984526 + Penalty 3500.577639 = -5758077.406887 nChanged 2 SP:Iteration 168Q (1689.236168 sec): 3 clusters Score: Raw -5761578.170177 + Penalty 3500.577639 = -5758077.592538 nChanged 3 SP:Iteration 169Q (1689.350526 sec): 3 clusters Score: Raw -5761578.421428 + Penalty 3500.577639 = -5758077.843789 nChanged 1 SP:Iteration 170Q (1689.448711 sec): 3 clusters Score: Raw -5761578.487673 + Penalty 3500.577639 = -5758077.910034 nChanged 1 SP:Iteration 171Q (1689.557327 sec): 3 clusters Score: Raw -5761578.563872 + Penalty 3500.577639 = -5758077.986233 nChanged 1 SP:Iteration 172Q (1689.662527 sec): 3 clusters Score: Raw -5761578.664062 + Penalty 3500.577639 = -5758078.086423 nChanged 3 SP:Iteration 173Q (1689.772915 sec): 3 clusters Score: Raw -5761578.870371 + Penalty 3500.577639 = -5758078.292732 nChanged 1 SP:Iteration 174Q (1689.877864 sec): 3 clusters Score: Raw -5761578.967660 + Penalty 3500.577639 = -5758078.390021 nChanged 1 SP:Iteration 175Q (1689.983431 sec): 3 clusters Score: Raw -5761579.012973 + Penalty 3500.577639 = -5758078.435334 nChanged 0 SP:Iteration 176F (1690.121274 sec): 3 clusters Score: Raw -5761579.012973 + Penalty 3500.577639 = -5758078.435334 nChanged 0 Iteration 259Q (1693.554668 sec): 26 clusters Score: Raw -51879013.060031 + Penalty 52765.086567 = -51826247.973463 nChanged 7 Iteration 260F (1701.157300 sec): 26 clusters Score: Raw -51879013.226388 + Penalty 52765.086567 = -51826248.139821 nChanged 5 Iteration 261Q (1704.540605 sec): 26 clusters Score: Raw -51879013.310238 + Penalty 52765.086567 = -51826248.223671 nChanged 6 Iteration 262Q (1707.913164 sec): 26 clusters Score: Raw -51879013.394988 + Penalty 52765.086567 = -51826248.308421 nChanged 2 Iteration 263Q (1711.246111 sec): 26 clusters Score: Raw -51879013.434077 + Penalty 52765.086567 = -51826248.347509 nChanged 0 Iteration 264F (1718.903605 sec): 26 clusters Score: Raw -51879013.434077 + Penalty 52765.086567 = -51826248.347509 nChanged 0 Compute initial score before splitting: Score: Raw -51879013.434077 + Penalty 52765.086567 = -51826248.347509 Trying to split cluster 1 (9867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1718.995807 sec): 2 clusters Score: Raw -1190586.177933 + Penalty 1494.504559 = -1189091.673373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1719.057208 sec): 3 clusters Score: Raw -1184967.476476 + Penalty 2989.009119 = -1181978.467358 nChanged 4295 SP:Iteration 1F (1719.113788 sec): 3 clusters Score: Raw -1187306.317205 + Penalty 2989.009119 = -1184317.308086 nChanged 674 SP:Iteration 2F (1719.168955 sec): 3 clusters Score: Raw -1187660.013711 + Penalty 2989.009119 = -1184671.004592 nChanged 622 SP:Iteration 3F (1719.219166 sec): 3 clusters Score: Raw -1187998.730511 + Penalty 2989.009119 = -1185009.721392 nChanged 620 SP:Iteration 4F (1719.273599 sec): 3 clusters Score: Raw -1188387.478222 + Penalty 2989.009119 = -1185398.469103 nChanged 619 SP:Iteration 5F (1719.335309 sec): 3 clusters Score: Raw -1188821.629285 + Penalty 2989.009119 = -1185832.620166 nChanged 627 SP:Iteration 6F (1719.396869 sec): 3 clusters Score: Raw -1189314.024513 + Penalty 2989.009119 = -1186325.015394 nChanged 546 SP:Iteration 7F (1719.442597 sec): 3 clusters Score: Raw -1189753.231984 + Penalty 2989.009119 = -1186764.222865 nChanged 468 SP:Iteration 8Q (1719.505621 sec): 3 clusters Score: Raw -1190129.098160 + Penalty 2989.009119 = -1187140.089041 nChanged 379 SP:Iteration 9Q (1719.567744 sec): 3 clusters Score: Raw -1190440.268525 + Penalty 2989.009119 = -1187451.259406 nChanged 251 SP:Iteration 10Q (1719.630142 sec): 3 clusters Score: Raw -1190644.161272 + Penalty 2989.009119 = -1187655.152153 nChanged 173 SP:Iteration 11Q (1719.677907 sec): 3 clusters Score: Raw -1190778.010037 + Penalty 2989.009119 = -1187789.000918 nChanged 111 SP:Iteration 12Q (1719.720710 sec): 3 clusters Score: Raw -1190857.489257 + Penalty 2989.009119 = -1187868.480138 nChanged 69 SP:Iteration 13Q (1719.783548 sec): 3 clusters Score: Raw -1190905.503630 + Penalty 2989.009119 = -1187916.494512 nChanged 47 SP:Iteration 14Q (1719.843354 sec): 3 clusters Score: Raw -1190931.845930 + Penalty 2989.009119 = -1187942.836811 nChanged 32 SP:Iteration 15Q (1719.892241 sec): 3 clusters Score: Raw -1190953.535773 + Penalty 2989.009119 = -1187964.526654 nChanged 27 SP:Iteration 16Q (1719.951862 sec): 3 clusters Score: Raw -1190972.735791 + Penalty 2989.009119 = -1187983.726673 nChanged 18 SP:Iteration 17Q (1720.008201 sec): 3 clusters Score: Raw -1190983.511110 + Penalty 2989.009119 = -1187994.501991 nChanged 12 SP:Iteration 18Q (1720.061056 sec): 3 clusters Score: Raw -1190992.392306 + Penalty 2989.009119 = -1188003.383187 nChanged 12 SP:Iteration 19Q (1720.122832 sec): 3 clusters Score: Raw -1190997.844026 + Penalty 2989.009119 = -1188008.834907 nChanged 8 SP:Iteration 20F (1720.163359 sec): 3 clusters Score: Raw -1191002.017420 + Penalty 2989.009119 = -1188013.008302 nChanged 9 SP:Iteration 21Q (1720.199336 sec): 3 clusters Score: Raw -1191007.437417 + Penalty 2989.009119 = -1188018.428298 nChanged 11 SP:Iteration 22Q (1720.258704 sec): 3 clusters Score: Raw -1191012.996673 + Penalty 2989.009119 = -1188023.987554 nChanged 9 SP:Iteration 23Q (1720.307763 sec): 3 clusters Score: Raw -1191017.338890 + Penalty 2989.009119 = -1188028.329771 nChanged 2 SP:Iteration 24Q (1720.364361 sec): 3 clusters Score: Raw -1191018.204935 + Penalty 2989.009119 = -1188029.195816 nChanged 1 SP:Iteration 25Q (1720.420183 sec): 3 clusters Score: Raw -1191018.605465 + Penalty 2989.009119 = -1188029.596346 nChanged 0 SP:Iteration 26F (1720.479346 sec): 3 clusters Score: Raw -1191018.605465 + Penalty 2989.009119 = -1188029.596346 nChanged 0 Trying to split cluster 2 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1720.493246 sec): 2 clusters Score: Raw -46648.189694 + Penalty 986.494881 = -45661.694813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1720.536787 sec): 3 clusters Score: Raw -46614.438214 + Penalty 1972.989762 = -44641.448452 nChanged 85 SP:Iteration 1F (1720.567281 sec): 3 clusters Score: Raw -46746.281553 + Penalty 1972.989762 = -44773.291792 nChanged 24 SP:Iteration 2F (1720.605828 sec): 3 clusters Score: Raw -46794.343070 + Penalty 1972.989762 = -44821.353308 nChanged 15 SP:Iteration 3Q (1720.638482 sec): 3 clusters Score: Raw -46824.462848 + Penalty 1972.989762 = -44851.473086 nChanged 13 SP:Iteration 4Q (1720.668878 sec): 3 clusters Score: Raw -46865.286338 + Penalty 1972.989762 = -44892.296576 nChanged 6 SP:Iteration 5Q (1720.699041 sec): 3 clusters Score: Raw -46880.189012 + Penalty 1972.989762 = -44907.199250 nChanged 3 SP:Iteration 6Q (1720.734258 sec): 3 clusters Score: Raw -46883.995487 + Penalty 1972.989762 = -44911.005725 nChanged 1 SP:Iteration 7Q (1720.781661 sec): 3 clusters Score: Raw -46886.414616 + Penalty 1972.989762 = -44913.424855 nChanged 2 SP:Iteration 8Q (1720.813536 sec): 3 clusters Score: Raw -46891.995977 + Penalty 1972.989762 = -44919.006215 nChanged 1 SP:Iteration 9Q (1720.846214 sec): 3 clusters Score: Raw -46892.878562 + Penalty 1972.989762 = -44919.888800 nChanged 0 SP:Iteration 10F (1720.891103 sec): 3 clusters Score: Raw -46892.878562 + Penalty 1972.989762 = -44919.888800 nChanged 0 Trying to split cluster 3 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1720.906277 sec): 2 clusters Score: Raw -20689.680132 + Penalty 887.872668 = -19801.807464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1720.936825 sec): 3 clusters Score: Raw -20872.209410 + Penalty 1775.745337 = -19096.464073 nChanged 37 SP:Iteration 1F (1720.971448 sec): 3 clusters Score: Raw -21034.736173 + Penalty 1775.745337 = -19258.990836 nChanged 10 SP:Iteration 2Q (1721.004742 sec): 3 clusters Score: Raw -21076.574966 + Penalty 1775.745337 = -19300.829629 nChanged 5 SP:Iteration 3Q (1721.060164 sec): 3 clusters Score: Raw -21090.618164 + Penalty 1775.745337 = -19314.872828 nChanged 1 SP:Iteration 4Q (1721.101001 sec): 3 clusters Score: Raw -21092.938520 + Penalty 1775.745337 = -19317.193184 nChanged 1 SP:Iteration 5Q (1721.135395 sec): 3 clusters Score: Raw -21096.882117 + Penalty 1775.745337 = -19321.136781 nChanged 2 SP:Iteration 6Q (1721.163633 sec): 3 clusters Score: Raw -21116.290618 + Penalty 1775.745337 = -19340.545281 nChanged 6 SP:Iteration 7Q (1721.197841 sec): 3 clusters Score: Raw -21172.877932 + Penalty 1775.745337 = -19397.132596 nChanged 3 SP:Iteration 8Q (1721.241253 sec): 3 clusters Score: Raw -21182.589149 + Penalty 1775.745337 = -19406.843813 nChanged 0 SP:Iteration 9F (1721.286163 sec): 3 clusters Score: Raw -21182.589149 + Penalty 1775.745337 = -19406.843813 nChanged 0 Trying to split cluster 4 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1721.306824 sec): 2 clusters Score: Raw -52853.642547 + Penalty 1005.592920 = -51848.049627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1721.341258 sec): 3 clusters Score: Raw -52800.737698 + Penalty 2011.185840 = -50789.551858 nChanged 120 SP:Iteration 1F (1721.375584 sec): 3 clusters Score: Raw -53008.414101 + Penalty 2011.185840 = -50997.228261 nChanged 45 SP:Iteration 2F (1721.413319 sec): 3 clusters Score: Raw -53094.186275 + Penalty 2011.185840 = -51083.000435 nChanged 25 SP:Iteration 3F (1721.449125 sec): 3 clusters Score: Raw -53168.350216 + Penalty 2011.185840 = -51157.164376 nChanged 9 SP:Iteration 4Q (1721.495310 sec): 3 clusters Score: Raw -53186.888749 + Penalty 2011.185840 = -51175.702909 nChanged 7 SP:Iteration 5Q (1721.536019 sec): 3 clusters Score: Raw -53204.535955 + Penalty 2011.185840 = -51193.350115 nChanged 5 SP:Iteration 6Q (1721.569236 sec): 3 clusters Score: Raw -53209.043151 + Penalty 2011.185840 = -51197.857311 nChanged 2 SP:Iteration 7Q (1721.614637 sec): 3 clusters Score: Raw -53212.141374 + Penalty 2011.185840 = -51200.955534 nChanged 2 SP:Iteration 8Q (1721.647479 sec): 3 clusters Score: Raw -53219.932704 + Penalty 2011.185840 = -51208.746864 nChanged 2 SP:Iteration 9Q (1721.677252 sec): 3 clusters Score: Raw -53227.599452 + Penalty 2011.185840 = -51216.413612 nChanged 2 SP:Iteration 10Q (1721.711233 sec): 3 clusters Score: Raw -53228.921734 + Penalty 2011.185840 = -51217.735894 nChanged 1 SP:Iteration 11Q (1721.764778 sec): 3 clusters Score: Raw -53234.871426 + Penalty 2011.185840 = -51223.685586 nChanged 1 SP:Iteration 12Q (1721.796234 sec): 3 clusters Score: Raw -53237.719742 + Penalty 2011.185840 = -51226.533902 nChanged 2 SP:Iteration 13Q (1721.834162 sec): 3 clusters Score: Raw -53242.377257 + Penalty 2011.185840 = -51231.191417 nChanged 1 SP:Iteration 14Q (1721.878889 sec): 3 clusters Score: Raw -53244.203649 + Penalty 2011.185840 = -51233.017809 nChanged 0 SP:Iteration 15F (1721.917885 sec): 3 clusters Score: Raw -53244.203649 + Penalty 2011.185840 = -51233.017809 nChanged 0 Trying to split cluster 5 (11600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1721.963166 sec): 2 clusters Score: Raw -1369211.187953 + Penalty 1520.798561 = -1367690.389392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1722.014162 sec): 3 clusters Score: Raw -1362574.209174 + Penalty 3041.597123 = -1359532.612052 nChanged 5103 SP:Iteration 1F (1722.078546 sec): 3 clusters Score: Raw -1365355.210899 + Penalty 3041.597123 = -1362313.613777 nChanged 682 SP:Iteration 2F (1722.140901 sec): 3 clusters Score: Raw -1365652.436652 + Penalty 3041.597123 = -1362610.839529 nChanged 601 SP:Iteration 3F (1722.198710 sec): 3 clusters Score: Raw -1365950.820269 + Penalty 3041.597123 = -1362909.223147 nChanged 612 SP:Iteration 4F (1722.248548 sec): 3 clusters Score: Raw -1366309.473821 + Penalty 3041.597123 = -1363267.876698 nChanged 634 SP:Iteration 5F (1722.314319 sec): 3 clusters Score: Raw -1366770.300559 + Penalty 3041.597123 = -1363728.703436 nChanged 653 SP:Iteration 6F (1722.381138 sec): 3 clusters Score: Raw -1367271.705446 + Penalty 3041.597123 = -1364230.108323 nChanged 616 SP:Iteration 7F (1722.436538 sec): 3 clusters Score: Raw -1367795.983560 + Penalty 3041.597123 = -1364754.386437 nChanged 519 SP:Iteration 8Q (1722.500711 sec): 3 clusters Score: Raw -1368250.226175 + Penalty 3041.597123 = -1365208.629053 nChanged 434 SP:Iteration 9Q (1722.552620 sec): 3 clusters Score: Raw -1368594.810165 + Penalty 3041.597123 = -1365553.213042 nChanged 317 SP:Iteration 10Q (1722.610912 sec): 3 clusters Score: Raw -1368833.742377 + Penalty 3041.597123 = -1365792.145254 nChanged 242 SP:Iteration 11Q (1722.669784 sec): 3 clusters Score: Raw -1368989.194548 + Penalty 3041.597123 = -1365947.597426 nChanged 198 SP:Iteration 12Q (1722.735746 sec): 3 clusters Score: Raw -1369093.432329 + Penalty 3041.597123 = -1366051.835207 nChanged 151 SP:Iteration 13Q (1722.803702 sec): 3 clusters Score: Raw -1369173.943716 + Penalty 3041.597123 = -1366132.346594 nChanged 118 SP:Iteration 14Q (1722.854228 sec): 3 clusters Score: Raw -1369242.630182 + Penalty 3041.597123 = -1366201.033059 nChanged 111 SP:Iteration 15Q (1722.910310 sec): 3 clusters Score: Raw -1369306.650337 + Penalty 3041.597123 = -1366265.053215 nChanged 91 SP:Iteration 16Q (1722.971446 sec): 3 clusters Score: Raw -1369349.412276 + Penalty 3041.597123 = -1366307.815153 nChanged 74 SP:Iteration 17Q (1723.033408 sec): 3 clusters Score: Raw -1369389.150299 + Penalty 3041.597123 = -1366347.553176 nChanged 76 SP:Iteration 18Q (1723.091836 sec): 3 clusters Score: Raw -1369430.725019 + Penalty 3041.597123 = -1366389.127896 nChanged 74 SP:Iteration 19Q (1723.149345 sec): 3 clusters Score: Raw -1369474.485474 + Penalty 3041.597123 = -1366432.888351 nChanged 66 SP:Iteration 20F (1723.212379 sec): 3 clusters Score: Raw -1369517.242841 + Penalty 3041.597123 = -1366475.645719 nChanged 56 SP:Iteration 21Q (1723.264588 sec): 3 clusters Score: Raw -1369546.800753 + Penalty 3041.597123 = -1366505.203631 nChanged 49 SP:Iteration 22Q (1723.325975 sec): 3 clusters Score: Raw -1369577.239503 + Penalty 3041.597123 = -1366535.642380 nChanged 55 SP:Iteration 23Q (1723.382352 sec): 3 clusters Score: Raw -1369605.007344 + Penalty 3041.597123 = -1366563.410222 nChanged 40 SP:Iteration 24Q (1723.427994 sec): 3 clusters Score: Raw -1369622.526978 + Penalty 3041.597123 = -1366580.929855 nChanged 26 SP:Iteration 25Q (1723.484147 sec): 3 clusters Score: Raw -1369635.606661 + Penalty 3041.597123 = -1366594.009538 nChanged 23 SP:Iteration 26Q (1723.542000 sec): 3 clusters Score: Raw -1369645.184438 + Penalty 3041.597123 = -1366603.587315 nChanged 16 SP:Iteration 27Q (1723.597184 sec): 3 clusters Score: Raw -1369650.455204 + Penalty 3041.597123 = -1366608.858081 nChanged 14 SP:Iteration 28Q (1723.640280 sec): 3 clusters Score: Raw -1369655.640371 + Penalty 3041.597123 = -1366614.043249 nChanged 14 SP:Iteration 29Q (1723.701461 sec): 3 clusters Score: Raw -1369660.978955 + Penalty 3041.597123 = -1366619.381832 nChanged 15 SP:Iteration 30Q (1723.765017 sec): 3 clusters Score: Raw -1369668.183966 + Penalty 3041.597123 = -1366626.586844 nChanged 12 SP:Iteration 31Q (1723.827675 sec): 3 clusters Score: Raw -1369671.800671 + Penalty 3041.597123 = -1366630.203548 nChanged 3 SP:Iteration 32Q (1723.879878 sec): 3 clusters Score: Raw -1369672.991481 + Penalty 3041.597123 = -1366631.394358 nChanged 3 SP:Iteration 33Q (1723.948851 sec): 3 clusters Score: Raw -1369674.276793 + Penalty 3041.597123 = -1366632.679671 nChanged 2 SP:Iteration 34Q (1723.998953 sec): 3 clusters Score: Raw -1369674.890992 + Penalty 3041.597123 = -1366633.293869 nChanged 5 SP:Iteration 35Q (1724.053719 sec): 3 clusters Score: Raw -1369676.559140 + Penalty 3041.597123 = -1366634.962018 nChanged 3 SP:Iteration 36Q (1724.114555 sec): 3 clusters Score: Raw -1369677.517115 + Penalty 3041.597123 = -1366635.919992 nChanged 4 SP:Iteration 37Q (1724.170917 sec): 3 clusters Score: Raw -1369679.256998 + Penalty 3041.597123 = -1366637.659876 nChanged 3 SP:Iteration 38Q (1724.226861 sec): 3 clusters Score: Raw -1369679.801876 + Penalty 3041.597123 = -1366638.204754 nChanged 3 SP:Iteration 39Q (1724.277175 sec): 3 clusters Score: Raw -1369680.739995 + Penalty 3041.597123 = -1366639.142872 nChanged 3 SP:Iteration 40F (1724.338757 sec): 3 clusters Score: Raw -1369681.861843 + Penalty 3041.597123 = -1366640.264721 nChanged 1 SP:Iteration 41Q (1724.397451 sec): 3 clusters Score: Raw -1369682.103369 + Penalty 3041.597123 = -1366640.506247 nChanged 2 SP:Iteration 42Q (1724.447342 sec): 3 clusters Score: Raw -1369682.851427 + Penalty 3041.597123 = -1366641.254305 nChanged 1 SP:Iteration 43Q (1724.504570 sec): 3 clusters Score: Raw -1369683.099446 + Penalty 3041.597123 = -1366641.502324 nChanged 1 SP:Iteration 44Q (1724.557271 sec): 3 clusters Score: Raw -1369683.196178 + Penalty 3041.597123 = -1366641.599055 nChanged 0 SP:Iteration 45F (1724.616565 sec): 3 clusters Score: Raw -1369683.196178 + Penalty 3041.597123 = -1366641.599055 nChanged 0 Trying to split cluster 6 (7639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1724.644920 sec): 2 clusters Score: Raw -935115.149503 + Penalty 1452.916072 = -933662.233430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1724.694008 sec): 3 clusters Score: Raw -930873.769518 + Penalty 2905.832145 = -927967.937374 nChanged 3255 SP:Iteration 1F (1724.760140 sec): 3 clusters Score: Raw -932718.363557 + Penalty 2905.832145 = -929812.531412 nChanged 493 SP:Iteration 2F (1724.810039 sec): 3 clusters Score: Raw -932944.901629 + Penalty 2905.832145 = -930039.069484 nChanged 393 SP:Iteration 3F (1724.872722 sec): 3 clusters Score: Raw -933114.813074 + Penalty 2905.832145 = -930208.980930 nChanged 327 SP:Iteration 4Q (1724.920343 sec): 3 clusters Score: Raw -933249.205528 + Penalty 2905.832145 = -930343.373383 nChanged 312 SP:Iteration 5Q (1724.974349 sec): 3 clusters Score: Raw -933404.669029 + Penalty 2905.832145 = -930498.836885 nChanged 308 SP:Iteration 6Q (1725.037458 sec): 3 clusters Score: Raw -933567.188978 + Penalty 2905.832145 = -930661.356834 nChanged 284 SP:Iteration 7Q (1725.090402 sec): 3 clusters Score: Raw -933732.108719 + Penalty 2905.832145 = -930826.276574 nChanged 272 SP:Iteration 8Q (1725.142681 sec): 3 clusters Score: Raw -933912.422480 + Penalty 2905.832145 = -931006.590335 nChanged 275 SP:Iteration 9Q (1725.194233 sec): 3 clusters Score: Raw -934099.347011 + Penalty 2905.832145 = -931193.514867 nChanged 244 SP:Iteration 10Q (1725.250829 sec): 3 clusters Score: Raw -934261.083502 + Penalty 2905.832145 = -931355.251358 nChanged 220 SP:Iteration 11Q (1725.294654 sec): 3 clusters Score: Raw -934384.622191 + Penalty 2905.832145 = -931478.790046 nChanged 170 SP:Iteration 12Q (1725.340905 sec): 3 clusters Score: Raw -934490.265000 + Penalty 2905.832145 = -931584.432855 nChanged 155 SP:Iteration 13Q (1725.390921 sec): 3 clusters Score: Raw -934585.362499 + Penalty 2905.832145 = -931679.530354 nChanged 155 SP:Iteration 14Q (1725.453023 sec): 3 clusters Score: Raw -934674.403360 + Penalty 2905.832145 = -931768.571215 nChanged 138 SP:Iteration 15Q (1725.507711 sec): 3 clusters Score: Raw -934752.721889 + Penalty 2905.832145 = -931846.889745 nChanged 126 SP:Iteration 16Q (1725.548848 sec): 3 clusters Score: Raw -934825.167463 + Penalty 2905.832145 = -931919.335319 nChanged 111 SP:Iteration 17Q (1725.600352 sec): 3 clusters Score: Raw -934896.877354 + Penalty 2905.832145 = -931991.045209 nChanged 108 SP:Iteration 18Q (1725.649141 sec): 3 clusters Score: Raw -934957.693980 + Penalty 2905.832145 = -932051.861835 nChanged 91 SP:Iteration 19Q (1725.699724 sec): 3 clusters Score: Raw -935017.454053 + Penalty 2905.832145 = -932111.621908 nChanged 81 SP:Iteration 20F (1725.753422 sec): 3 clusters Score: Raw -935080.917651 + Penalty 2905.832145 = -932175.085506 nChanged 82 SP:Iteration 21Q (1725.814236 sec): 3 clusters Score: Raw -935148.833759 + Penalty 2905.832145 = -932243.001615 nChanged 83 SP:Iteration 22Q (1725.857372 sec): 3 clusters Score: Raw -935201.776340 + Penalty 2905.832145 = -932295.944195 nChanged 65 SP:Iteration 23Q (1725.908678 sec): 3 clusters Score: Raw -935241.980168 + Penalty 2905.832145 = -932336.148024 nChanged 51 SP:Iteration 24Q (1725.960372 sec): 3 clusters Score: Raw -935273.114807 + Penalty 2905.832145 = -932367.282662 nChanged 41 SP:Iteration 25Q (1726.016691 sec): 3 clusters Score: Raw -935300.254776 + Penalty 2905.832145 = -932394.422631 nChanged 45 SP:Iteration 26Q (1726.081995 sec): 3 clusters Score: Raw -935333.090810 + Penalty 2905.832145 = -932427.258666 nChanged 37 SP:Iteration 27Q (1726.130674 sec): 3 clusters Score: Raw -935357.285054 + Penalty 2905.832145 = -932451.452909 nChanged 29 SP:Iteration 28Q (1726.184071 sec): 3 clusters Score: Raw -935371.051291 + Penalty 2905.832145 = -932465.219147 nChanged 29 SP:Iteration 29Q (1726.248845 sec): 3 clusters Score: Raw -935388.481008 + Penalty 2905.832145 = -932482.648863 nChanged 32 SP:Iteration 30Q (1726.305191 sec): 3 clusters Score: Raw -935405.236255 + Penalty 2905.832145 = -932499.404111 nChanged 25 SP:Iteration 31Q (1726.346798 sec): 3 clusters Score: Raw -935420.040540 + Penalty 2905.832145 = -932514.208395 nChanged 26 SP:Iteration 32Q (1726.397935 sec): 3 clusters Score: Raw -935435.474646 + Penalty 2905.832145 = -932529.642501 nChanged 15 SP:Iteration 33Q (1726.439068 sec): 3 clusters Score: Raw -935443.292738 + Penalty 2905.832145 = -932537.460594 nChanged 10 SP:Iteration 34Q (1726.480149 sec): 3 clusters Score: Raw -935447.758578 + Penalty 2905.832145 = -932541.926433 nChanged 9 SP:Iteration 35Q (1726.542294 sec): 3 clusters Score: Raw -935450.674229 + Penalty 2905.832145 = -932544.842084 nChanged 1 SP:Iteration 36Q (1726.583668 sec): 3 clusters Score: Raw -935450.961583 + Penalty 2905.832145 = -932545.129438 nChanged 1 SP:Iteration 37Q (1726.627887 sec): 3 clusters Score: Raw -935451.143457 + Penalty 2905.832145 = -932545.311312 nChanged 1 SP:Iteration 38Q (1726.682875 sec): 3 clusters Score: Raw -935451.659979 + Penalty 2905.832145 = -932545.827834 nChanged 3 SP:Iteration 39Q (1726.725075 sec): 3 clusters Score: Raw -935452.892353 + Penalty 2905.832145 = -932547.060209 nChanged 2 SP:Iteration 40F (1726.771743 sec): 3 clusters Score: Raw -935453.435199 + Penalty 2905.832145 = -932547.603055 nChanged 1 SP:Iteration 41Q (1726.828685 sec): 3 clusters Score: Raw -935454.378334 + Penalty 2905.832145 = -932548.546190 nChanged 6 SP:Iteration 42Q (1726.873080 sec): 3 clusters Score: Raw -935456.726654 + Penalty 2905.832145 = -932550.894509 nChanged 3 SP:Iteration 43Q (1726.932458 sec): 3 clusters Score: Raw -935457.634779 + Penalty 2905.832145 = -932551.802634 nChanged 0 SP:Iteration 44F (1726.983043 sec): 3 clusters Score: Raw -935457.634779 + Penalty 2905.832145 = -932551.802634 nChanged 0 Trying to split cluster 7 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1727.007095 sec): 2 clusters Score: Raw -29678.744684 + Penalty 927.944390 = -28750.800294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1727.036293 sec): 3 clusters Score: Raw -29726.222529 + Penalty 1855.888781 = -27870.333748 nChanged 47 SP:Iteration 1F (1727.073250 sec): 3 clusters Score: Raw -29824.962671 + Penalty 1855.888781 = -27969.073890 nChanged 15 SP:Iteration 2Q (1727.117734 sec): 3 clusters Score: Raw -29877.299707 + Penalty 1855.888781 = -28021.410926 nChanged 11 SP:Iteration 3Q (1727.156428 sec): 3 clusters Score: Raw -29948.383676 + Penalty 1855.888781 = -28092.494896 nChanged 12 SP:Iteration 4Q (1727.189858 sec): 3 clusters Score: Raw -30015.875133 + Penalty 1855.888781 = -28159.986352 nChanged 4 SP:Iteration 5Q (1727.239023 sec): 3 clusters Score: Raw -30035.805147 + Penalty 1855.888781 = -28179.916366 nChanged 2 SP:Iteration 6Q (1727.274867 sec): 3 clusters Score: Raw -30038.225523 + Penalty 1855.888781 = -28182.336743 nChanged 2 SP:Iteration 7Q (1727.324045 sec): 3 clusters Score: Raw -30044.479881 + Penalty 1855.888781 = -28188.591100 nChanged 3 SP:Iteration 8Q (1727.350615 sec): 3 clusters Score: Raw -30063.252024 + Penalty 1855.888781 = -28207.363243 nChanged 2 SP:Iteration 9Q (1727.393079 sec): 3 clusters Score: Raw -30073.164551 + Penalty 1855.888781 = -28217.275770 nChanged 4 SP:Iteration 10Q (1727.423376 sec): 3 clusters Score: Raw -30089.212625 + Penalty 1855.888781 = -28233.323845 nChanged 3 SP:Iteration 11Q (1727.466142 sec): 3 clusters Score: Raw -30095.965682 + Penalty 1855.888781 = -28240.076902 nChanged 2 SP:Iteration 12Q (1727.504759 sec): 3 clusters Score: Raw -30099.891344 + Penalty 1855.888781 = -28244.002563 nChanged 2 SP:Iteration 13Q (1727.544994 sec): 3 clusters Score: Raw -30104.945834 + Penalty 1855.888781 = -28249.057054 nChanged 0 SP:Iteration 14F (1727.588379 sec): 3 clusters Score: Raw -30104.945834 + Penalty 1855.888781 = -28249.057054 nChanged 0 Trying to split cluster 8 (67458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1727.690566 sec): 2 clusters Score: Raw -8245526.939916 + Penalty 1806.879825 = -8243720.060091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1727.868652 sec): 3 clusters Score: Raw -8202273.066204 + Penalty 3613.759650 = -8198659.306554 nChanged 31980 SP:Iteration 1F (1728.038049 sec): 3 clusters Score: Raw -8220404.165706 + Penalty 3613.759650 = -8216790.406056 nChanged 2631 SP:Iteration 2Q (1728.203590 sec): 3 clusters Score: Raw -8221145.559921 + Penalty 3613.759650 = -8217531.800271 nChanged 2756 SP:Iteration 3Q (1728.370296 sec): 3 clusters Score: Raw -8222099.119402 + Penalty 3613.759650 = -8218485.359752 nChanged 3057 SP:Iteration 4Q (1728.527919 sec): 3 clusters Score: Raw -8223454.301255 + Penalty 3613.759650 = -8219840.541605 nChanged 3539 SP:Iteration 5F (1728.696984 sec): 3 clusters Score: Raw -8225290.661371 + Penalty 3613.759650 = -8221676.901721 nChanged 3968 SP:Iteration 6F (1728.865092 sec): 3 clusters Score: Raw -8227751.384744 + Penalty 3613.759650 = -8224137.625094 nChanged 4446 SP:Iteration 7F (1729.018145 sec): 3 clusters Score: Raw -8230771.735980 + Penalty 3613.759650 = -8227157.976330 nChanged 4367 SP:Iteration 8F (1729.184166 sec): 3 clusters Score: Raw -8233697.202624 + Penalty 3613.759650 = -8230083.442974 nChanged 3767 SP:Iteration 9F (1729.336823 sec): 3 clusters Score: Raw -8236059.535224 + Penalty 3613.759650 = -8232445.775574 nChanged 2992 SP:Iteration 10Q (1729.495791 sec): 3 clusters Score: Raw -8237578.386850 + Penalty 3613.759650 = -8233964.627200 nChanged 2139 SP:Iteration 11Q (1729.669173 sec): 3 clusters Score: Raw -8238378.213300 + Penalty 3613.759650 = -8234764.453650 nChanged 1433 SP:Iteration 12Q (1729.838327 sec): 3 clusters Score: Raw -8238798.092886 + Penalty 3613.759650 = -8235184.333236 nChanged 1027 SP:Iteration 13Q (1730.010207 sec): 3 clusters Score: Raw -8239068.309658 + Penalty 3613.759650 = -8235454.550008 nChanged 856 SP:Iteration 14Q (1730.192332 sec): 3 clusters Score: Raw -8239282.834889 + Penalty 3613.759650 = -8235669.075240 nChanged 823 SP:Iteration 15Q (1730.370872 sec): 3 clusters Score: Raw -8239484.852307 + Penalty 3613.759650 = -8235871.092657 nChanged 834 SP:Iteration 16Q (1730.547112 sec): 3 clusters Score: Raw -8239690.753602 + Penalty 3613.759650 = -8236076.993952 nChanged 864 SP:Iteration 17Q (1730.716857 sec): 3 clusters Score: Raw -8239900.697796 + Penalty 3613.759650 = -8236286.938146 nChanged 816 SP:Iteration 18Q (1730.883569 sec): 3 clusters Score: Raw -8240100.197899 + Penalty 3613.759650 = -8236486.438249 nChanged 834 SP:Iteration 19Q (1731.039472 sec): 3 clusters Score: Raw -8240306.811993 + Penalty 3613.759650 = -8236693.052343 nChanged 871 SP:Iteration 20F (1731.205083 sec): 3 clusters Score: Raw -8240537.379725 + Penalty 3613.759650 = -8236923.620075 nChanged 949 SP:Iteration 21Q (1731.368082 sec): 3 clusters Score: Raw -8240804.168670 + Penalty 3613.759650 = -8237190.409021 nChanged 941 SP:Iteration 22Q (1731.509191 sec): 3 clusters Score: Raw -8241082.692976 + Penalty 3613.759650 = -8237468.933326 nChanged 955 SP:Iteration 23Q (1731.653911 sec): 3 clusters Score: Raw -8241375.441111 + Penalty 3613.759650 = -8237761.681461 nChanged 982 SP:Iteration 24Q (1731.811517 sec): 3 clusters Score: Raw -8241688.328684 + Penalty 3613.759650 = -8238074.569034 nChanged 960 SP:Iteration 25Q (1731.964539 sec): 3 clusters Score: Raw -8242009.735659 + Penalty 3613.759650 = -8238395.976010 nChanged 950 SP:Iteration 26Q (1732.118455 sec): 3 clusters Score: Raw -8242328.841337 + Penalty 3613.759650 = -8238715.081687 nChanged 880 SP:Iteration 27Q (1732.271203 sec): 3 clusters Score: Raw -8242637.681033 + Penalty 3613.759650 = -8239023.921383 nChanged 876 SP:Iteration 28Q (1732.408148 sec): 3 clusters Score: Raw -8242963.539072 + Penalty 3613.759650 = -8239349.779422 nChanged 814 SP:Iteration 29Q (1732.555420 sec): 3 clusters Score: Raw -8243261.365780 + Penalty 3613.759650 = -8239647.606130 nChanged 746 SP:Iteration 30Q (1732.715733 sec): 3 clusters Score: Raw -8243548.793008 + Penalty 3613.759650 = -8239935.033358 nChanged 732 SP:Iteration 31Q (1732.872848 sec): 3 clusters Score: Raw -8243841.048899 + Penalty 3613.759650 = -8240227.289249 nChanged 678 SP:Iteration 32Q (1733.010162 sec): 3 clusters Score: Raw -8244117.861881 + Penalty 3613.759650 = -8240504.102231 nChanged 618 SP:Iteration 33Q (1733.156358 sec): 3 clusters Score: Raw -8244372.071321 + Penalty 3613.759650 = -8240758.311671 nChanged 526 SP:Iteration 34Q (1733.294917 sec): 3 clusters Score: Raw -8244593.600313 + Penalty 3613.759650 = -8240979.840663 nChanged 468 SP:Iteration 35Q (1733.435073 sec): 3 clusters Score: Raw -8244790.763950 + Penalty 3613.759650 = -8241177.004300 nChanged 400 SP:Iteration 36Q (1733.574317 sec): 3 clusters Score: Raw -8244957.342281 + Penalty 3613.759650 = -8241343.582631 nChanged 357 SP:Iteration 37Q (1733.719249 sec): 3 clusters Score: Raw -8245113.513464 + Penalty 3613.759650 = -8241499.753814 nChanged 285 SP:Iteration 38Q (1733.876933 sec): 3 clusters Score: Raw -8245231.605670 + Penalty 3613.759650 = -8241617.846020 nChanged 237 SP:Iteration 39Q (1734.030390 sec): 3 clusters Score: Raw -8245324.767731 + Penalty 3613.759650 = -8241711.008081 nChanged 188 SP:Iteration 40F (1734.205165 sec): 3 clusters Score: Raw -8245391.610185 + Penalty 3613.759650 = -8241777.850535 nChanged 148 SP:Iteration 41Q (1734.326038 sec): 3 clusters Score: Raw -8245446.292791 + Penalty 3613.759650 = -8241832.533141 nChanged 131 SP:Iteration 42Q (1734.451618 sec): 3 clusters Score: Raw -8245495.448499 + Penalty 3613.759650 = -8241881.688849 nChanged 111 SP:Iteration 43Q (1734.587255 sec): 3 clusters Score: Raw -8245534.503252 + Penalty 3613.759650 = -8241920.743602 nChanged 94 SP:Iteration 44Q (1734.709748 sec): 3 clusters Score: Raw -8245569.914840 + Penalty 3613.759650 = -8241956.155190 nChanged 77 SP:Iteration 45Q (1734.835605 sec): 3 clusters Score: Raw -8245598.886170 + Penalty 3613.759650 = -8241985.126520 nChanged 75 SP:Iteration 46Q (1734.959981 sec): 3 clusters Score: Raw -8245634.251649 + Penalty 3613.759650 = -8242020.491999 nChanged 76 SP:Iteration 47Q (1735.080699 sec): 3 clusters Score: Raw -8245682.900417 + Penalty 3613.759650 = -8242069.140767 nChanged 72 SP:Iteration 48Q (1735.193692 sec): 3 clusters Score: Raw -8245720.392535 + Penalty 3613.759650 = -8242106.632886 nChanged 61 SP:Iteration 49Q (1735.313147 sec): 3 clusters Score: Raw -8245745.511941 + Penalty 3613.759650 = -8242131.752291 nChanged 36 SP:Iteration 50Q (1735.447477 sec): 3 clusters Score: Raw -8245757.784293 + Penalty 3613.759650 = -8242144.024643 nChanged 28 SP:Iteration 51Q (1735.582446 sec): 3 clusters Score: Raw -8245768.498909 + Penalty 3613.759650 = -8242154.739259 nChanged 27 SP:Iteration 52Q (1735.715968 sec): 3 clusters Score: Raw -8245778.770281 + Penalty 3613.759650 = -8242165.010631 nChanged 22 SP:Iteration 53Q (1735.854466 sec): 3 clusters Score: Raw -8245790.050704 + Penalty 3613.759650 = -8242176.291054 nChanged 25 SP:Iteration 54Q (1735.976493 sec): 3 clusters Score: Raw -8245804.554167 + Penalty 3613.759650 = -8242190.794517 nChanged 31 SP:Iteration 55Q (1736.069484 sec): 3 clusters Score: Raw -8245819.071910 + Penalty 3613.759650 = -8242205.312261 nChanged 25 SP:Iteration 56Q (1736.201157 sec): 3 clusters Score: Raw -8245833.547038 + Penalty 3613.759650 = -8242219.787388 nChanged 16 SP:Iteration 57Q (1736.325307 sec): 3 clusters Score: Raw -8245841.202528 + Penalty 3613.759650 = -8242227.442879 nChanged 13 SP:Iteration 58Q (1736.473607 sec): 3 clusters Score: Raw -8245846.975760 + Penalty 3613.759650 = -8242233.216110 nChanged 8 SP:Iteration 59Q (1736.606686 sec): 3 clusters Score: Raw -8245850.560079 + Penalty 3613.759650 = -8242236.800429 nChanged 8 SP:Iteration 60F (1736.776750 sec): 3 clusters Score: Raw -8245853.510875 + Penalty 3613.759650 = -8242239.751225 nChanged 6 SP:Iteration 61Q (1736.902993 sec): 3 clusters Score: Raw -8245856.531387 + Penalty 3613.759650 = -8242242.771737 nChanged 6 SP:Iteration 62Q (1737.031551 sec): 3 clusters Score: Raw -8245858.836637 + Penalty 3613.759650 = -8242245.076987 nChanged 2 SP:Iteration 63Q (1737.153828 sec): 3 clusters Score: Raw -8245859.558296 + Penalty 3613.759650 = -8242245.798646 nChanged 0 SP:Iteration 64F (1737.309726 sec): 3 clusters Score: Raw -8245859.558296 + Penalty 3613.759650 = -8242245.798646 nChanged 0 Trying to split cluster 9 (15331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1737.350378 sec): 2 clusters Score: Raw -1807292.760577 + Penalty 1566.115233 = -1805726.645345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1737.414440 sec): 3 clusters Score: Raw -1798355.062933 + Penalty 3132.230465 = -1795222.832467 nChanged 6848 SP:Iteration 1F (1737.483388 sec): 3 clusters Score: Raw -1802148.608919 + Penalty 3132.230465 = -1799016.378454 nChanged 992 SP:Iteration 2F (1737.544117 sec): 3 clusters Score: Raw -1802683.983722 + Penalty 3132.230465 = -1799551.753257 nChanged 964 SP:Iteration 3F (1737.606402 sec): 3 clusters Score: Raw -1803230.189984 + Penalty 3132.230465 = -1800097.959519 nChanged 926 SP:Iteration 4F (1737.675068 sec): 3 clusters Score: Raw -1803826.536054 + Penalty 3132.230465 = -1800694.305589 nChanged 937 SP:Iteration 5F (1737.747335 sec): 3 clusters Score: Raw -1804470.105923 + Penalty 3132.230465 = -1801337.875458 nChanged 869 SP:Iteration 6F (1737.806645 sec): 3 clusters Score: Raw -1805081.649909 + Penalty 3132.230465 = -1801949.419444 nChanged 795 SP:Iteration 7F (1737.866802 sec): 3 clusters Score: Raw -1805593.098638 + Penalty 3132.230465 = -1802460.868173 nChanged 651 SP:Iteration 8Q (1737.933505 sec): 3 clusters Score: Raw -1805950.329532 + Penalty 3132.230465 = -1802818.099067 nChanged 537 SP:Iteration 9Q (1738.004878 sec): 3 clusters Score: Raw -1806181.618400 + Penalty 3132.230465 = -1803049.387935 nChanged 405 SP:Iteration 10Q (1738.069433 sec): 3 clusters Score: Raw -1806331.079890 + Penalty 3132.230465 = -1803198.849425 nChanged 281 SP:Iteration 11Q (1738.130959 sec): 3 clusters Score: Raw -1806421.779982 + Penalty 3132.230465 = -1803289.549517 nChanged 253 SP:Iteration 12Q (1738.197784 sec): 3 clusters Score: Raw -1806508.419757 + Penalty 3132.230465 = -1803376.189292 nChanged 211 SP:Iteration 13Q (1738.267184 sec): 3 clusters Score: Raw -1806566.603245 + Penalty 3132.230465 = -1803434.372779 nChanged 183 SP:Iteration 14Q (1738.332283 sec): 3 clusters Score: Raw -1806614.993676 + Penalty 3132.230465 = -1803482.763211 nChanged 184 SP:Iteration 15Q (1738.386005 sec): 3 clusters Score: Raw -1806664.214416 + Penalty 3132.230465 = -1803531.983951 nChanged 181 SP:Iteration 16Q (1738.453257 sec): 3 clusters Score: Raw -1806708.672933 + Penalty 3132.230465 = -1803576.442468 nChanged 169 SP:Iteration 17Q (1738.516473 sec): 3 clusters Score: Raw -1806756.944712 + Penalty 3132.230465 = -1803624.714247 nChanged 192 SP:Iteration 18Q (1738.583656 sec): 3 clusters Score: Raw -1806804.828086 + Penalty 3132.230465 = -1803672.597621 nChanged 181 SP:Iteration 19Q (1738.650217 sec): 3 clusters Score: Raw -1806855.341674 + Penalty 3132.230465 = -1803723.111209 nChanged 186 SP:Iteration 20F (1738.712223 sec): 3 clusters Score: Raw -1806896.275602 + Penalty 3132.230465 = -1803764.045137 nChanged 149 SP:Iteration 21Q (1738.745937 sec): 3 clusters Score: Raw -1806924.385657 + Penalty 3132.230465 = -1803792.155191 nChanged 119 SP:Iteration 22Q (1738.807933 sec): 3 clusters Score: Raw -1806945.090557 + Penalty 3132.230465 = -1803812.860092 nChanged 97 SP:Iteration 23Q (1738.873865 sec): 3 clusters Score: Raw -1806960.497521 + Penalty 3132.230465 = -1803828.267056 nChanged 90 SP:Iteration 24Q (1738.941931 sec): 3 clusters Score: Raw -1806972.565174 + Penalty 3132.230465 = -1803840.334708 nChanged 90 SP:Iteration 25Q (1738.985976 sec): 3 clusters Score: Raw -1806989.054467 + Penalty 3132.230465 = -1803856.824001 nChanged 123 SP:Iteration 26Q (1739.050557 sec): 3 clusters Score: Raw -1807013.377673 + Penalty 3132.230465 = -1803881.147207 nChanged 125 SP:Iteration 27Q (1739.129226 sec): 3 clusters Score: Raw -1807038.940732 + Penalty 3132.230465 = -1803906.710266 nChanged 136 SP:Iteration 28Q (1739.192525 sec): 3 clusters Score: Raw -1807066.195528 + Penalty 3132.230465 = -1803933.965062 nChanged 143 SP:Iteration 29Q (1739.253480 sec): 3 clusters Score: Raw -1807092.961924 + Penalty 3132.230465 = -1803960.731458 nChanged 150 SP:Iteration 30Q (1739.326096 sec): 3 clusters Score: Raw -1807122.137072 + Penalty 3132.230465 = -1803989.906606 nChanged 150 SP:Iteration 31Q (1739.391392 sec): 3 clusters Score: Raw -1807153.690712 + Penalty 3132.230465 = -1804021.460246 nChanged 148 SP:Iteration 32Q (1739.467215 sec): 3 clusters Score: Raw -1807184.112436 + Penalty 3132.230465 = -1804051.881971 nChanged 146 SP:Iteration 33Q (1739.528515 sec): 3 clusters Score: Raw -1807219.983785 + Penalty 3132.230465 = -1804087.753320 nChanged 167 SP:Iteration 34Q (1739.606590 sec): 3 clusters Score: Raw -1807261.832881 + Penalty 3132.230465 = -1804129.602415 nChanged 172 SP:Iteration 35Q (1739.665717 sec): 3 clusters Score: Raw -1807300.541073 + Penalty 3132.230465 = -1804168.310608 nChanged 159 SP:Iteration 36Q (1739.732545 sec): 3 clusters Score: Raw -1807339.520555 + Penalty 3132.230465 = -1804207.290090 nChanged 165 SP:Iteration 37Q (1739.808475 sec): 3 clusters Score: Raw -1807386.561160 + Penalty 3132.230465 = -1804254.330695 nChanged 181 SP:Iteration 38Q (1739.856583 sec): 3 clusters Score: Raw -1807442.723388 + Penalty 3132.230465 = -1804310.492923 nChanged 192 SP:Iteration 39Q (1739.926798 sec): 3 clusters Score: Raw -1807511.422763 + Penalty 3132.230465 = -1804379.192298 nChanged 188 SP:Iteration 40F (1739.986944 sec): 3 clusters Score: Raw -1807584.846164 + Penalty 3132.230465 = -1804452.615699 nChanged 181 SP:Iteration 41Q (1740.046030 sec): 3 clusters Score: Raw -1807669.296294 + Penalty 3132.230465 = -1804537.065828 nChanged 201 SP:Iteration 42Q (1740.126184 sec): 3 clusters Score: Raw -1807761.310927 + Penalty 3132.230465 = -1804629.080462 nChanged 181 SP:Iteration 43Q (1740.190176 sec): 3 clusters Score: Raw -1807834.600052 + Penalty 3132.230465 = -1804702.369587 nChanged 169 SP:Iteration 44Q (1740.267318 sec): 3 clusters Score: Raw -1807903.055110 + Penalty 3132.230465 = -1804770.824644 nChanged 163 SP:Iteration 45Q (1740.333573 sec): 3 clusters Score: Raw -1807964.362222 + Penalty 3132.230465 = -1804832.131757 nChanged 154 SP:Iteration 46Q (1740.396149 sec): 3 clusters Score: Raw -1808018.232527 + Penalty 3132.230465 = -1804886.002061 nChanged 141 SP:Iteration 47Q (1740.460610 sec): 3 clusters Score: Raw -1808083.793849 + Penalty 3132.230465 = -1804951.563383 nChanged 134 SP:Iteration 48Q (1740.533107 sec): 3 clusters Score: Raw -1808177.718078 + Penalty 3132.230465 = -1805045.487613 nChanged 148 SP:Iteration 49Q (1740.602402 sec): 3 clusters Score: Raw -1808302.651272 + Penalty 3132.230465 = -1805170.420806 nChanged 141 SP:Iteration 50Q (1740.668643 sec): 3 clusters Score: Raw -1808434.863366 + Penalty 3132.230465 = -1805302.632901 nChanged 129 SP:Iteration 51Q (1740.734227 sec): 3 clusters Score: Raw -1808511.207880 + Penalty 3132.230465 = -1805378.977415 nChanged 109 SP:Iteration 52Q (1740.798147 sec): 3 clusters Score: Raw -1808552.630225 + Penalty 3132.230465 = -1805420.399759 nChanged 85 SP:Iteration 53Q (1740.870608 sec): 3 clusters Score: Raw -1808575.671681 + Penalty 3132.230465 = -1805443.441216 nChanged 69 SP:Iteration 54Q (1740.930708 sec): 3 clusters Score: Raw -1808592.924011 + Penalty 3132.230465 = -1805460.693546 nChanged 66 SP:Iteration 55Q (1740.996342 sec): 3 clusters Score: Raw -1808606.717492 + Penalty 3132.230465 = -1805474.487027 nChanged 54 SP:Iteration 56Q (1741.071039 sec): 3 clusters Score: Raw -1808618.275069 + Penalty 3132.230465 = -1805486.044604 nChanged 53 SP:Iteration 57Q (1741.133511 sec): 3 clusters Score: Raw -1808628.278430 + Penalty 3132.230465 = -1805496.047965 nChanged 46 SP:Iteration 58Q (1741.202116 sec): 3 clusters Score: Raw -1808636.410184 + Penalty 3132.230465 = -1805504.179718 nChanged 46 SP:Iteration 59Q (1741.270685 sec): 3 clusters Score: Raw -1808645.320985 + Penalty 3132.230465 = -1805513.090520 nChanged 45 SP:Iteration 60F (1741.327198 sec): 3 clusters Score: Raw -1808653.019463 + Penalty 3132.230465 = -1805520.788997 nChanged 33 SP:Iteration 61Q (1741.397762 sec): 3 clusters Score: Raw -1808659.913491 + Penalty 3132.230465 = -1805527.683026 nChanged 29 SP:Iteration 62Q (1741.468894 sec): 3 clusters Score: Raw -1808665.264334 + Penalty 3132.230465 = -1805533.033869 nChanged 31 SP:Iteration 63Q (1741.532597 sec): 3 clusters Score: Raw -1808669.792111 + Penalty 3132.230465 = -1805537.561646 nChanged 20 SP:Iteration 64Q (1741.599511 sec): 3 clusters Score: Raw -1808672.102247 + Penalty 3132.230465 = -1805539.871782 nChanged 19 SP:Iteration 65Q (1741.666079 sec): 3 clusters Score: Raw -1808674.383713 + Penalty 3132.230465 = -1805542.153248 nChanged 8 SP:Iteration 66Q (1741.730975 sec): 3 clusters Score: Raw -1808675.568107 + Penalty 3132.230465 = -1805543.337641 nChanged 9 SP:Iteration 67Q (1741.799722 sec): 3 clusters Score: Raw -1808676.758294 + Penalty 3132.230465 = -1805544.527829 nChanged 8 SP:Iteration 68Q (1741.860817 sec): 3 clusters Score: Raw -1808677.323778 + Penalty 3132.230465 = -1805545.093312 nChanged 3 SP:Iteration 69Q (1741.931868 sec): 3 clusters Score: Raw -1808677.575130 + Penalty 3132.230465 = -1805545.344664 nChanged 3 SP:Iteration 70Q (1741.997395 sec): 3 clusters Score: Raw -1808677.854987 + Penalty 3132.230465 = -1805545.624522 nChanged 2 SP:Iteration 71Q (1742.063893 sec): 3 clusters Score: Raw -1808677.979317 + Penalty 3132.230465 = -1805545.748852 nChanged 1 SP:Iteration 72Q (1742.128227 sec): 3 clusters Score: Raw -1808678.068257 + Penalty 3132.230465 = -1805545.837792 nChanged 0 SP:Iteration 73F (1742.191180 sec): 3 clusters Score: Raw -1808678.068257 + Penalty 3132.230465 = -1805545.837792 nChanged 0 Trying to split cluster 10 (11648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1742.229871 sec): 2 clusters Score: Raw -1385081.522904 + Penalty 1521.469588 = -1383560.053316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1742.289212 sec): 3 clusters Score: Raw -1378426.115175 + Penalty 3042.939175 = -1375383.175999 nChanged 5021 SP:Iteration 1F (1742.355405 sec): 3 clusters Score: Raw -1381183.861086 + Penalty 3042.939175 = -1378140.921910 nChanged 766 SP:Iteration 2F (1742.408507 sec): 3 clusters Score: Raw -1381585.539333 + Penalty 3042.939175 = -1378542.600158 nChanged 642 SP:Iteration 3F (1742.473131 sec): 3 clusters Score: Raw -1381979.258003 + Penalty 3042.939175 = -1378936.318827 nChanged 691 SP:Iteration 4F (1742.541445 sec): 3 clusters Score: Raw -1382433.189577 + Penalty 3042.939175 = -1379390.250401 nChanged 704 SP:Iteration 5F (1742.585936 sec): 3 clusters Score: Raw -1382958.908968 + Penalty 3042.939175 = -1379915.969792 nChanged 687 SP:Iteration 6F (1742.650429 sec): 3 clusters Score: Raw -1383446.422675 + Penalty 3042.939175 = -1380403.483500 nChanged 656 SP:Iteration 7F (1742.705541 sec): 3 clusters Score: Raw -1383878.969314 + Penalty 3042.939175 = -1380836.030138 nChanged 590 SP:Iteration 8F (1742.755816 sec): 3 clusters Score: Raw -1384225.793857 + Penalty 3042.939175 = -1381182.854681 nChanged 450 SP:Iteration 9Q (1742.821659 sec): 3 clusters Score: Raw -1384482.580548 + Penalty 3042.939175 = -1381439.641372 nChanged 395 SP:Iteration 10Q (1742.881968 sec): 3 clusters Score: Raw -1384690.166893 + Penalty 3042.939175 = -1381647.227718 nChanged 353 SP:Iteration 11Q (1742.948267 sec): 3 clusters Score: Raw -1384862.173694 + Penalty 3042.939175 = -1381819.234518 nChanged 298 SP:Iteration 12Q (1743.003951 sec): 3 clusters Score: Raw -1384990.054645 + Penalty 3042.939175 = -1381947.115469 nChanged 256 SP:Iteration 13Q (1743.055456 sec): 3 clusters Score: Raw -1385078.656814 + Penalty 3042.939175 = -1382035.717638 nChanged 216 SP:Iteration 14Q (1743.113388 sec): 3 clusters Score: Raw -1385146.755935 + Penalty 3042.939175 = -1382103.816760 nChanged 155 SP:Iteration 15Q (1743.183116 sec): 3 clusters Score: Raw -1385186.520096 + Penalty 3042.939175 = -1382143.580921 nChanged 124 SP:Iteration 16Q (1743.238332 sec): 3 clusters Score: Raw -1385210.829372 + Penalty 3042.939175 = -1382167.890197 nChanged 89 SP:Iteration 17Q (1743.298251 sec): 3 clusters Score: Raw -1385226.521935 + Penalty 3042.939175 = -1382183.582760 nChanged 68 SP:Iteration 18Q (1743.355473 sec): 3 clusters Score: Raw -1385236.704343 + Penalty 3042.939175 = -1382193.765168 nChanged 63 SP:Iteration 19Q (1743.423734 sec): 3 clusters Score: Raw -1385247.966216 + Penalty 3042.939175 = -1382205.027041 nChanged 67 SP:Iteration 20F (1743.481065 sec): 3 clusters Score: Raw -1385257.020472 + Penalty 3042.939175 = -1382214.081296 nChanged 39 SP:Iteration 21Q (1743.537142 sec): 3 clusters Score: Raw -1385262.700030 + Penalty 3042.939175 = -1382219.760854 nChanged 39 SP:Iteration 22Q (1743.601792 sec): 3 clusters Score: Raw -1385267.972630 + Penalty 3042.939175 = -1382225.033454 nChanged 34 SP:Iteration 23Q (1743.645867 sec): 3 clusters Score: Raw -1385273.139392 + Penalty 3042.939175 = -1382230.200217 nChanged 33 SP:Iteration 24Q (1743.712774 sec): 3 clusters Score: Raw -1385278.261105 + Penalty 3042.939175 = -1382235.321930 nChanged 29 SP:Iteration 25Q (1743.777579 sec): 3 clusters Score: Raw -1385280.933497 + Penalty 3042.939175 = -1382237.994321 nChanged 19 SP:Iteration 26Q (1743.827586 sec): 3 clusters Score: Raw -1385282.898509 + Penalty 3042.939175 = -1382239.959334 nChanged 17 SP:Iteration 27Q (1743.897490 sec): 3 clusters Score: Raw -1385284.708864 + Penalty 3042.939175 = -1382241.769688 nChanged 18 SP:Iteration 28Q (1743.963201 sec): 3 clusters Score: Raw -1385286.412476 + Penalty 3042.939175 = -1382243.473301 nChanged 15 SP:Iteration 29Q (1744.017764 sec): 3 clusters Score: Raw -1385287.451366 + Penalty 3042.939175 = -1382244.512191 nChanged 10 SP:Iteration 30Q (1744.079009 sec): 3 clusters Score: Raw -1385287.956625 + Penalty 3042.939175 = -1382245.017450 nChanged 5 SP:Iteration 31Q (1744.148124 sec): 3 clusters Score: Raw -1385288.453742 + Penalty 3042.939175 = -1382245.514566 nChanged 6 SP:Iteration 32Q (1744.206343 sec): 3 clusters Score: Raw -1385289.270730 + Penalty 3042.939175 = -1382246.331555 nChanged 6 SP:Iteration 33Q (1744.271018 sec): 3 clusters Score: Raw -1385289.717818 + Penalty 3042.939175 = -1382246.778642 nChanged 8 SP:Iteration 34Q (1744.331302 sec): 3 clusters Score: Raw -1385290.275647 + Penalty 3042.939175 = -1382247.336472 nChanged 8 SP:Iteration 35Q (1744.380479 sec): 3 clusters Score: Raw -1385290.963181 + Penalty 3042.939175 = -1382248.024006 nChanged 12 SP:Iteration 36Q (1744.450297 sec): 3 clusters Score: Raw -1385291.873054 + Penalty 3042.939175 = -1382248.933878 nChanged 8 SP:Iteration 37Q (1744.503437 sec): 3 clusters Score: Raw -1385292.465227 + Penalty 3042.939175 = -1382249.526051 nChanged 5 SP:Iteration 38Q (1744.564681 sec): 3 clusters Score: Raw -1385292.690028 + Penalty 3042.939175 = -1382249.750852 nChanged 3 SP:Iteration 39Q (1744.619980 sec): 3 clusters Score: Raw -1385292.828829 + Penalty 3042.939175 = -1382249.889654 nChanged 4 SP:Iteration 40F (1744.682584 sec): 3 clusters Score: Raw -1385293.196806 + Penalty 3042.939175 = -1382250.257630 nChanged 6 SP:Iteration 41Q (1744.738151 sec): 3 clusters Score: Raw -1385293.798939 + Penalty 3042.939175 = -1382250.859764 nChanged 7 SP:Iteration 42Q (1744.789309 sec): 3 clusters Score: Raw -1385294.583073 + Penalty 3042.939175 = -1382251.643897 nChanged 8 SP:Iteration 43Q (1744.855261 sec): 3 clusters Score: Raw -1385295.331002 + Penalty 3042.939175 = -1382252.391826 nChanged 10 SP:Iteration 44Q (1744.910350 sec): 3 clusters Score: Raw -1385296.171980 + Penalty 3042.939175 = -1382253.232805 nChanged 12 SP:Iteration 45Q (1744.964147 sec): 3 clusters Score: Raw -1385297.238366 + Penalty 3042.939175 = -1382254.299190 nChanged 14 SP:Iteration 46Q (1745.031359 sec): 3 clusters Score: Raw -1385298.236801 + Penalty 3042.939175 = -1382255.297625 nChanged 11 SP:Iteration 47Q (1745.082439 sec): 3 clusters Score: Raw -1385298.960607 + Penalty 3042.939175 = -1382256.021432 nChanged 10 SP:Iteration 48Q (1745.144618 sec): 3 clusters Score: Raw -1385299.670655 + Penalty 3042.939175 = -1382256.731480 nChanged 10 SP:Iteration 49Q (1745.204198 sec): 3 clusters Score: Raw -1385300.922936 + Penalty 3042.939175 = -1382257.983760 nChanged 19 SP:Iteration 50Q (1745.270560 sec): 3 clusters Score: Raw -1385303.012423 + Penalty 3042.939175 = -1382260.073248 nChanged 25 SP:Iteration 51Q (1745.307402 sec): 3 clusters Score: Raw -1385305.738223 + Penalty 3042.939175 = -1382262.799048 nChanged 16 SP:Iteration 52Q (1745.387963 sec): 3 clusters Score: Raw -1385307.351115 + Penalty 3042.939175 = -1382264.411940 nChanged 16 SP:Iteration 53Q (1745.444924 sec): 3 clusters Score: Raw -1385308.289239 + Penalty 3042.939175 = -1382265.350064 nChanged 6 SP:Iteration 54Q (1745.494897 sec): 3 clusters Score: Raw -1385308.682773 + Penalty 3042.939175 = -1382265.743597 nChanged 4 SP:Iteration 55Q (1745.554617 sec): 3 clusters Score: Raw -1385309.188847 + Penalty 3042.939175 = -1382266.249671 nChanged 7 SP:Iteration 56Q (1745.613935 sec): 3 clusters Score: Raw -1385309.695394 + Penalty 3042.939175 = -1382266.756218 nChanged 6 SP:Iteration 57Q (1745.673024 sec): 3 clusters Score: Raw -1385310.389943 + Penalty 3042.939175 = -1382267.450767 nChanged 7 SP:Iteration 58Q (1745.736179 sec): 3 clusters Score: Raw -1385311.176553 + Penalty 3042.939175 = -1382268.237378 nChanged 10 SP:Iteration 59Q (1745.797619 sec): 3 clusters Score: Raw -1385312.035502 + Penalty 3042.939175 = -1382269.096327 nChanged 7 SP:Iteration 60F (1745.858409 sec): 3 clusters Score: Raw -1385312.794916 + Penalty 3042.939175 = -1382269.855741 nChanged 8 SP:Iteration 61Q (1745.918516 sec): 3 clusters Score: Raw -1385313.953496 + Penalty 3042.939175 = -1382271.014320 nChanged 11 SP:Iteration 62Q (1745.980912 sec): 3 clusters Score: Raw -1385315.237384 + Penalty 3042.939175 = -1382272.298208 nChanged 9 SP:Iteration 63Q (1746.038110 sec): 3 clusters Score: Raw -1385316.077337 + Penalty 3042.939175 = -1382273.138162 nChanged 7 SP:Iteration 64Q (1746.105041 sec): 3 clusters Score: Raw -1385316.685169 + Penalty 3042.939175 = -1382273.745993 nChanged 3 SP:Iteration 65Q (1746.151379 sec): 3 clusters Score: Raw -1385317.089950 + Penalty 3042.939175 = -1382274.150774 nChanged 5 SP:Iteration 66Q (1746.220552 sec): 3 clusters Score: Raw -1385317.740317 + Penalty 3042.939175 = -1382274.801142 nChanged 7 SP:Iteration 67Q (1746.270765 sec): 3 clusters Score: Raw -1385318.149278 + Penalty 3042.939175 = -1382275.210103 nChanged 5 SP:Iteration 68Q (1746.341014 sec): 3 clusters Score: Raw -1385318.798272 + Penalty 3042.939175 = -1382275.859096 nChanged 5 SP:Iteration 69Q (1746.408528 sec): 3 clusters Score: Raw -1385319.201951 + Penalty 3042.939175 = -1382276.262775 nChanged 3 SP:Iteration 70Q (1746.466511 sec): 3 clusters Score: Raw -1385319.589669 + Penalty 3042.939175 = -1382276.650494 nChanged 3 SP:Iteration 71Q (1746.529737 sec): 3 clusters Score: Raw -1385319.891036 + Penalty 3042.939175 = -1382276.951860 nChanged 5 SP:Iteration 72Q (1746.589885 sec): 3 clusters Score: Raw -1385320.440658 + Penalty 3042.939175 = -1382277.501483 nChanged 1 SP:Iteration 73Q (1746.657130 sec): 3 clusters Score: Raw -1385320.523449 + Penalty 3042.939175 = -1382277.584274 nChanged 0 SP:Iteration 74F (1746.715545 sec): 3 clusters Score: Raw -1385320.523449 + Penalty 3042.939175 = -1382277.584274 nChanged 0 Trying to split cluster 11 (3975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1746.737806 sec): 2 clusters Score: Raw -508166.894590 + Penalty 1346.764254 = -506820.130336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1746.793045 sec): 3 clusters Score: Raw -506180.305512 + Penalty 2693.528509 = -503486.777003 nChanged 1615 SP:Iteration 1F (1746.835460 sec): 3 clusters Score: Raw -507168.522738 + Penalty 2693.528509 = -504474.994229 nChanged 331 SP:Iteration 2F (1746.881393 sec): 3 clusters Score: Raw -507372.619880 + Penalty 2693.528509 = -504679.091371 nChanged 255 SP:Iteration 3F (1746.926258 sec): 3 clusters Score: Raw -507565.976455 + Penalty 2693.528509 = -504872.447946 nChanged 234 SP:Iteration 4F (1746.982377 sec): 3 clusters Score: Raw -507736.031105 + Penalty 2693.528509 = -505042.502596 nChanged 191 SP:Iteration 5Q (1747.028048 sec): 3 clusters Score: Raw -507869.583383 + Penalty 2693.528509 = -505176.054874 nChanged 158 SP:Iteration 6Q (1747.069759 sec): 3 clusters Score: Raw -508009.150638 + Penalty 2693.528509 = -505315.622129 nChanged 159 SP:Iteration 7Q (1747.121367 sec): 3 clusters Score: Raw -508177.439972 + Penalty 2693.528509 = -505483.911463 nChanged 165 SP:Iteration 8Q (1747.164435 sec): 3 clusters Score: Raw -508320.708382 + Penalty 2693.528509 = -505627.179873 nChanged 139 SP:Iteration 9Q (1747.209631 sec): 3 clusters Score: Raw -508434.986232 + Penalty 2693.528509 = -505741.457723 nChanged 113 SP:Iteration 10Q (1747.251795 sec): 3 clusters Score: Raw -508537.739259 + Penalty 2693.528509 = -505844.210750 nChanged 111 SP:Iteration 11Q (1747.294598 sec): 3 clusters Score: Raw -508640.691562 + Penalty 2693.528509 = -505947.163053 nChanged 103 SP:Iteration 12Q (1747.347092 sec): 3 clusters Score: Raw -508731.246016 + Penalty 2693.528509 = -506037.717507 nChanged 109 SP:Iteration 13Q (1747.376575 sec): 3 clusters Score: Raw -508826.540132 + Penalty 2693.528509 = -506133.011623 nChanged 97 SP:Iteration 14Q (1747.423261 sec): 3 clusters Score: Raw -508903.268552 + Penalty 2693.528509 = -506209.740043 nChanged 77 SP:Iteration 15Q (1747.475022 sec): 3 clusters Score: Raw -508956.438965 + Penalty 2693.528509 = -506262.910456 nChanged 56 SP:Iteration 16Q (1747.524576 sec): 3 clusters Score: Raw -508990.202115 + Penalty 2693.528509 = -506296.673606 nChanged 38 SP:Iteration 17Q (1747.572018 sec): 3 clusters Score: Raw -509013.301705 + Penalty 2693.528509 = -506319.773196 nChanged 33 SP:Iteration 18Q (1747.623303 sec): 3 clusters Score: Raw -509026.769086 + Penalty 2693.528509 = -506333.240577 nChanged 22 SP:Iteration 19Q (1747.670269 sec): 3 clusters Score: Raw -509034.695314 + Penalty 2693.528509 = -506341.166806 nChanged 18 SP:Iteration 20F (1747.709203 sec): 3 clusters Score: Raw -509042.612341 + Penalty 2693.528509 = -506349.083832 nChanged 14 SP:Iteration 21Q (1747.752003 sec): 3 clusters Score: Raw -509048.024736 + Penalty 2693.528509 = -506354.496227 nChanged 12 SP:Iteration 22Q (1747.799072 sec): 3 clusters Score: Raw -509053.031328 + Penalty 2693.528509 = -506359.502820 nChanged 13 SP:Iteration 23Q (1747.848382 sec): 3 clusters Score: Raw -509057.543702 + Penalty 2693.528509 = -506364.015193 nChanged 13 SP:Iteration 24Q (1747.887968 sec): 3 clusters Score: Raw -509062.640127 + Penalty 2693.528509 = -506369.111618 nChanged 18 SP:Iteration 25Q (1747.934718 sec): 3 clusters Score: Raw -509069.390269 + Penalty 2693.528509 = -506375.861761 nChanged 12 SP:Iteration 26Q (1747.989458 sec): 3 clusters Score: Raw -509073.513776 + Penalty 2693.528509 = -506379.985267 nChanged 11 SP:Iteration 27Q (1748.033218 sec): 3 clusters Score: Raw -509076.054925 + Penalty 2693.528509 = -506382.526416 nChanged 10 SP:Iteration 28Q (1748.076867 sec): 3 clusters Score: Raw -509078.774708 + Penalty 2693.528509 = -506385.246199 nChanged 15 SP:Iteration 29Q (1748.118423 sec): 3 clusters Score: Raw -509082.792454 + Penalty 2693.528509 = -506389.263945 nChanged 11 SP:Iteration 30Q (1748.164039 sec): 3 clusters Score: Raw -509086.487135 + Penalty 2693.528509 = -506392.958626 nChanged 7 SP:Iteration 31Q (1748.208769 sec): 3 clusters Score: Raw -509088.470354 + Penalty 2693.528509 = -506394.941846 nChanged 8 SP:Iteration 32Q (1748.260636 sec): 3 clusters Score: Raw -509090.636689 + Penalty 2693.528509 = -506397.108180 nChanged 9 SP:Iteration 33Q (1748.298051 sec): 3 clusters Score: Raw -509094.011771 + Penalty 2693.528509 = -506400.483262 nChanged 11 SP:Iteration 34Q (1748.355062 sec): 3 clusters Score: Raw -509097.527054 + Penalty 2693.528509 = -506403.998546 nChanged 7 SP:Iteration 35Q (1748.387151 sec): 3 clusters Score: Raw -509098.941696 + Penalty 2693.528509 = -506405.413187 nChanged 9 SP:Iteration 36Q (1748.427774 sec): 3 clusters Score: Raw -509100.680964 + Penalty 2693.528509 = -506407.152455 nChanged 7 SP:Iteration 37Q (1748.482289 sec): 3 clusters Score: Raw -509102.444076 + Penalty 2693.528509 = -506408.915568 nChanged 4 SP:Iteration 38Q (1748.536574 sec): 3 clusters Score: Raw -509103.557239 + Penalty 2693.528509 = -506410.028730 nChanged 6 SP:Iteration 39Q (1748.582375 sec): 3 clusters Score: Raw -509105.028788 + Penalty 2693.528509 = -506411.500279 nChanged 3 SP:Iteration 40F (1748.623793 sec): 3 clusters Score: Raw -509105.684303 + Penalty 2693.528509 = -506412.155794 nChanged 2 SP:Iteration 41Q (1748.668178 sec): 3 clusters Score: Raw -509106.286737 + Penalty 2693.528509 = -506412.758228 nChanged 3 SP:Iteration 42Q (1748.718534 sec): 3 clusters Score: Raw -509106.903764 + Penalty 2693.528509 = -506413.375256 nChanged 2 SP:Iteration 43Q (1748.766631 sec): 3 clusters Score: Raw -509107.258629 + Penalty 2693.528509 = -506413.730120 nChanged 0 SP:Iteration 44F (1748.807858 sec): 3 clusters Score: Raw -509107.258629 + Penalty 2693.528509 = -506413.730120 nChanged 0 Trying to split cluster 12 (940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1748.831988 sec): 2 clusters Score: Raw -116151.938652 + Penalty 1112.455480 = -115039.483172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1748.874815 sec): 3 clusters Score: Raw -115879.153418 + Penalty 2224.910959 = -113654.242458 nChanged 260 SP:Iteration 1F (1748.916126 sec): 3 clusters Score: Raw -116123.317064 + Penalty 2224.910959 = -113898.406105 nChanged 68 SP:Iteration 2F (1748.965576 sec): 3 clusters Score: Raw -116206.939939 + Penalty 2224.910959 = -113982.028980 nChanged 31 SP:Iteration 3Q (1748.997333 sec): 3 clusters Score: Raw -116243.897976 + Penalty 2224.910959 = -114018.987016 nChanged 19 SP:Iteration 4Q (1749.036541 sec): 3 clusters Score: Raw -116266.720159 + Penalty 2224.910959 = -114041.809199 nChanged 19 SP:Iteration 5Q (1749.073995 sec): 3 clusters Score: Raw -116287.500731 + Penalty 2224.910959 = -114062.589772 nChanged 15 SP:Iteration 6Q (1749.118729 sec): 3 clusters Score: Raw -116304.476218 + Penalty 2224.910959 = -114079.565258 nChanged 5 SP:Iteration 7Q (1749.154510 sec): 3 clusters Score: Raw -116308.300807 + Penalty 2224.910959 = -114083.389848 nChanged 3 SP:Iteration 8Q (1749.189637 sec): 3 clusters Score: Raw -116311.001758 + Penalty 2224.910959 = -114086.090799 nChanged 2 SP:Iteration 9Q (1749.223899 sec): 3 clusters Score: Raw -116312.130419 + Penalty 2224.910959 = -114087.219459 nChanged 1 SP:Iteration 10Q (1749.268722 sec): 3 clusters Score: Raw -116312.548899 + Penalty 2224.910959 = -114087.637940 nChanged 0 SP:Iteration 11F (1749.318216 sec): 3 clusters Score: Raw -116312.548899 + Penalty 2224.910959 = -114087.637940 nChanged 0 Trying to split cluster 13 (61220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1749.446965 sec): 2 clusters Score: Raw -7442465.611148 + Penalty 1791.112247 = -7440674.498901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1749.603785 sec): 3 clusters Score: Raw -7403533.967436 + Penalty 3582.224494 = -7399951.742942 nChanged 28776 SP:Iteration 1F (1749.746604 sec): 3 clusters Score: Raw -7421285.735336 + Penalty 3582.224494 = -7417703.510842 nChanged 3385 SP:Iteration 2F (1749.878627 sec): 3 clusters Score: Raw -7422921.061475 + Penalty 3582.224494 = -7419338.836981 nChanged 3739 SP:Iteration 3F (1750.031683 sec): 3 clusters Score: Raw -7425070.916571 + Penalty 3582.224494 = -7421488.692077 nChanged 4098 SP:Iteration 4F (1750.170571 sec): 3 clusters Score: Raw -7427653.177449 + Penalty 3582.224494 = -7424070.952955 nChanged 4050 SP:Iteration 5F (1750.307235 sec): 3 clusters Score: Raw -7430224.072530 + Penalty 3582.224494 = -7426641.848036 nChanged 3590 SP:Iteration 6F (1750.452394 sec): 3 clusters Score: Raw -7432440.346154 + Penalty 3582.224494 = -7428858.121659 nChanged 3133 SP:Iteration 7F (1750.594641 sec): 3 clusters Score: Raw -7434238.984164 + Penalty 3582.224494 = -7430656.759670 nChanged 2521 SP:Iteration 8Q (1750.736860 sec): 3 clusters Score: Raw -7435605.533629 + Penalty 3582.224494 = -7432023.309134 nChanged 2025 SP:Iteration 9Q (1750.880709 sec): 3 clusters Score: Raw -7436622.782995 + Penalty 3582.224494 = -7433040.558501 nChanged 1607 SP:Iteration 10Q (1751.025341 sec): 3 clusters Score: Raw -7437370.473543 + Penalty 3582.224494 = -7433788.249049 nChanged 1318 SP:Iteration 11Q (1751.187462 sec): 3 clusters Score: Raw -7437936.950682 + Penalty 3582.224494 = -7434354.726188 nChanged 1086 SP:Iteration 12Q (1751.331243 sec): 3 clusters Score: Raw -7438380.529123 + Penalty 3582.224494 = -7434798.304629 nChanged 997 SP:Iteration 13Q (1751.470494 sec): 3 clusters Score: Raw -7438750.516266 + Penalty 3582.224494 = -7435168.291772 nChanged 909 SP:Iteration 14Q (1751.612084 sec): 3 clusters Score: Raw -7439063.094702 + Penalty 3582.224494 = -7435480.870208 nChanged 834 SP:Iteration 15Q (1751.764545 sec): 3 clusters Score: Raw -7439307.710904 + Penalty 3582.224494 = -7435725.486410 nChanged 707 SP:Iteration 16Q (1751.902282 sec): 3 clusters Score: Raw -7439494.501446 + Penalty 3582.224494 = -7435912.276952 nChanged 589 SP:Iteration 17Q (1752.031832 sec): 3 clusters Score: Raw -7439623.670472 + Penalty 3582.224494 = -7436041.445978 nChanged 483 SP:Iteration 18Q (1752.168284 sec): 3 clusters Score: Raw -7439714.397075 + Penalty 3582.224494 = -7436132.172581 nChanged 417 SP:Iteration 19Q (1752.310154 sec): 3 clusters Score: Raw -7439781.405489 + Penalty 3582.224494 = -7436199.180995 nChanged 344 SP:Iteration 20F (1752.449029 sec): 3 clusters Score: Raw -7439830.280971 + Penalty 3582.224494 = -7436248.056477 nChanged 280 SP:Iteration 21Q (1752.595034 sec): 3 clusters Score: Raw -7439859.239316 + Penalty 3582.224494 = -7436277.014822 nChanged 233 SP:Iteration 22Q (1752.736632 sec): 3 clusters Score: Raw -7439884.897307 + Penalty 3582.224494 = -7436302.672813 nChanged 215 SP:Iteration 23Q (1752.888849 sec): 3 clusters Score: Raw -7439908.961107 + Penalty 3582.224494 = -7436326.736613 nChanged 189 SP:Iteration 24Q (1753.044216 sec): 3 clusters Score: Raw -7439927.879997 + Penalty 3582.224494 = -7436345.655503 nChanged 179 SP:Iteration 25Q (1753.203249 sec): 3 clusters Score: Raw -7439944.104789 + Penalty 3582.224494 = -7436361.880295 nChanged 171 SP:Iteration 26Q (1753.343444 sec): 3 clusters Score: Raw -7439958.820418 + Penalty 3582.224494 = -7436376.595924 nChanged 162 SP:Iteration 27Q (1753.495315 sec): 3 clusters Score: Raw -7439971.419266 + Penalty 3582.224494 = -7436389.194772 nChanged 157 SP:Iteration 28Q (1753.641068 sec): 3 clusters Score: Raw -7439984.493759 + Penalty 3582.224494 = -7436402.269265 nChanged 160 SP:Iteration 29Q (1753.777668 sec): 3 clusters Score: Raw -7439998.311785 + Penalty 3582.224494 = -7436416.087291 nChanged 164 SP:Iteration 30Q (1753.917538 sec): 3 clusters Score: Raw -7440013.721494 + Penalty 3582.224494 = -7436431.497000 nChanged 155 SP:Iteration 31Q (1754.072830 sec): 3 clusters Score: Raw -7440030.507080 + Penalty 3582.224494 = -7436448.282586 nChanged 170 SP:Iteration 32Q (1754.196271 sec): 3 clusters Score: Raw -7440052.674762 + Penalty 3582.224494 = -7436470.450268 nChanged 208 SP:Iteration 33Q (1754.343376 sec): 3 clusters Score: Raw -7440082.943431 + Penalty 3582.224494 = -7436500.718937 nChanged 214 SP:Iteration 34Q (1754.482138 sec): 3 clusters Score: Raw -7440119.833399 + Penalty 3582.224494 = -7436537.608905 nChanged 223 SP:Iteration 35Q (1754.620978 sec): 3 clusters Score: Raw -7440162.166388 + Penalty 3582.224494 = -7436579.941894 nChanged 240 SP:Iteration 36Q (1754.760435 sec): 3 clusters Score: Raw -7440227.584981 + Penalty 3582.224494 = -7436645.360487 nChanged 296 SP:Iteration 37Q (1754.905190 sec): 3 clusters Score: Raw -7440320.040920 + Penalty 3582.224494 = -7436737.816426 nChanged 331 SP:Iteration 38Q (1755.050912 sec): 3 clusters Score: Raw -7440432.173769 + Penalty 3582.224494 = -7436849.949275 nChanged 392 SP:Iteration 39Q (1755.187478 sec): 3 clusters Score: Raw -7440591.147138 + Penalty 3582.224494 = -7437008.922644 nChanged 451 SP:Iteration 40F (1755.325200 sec): 3 clusters Score: Raw -7440804.372654 + Penalty 3582.224494 = -7437222.148160 nChanged 516 SP:Iteration 41Q (1755.459155 sec): 3 clusters Score: Raw -7441033.697202 + Penalty 3582.224494 = -7437451.472708 nChanged 510 SP:Iteration 42Q (1755.589677 sec): 3 clusters Score: Raw -7441238.746064 + Penalty 3582.224494 = -7437656.521570 nChanged 468 SP:Iteration 43Q (1755.732153 sec): 3 clusters Score: Raw -7441407.088179 + Penalty 3582.224494 = -7437824.863685 nChanged 431 SP:Iteration 44Q (1755.881065 sec): 3 clusters Score: Raw -7441561.662378 + Penalty 3582.224494 = -7437979.437884 nChanged 391 SP:Iteration 45Q (1756.030510 sec): 3 clusters Score: Raw -7441677.282903 + Penalty 3582.224494 = -7438095.058409 nChanged 354 SP:Iteration 46Q (1756.152192 sec): 3 clusters Score: Raw -7441770.104370 + Penalty 3582.224494 = -7438187.879876 nChanged 348 SP:Iteration 47Q (1756.284491 sec): 3 clusters Score: Raw -7441860.919069 + Penalty 3582.224494 = -7438278.694575 nChanged 328 SP:Iteration 48Q (1756.421550 sec): 3 clusters Score: Raw -7441941.627952 + Penalty 3582.224494 = -7438359.403458 nChanged 277 SP:Iteration 49Q (1756.543192 sec): 3 clusters Score: Raw -7442001.979658 + Penalty 3582.224494 = -7438419.755164 nChanged 273 SP:Iteration 50Q (1756.671513 sec): 3 clusters Score: Raw -7442058.335089 + Penalty 3582.224494 = -7438476.110595 nChanged 250 SP:Iteration 51Q (1756.816971 sec): 3 clusters Score: Raw -7442103.241874 + Penalty 3582.224494 = -7438521.017380 nChanged 232 SP:Iteration 52Q (1756.970723 sec): 3 clusters Score: Raw -7442143.546669 + Penalty 3582.224494 = -7438561.322175 nChanged 207 SP:Iteration 53Q (1757.112261 sec): 3 clusters Score: Raw -7442177.142368 + Penalty 3582.224494 = -7438594.917873 nChanged 202 SP:Iteration 54Q (1757.245079 sec): 3 clusters Score: Raw -7442209.331511 + Penalty 3582.224494 = -7438627.107017 nChanged 196 SP:Iteration 55Q (1757.368296 sec): 3 clusters Score: Raw -7442243.080614 + Penalty 3582.224494 = -7438660.856120 nChanged 197 SP:Iteration 56Q (1757.499210 sec): 3 clusters Score: Raw -7442274.501529 + Penalty 3582.224494 = -7438692.277035 nChanged 188 SP:Iteration 57Q (1757.640953 sec): 3 clusters Score: Raw -7442301.315334 + Penalty 3582.224494 = -7438719.090840 nChanged 178 SP:Iteration 58Q (1757.762075 sec): 3 clusters Score: Raw -7442326.754858 + Penalty 3582.224494 = -7438744.530364 nChanged 173 SP:Iteration 59Q (1757.896046 sec): 3 clusters Score: Raw -7442352.942987 + Penalty 3582.224494 = -7438770.718493 nChanged 169 SP:Iteration 60F (1758.044586 sec): 3 clusters Score: Raw -7442378.199926 + Penalty 3582.224494 = -7438795.975432 nChanged 179 SP:Iteration 61Q (1758.172662 sec): 3 clusters Score: Raw -7442405.719299 + Penalty 3582.224494 = -7438823.494805 nChanged 168 SP:Iteration 62Q (1758.288205 sec): 3 clusters Score: Raw -7442430.232020 + Penalty 3582.224494 = -7438848.007526 nChanged 146 SP:Iteration 63Q (1758.417604 sec): 3 clusters Score: Raw -7442447.881252 + Penalty 3582.224494 = -7438865.656758 nChanged 120 SP:Iteration 64Q (1758.544024 sec): 3 clusters Score: Raw -7442462.420551 + Penalty 3582.224494 = -7438880.196057 nChanged 117 SP:Iteration 65Q (1758.658001 sec): 3 clusters Score: Raw -7442476.123785 + Penalty 3582.224494 = -7438893.899291 nChanged 104 SP:Iteration 66Q (1758.795478 sec): 3 clusters Score: Raw -7442486.621153 + Penalty 3582.224494 = -7438904.396659 nChanged 109 SP:Iteration 67Q (1758.929850 sec): 3 clusters Score: Raw -7442498.434694 + Penalty 3582.224494 = -7438916.210200 nChanged 97 SP:Iteration 68Q (1759.053994 sec): 3 clusters Score: Raw -7442509.444470 + Penalty 3582.224494 = -7438927.219976 nChanged 104 SP:Iteration 69Q (1759.175302 sec): 3 clusters Score: Raw -7442520.725403 + Penalty 3582.224494 = -7438938.500909 nChanged 91 SP:Iteration 70Q (1759.301614 sec): 3 clusters Score: Raw -7442529.945966 + Penalty 3582.224494 = -7438947.721472 nChanged 95 SP:Iteration 71Q (1759.444139 sec): 3 clusters Score: Raw -7442540.800529 + Penalty 3582.224494 = -7438958.576034 nChanged 94 SP:Iteration 72Q (1759.584285 sec): 3 clusters Score: Raw -7442551.872891 + Penalty 3582.224494 = -7438969.648397 nChanged 106 SP:Iteration 73Q (1759.733891 sec): 3 clusters Score: Raw -7442564.676874 + Penalty 3582.224494 = -7438982.452380 nChanged 104 SP:Iteration 74Q (1759.874593 sec): 3 clusters Score: Raw -7442576.682758 + Penalty 3582.224494 = -7438994.458264 nChanged 110 SP:Iteration 75Q (1759.997416 sec): 3 clusters Score: Raw -7442591.016942 + Penalty 3582.224494 = -7439008.792448 nChanged 106 SP:Iteration 76Q (1760.121715 sec): 3 clusters Score: Raw -7442604.243586 + Penalty 3582.224494 = -7439022.019092 nChanged 96 SP:Iteration 77Q (1760.246351 sec): 3 clusters Score: Raw -7442614.707054 + Penalty 3582.224494 = -7439032.482559 nChanged 79 SP:Iteration 78Q (1760.371770 sec): 3 clusters Score: Raw -7442623.452359 + Penalty 3582.224494 = -7439041.227865 nChanged 94 SP:Iteration 79Q (1760.516008 sec): 3 clusters Score: Raw -7442633.616337 + Penalty 3582.224494 = -7439051.391843 nChanged 75 SP:Iteration 80F (1760.663555 sec): 3 clusters Score: Raw -7442641.230485 + Penalty 3582.224494 = -7439059.005991 nChanged 72 SP:Iteration 81Q (1760.780918 sec): 3 clusters Score: Raw -7442649.147794 + Penalty 3582.224494 = -7439066.923300 nChanged 78 SP:Iteration 82Q (1760.898901 sec): 3 clusters Score: Raw -7442657.374182 + Penalty 3582.224494 = -7439075.149688 nChanged 78 SP:Iteration 83Q (1761.038279 sec): 3 clusters Score: Raw -7442666.236143 + Penalty 3582.224494 = -7439084.011649 nChanged 65 SP:Iteration 84Q (1761.160588 sec): 3 clusters Score: Raw -7442673.056805 + Penalty 3582.224494 = -7439090.832311 nChanged 60 SP:Iteration 85Q (1761.294962 sec): 3 clusters Score: Raw -7442678.686797 + Penalty 3582.224494 = -7439096.462302 nChanged 65 SP:Iteration 86Q (1761.415784 sec): 3 clusters Score: Raw -7442684.630627 + Penalty 3582.224494 = -7439102.406133 nChanged 48 SP:Iteration 87Q (1761.539502 sec): 3 clusters Score: Raw -7442688.342235 + Penalty 3582.224494 = -7439106.117741 nChanged 38 SP:Iteration 88Q (1761.665251 sec): 3 clusters Score: Raw -7442691.335658 + Penalty 3582.224494 = -7439109.111164 nChanged 37 SP:Iteration 89Q (1761.807737 sec): 3 clusters Score: Raw -7442693.811108 + Penalty 3582.224494 = -7439111.586614 nChanged 29 SP:Iteration 90Q (1761.942997 sec): 3 clusters Score: Raw -7442695.606565 + Penalty 3582.224494 = -7439113.382071 nChanged 27 SP:Iteration 91Q (1762.071106 sec): 3 clusters Score: Raw -7442697.426723 + Penalty 3582.224494 = -7439115.202229 nChanged 37 SP:Iteration 92Q (1762.196087 sec): 3 clusters Score: Raw -7442699.942064 + Penalty 3582.224494 = -7439117.717570 nChanged 34 SP:Iteration 93Q (1762.327933 sec): 3 clusters Score: Raw -7442702.828022 + Penalty 3582.224494 = -7439120.603528 nChanged 30 SP:Iteration 94Q (1762.458316 sec): 3 clusters Score: Raw -7442705.366269 + Penalty 3582.224494 = -7439123.141775 nChanged 30 SP:Iteration 95Q (1762.595600 sec): 3 clusters Score: Raw -7442707.566982 + Penalty 3582.224494 = -7439125.342488 nChanged 28 SP:Iteration 96Q (1762.716622 sec): 3 clusters Score: Raw -7442709.545607 + Penalty 3582.224494 = -7439127.321112 nChanged 32 SP:Iteration 97Q (1762.834823 sec): 3 clusters Score: Raw -7442712.136422 + Penalty 3582.224494 = -7439129.911928 nChanged 35 SP:Iteration 98Q (1762.960089 sec): 3 clusters Score: Raw -7442715.350903 + Penalty 3582.224494 = -7439133.126409 nChanged 43 SP:Iteration 99Q (1763.093241 sec): 3 clusters Score: Raw -7442719.313817 + Penalty 3582.224494 = -7439137.089323 nChanged 47 SP:Iteration 100F (1763.230249 sec): 3 clusters Score: Raw -7442723.620025 + Penalty 3582.224494 = -7439141.395531 nChanged 40 SP:Iteration 101Q (1763.361446 sec): 3 clusters Score: Raw -7442727.136804 + Penalty 3582.224494 = -7439144.912310 nChanged 38 SP:Iteration 102Q (1763.482925 sec): 3 clusters Score: Raw -7442730.236933 + Penalty 3582.224494 = -7439148.012439 nChanged 28 SP:Iteration 103Q (1763.599009 sec): 3 clusters Score: Raw -7442732.656320 + Penalty 3582.224494 = -7439150.431826 nChanged 35 SP:Iteration 104Q (1763.719680 sec): 3 clusters Score: Raw -7442735.703156 + Penalty 3582.224494 = -7439153.478662 nChanged 42 SP:Iteration 105Q (1763.852949 sec): 3 clusters Score: Raw -7442739.844358 + Penalty 3582.224494 = -7439157.619864 nChanged 32 SP:Iteration 106Q (1763.964292 sec): 3 clusters Score: Raw -7442743.744358 + Penalty 3582.224494 = -7439161.519864 nChanged 37 SP:Iteration 107Q (1764.096722 sec): 3 clusters Score: Raw -7442747.017068 + Penalty 3582.224494 = -7439164.792574 nChanged 29 SP:Iteration 108Q (1764.213425 sec): 3 clusters Score: Raw -7442750.329009 + Penalty 3582.224494 = -7439168.104515 nChanged 42 SP:Iteration 109Q (1764.331898 sec): 3 clusters Score: Raw -7442755.044157 + Penalty 3582.224494 = -7439172.819663 nChanged 52 SP:Iteration 110Q (1764.464482 sec): 3 clusters Score: Raw -7442761.248616 + Penalty 3582.224494 = -7439179.024122 nChanged 58 SP:Iteration 111Q (1764.582746 sec): 3 clusters Score: Raw -7442768.034056 + Penalty 3582.224494 = -7439185.809562 nChanged 58 SP:Iteration 112Q (1764.697545 sec): 3 clusters Score: Raw -7442774.616559 + Penalty 3582.224494 = -7439192.392064 nChanged 49 SP:Iteration 113Q (1764.820755 sec): 3 clusters Score: Raw -7442779.364189 + Penalty 3582.224494 = -7439197.139695 nChanged 44 SP:Iteration 114Q (1764.952678 sec): 3 clusters Score: Raw -7442783.561895 + Penalty 3582.224494 = -7439201.337401 nChanged 49 SP:Iteration 115Q (1765.054131 sec): 3 clusters Score: Raw -7442788.534412 + Penalty 3582.224494 = -7439206.309918 nChanged 50 SP:Iteration 116Q (1765.173434 sec): 3 clusters Score: Raw -7442793.787466 + Penalty 3582.224494 = -7439211.562972 nChanged 46 SP:Iteration 117Q (1765.315246 sec): 3 clusters Score: Raw -7442798.376134 + Penalty 3582.224494 = -7439216.151640 nChanged 42 SP:Iteration 118Q (1765.460557 sec): 3 clusters Score: Raw -7442802.556414 + Penalty 3582.224494 = -7439220.331920 nChanged 37 SP:Iteration 119Q (1765.580902 sec): 3 clusters Score: Raw -7442805.683650 + Penalty 3582.224494 = -7439223.459156 nChanged 32 SP:Iteration 120F (1765.724112 sec): 3 clusters Score: Raw -7442808.240002 + Penalty 3582.224494 = -7439226.015508 nChanged 34 SP:Iteration 121Q (1765.847068 sec): 3 clusters Score: Raw -7442811.204730 + Penalty 3582.224494 = -7439228.980236 nChanged 35 SP:Iteration 122Q (1765.958640 sec): 3 clusters Score: Raw -7442814.181736 + Penalty 3582.224494 = -7439231.957242 nChanged 34 SP:Iteration 123Q (1766.074643 sec): 3 clusters Score: Raw -7442817.062831 + Penalty 3582.224494 = -7439234.838337 nChanged 29 SP:Iteration 124Q (1766.207421 sec): 3 clusters Score: Raw -7442820.178627 + Penalty 3582.224494 = -7439237.954132 nChanged 29 SP:Iteration 125Q (1766.320481 sec): 3 clusters Score: Raw -7442822.813730 + Penalty 3582.224494 = -7439240.589236 nChanged 26 SP:Iteration 126Q (1766.430668 sec): 3 clusters Score: Raw -7442825.409623 + Penalty 3582.224494 = -7439243.185129 nChanged 24 SP:Iteration 127Q (1766.555040 sec): 3 clusters Score: Raw -7442827.569660 + Penalty 3582.224494 = -7439245.345166 nChanged 25 SP:Iteration 128Q (1766.667139 sec): 3 clusters Score: Raw -7442829.414249 + Penalty 3582.224494 = -7439247.189755 nChanged 17 SP:Iteration 129Q (1766.781131 sec): 3 clusters Score: Raw -7442830.611882 + Penalty 3582.224494 = -7439248.387388 nChanged 16 SP:Iteration 130Q (1766.907757 sec): 3 clusters Score: Raw -7442831.714353 + Penalty 3582.224494 = -7439249.489859 nChanged 11 SP:Iteration 131Q (1767.040704 sec): 3 clusters Score: Raw -7442832.262879 + Penalty 3582.224494 = -7439250.038385 nChanged 12 SP:Iteration 132Q (1767.155552 sec): 3 clusters Score: Raw -7442833.101755 + Penalty 3582.224494 = -7439250.877261 nChanged 14 SP:Iteration 133Q (1767.288610 sec): 3 clusters Score: Raw -7442833.783621 + Penalty 3582.224494 = -7439251.559127 nChanged 6 SP:Iteration 134Q (1767.414496 sec): 3 clusters Score: Raw -7442834.167857 + Penalty 3582.224494 = -7439251.943363 nChanged 8 SP:Iteration 135Q (1767.534670 sec): 3 clusters Score: Raw -7442834.612653 + Penalty 3582.224494 = -7439252.388159 nChanged 4 SP:Iteration 136Q (1767.652101 sec): 3 clusters Score: Raw -7442834.930108 + Penalty 3582.224494 = -7439252.705614 nChanged 8 SP:Iteration 137Q (1767.774594 sec): 3 clusters Score: Raw -7442835.524423 + Penalty 3582.224494 = -7439253.299929 nChanged 11 SP:Iteration 138Q (1767.900503 sec): 3 clusters Score: Raw -7442836.242169 + Penalty 3582.224494 = -7439254.017675 nChanged 9 SP:Iteration 139Q (1768.016729 sec): 3 clusters Score: Raw -7442836.642173 + Penalty 3582.224494 = -7439254.417679 nChanged 6 SP:Iteration 140F (1768.154144 sec): 3 clusters Score: Raw -7442836.942119 + Penalty 3582.224494 = -7439254.717625 nChanged 4 SP:Iteration 141Q (1768.282162 sec): 3 clusters Score: Raw -7442837.123846 + Penalty 3582.224494 = -7439254.899352 nChanged 5 SP:Iteration 142Q (1768.406246 sec): 3 clusters Score: Raw -7442837.487898 + Penalty 3582.224494 = -7439255.263404 nChanged 8 SP:Iteration 143Q (1768.523354 sec): 3 clusters Score: Raw -7442838.067492 + Penalty 3582.224494 = -7439255.842998 nChanged 5 SP:Iteration 144Q (1768.642807 sec): 3 clusters Score: Raw -7442838.387012 + Penalty 3582.224494 = -7439256.162518 nChanged 4 SP:Iteration 145Q (1768.770584 sec): 3 clusters Score: Raw -7442838.590143 + Penalty 3582.224494 = -7439256.365649 nChanged 6 SP:Iteration 146Q (1768.905323 sec): 3 clusters Score: Raw -7442838.918224 + Penalty 3582.224494 = -7439256.693730 nChanged 3 SP:Iteration 147Q (1769.019143 sec): 3 clusters Score: Raw -7442839.264276 + Penalty 3582.224494 = -7439257.039782 nChanged 8 SP:Iteration 148Q (1769.139350 sec): 3 clusters Score: Raw -7442839.763537 + Penalty 3582.224494 = -7439257.539043 nChanged 7 SP:Iteration 149Q (1769.254348 sec): 3 clusters Score: Raw -7442840.130657 + Penalty 3582.224494 = -7439257.906163 nChanged 6 SP:Iteration 150Q (1769.370016 sec): 3 clusters Score: Raw -7442840.474031 + Penalty 3582.224494 = -7439258.249537 nChanged 2 SP:Iteration 151Q (1769.493079 sec): 3 clusters Score: Raw -7442840.587894 + Penalty 3582.224494 = -7439258.363400 nChanged 1 SP:Iteration 152Q (1769.603465 sec): 3 clusters Score: Raw -7442840.632142 + Penalty 3582.224494 = -7439258.407648 nChanged 1 SP:Iteration 153Q (1769.718328 sec): 3 clusters Score: Raw -7442840.682576 + Penalty 3582.224494 = -7439258.458082 nChanged 1 SP:Iteration 154Q (1769.842385 sec): 3 clusters Score: Raw -7442840.730108 + Penalty 3582.224494 = -7439258.505614 nChanged 1 SP:Iteration 155Q (1769.972026 sec): 3 clusters Score: Raw -7442840.803381 + Penalty 3582.224494 = -7439258.578886 nChanged 2 SP:Iteration 156Q (1770.111254 sec): 3 clusters Score: Raw -7442840.881816 + Penalty 3582.224494 = -7439258.657322 nChanged 1 SP:Iteration 157Q (1770.237733 sec): 3 clusters Score: Raw -7442840.927549 + Penalty 3582.224494 = -7439258.703055 nChanged 0 SP:Iteration 158F (1770.371314 sec): 3 clusters Score: Raw -7442840.927549 + Penalty 3582.224494 = -7439258.703055 nChanged 0 Trying to split cluster 14 (110714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1770.515298 sec): 2 clusters Score: Raw -13651914.894803 + Penalty 1887.389657 = -13650027.505147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1770.743354 sec): 3 clusters Score: Raw -13579838.441801 + Penalty 3774.779313 = -13576063.662488 nChanged 52931 SP:Iteration 1F (1770.972929 sec): 3 clusters Score: Raw -13611595.505057 + Penalty 3774.779313 = -13607820.725744 nChanged 5307 SP:Iteration 2Q (1771.209408 sec): 3 clusters Score: Raw -13613858.512627 + Penalty 3774.779313 = -13610083.733314 nChanged 6868 SP:Iteration 3F (1771.435630 sec): 3 clusters Score: Raw -13617734.243111 + Penalty 3774.779313 = -13613959.463798 nChanged 8273 SP:Iteration 4F (1771.660417 sec): 3 clusters Score: Raw -13623499.352104 + Penalty 3774.779313 = -13619724.572791 nChanged 8936 SP:Iteration 5F (1771.880822 sec): 3 clusters Score: Raw -13630462.677810 + Penalty 3774.779313 = -13626687.898497 nChanged 8225 SP:Iteration 6F (1772.104588 sec): 3 clusters Score: Raw -13637355.247357 + Penalty 3774.779313 = -13633580.468044 nChanged 6742 SP:Iteration 7F (1772.351096 sec): 3 clusters Score: Raw -13643274.879845 + Penalty 3774.779313 = -13639500.100532 nChanged 4818 SP:Iteration 8Q (1772.605961 sec): 3 clusters Score: Raw -13647578.740588 + Penalty 3774.779313 = -13643803.961275 nChanged 2800 SP:Iteration 9Q (1772.824735 sec): 3 clusters Score: Raw -13650011.736459 + Penalty 3774.779313 = -13646236.957146 nChanged 1389 SP:Iteration 10Q (1773.029365 sec): 3 clusters Score: Raw -13651220.911475 + Penalty 3774.779313 = -13647446.132162 nChanged 627 SP:Iteration 11Q (1773.224599 sec): 3 clusters Score: Raw -13651796.527503 + Penalty 3774.779313 = -13648021.748190 nChanged 229 SP:Iteration 12Q (1773.404928 sec): 3 clusters Score: Raw -13652030.189075 + Penalty 3774.779313 = -13648255.409762 nChanged 114 SP:Iteration 13Q (1773.580122 sec): 3 clusters Score: Raw -13652154.153514 + Penalty 3774.779313 = -13648379.374201 nChanged 51 SP:Iteration 14Q (1773.773614 sec): 3 clusters Score: Raw -13652246.455529 + Penalty 3774.779313 = -13648471.676216 nChanged 62 SP:Iteration 15Q (1773.972871 sec): 3 clusters Score: Raw -13652349.576718 + Penalty 3774.779313 = -13648574.797405 nChanged 61 SP:Iteration 16Q (1774.156760 sec): 3 clusters Score: Raw -13652401.478395 + Penalty 3774.779313 = -13648626.699082 nChanged 30 SP:Iteration 17Q (1774.354689 sec): 3 clusters Score: Raw -13652425.113429 + Penalty 3774.779313 = -13648650.334116 nChanged 15 SP:Iteration 18Q (1774.542633 sec): 3 clusters Score: Raw -13652433.648820 + Penalty 3774.779313 = -13648658.869507 nChanged 12 SP:Iteration 19Q (1774.722964 sec): 3 clusters Score: Raw -13652439.265947 + Penalty 3774.779313 = -13648664.486634 nChanged 8 SP:Iteration 20F (1774.945669 sec): 3 clusters Score: Raw -13652442.430216 + Penalty 3774.779313 = -13648667.650903 nChanged 4 SP:Iteration 21Q (1775.133605 sec): 3 clusters Score: Raw -13652444.889836 + Penalty 3774.779313 = -13648670.110523 nChanged 6 SP:Iteration 22Q (1775.335266 sec): 3 clusters Score: Raw -13652449.310287 + Penalty 3774.779313 = -13648674.530974 nChanged 4 SP:Iteration 23Q (1775.501778 sec): 3 clusters Score: Raw -13652450.965484 + Penalty 3774.779313 = -13648676.186171 nChanged 6 SP:Iteration 24Q (1775.666328 sec): 3 clusters Score: Raw -13652452.992893 + Penalty 3774.779313 = -13648678.213580 nChanged 6 SP:Iteration 25Q (1775.844978 sec): 3 clusters Score: Raw -13652456.188967 + Penalty 3774.779313 = -13648681.409654 nChanged 7 SP:Iteration 26Q (1776.005710 sec): 3 clusters Score: Raw -13652462.420489 + Penalty 3774.779313 = -13648687.641176 nChanged 6 SP:Iteration 27Q (1776.173680 sec): 3 clusters Score: Raw -13652467.128340 + Penalty 3774.779313 = -13648692.349027 nChanged 4 SP:Iteration 28Q (1776.344250 sec): 3 clusters Score: Raw -13652469.397396 + Penalty 3774.779313 = -13648694.618083 nChanged 4 SP:Iteration 29Q (1776.520164 sec): 3 clusters Score: Raw -13652472.244981 + Penalty 3774.779313 = -13648697.465668 nChanged 3 SP:Iteration 30Q (1776.703895 sec): 3 clusters Score: Raw -13652474.611781 + Penalty 3774.779313 = -13648699.832468 nChanged 2 SP:Iteration 31Q (1776.895502 sec): 3 clusters Score: Raw -13652475.711476 + Penalty 3774.779313 = -13648700.932163 nChanged 1 SP:Iteration 32Q (1777.070022 sec): 3 clusters Score: Raw -13652476.801394 + Penalty 3774.779313 = -13648702.022081 nChanged 1 SP:Iteration 33Q (1777.263374 sec): 3 clusters Score: Raw -13652476.960719 + Penalty 3774.779313 = -13648702.181406 nChanged 0 SP:Iteration 34F (1777.495570 sec): 3 clusters Score: Raw -13652476.960719 + Penalty 3774.779313 = -13648702.181406 nChanged 0 Trying to split cluster 15 (2706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1777.521660 sec): 2 clusters Score: Raw -295833.858449 + Penalty 1284.274356 = -294549.584092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1777.568037 sec): 3 clusters Score: Raw -294607.920423 + Penalty 2568.548713 = -292039.371710 nChanged 1000 SP:Iteration 1F (1777.625032 sec): 3 clusters Score: Raw -295264.849503 + Penalty 2568.548713 = -292696.300791 nChanged 246 SP:Iteration 2F (1777.659426 sec): 3 clusters Score: Raw -295438.493740 + Penalty 2568.548713 = -292869.945027 nChanged 149 SP:Iteration 3F (1777.702339 sec): 3 clusters Score: Raw -295556.852538 + Penalty 2568.548713 = -292988.303825 nChanged 109 SP:Iteration 4Q (1777.739984 sec): 3 clusters Score: Raw -295619.252741 + Penalty 2568.548713 = -293050.704028 nChanged 82 SP:Iteration 5Q (1777.777737 sec): 3 clusters Score: Raw -295678.381632 + Penalty 2568.548713 = -293109.832920 nChanged 77 SP:Iteration 6Q (1777.823393 sec): 3 clusters Score: Raw -295734.002953 + Penalty 2568.548713 = -293165.454241 nChanged 60 SP:Iteration 7Q (1777.872106 sec): 3 clusters Score: Raw -295783.190161 + Penalty 2568.548713 = -293214.641448 nChanged 66 SP:Iteration 8Q (1777.912090 sec): 3 clusters Score: Raw -295840.953173 + Penalty 2568.548713 = -293272.404461 nChanged 73 SP:Iteration 9Q (1777.966238 sec): 3 clusters Score: Raw -295910.976914 + Penalty 2568.548713 = -293342.428201 nChanged 85 SP:Iteration 10Q (1778.004999 sec): 3 clusters Score: Raw -295974.224720 + Penalty 2568.548713 = -293405.676007 nChanged 66 SP:Iteration 11Q (1778.041557 sec): 3 clusters Score: Raw -296042.770175 + Penalty 2568.548713 = -293474.221462 nChanged 80 SP:Iteration 12Q (1778.088903 sec): 3 clusters Score: Raw -296120.777659 + Penalty 2568.548713 = -293552.228946 nChanged 85 SP:Iteration 13Q (1778.139493 sec): 3 clusters Score: Raw -296205.064265 + Penalty 2568.548713 = -293636.515552 nChanged 90 SP:Iteration 14Q (1778.179405 sec): 3 clusters Score: Raw -296300.707359 + Penalty 2568.548713 = -293732.158646 nChanged 88 SP:Iteration 15Q (1778.215507 sec): 3 clusters Score: Raw -296393.806573 + Penalty 2568.548713 = -293825.257860 nChanged 82 SP:Iteration 16Q (1778.256463 sec): 3 clusters Score: Raw -296479.820988 + Penalty 2568.548713 = -293911.272275 nChanged 83 SP:Iteration 17Q (1778.314044 sec): 3 clusters Score: Raw -296548.035787 + Penalty 2568.548713 = -293979.487074 nChanged 51 SP:Iteration 18Q (1778.352903 sec): 3 clusters Score: Raw -296578.071439 + Penalty 2568.548713 = -294009.522727 nChanged 35 SP:Iteration 19Q (1778.408590 sec): 3 clusters Score: Raw -296597.455864 + Penalty 2568.548713 = -294028.907151 nChanged 23 SP:Iteration 20F (1778.444655 sec): 3 clusters Score: Raw -296609.849551 + Penalty 2568.548713 = -294041.300839 nChanged 15 SP:Iteration 21Q (1778.491723 sec): 3 clusters Score: Raw -296620.055292 + Penalty 2568.548713 = -294051.506579 nChanged 15 SP:Iteration 22Q (1778.541103 sec): 3 clusters Score: Raw -296628.408848 + Penalty 2568.548713 = -294059.860135 nChanged 8 SP:Iteration 23Q (1778.575279 sec): 3 clusters Score: Raw -296632.601385 + Penalty 2568.548713 = -294064.052673 nChanged 8 SP:Iteration 24Q (1778.617382 sec): 3 clusters Score: Raw -296636.990805 + Penalty 2568.548713 = -294068.442093 nChanged 8 SP:Iteration 25Q (1778.666519 sec): 3 clusters Score: Raw -296640.062851 + Penalty 2568.548713 = -294071.514138 nChanged 8 SP:Iteration 26Q (1778.718694 sec): 3 clusters Score: Raw -296642.756568 + Penalty 2568.548713 = -294074.207855 nChanged 7 SP:Iteration 27Q (1778.757582 sec): 3 clusters Score: Raw -296646.635407 + Penalty 2568.548713 = -294078.086694 nChanged 7 SP:Iteration 28Q (1778.797995 sec): 3 clusters Score: Raw -296649.451759 + Penalty 2568.548713 = -294080.903047 nChanged 6 SP:Iteration 29Q (1778.831231 sec): 3 clusters Score: Raw -296651.216985 + Penalty 2568.548713 = -294082.668273 nChanged 3 SP:Iteration 30Q (1778.887532 sec): 3 clusters Score: Raw -296652.181894 + Penalty 2568.548713 = -294083.633181 nChanged 2 SP:Iteration 31Q (1778.937612 sec): 3 clusters Score: Raw -296652.867090 + Penalty 2568.548713 = -294084.318377 nChanged 2 SP:Iteration 32Q (1778.976862 sec): 3 clusters Score: Raw -296653.430160 + Penalty 2568.548713 = -294084.881447 nChanged 1 SP:Iteration 33Q (1779.015570 sec): 3 clusters Score: Raw -296653.703093 + Penalty 2568.548713 = -294085.154381 nChanged 1 SP:Iteration 34Q (1779.062356 sec): 3 clusters Score: Raw -296653.809685 + Penalty 2568.548713 = -294085.260972 nChanged 0 SP:Iteration 35F (1779.116749 sec): 3 clusters Score: Raw -296653.809685 + Penalty 2568.548713 = -294085.260972 nChanged 0 Trying to split cluster 16 (4182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1779.140181 sec): 2 clusters Score: Raw -494476.126606 + Penalty 1355.013543 = -493121.113063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1779.183658 sec): 3 clusters Score: Raw -492393.927398 + Penalty 2710.027086 = -489683.900312 nChanged 1638 SP:Iteration 1F (1779.237155 sec): 3 clusters Score: Raw -493325.319676 + Penalty 2710.027086 = -490615.292590 nChanged 302 SP:Iteration 2F (1779.282282 sec): 3 clusters Score: Raw -493485.039848 + Penalty 2710.027086 = -490775.012762 nChanged 197 SP:Iteration 3Q (1779.335224 sec): 3 clusters Score: Raw -493581.394316 + Penalty 2710.027086 = -490871.367230 nChanged 151 SP:Iteration 4Q (1779.375807 sec): 3 clusters Score: Raw -493661.581746 + Penalty 2710.027086 = -490951.554660 nChanged 140 SP:Iteration 5Q (1779.422494 sec): 3 clusters Score: Raw -493734.579327 + Penalty 2710.027086 = -491024.552241 nChanged 134 SP:Iteration 6Q (1779.465697 sec): 3 clusters Score: Raw -493804.028690 + Penalty 2710.027086 = -491094.001604 nChanged 126 SP:Iteration 7Q (1779.491923 sec): 3 clusters Score: Raw -493867.538782 + Penalty 2710.027086 = -491157.511696 nChanged 107 SP:Iteration 8Q (1779.537535 sec): 3 clusters Score: Raw -493919.966756 + Penalty 2710.027086 = -491209.939670 nChanged 102 SP:Iteration 9Q (1779.578135 sec): 3 clusters Score: Raw -493971.972003 + Penalty 2710.027086 = -491261.944917 nChanged 90 SP:Iteration 10Q (1779.625304 sec): 3 clusters Score: Raw -494021.106819 + Penalty 2710.027086 = -491311.079733 nChanged 80 SP:Iteration 11Q (1779.673294 sec): 3 clusters Score: Raw -494064.752704 + Penalty 2710.027086 = -491354.725618 nChanged 78 SP:Iteration 12Q (1779.729912 sec): 3 clusters Score: Raw -494109.918293 + Penalty 2710.027086 = -491399.891207 nChanged 73 SP:Iteration 13Q (1779.770030 sec): 3 clusters Score: Raw -494153.329563 + Penalty 2710.027086 = -491443.302477 nChanged 71 SP:Iteration 14Q (1779.819601 sec): 3 clusters Score: Raw -494201.169563 + Penalty 2710.027086 = -491491.142477 nChanged 74 SP:Iteration 15Q (1779.855920 sec): 3 clusters Score: Raw -494263.460485 + Penalty 2710.027086 = -491553.433399 nChanged 82 SP:Iteration 16Q (1779.897956 sec): 3 clusters Score: Raw -494326.552024 + Penalty 2710.027086 = -491616.524938 nChanged 71 SP:Iteration 17Q (1779.957934 sec): 3 clusters Score: Raw -494386.779407 + Penalty 2710.027086 = -491676.752321 nChanged 74 SP:Iteration 18Q (1779.990405 sec): 3 clusters Score: Raw -494459.307959 + Penalty 2710.027086 = -491749.280873 nChanged 80 SP:Iteration 19Q (1780.039872 sec): 3 clusters Score: Raw -494538.446567 + Penalty 2710.027086 = -491828.419481 nChanged 85 SP:Iteration 20F (1780.082592 sec): 3 clusters Score: Raw -494618.531584 + Penalty 2710.027086 = -491908.504498 nChanged 67 SP:Iteration 21Q (1780.127832 sec): 3 clusters Score: Raw -494678.704657 + Penalty 2710.027086 = -491968.677571 nChanged 47 SP:Iteration 22Q (1780.170176 sec): 3 clusters Score: Raw -494711.737730 + Penalty 2710.027086 = -492001.710644 nChanged 29 SP:Iteration 23Q (1780.218122 sec): 3 clusters Score: Raw -494731.583676 + Penalty 2710.027086 = -492021.556590 nChanged 27 SP:Iteration 24Q (1780.267162 sec): 3 clusters Score: Raw -494747.966329 + Penalty 2710.027086 = -492037.939243 nChanged 16 SP:Iteration 25Q (1780.309460 sec): 3 clusters Score: Raw -494755.980880 + Penalty 2710.027086 = -492045.953794 nChanged 10 SP:Iteration 26Q (1780.349050 sec): 3 clusters Score: Raw -494760.152329 + Penalty 2710.027086 = -492050.125243 nChanged 6 SP:Iteration 27Q (1780.406581 sec): 3 clusters Score: Raw -494763.812568 + Penalty 2710.027086 = -492053.785482 nChanged 9 SP:Iteration 28Q (1780.448422 sec): 3 clusters Score: Raw -494770.423524 + Penalty 2710.027086 = -492060.396438 nChanged 8 SP:Iteration 29Q (1780.492381 sec): 3 clusters Score: Raw -494774.396204 + Penalty 2710.027086 = -492064.369118 nChanged 6 SP:Iteration 30Q (1780.542806 sec): 3 clusters Score: Raw -494776.781194 + Penalty 2710.027086 = -492066.754108 nChanged 0 SP:Iteration 31F (1780.581109 sec): 3 clusters Score: Raw -494776.781194 + Penalty 2710.027086 = -492066.754108 nChanged 0 Trying to split cluster 17 (2395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1780.610368 sec): 2 clusters Score: Raw -268478.527824 + Penalty 1264.435008 = -267214.092816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1780.645816 sec): 3 clusters Score: Raw -267403.245160 + Penalty 2528.870016 = -264874.375145 nChanged 896 SP:Iteration 1F (1780.691753 sec): 3 clusters Score: Raw -268005.491064 + Penalty 2528.870016 = -265476.621048 nChanged 194 SP:Iteration 2F (1780.742730 sec): 3 clusters Score: Raw -268169.388463 + Penalty 2528.870016 = -265640.518447 nChanged 145 SP:Iteration 3F (1780.776763 sec): 3 clusters Score: Raw -268293.815653 + Penalty 2528.870016 = -265764.945638 nChanged 112 SP:Iteration 4Q (1780.820077 sec): 3 clusters Score: Raw -268388.839325 + Penalty 2528.870016 = -265859.969310 nChanged 85 SP:Iteration 5Q (1780.856326 sec): 3 clusters Score: Raw -268464.883282 + Penalty 2528.870016 = -265936.013266 nChanged 84 SP:Iteration 6Q (1780.895097 sec): 3 clusters Score: Raw -268538.573465 + Penalty 2528.870016 = -266009.703449 nChanged 73 SP:Iteration 7Q (1780.940728 sec): 3 clusters Score: Raw -268592.659388 + Penalty 2528.870016 = -266063.789372 nChanged 60 SP:Iteration 8Q (1780.990532 sec): 3 clusters Score: Raw -268633.170848 + Penalty 2528.870016 = -266104.300832 nChanged 56 SP:Iteration 9Q (1781.024765 sec): 3 clusters Score: Raw -268677.363895 + Penalty 2528.870016 = -266148.493880 nChanged 45 SP:Iteration 10Q (1781.035520 sec): 3 clusters Score: Raw -268711.939035 + Penalty 2528.870016 = -266183.069020 nChanged 40 SP:Iteration 11Q (1781.047740 sec): 3 clusters Score: Raw -268735.055300 + Penalty 2528.870016 = -266206.185285 nChanged 38 SP:Iteration 12Q (1781.078925 sec): 3 clusters Score: Raw -268760.468442 + Penalty 2528.870016 = -266231.598426 nChanged 36 SP:Iteration 13Q (1781.117860 sec): 3 clusters Score: Raw -268781.655284 + Penalty 2528.870016 = -266252.785268 nChanged 26 SP:Iteration 14Q (1781.161609 sec): 3 clusters Score: Raw -268797.738732 + Penalty 2528.870016 = -266268.868717 nChanged 24 SP:Iteration 15Q (1781.204477 sec): 3 clusters Score: Raw -268812.194536 + Penalty 2528.870016 = -266283.324520 nChanged 29 SP:Iteration 16Q (1781.258730 sec): 3 clusters Score: Raw -268829.815930 + Penalty 2528.870016 = -266300.945914 nChanged 22 SP:Iteration 17Q (1781.294943 sec): 3 clusters Score: Raw -268842.835030 + Penalty 2528.870016 = -266313.965014 nChanged 20 SP:Iteration 18Q (1781.349709 sec): 3 clusters Score: Raw -268853.885506 + Penalty 2528.870016 = -266325.015490 nChanged 19 SP:Iteration 19Q (1781.386424 sec): 3 clusters Score: Raw -268864.875787 + Penalty 2528.870016 = -266336.005771 nChanged 16 SP:Iteration 20F (1781.432497 sec): 3 clusters Score: Raw -268872.282551 + Penalty 2528.870016 = -266343.412535 nChanged 15 SP:Iteration 21Q (1781.494895 sec): 3 clusters Score: Raw -268878.723861 + Penalty 2528.870016 = -266349.853846 nChanged 15 SP:Iteration 22Q (1781.536686 sec): 3 clusters Score: Raw -268885.916359 + Penalty 2528.870016 = -266357.046343 nChanged 17 SP:Iteration 23Q (1781.573352 sec): 3 clusters Score: Raw -268894.450284 + Penalty 2528.870016 = -266365.580268 nChanged 12 SP:Iteration 24Q (1781.616227 sec): 3 clusters Score: Raw -268904.183243 + Penalty 2528.870016 = -266375.313227 nChanged 13 SP:Iteration 25Q (1781.658284 sec): 3 clusters Score: Raw -268909.158584 + Penalty 2528.870016 = -266380.288568 nChanged 14 SP:Iteration 26Q (1781.702362 sec): 3 clusters Score: Raw -268916.603417 + Penalty 2528.870016 = -266387.733401 nChanged 18 SP:Iteration 27Q (1781.742385 sec): 3 clusters Score: Raw -268927.039141 + Penalty 2528.870016 = -266398.169125 nChanged 18 SP:Iteration 28Q (1781.780012 sec): 3 clusters Score: Raw -268937.042568 + Penalty 2528.870016 = -266408.172552 nChanged 12 SP:Iteration 29Q (1781.818891 sec): 3 clusters Score: Raw -268945.200334 + Penalty 2528.870016 = -266416.330318 nChanged 16 SP:Iteration 30Q (1781.870710 sec): 3 clusters Score: Raw -268953.541104 + Penalty 2528.870016 = -266424.671089 nChanged 14 SP:Iteration 31Q (1781.916120 sec): 3 clusters Score: Raw -268960.533267 + Penalty 2528.870016 = -266431.663251 nChanged 14 SP:Iteration 32Q (1781.942685 sec): 3 clusters Score: Raw -268970.125445 + Penalty 2528.870016 = -266441.255429 nChanged 19 SP:Iteration 33Q (1781.985413 sec): 3 clusters Score: Raw -268979.814651 + Penalty 2528.870016 = -266450.944636 nChanged 18 SP:Iteration 34Q (1782.032434 sec): 3 clusters Score: Raw -268990.845272 + Penalty 2528.870016 = -266461.975256 nChanged 17 SP:Iteration 35Q (1782.077793 sec): 3 clusters Score: Raw -269001.531978 + Penalty 2528.870016 = -266472.661962 nChanged 21 SP:Iteration 36Q (1782.111992 sec): 3 clusters Score: Raw -269013.084820 + Penalty 2528.870016 = -266484.214804 nChanged 28 SP:Iteration 37Q (1782.156598 sec): 3 clusters Score: Raw -269032.726700 + Penalty 2528.870016 = -266503.856685 nChanged 24 SP:Iteration 38Q (1782.207342 sec): 3 clusters Score: Raw -269055.563205 + Penalty 2528.870016 = -266526.693190 nChanged 26 SP:Iteration 39Q (1782.263769 sec): 3 clusters Score: Raw -269075.403024 + Penalty 2528.870016 = -266546.533008 nChanged 25 SP:Iteration 40F (1782.301959 sec): 3 clusters Score: Raw -269087.418430 + Penalty 2528.870016 = -266558.548414 nChanged 16 SP:Iteration 41Q (1782.353607 sec): 3 clusters Score: Raw -269094.967920 + Penalty 2528.870016 = -266566.097904 nChanged 14 SP:Iteration 42Q (1782.386163 sec): 3 clusters Score: Raw -269101.843018 + Penalty 2528.870016 = -266572.973002 nChanged 9 SP:Iteration 43Q (1782.422879 sec): 3 clusters Score: Raw -269103.695682 + Penalty 2528.870016 = -266574.825666 nChanged 3 SP:Iteration 44Q (1782.470512 sec): 3 clusters Score: Raw -269105.255755 + Penalty 2528.870016 = -266576.385740 nChanged 4 SP:Iteration 45Q (1782.518518 sec): 3 clusters Score: Raw -269110.221640 + Penalty 2528.870016 = -266581.351624 nChanged 5 SP:Iteration 46Q (1782.563482 sec): 3 clusters Score: Raw -269113.267134 + Penalty 2528.870016 = -266584.397118 nChanged 3 SP:Iteration 47Q (1782.607026 sec): 3 clusters Score: Raw -269114.852145 + Penalty 2528.870016 = -266585.982130 nChanged 2 SP:Iteration 48Q (1782.652500 sec): 3 clusters Score: Raw -269115.364696 + Penalty 2528.870016 = -266586.494680 nChanged 3 SP:Iteration 49Q (1782.706949 sec): 3 clusters Score: Raw -269116.263323 + Penalty 2528.870016 = -266587.393307 nChanged 1 SP:Iteration 50Q (1782.740819 sec): 3 clusters Score: Raw -269117.064392 + Penalty 2528.870016 = -266588.194377 nChanged 1 SP:Iteration 51Q (1782.791294 sec): 3 clusters Score: Raw -269117.329790 + Penalty 2528.870016 = -266588.459774 nChanged 0 SP:Iteration 52F (1782.832001 sec): 3 clusters Score: Raw -269117.329790 + Penalty 2528.870016 = -266588.459774 nChanged 0 Trying to split cluster 18 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1782.853445 sec): 2 clusters Score: Raw -52240.666494 + Penalty 995.261051 = -51245.405443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1782.894459 sec): 3 clusters Score: Raw -52195.147884 + Penalty 1990.522102 = -50204.625782 nChanged 110 SP:Iteration 1F (1782.936837 sec): 3 clusters Score: Raw -52407.184449 + Penalty 1990.522102 = -50416.662347 nChanged 36 SP:Iteration 2F (1782.978731 sec): 3 clusters Score: Raw -52513.464054 + Penalty 1990.522102 = -50522.941952 nChanged 26 SP:Iteration 3F (1783.018270 sec): 3 clusters Score: Raw -52605.944500 + Penalty 1990.522102 = -50615.422398 nChanged 14 SP:Iteration 4Q (1783.048229 sec): 3 clusters Score: Raw -52645.860856 + Penalty 1990.522102 = -50655.338754 nChanged 10 SP:Iteration 5Q (1783.078030 sec): 3 clusters Score: Raw -52671.062352 + Penalty 1990.522102 = -50680.540250 nChanged 8 SP:Iteration 6Q (1783.118782 sec): 3 clusters Score: Raw -52685.094394 + Penalty 1990.522102 = -50694.572292 nChanged 4 SP:Iteration 7Q (1783.148114 sec): 3 clusters Score: Raw -52691.746321 + Penalty 1990.522102 = -50701.224219 nChanged 1 SP:Iteration 8Q (1783.199246 sec): 3 clusters Score: Raw -52695.793124 + Penalty 1990.522102 = -50705.271022 nChanged 2 SP:Iteration 9Q (1783.233254 sec): 3 clusters Score: Raw -52700.750202 + Penalty 1990.522102 = -50710.228100 nChanged 1 SP:Iteration 10Q (1783.268092 sec): 3 clusters Score: Raw -52702.228921 + Penalty 1990.522102 = -50711.706819 nChanged 2 SP:Iteration 11Q (1783.311078 sec): 3 clusters Score: Raw -52704.975132 + Penalty 1990.522102 = -50714.453030 nChanged 0 SP:Iteration 12F (1783.361225 sec): 3 clusters Score: Raw -52704.975132 + Penalty 1990.522102 = -50714.453030 nChanged 0 Trying to split cluster 19 (3911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1783.397616 sec): 2 clusters Score: Raw -493490.589868 + Penalty 1344.126611 = -492146.463257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1783.442562 sec): 3 clusters Score: Raw -491577.496008 + Penalty 2688.253222 = -488889.242786 nChanged 1528 SP:Iteration 1F (1783.483794 sec): 3 clusters Score: Raw -492455.631800 + Penalty 2688.253222 = -489767.378579 nChanged 338 SP:Iteration 2F (1783.525698 sec): 3 clusters Score: Raw -492693.295498 + Penalty 2688.253222 = -490005.042276 nChanged 248 SP:Iteration 3F (1783.576326 sec): 3 clusters Score: Raw -492862.019901 + Penalty 2688.253222 = -490173.766680 nChanged 190 SP:Iteration 4Q (1783.635241 sec): 3 clusters Score: Raw -493000.309953 + Penalty 2688.253222 = -490312.056731 nChanged 188 SP:Iteration 5Q (1783.669960 sec): 3 clusters Score: Raw -493143.546153 + Penalty 2688.253222 = -490455.292931 nChanged 173 SP:Iteration 6Q (1783.708818 sec): 3 clusters Score: Raw -493269.467003 + Penalty 2688.253222 = -490581.213781 nChanged 153 SP:Iteration 7Q (1783.741674 sec): 3 clusters Score: Raw -493385.555282 + Penalty 2688.253222 = -490697.302060 nChanged 148 SP:Iteration 8Q (1783.792356 sec): 3 clusters Score: Raw -493504.573100 + Penalty 2688.253222 = -490816.319878 nChanged 143 SP:Iteration 9Q (1783.834514 sec): 3 clusters Score: Raw -493619.371199 + Penalty 2688.253222 = -490931.117977 nChanged 130 SP:Iteration 10Q (1783.877552 sec): 3 clusters Score: Raw -493716.214639 + Penalty 2688.253222 = -491027.961417 nChanged 123 SP:Iteration 11Q (1783.930498 sec): 3 clusters Score: Raw -493816.904050 + Penalty 2688.253222 = -491128.650828 nChanged 115 SP:Iteration 12Q (1783.965750 sec): 3 clusters Score: Raw -493923.501830 + Penalty 2688.253222 = -491235.248609 nChanged 114 SP:Iteration 13Q (1784.015422 sec): 3 clusters Score: Raw -494040.300890 + Penalty 2688.253222 = -491352.047668 nChanged 111 SP:Iteration 14Q (1784.068848 sec): 3 clusters Score: Raw -494157.727877 + Penalty 2688.253222 = -491469.474655 nChanged 126 SP:Iteration 15Q (1784.117053 sec): 3 clusters Score: Raw -494299.627188 + Penalty 2688.253222 = -491611.373967 nChanged 106 SP:Iteration 16Q (1784.154305 sec): 3 clusters Score: Raw -494410.714256 + Penalty 2688.253222 = -491722.461035 nChanged 77 SP:Iteration 17Q (1784.214756 sec): 3 clusters Score: Raw -494485.837324 + Penalty 2688.253222 = -491797.584102 nChanged 58 SP:Iteration 18Q (1784.251899 sec): 3 clusters Score: Raw -494534.959672 + Penalty 2688.253222 = -491846.706450 nChanged 59 SP:Iteration 19Q (1784.299558 sec): 3 clusters Score: Raw -494578.654197 + Penalty 2688.253222 = -491890.400975 nChanged 30 SP:Iteration 20F (1784.347789 sec): 3 clusters Score: Raw -494596.690587 + Penalty 2688.253222 = -491908.437365 nChanged 27 SP:Iteration 21Q (1784.389629 sec): 3 clusters Score: Raw -494610.941454 + Penalty 2688.253222 = -491922.688232 nChanged 16 SP:Iteration 22Q (1784.431906 sec): 3 clusters Score: Raw -494616.752783 + Penalty 2688.253222 = -491928.499561 nChanged 9 SP:Iteration 23Q (1784.484545 sec): 3 clusters Score: Raw -494618.950373 + Penalty 2688.253222 = -491930.697151 nChanged 4 SP:Iteration 24Q (1784.532246 sec): 3 clusters Score: Raw -494621.351700 + Penalty 2688.253222 = -491933.098478 nChanged 3 SP:Iteration 25Q (1784.574689 sec): 3 clusters Score: Raw -494622.617450 + Penalty 2688.253222 = -491934.364228 nChanged 4 SP:Iteration 26Q (1784.637442 sec): 3 clusters Score: Raw -494624.463329 + Penalty 2688.253222 = -491936.210107 nChanged 5 SP:Iteration 27Q (1784.665556 sec): 3 clusters Score: Raw -494625.799302 + Penalty 2688.253222 = -491937.546080 nChanged 4 SP:Iteration 28Q (1784.712706 sec): 3 clusters Score: Raw -494626.914349 + Penalty 2688.253222 = -491938.661128 nChanged 2 SP:Iteration 29Q (1784.748529 sec): 3 clusters Score: Raw -494627.383594 + Penalty 2688.253222 = -491939.130372 nChanged 1 SP:Iteration 30Q (1784.794922 sec): 3 clusters Score: Raw -494627.617413 + Penalty 2688.253222 = -491939.364191 nChanged 1 SP:Iteration 31Q (1784.855180 sec): 3 clusters Score: Raw -494628.037183 + Penalty 2688.253222 = -491939.783961 nChanged 1 SP:Iteration 32Q (1784.884985 sec): 3 clusters Score: Raw -494628.169418 + Penalty 2688.253222 = -491939.916196 nChanged 1 SP:Iteration 33Q (1784.929097 sec): 3 clusters Score: Raw -494628.443952 + Penalty 2688.253222 = -491940.190730 nChanged 1 SP:Iteration 34Q (1784.973663 sec): 3 clusters Score: Raw -494628.637436 + Penalty 2688.253222 = -491940.384214 nChanged 0 SP:Iteration 35F (1785.023411 sec): 3 clusters Score: Raw -494628.637436 + Penalty 2688.253222 = -491940.384214 nChanged 0 Trying to split cluster 20 (10821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1785.055822 sec): 2 clusters Score: Raw -1318125.201840 + Penalty 1509.502145 = -1316615.699695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1785.134173 sec): 3 clusters Score: Raw -1311997.564968 + Penalty 3019.004290 = -1308978.560678 nChanged 4693 SP:Iteration 1F (1785.189978 sec): 3 clusters Score: Raw -1314544.136654 + Penalty 3019.004290 = -1311525.132364 nChanged 647 SP:Iteration 2F (1785.250920 sec): 3 clusters Score: Raw -1314813.245449 + Penalty 3019.004290 = -1311794.241159 nChanged 547 SP:Iteration 3F (1785.309609 sec): 3 clusters Score: Raw -1315048.372322 + Penalty 3019.004290 = -1312029.368032 nChanged 463 SP:Iteration 4Q (1785.373287 sec): 3 clusters Score: Raw -1315222.688785 + Penalty 3019.004290 = -1312203.684495 nChanged 410 SP:Iteration 5Q (1785.421189 sec): 3 clusters Score: Raw -1315386.532814 + Penalty 3019.004290 = -1312367.528524 nChanged 375 SP:Iteration 6Q (1785.485264 sec): 3 clusters Score: Raw -1315549.494347 + Penalty 3019.004290 = -1312530.490057 nChanged 404 SP:Iteration 7Q (1785.551896 sec): 3 clusters Score: Raw -1315734.406944 + Penalty 3019.004290 = -1312715.402654 nChanged 407 SP:Iteration 8Q (1785.608456 sec): 3 clusters Score: Raw -1315945.418101 + Penalty 3019.004290 = -1312926.413811 nChanged 425 SP:Iteration 9Q (1785.680073 sec): 3 clusters Score: Raw -1316202.257601 + Penalty 3019.004290 = -1313183.253311 nChanged 432 SP:Iteration 10Q (1785.741727 sec): 3 clusters Score: Raw -1316485.903842 + Penalty 3019.004290 = -1313466.899552 nChanged 425 SP:Iteration 11Q (1785.797983 sec): 3 clusters Score: Raw -1316754.564003 + Penalty 3019.004290 = -1313735.559713 nChanged 409 SP:Iteration 12Q (1785.857079 sec): 3 clusters Score: Raw -1316996.933637 + Penalty 3019.004290 = -1313977.929347 nChanged 363 SP:Iteration 13Q (1785.917382 sec): 3 clusters Score: Raw -1317198.992890 + Penalty 3019.004290 = -1314179.988600 nChanged 326 SP:Iteration 14Q (1785.985433 sec): 3 clusters Score: Raw -1317365.012851 + Penalty 3019.004290 = -1314346.008561 nChanged 260 SP:Iteration 15Q (1786.048950 sec): 3 clusters Score: Raw -1317468.614518 + Penalty 3019.004290 = -1314449.610228 nChanged 198 SP:Iteration 16Q (1786.101566 sec): 3 clusters Score: Raw -1317537.319995 + Penalty 3019.004290 = -1314518.315705 nChanged 168 SP:Iteration 17Q (1786.151461 sec): 3 clusters Score: Raw -1317593.021379 + Penalty 3019.004290 = -1314574.017089 nChanged 146 SP:Iteration 18Q (1786.218047 sec): 3 clusters Score: Raw -1317640.261170 + Penalty 3019.004290 = -1314621.256880 nChanged 113 SP:Iteration 19Q (1786.283094 sec): 3 clusters Score: Raw -1317674.659639 + Penalty 3019.004290 = -1314655.655349 nChanged 115 SP:Iteration 20F (1786.326310 sec): 3 clusters Score: Raw -1317708.999877 + Penalty 3019.004290 = -1314689.995587 nChanged 117 SP:Iteration 21Q (1786.387103 sec): 3 clusters Score: Raw -1317740.278264 + Penalty 3019.004290 = -1314721.273974 nChanged 93 SP:Iteration 22Q (1786.463136 sec): 3 clusters Score: Raw -1317764.392315 + Penalty 3019.004290 = -1314745.388025 nChanged 93 SP:Iteration 23Q (1786.507436 sec): 3 clusters Score: Raw -1317786.206206 + Penalty 3019.004290 = -1314767.201916 nChanged 78 SP:Iteration 24Q (1786.570053 sec): 3 clusters Score: Raw -1317806.944719 + Penalty 3019.004290 = -1314787.940429 nChanged 69 SP:Iteration 25Q (1786.623139 sec): 3 clusters Score: Raw -1317823.280327 + Penalty 3019.004290 = -1314804.276037 nChanged 61 SP:Iteration 26Q (1786.678819 sec): 3 clusters Score: Raw -1317833.825230 + Penalty 3019.004290 = -1314814.820940 nChanged 50 SP:Iteration 27Q (1786.724195 sec): 3 clusters Score: Raw -1317843.573168 + Penalty 3019.004290 = -1314824.568878 nChanged 55 SP:Iteration 28Q (1786.784969 sec): 3 clusters Score: Raw -1317853.916173 + Penalty 3019.004290 = -1314834.911883 nChanged 54 SP:Iteration 29Q (1786.849345 sec): 3 clusters Score: Raw -1317865.378723 + Penalty 3019.004290 = -1314846.374432 nChanged 53 SP:Iteration 30Q (1786.902277 sec): 3 clusters Score: Raw -1317874.816858 + Penalty 3019.004290 = -1314855.812568 nChanged 45 SP:Iteration 31Q (1786.957063 sec): 3 clusters Score: Raw -1317885.024500 + Penalty 3019.004290 = -1314866.020209 nChanged 56 SP:Iteration 32Q (1787.026497 sec): 3 clusters Score: Raw -1317896.160502 + Penalty 3019.004290 = -1314877.156212 nChanged 41 SP:Iteration 33Q (1787.090374 sec): 3 clusters Score: Raw -1317903.318045 + Penalty 3019.004290 = -1314884.313755 nChanged 44 SP:Iteration 34Q (1787.142194 sec): 3 clusters Score: Raw -1317913.525152 + Penalty 3019.004290 = -1314894.520862 nChanged 46 SP:Iteration 35Q (1787.200500 sec): 3 clusters Score: Raw -1317922.217590 + Penalty 3019.004290 = -1314903.213300 nChanged 45 SP:Iteration 36Q (1787.262079 sec): 3 clusters Score: Raw -1317930.739276 + Penalty 3019.004290 = -1314911.734985 nChanged 39 SP:Iteration 37Q (1787.326534 sec): 3 clusters Score: Raw -1317937.366602 + Penalty 3019.004290 = -1314918.362312 nChanged 42 SP:Iteration 38Q (1787.378669 sec): 3 clusters Score: Raw -1317945.477041 + Penalty 3019.004290 = -1314926.472751 nChanged 40 SP:Iteration 39Q (1787.436279 sec): 3 clusters Score: Raw -1317952.324859 + Penalty 3019.004290 = -1314933.320569 nChanged 40 SP:Iteration 40F (1787.495920 sec): 3 clusters Score: Raw -1317961.061002 + Penalty 3019.004290 = -1314942.056712 nChanged 40 SP:Iteration 41Q (1787.558098 sec): 3 clusters Score: Raw -1317970.909035 + Penalty 3019.004290 = -1314951.904744 nChanged 44 SP:Iteration 42Q (1787.615822 sec): 3 clusters Score: Raw -1317980.470113 + Penalty 3019.004290 = -1314961.465823 nChanged 40 SP:Iteration 43Q (1787.675847 sec): 3 clusters Score: Raw -1317989.628628 + Penalty 3019.004290 = -1314970.624338 nChanged 47 SP:Iteration 44Q (1787.746152 sec): 3 clusters Score: Raw -1318002.358243 + Penalty 3019.004290 = -1314983.353953 nChanged 50 SP:Iteration 45Q (1787.799946 sec): 3 clusters Score: Raw -1318017.172152 + Penalty 3019.004290 = -1314998.167862 nChanged 58 SP:Iteration 46Q (1787.858132 sec): 3 clusters Score: Raw -1318033.990380 + Penalty 3019.004290 = -1315014.986090 nChanged 58 SP:Iteration 47Q (1787.909622 sec): 3 clusters Score: Raw -1318050.098238 + Penalty 3019.004290 = -1315031.093948 nChanged 57 SP:Iteration 48Q (1787.969697 sec): 3 clusters Score: Raw -1318065.890537 + Penalty 3019.004290 = -1315046.886246 nChanged 66 SP:Iteration 49Q (1788.034899 sec): 3 clusters Score: Raw -1318085.880668 + Penalty 3019.004290 = -1315066.876378 nChanged 57 SP:Iteration 50Q (1788.088614 sec): 3 clusters Score: Raw -1318100.965168 + Penalty 3019.004290 = -1315081.960878 nChanged 54 SP:Iteration 51Q (1788.157525 sec): 3 clusters Score: Raw -1318113.384795 + Penalty 3019.004290 = -1315094.380505 nChanged 58 SP:Iteration 52Q (1788.212286 sec): 3 clusters Score: Raw -1318126.176753 + Penalty 3019.004290 = -1315107.172463 nChanged 43 SP:Iteration 53Q (1788.264821 sec): 3 clusters Score: Raw -1318135.536635 + Penalty 3019.004290 = -1315116.532345 nChanged 33 SP:Iteration 54Q (1788.333213 sec): 3 clusters Score: Raw -1318144.784602 + Penalty 3019.004290 = -1315125.780312 nChanged 32 SP:Iteration 55Q (1788.381756 sec): 3 clusters Score: Raw -1318153.050263 + Penalty 3019.004290 = -1315134.045973 nChanged 33 SP:Iteration 56Q (1788.446693 sec): 3 clusters Score: Raw -1318160.384636 + Penalty 3019.004290 = -1315141.380346 nChanged 31 SP:Iteration 57Q (1788.516996 sec): 3 clusters Score: Raw -1318166.381551 + Penalty 3019.004290 = -1315147.377260 nChanged 29 SP:Iteration 58Q (1788.566445 sec): 3 clusters Score: Raw -1318172.215535 + Penalty 3019.004290 = -1315153.211245 nChanged 23 SP:Iteration 59Q (1788.626794 sec): 3 clusters Score: Raw -1318176.350853 + Penalty 3019.004290 = -1315157.346563 nChanged 21 SP:Iteration 60F (1788.690209 sec): 3 clusters Score: Raw -1318179.175070 + Penalty 3019.004290 = -1315160.170780 nChanged 14 SP:Iteration 61Q (1788.741477 sec): 3 clusters Score: Raw -1318181.326960 + Penalty 3019.004290 = -1315162.322670 nChanged 12 SP:Iteration 62Q (1788.800970 sec): 3 clusters Score: Raw -1318183.604687 + Penalty 3019.004290 = -1315164.600397 nChanged 14 SP:Iteration 63Q (1788.844154 sec): 3 clusters Score: Raw -1318185.734701 + Penalty 3019.004290 = -1315166.730411 nChanged 19 SP:Iteration 64Q (1788.910633 sec): 3 clusters Score: Raw -1318188.510703 + Penalty 3019.004290 = -1315169.506413 nChanged 14 SP:Iteration 65Q (1788.973125 sec): 3 clusters Score: Raw -1318190.491811 + Penalty 3019.004290 = -1315171.487520 nChanged 12 SP:Iteration 66Q (1789.027035 sec): 3 clusters Score: Raw -1318192.387435 + Penalty 3019.004290 = -1315173.383145 nChanged 13 SP:Iteration 67Q (1789.078853 sec): 3 clusters Score: Raw -1318194.354199 + Penalty 3019.004290 = -1315175.349909 nChanged 12 SP:Iteration 68Q (1789.143803 sec): 3 clusters Score: Raw -1318196.352568 + Penalty 3019.004290 = -1315177.348278 nChanged 7 SP:Iteration 69Q (1789.194640 sec): 3 clusters Score: Raw -1318197.431932 + Penalty 3019.004290 = -1315178.427642 nChanged 6 SP:Iteration 70Q (1789.237107 sec): 3 clusters Score: Raw -1318197.908973 + Penalty 3019.004290 = -1315178.904683 nChanged 3 SP:Iteration 71Q (1789.304974 sec): 3 clusters Score: Raw -1318198.286624 + Penalty 3019.004290 = -1315179.282334 nChanged 4 SP:Iteration 72Q (1789.366826 sec): 3 clusters Score: Raw -1318198.888721 + Penalty 3019.004290 = -1315179.884431 nChanged 9 SP:Iteration 73Q (1789.427101 sec): 3 clusters Score: Raw -1318200.128403 + Penalty 3019.004290 = -1315181.124113 nChanged 12 SP:Iteration 74Q (1789.485092 sec): 3 clusters Score: Raw -1318202.124414 + Penalty 3019.004290 = -1315183.120123 nChanged 6 SP:Iteration 75Q (1789.543766 sec): 3 clusters Score: Raw -1318202.726690 + Penalty 3019.004290 = -1315183.722400 nChanged 2 SP:Iteration 76Q (1789.599864 sec): 3 clusters Score: Raw -1318203.039364 + Penalty 3019.004290 = -1315184.035074 nChanged 2 SP:Iteration 77Q (1789.656305 sec): 3 clusters Score: Raw -1318203.244963 + Penalty 3019.004290 = -1315184.240673 nChanged 1 SP:Iteration 78Q (1789.713863 sec): 3 clusters Score: Raw -1318203.281240 + Penalty 3019.004290 = -1315184.276950 nChanged 2 SP:Iteration 79Q (1789.775770 sec): 3 clusters Score: Raw -1318203.543949 + Penalty 3019.004290 = -1315184.539659 nChanged 2 SP:Iteration 80F (1789.835274 sec): 3 clusters Score: Raw -1318203.927487 + Penalty 3019.004290 = -1315184.923197 nChanged 1 SP:Iteration 81Q (1789.898233 sec): 3 clusters Score: Raw -1318204.089055 + Penalty 3019.004290 = -1315185.084765 nChanged 1 SP:Iteration 82Q (1789.952359 sec): 3 clusters Score: Raw -1318204.218920 + Penalty 3019.004290 = -1315185.214630 nChanged 0 SP:Iteration 83F (1790.010291 sec): 3 clusters Score: Raw -1318204.218920 + Penalty 3019.004290 = -1315185.214630 nChanged 0 Trying to split cluster 21 (2829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1790.043682 sec): 2 clusters Score: Raw -332324.433874 + Penalty 1291.497768 = -331032.936106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1790.085860 sec): 3 clusters Score: Raw -331042.990875 + Penalty 2582.995536 = -328459.995340 nChanged 1045 SP:Iteration 1F (1790.115753 sec): 3 clusters Score: Raw -331706.675957 + Penalty 2582.995536 = -329123.680421 nChanged 218 SP:Iteration 2F (1790.153388 sec): 3 clusters Score: Raw -331847.797626 + Penalty 2582.995536 = -329264.802090 nChanged 141 SP:Iteration 3Q (1790.198443 sec): 3 clusters Score: Raw -331937.649433 + Penalty 2582.995536 = -329354.653897 nChanged 119 SP:Iteration 4Q (1790.249869 sec): 3 clusters Score: Raw -332010.948347 + Penalty 2582.995536 = -329427.952811 nChanged 107 SP:Iteration 5Q (1790.298780 sec): 3 clusters Score: Raw -332089.240130 + Penalty 2582.995536 = -329506.244595 nChanged 100 SP:Iteration 6Q (1790.345924 sec): 3 clusters Score: Raw -332171.473970 + Penalty 2582.995536 = -329588.478434 nChanged 89 SP:Iteration 7Q (1790.380229 sec): 3 clusters Score: Raw -332229.476226 + Penalty 2582.995536 = -329646.480690 nChanged 76 SP:Iteration 8Q (1790.425427 sec): 3 clusters Score: Raw -332273.805845 + Penalty 2582.995536 = -329690.810310 nChanged 71 SP:Iteration 9Q (1790.470106 sec): 3 clusters Score: Raw -332328.659364 + Penalty 2582.995536 = -329745.663828 nChanged 76 SP:Iteration 10Q (1790.511461 sec): 3 clusters Score: Raw -332390.394769 + Penalty 2582.995536 = -329807.399233 nChanged 72 SP:Iteration 11Q (1790.558791 sec): 3 clusters Score: Raw -332458.480775 + Penalty 2582.995536 = -329875.485239 nChanged 66 SP:Iteration 12Q (1790.613789 sec): 3 clusters Score: Raw -332507.698145 + Penalty 2582.995536 = -329924.702609 nChanged 54 SP:Iteration 13Q (1790.652819 sec): 3 clusters Score: Raw -332546.936086 + Penalty 2582.995536 = -329963.940550 nChanged 52 SP:Iteration 14Q (1790.696131 sec): 3 clusters Score: Raw -332583.672863 + Penalty 2582.995536 = -330000.677327 nChanged 47 SP:Iteration 15Q (1790.748778 sec): 3 clusters Score: Raw -332620.664518 + Penalty 2582.995536 = -330037.668982 nChanged 45 SP:Iteration 16Q (1790.786750 sec): 3 clusters Score: Raw -332654.797424 + Penalty 2582.995536 = -330071.801888 nChanged 39 SP:Iteration 17Q (1790.815338 sec): 3 clusters Score: Raw -332679.434913 + Penalty 2582.995536 = -330096.439377 nChanged 37 SP:Iteration 18Q (1790.855412 sec): 3 clusters Score: Raw -332707.119840 + Penalty 2582.995536 = -330124.124304 nChanged 26 SP:Iteration 19Q (1790.897546 sec): 3 clusters Score: Raw -332719.303653 + Penalty 2582.995536 = -330136.308118 nChanged 21 SP:Iteration 20F (1790.956231 sec): 3 clusters Score: Raw -332730.274342 + Penalty 2582.995536 = -330147.278807 nChanged 18 SP:Iteration 21Q (1790.997703 sec): 3 clusters Score: Raw -332739.215162 + Penalty 2582.995536 = -330156.219627 nChanged 8 SP:Iteration 22Q (1791.043680 sec): 3 clusters Score: Raw -332742.699195 + Penalty 2582.995536 = -330159.703659 nChanged 7 SP:Iteration 23Q (1791.091131 sec): 3 clusters Score: Raw -332746.461185 + Penalty 2582.995536 = -330163.465649 nChanged 3 SP:Iteration 24Q (1791.135546 sec): 3 clusters Score: Raw -332747.435645 + Penalty 2582.995536 = -330164.440109 nChanged 3 SP:Iteration 25Q (1791.171865 sec): 3 clusters Score: Raw -332748.913178 + Penalty 2582.995536 = -330165.917642 nChanged 2 SP:Iteration 26Q (1791.223912 sec): 3 clusters Score: Raw -332749.465565 + Penalty 2582.995536 = -330166.470029 nChanged 0 SP:Iteration 27F (1791.264541 sec): 3 clusters Score: Raw -332749.465565 + Penalty 2582.995536 = -330166.470029 nChanged 0 Trying to split cluster 22 (9403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1791.300300 sec): 2 clusters Score: Raw -1157368.363969 + Penalty 1486.677411 = -1155881.686558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1791.355573 sec): 3 clusters Score: Raw -1152113.728052 + Penalty 2973.354822 = -1149140.373231 nChanged 4017 SP:Iteration 1F (1791.418435 sec): 3 clusters Score: Raw -1154276.044884 + Penalty 2973.354822 = -1151302.690062 nChanged 552 SP:Iteration 2F (1791.455288 sec): 3 clusters Score: Raw -1154511.105927 + Penalty 2973.354822 = -1151537.751106 nChanged 463 SP:Iteration 3Q (1791.503126 sec): 3 clusters Score: Raw -1154702.055782 + Penalty 2973.354822 = -1151728.700960 nChanged 427 SP:Iteration 4Q (1791.569459 sec): 3 clusters Score: Raw -1154878.791150 + Penalty 2973.354822 = -1151905.436329 nChanged 376 SP:Iteration 5Q (1791.616826 sec): 3 clusters Score: Raw -1155039.061978 + Penalty 2973.354822 = -1152065.707156 nChanged 344 SP:Iteration 6Q (1791.679483 sec): 3 clusters Score: Raw -1155223.778568 + Penalty 2973.354822 = -1152250.423747 nChanged 370 SP:Iteration 7Q (1791.731622 sec): 3 clusters Score: Raw -1155457.196778 + Penalty 2973.354822 = -1152483.841956 nChanged 407 SP:Iteration 8Q (1791.782659 sec): 3 clusters Score: Raw -1155727.526912 + Penalty 2973.354822 = -1152754.172091 nChanged 422 SP:Iteration 9Q (1791.850050 sec): 3 clusters Score: Raw -1156043.844565 + Penalty 2973.354822 = -1153070.489743 nChanged 440 SP:Iteration 10Q (1791.906049 sec): 3 clusters Score: Raw -1156393.300685 + Penalty 2973.354822 = -1153419.945864 nChanged 424 SP:Iteration 11Q (1791.961952 sec): 3 clusters Score: Raw -1156716.949687 + Penalty 2973.354822 = -1153743.594865 nChanged 312 SP:Iteration 12Q (1792.030441 sec): 3 clusters Score: Raw -1156933.210889 + Penalty 2973.354822 = -1153959.856068 nChanged 229 SP:Iteration 13Q (1792.083948 sec): 3 clusters Score: Raw -1157100.893332 + Penalty 2973.354822 = -1154127.538510 nChanged 190 SP:Iteration 14Q (1792.140333 sec): 3 clusters Score: Raw -1157216.443132 + Penalty 2973.354822 = -1154243.088310 nChanged 160 SP:Iteration 15Q (1792.185479 sec): 3 clusters Score: Raw -1157309.882109 + Penalty 2973.354822 = -1154336.527287 nChanged 120 SP:Iteration 16Q (1792.239828 sec): 3 clusters Score: Raw -1157364.840075 + Penalty 2973.354822 = -1154391.485254 nChanged 101 SP:Iteration 17Q (1792.293118 sec): 3 clusters Score: Raw -1157401.041336 + Penalty 2973.354822 = -1154427.686514 nChanged 70 SP:Iteration 18Q (1792.343967 sec): 3 clusters Score: Raw -1157425.323130 + Penalty 2973.354822 = -1154451.968308 nChanged 69 SP:Iteration 19Q (1792.397049 sec): 3 clusters Score: Raw -1157443.867862 + Penalty 2973.354822 = -1154470.513041 nChanged 40 SP:Iteration 20F (1792.461648 sec): 3 clusters Score: Raw -1157453.128261 + Penalty 2973.354822 = -1154479.773440 nChanged 35 SP:Iteration 21Q (1792.509405 sec): 3 clusters Score: Raw -1157461.035244 + Penalty 2973.354822 = -1154487.680422 nChanged 25 SP:Iteration 22Q (1792.554644 sec): 3 clusters Score: Raw -1157465.865105 + Penalty 2973.354822 = -1154492.510283 nChanged 17 SP:Iteration 23Q (1792.602863 sec): 3 clusters Score: Raw -1157468.884023 + Penalty 2973.354822 = -1154495.529201 nChanged 16 SP:Iteration 24Q (1792.663035 sec): 3 clusters Score: Raw -1157472.225009 + Penalty 2973.354822 = -1154498.870187 nChanged 18 SP:Iteration 25Q (1792.724933 sec): 3 clusters Score: Raw -1157476.455044 + Penalty 2973.354822 = -1154503.100222 nChanged 19 SP:Iteration 26Q (1792.766657 sec): 3 clusters Score: Raw -1157479.156644 + Penalty 2973.354822 = -1154505.801823 nChanged 8 SP:Iteration 27Q (1792.820300 sec): 3 clusters Score: Raw -1157480.661257 + Penalty 2973.354822 = -1154507.306436 nChanged 13 SP:Iteration 28Q (1792.870485 sec): 3 clusters Score: Raw -1157483.013183 + Penalty 2973.354822 = -1154509.658361 nChanged 12 SP:Iteration 29Q (1792.932302 sec): 3 clusters Score: Raw -1157486.281094 + Penalty 2973.354822 = -1154512.926273 nChanged 21 SP:Iteration 30Q (1792.977455 sec): 3 clusters Score: Raw -1157491.581783 + Penalty 2973.354822 = -1154518.226961 nChanged 16 SP:Iteration 31Q (1793.027371 sec): 3 clusters Score: Raw -1157495.070119 + Penalty 2973.354822 = -1154521.715298 nChanged 16 SP:Iteration 32Q (1793.082603 sec): 3 clusters Score: Raw -1157497.425947 + Penalty 2973.354822 = -1154524.071125 nChanged 14 SP:Iteration 33Q (1793.107798 sec): 3 clusters Score: Raw -1157499.585763 + Penalty 2973.354822 = -1154526.230942 nChanged 8 SP:Iteration 34Q (1793.159938 sec): 3 clusters Score: Raw -1157501.348282 + Penalty 2973.354822 = -1154527.993460 nChanged 6 SP:Iteration 35Q (1793.225503 sec): 3 clusters Score: Raw -1157502.679900 + Penalty 2973.354822 = -1154529.325079 nChanged 10 SP:Iteration 36Q (1793.262798 sec): 3 clusters Score: Raw -1157504.402741 + Penalty 2973.354822 = -1154531.047919 nChanged 9 SP:Iteration 37Q (1793.315945 sec): 3 clusters Score: Raw -1157505.602608 + Penalty 2973.354822 = -1154532.247787 nChanged 6 SP:Iteration 38Q (1793.369592 sec): 3 clusters Score: Raw -1157506.464595 + Penalty 2973.354822 = -1154533.109774 nChanged 5 SP:Iteration 39Q (1793.426257 sec): 3 clusters Score: Raw -1157507.057044 + Penalty 2973.354822 = -1154533.702223 nChanged 3 SP:Iteration 40F (1793.490317 sec): 3 clusters Score: Raw -1157507.406880 + Penalty 2973.354822 = -1154534.052059 nChanged 3 SP:Iteration 41Q (1793.534423 sec): 3 clusters Score: Raw -1157507.716136 + Penalty 2973.354822 = -1154534.361314 nChanged 3 SP:Iteration 42Q (1793.592521 sec): 3 clusters Score: Raw -1157508.182453 + Penalty 2973.354822 = -1154534.827632 nChanged 5 SP:Iteration 43Q (1793.650615 sec): 3 clusters Score: Raw -1157508.956464 + Penalty 2973.354822 = -1154535.601642 nChanged 7 SP:Iteration 44Q (1793.709785 sec): 3 clusters Score: Raw -1157509.886395 + Penalty 2973.354822 = -1154536.531574 nChanged 5 SP:Iteration 45Q (1793.767342 sec): 3 clusters Score: Raw -1157510.569549 + Penalty 2973.354822 = -1154537.214727 nChanged 6 SP:Iteration 46Q (1793.816283 sec): 3 clusters Score: Raw -1157511.513783 + Penalty 2973.354822 = -1154538.158961 nChanged 5 SP:Iteration 47Q (1793.871452 sec): 3 clusters Score: Raw -1157512.215793 + Penalty 2973.354822 = -1154538.860971 nChanged 2 SP:Iteration 48Q (1793.932944 sec): 3 clusters Score: Raw -1157512.544853 + Penalty 2973.354822 = -1154539.190032 nChanged 4 SP:Iteration 49Q (1793.982002 sec): 3 clusters Score: Raw -1157513.176662 + Penalty 2973.354822 = -1154539.821840 nChanged 1 SP:Iteration 50Q (1794.043707 sec): 3 clusters Score: Raw -1157513.500135 + Penalty 2973.354822 = -1154540.145314 nChanged 1 SP:Iteration 51Q (1794.096328 sec): 3 clusters Score: Raw -1157513.653587 + Penalty 2973.354822 = -1154540.298766 nChanged 1 SP:Iteration 52Q (1794.143249 sec): 3 clusters Score: Raw -1157513.896328 + Penalty 2973.354822 = -1154540.541506 nChanged 2 SP:Iteration 53Q (1794.203905 sec): 3 clusters Score: Raw -1157514.110064 + Penalty 2973.354822 = -1154540.755242 nChanged 3 SP:Iteration 54Q (1794.251236 sec): 3 clusters Score: Raw -1157514.786169 + Penalty 2973.354822 = -1154541.431347 nChanged 3 SP:Iteration 55Q (1794.294367 sec): 3 clusters Score: Raw -1157515.135943 + Penalty 2973.354822 = -1154541.781121 nChanged 1 SP:Iteration 56Q (1794.355269 sec): 3 clusters Score: Raw -1157515.228207 + Penalty 2973.354822 = -1154541.873385 nChanged 0 SP:Iteration 57F (1794.414988 sec): 3 clusters Score: Raw -1157515.228207 + Penalty 2973.354822 = -1154541.873385 nChanged 0 Trying to split cluster 23 (12211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1794.453616 sec): 2 clusters Score: Raw -1391924.904931 + Penalty 1529.140025 = -1390395.764906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1794.523246 sec): 3 clusters Score: Raw -1384865.551626 + Penalty 3058.280051 = -1381807.271575 nChanged 5416 SP:Iteration 1F (1794.583843 sec): 3 clusters Score: Raw -1387850.006655 + Penalty 3058.280051 = -1384791.726605 nChanged 716 SP:Iteration 2F (1794.639380 sec): 3 clusters Score: Raw -1388126.579143 + Penalty 3058.280051 = -1385068.299092 nChanged 598 SP:Iteration 3Q (1794.716155 sec): 3 clusters Score: Raw -1388348.377507 + Penalty 3058.280051 = -1385290.097456 nChanged 509 SP:Iteration 4Q (1794.769516 sec): 3 clusters Score: Raw -1388542.175597 + Penalty 3058.280051 = -1385483.895546 nChanged 466 SP:Iteration 5Q (1794.838411 sec): 3 clusters Score: Raw -1388726.821145 + Penalty 3058.280051 = -1385668.541094 nChanged 467 SP:Iteration 6Q (1794.891778 sec): 3 clusters Score: Raw -1388923.591290 + Penalty 3058.280051 = -1385865.311239 nChanged 446 SP:Iteration 7Q (1794.956972 sec): 3 clusters Score: Raw -1389125.594896 + Penalty 3058.280051 = -1386067.314845 nChanged 453 SP:Iteration 8Q (1795.025478 sec): 3 clusters Score: Raw -1389339.539770 + Penalty 3058.280051 = -1386281.259719 nChanged 445 SP:Iteration 9Q (1795.079943 sec): 3 clusters Score: Raw -1389548.005089 + Penalty 3058.280051 = -1386489.725039 nChanged 459 SP:Iteration 10Q (1795.136578 sec): 3 clusters Score: Raw -1389806.142544 + Penalty 3058.280051 = -1386747.862493 nChanged 507 SP:Iteration 11Q (1795.195380 sec): 3 clusters Score: Raw -1390131.083957 + Penalty 3058.280051 = -1387072.803906 nChanged 551 SP:Iteration 12Q (1795.249389 sec): 3 clusters Score: Raw -1390504.886846 + Penalty 3058.280051 = -1387446.606796 nChanged 544 SP:Iteration 13Q (1795.325380 sec): 3 clusters Score: Raw -1390814.663325 + Penalty 3058.280051 = -1387756.383274 nChanged 406 SP:Iteration 14Q (1795.374275 sec): 3 clusters Score: Raw -1390988.099960 + Penalty 3058.280051 = -1387929.819909 nChanged 269 SP:Iteration 15Q (1795.408239 sec): 3 clusters Score: Raw -1391074.825855 + Penalty 3058.280051 = -1388016.545804 nChanged 198 SP:Iteration 16Q (1795.466986 sec): 3 clusters Score: Raw -1391128.789796 + Penalty 3058.280051 = -1388070.509745 nChanged 155 SP:Iteration 17Q (1795.537615 sec): 3 clusters Score: Raw -1391170.623155 + Penalty 3058.280051 = -1388112.343104 nChanged 135 SP:Iteration 18Q (1795.605407 sec): 3 clusters Score: Raw -1391211.764324 + Penalty 3058.280051 = -1388153.484273 nChanged 139 SP:Iteration 19Q (1795.671813 sec): 3 clusters Score: Raw -1391257.024114 + Penalty 3058.280051 = -1388198.744064 nChanged 162 SP:Iteration 20F (1795.723102 sec): 3 clusters Score: Raw -1391313.922188 + Penalty 3058.280051 = -1388255.642137 nChanged 164 SP:Iteration 21Q (1795.794541 sec): 3 clusters Score: Raw -1391366.687513 + Penalty 3058.280051 = -1388308.407463 nChanged 154 SP:Iteration 22Q (1795.844515 sec): 3 clusters Score: Raw -1391413.950447 + Penalty 3058.280051 = -1388355.670396 nChanged 140 SP:Iteration 23Q (1795.913594 sec): 3 clusters Score: Raw -1391448.698248 + Penalty 3058.280051 = -1388390.418197 nChanged 105 SP:Iteration 24Q (1795.967752 sec): 3 clusters Score: Raw -1391472.140229 + Penalty 3058.280051 = -1388413.860178 nChanged 97 SP:Iteration 25Q (1796.025196 sec): 3 clusters Score: Raw -1391496.023475 + Penalty 3058.280051 = -1388437.743424 nChanged 83 SP:Iteration 26Q (1796.087666 sec): 3 clusters Score: Raw -1391515.373673 + Penalty 3058.280051 = -1388457.093623 nChanged 88 SP:Iteration 27Q (1796.141800 sec): 3 clusters Score: Raw -1391539.535946 + Penalty 3058.280051 = -1388481.255895 nChanged 99 SP:Iteration 28Q (1796.208912 sec): 3 clusters Score: Raw -1391565.341904 + Penalty 3058.280051 = -1388507.061854 nChanged 105 SP:Iteration 29Q (1796.265416 sec): 3 clusters Score: Raw -1391594.496331 + Penalty 3058.280051 = -1388536.216280 nChanged 106 SP:Iteration 30Q (1796.319547 sec): 3 clusters Score: Raw -1391625.714460 + Penalty 3058.280051 = -1388567.434410 nChanged 108 SP:Iteration 31Q (1796.381748 sec): 3 clusters Score: Raw -1391660.772713 + Penalty 3058.280051 = -1388602.492663 nChanged 115 SP:Iteration 32Q (1796.419909 sec): 3 clusters Score: Raw -1391699.728553 + Penalty 3058.280051 = -1388641.448502 nChanged 123 SP:Iteration 33Q (1796.489237 sec): 3 clusters Score: Raw -1391752.447006 + Penalty 3058.280051 = -1388694.166955 nChanged 134 SP:Iteration 34Q (1796.552531 sec): 3 clusters Score: Raw -1391809.213720 + Penalty 3058.280051 = -1388750.933670 nChanged 120 SP:Iteration 35Q (1796.610807 sec): 3 clusters Score: Raw -1391858.805716 + Penalty 3058.280051 = -1388800.525665 nChanged 128 SP:Iteration 36Q (1796.671075 sec): 3 clusters Score: Raw -1391913.171173 + Penalty 3058.280051 = -1388854.891122 nChanged 129 SP:Iteration 37Q (1796.729153 sec): 3 clusters Score: Raw -1391967.763440 + Penalty 3058.280051 = -1388909.483389 nChanged 126 SP:Iteration 38Q (1796.782209 sec): 3 clusters Score: Raw -1392019.433095 + Penalty 3058.280051 = -1388961.153044 nChanged 116 SP:Iteration 39Q (1796.846539 sec): 3 clusters Score: Raw -1392061.610464 + Penalty 3058.280051 = -1389003.330413 nChanged 115 SP:Iteration 40F (1796.907479 sec): 3 clusters Score: Raw -1392101.533078 + Penalty 3058.280051 = -1389043.253028 nChanged 97 SP:Iteration 41Q (1796.962229 sec): 3 clusters Score: Raw -1392129.298488 + Penalty 3058.280051 = -1389071.018437 nChanged 72 SP:Iteration 42Q (1797.029744 sec): 3 clusters Score: Raw -1392147.504159 + Penalty 3058.280051 = -1389089.224108 nChanged 58 SP:Iteration 43Q (1797.090730 sec): 3 clusters Score: Raw -1392160.030992 + Penalty 3058.280051 = -1389101.750942 nChanged 44 SP:Iteration 44Q (1797.144444 sec): 3 clusters Score: Raw -1392171.580337 + Penalty 3058.280051 = -1389113.300286 nChanged 54 SP:Iteration 45Q (1797.203098 sec): 3 clusters Score: Raw -1392184.194182 + Penalty 3058.280051 = -1389125.914131 nChanged 52 SP:Iteration 46Q (1797.260748 sec): 3 clusters Score: Raw -1392196.539623 + Penalty 3058.280051 = -1389138.259572 nChanged 45 SP:Iteration 47Q (1797.319662 sec): 3 clusters Score: Raw -1392205.699419 + Penalty 3058.280051 = -1389147.419368 nChanged 49 SP:Iteration 48Q (1797.382799 sec): 3 clusters Score: Raw -1392215.057394 + Penalty 3058.280051 = -1389156.777343 nChanged 43 SP:Iteration 49Q (1797.444969 sec): 3 clusters Score: Raw -1392223.571700 + Penalty 3058.280051 = -1389165.291649 nChanged 30 SP:Iteration 50Q (1797.498240 sec): 3 clusters Score: Raw -1392228.420893 + Penalty 3058.280051 = -1389170.140842 nChanged 25 SP:Iteration 51Q (1797.558720 sec): 3 clusters Score: Raw -1392232.515758 + Penalty 3058.280051 = -1389174.235707 nChanged 21 SP:Iteration 52Q (1797.623948 sec): 3 clusters Score: Raw -1392235.421515 + Penalty 3058.280051 = -1389177.141464 nChanged 28 SP:Iteration 53Q (1797.674222 sec): 3 clusters Score: Raw -1392239.661454 + Penalty 3058.280051 = -1389181.381403 nChanged 24 SP:Iteration 54Q (1797.732355 sec): 3 clusters Score: Raw -1392242.847383 + Penalty 3058.280051 = -1389184.567333 nChanged 12 SP:Iteration 55Q (1797.782357 sec): 3 clusters Score: Raw -1392244.723813 + Penalty 3058.280051 = -1389186.443762 nChanged 14 SP:Iteration 56Q (1797.849499 sec): 3 clusters Score: Raw -1392246.656812 + Penalty 3058.280051 = -1389188.376762 nChanged 11 SP:Iteration 57Q (1797.912741 sec): 3 clusters Score: Raw -1392248.055263 + Penalty 3058.280051 = -1389189.775213 nChanged 13 SP:Iteration 58Q (1797.969926 sec): 3 clusters Score: Raw -1392249.904706 + Penalty 3058.280051 = -1389191.624655 nChanged 18 SP:Iteration 59Q (1798.034142 sec): 3 clusters Score: Raw -1392252.742622 + Penalty 3058.280051 = -1389194.462571 nChanged 23 SP:Iteration 60F (1798.082915 sec): 3 clusters Score: Raw -1392255.646743 + Penalty 3058.280051 = -1389197.366692 nChanged 17 SP:Iteration 61Q (1798.153301 sec): 3 clusters Score: Raw -1392257.865199 + Penalty 3058.280051 = -1389199.585148 nChanged 11 SP:Iteration 62Q (1798.215353 sec): 3 clusters Score: Raw -1392259.670465 + Penalty 3058.280051 = -1389201.390414 nChanged 11 SP:Iteration 63Q (1798.270654 sec): 3 clusters Score: Raw -1392261.090218 + Penalty 3058.280051 = -1389202.810168 nChanged 13 SP:Iteration 64Q (1798.328307 sec): 3 clusters Score: Raw -1392262.721487 + Penalty 3058.280051 = -1389204.441436 nChanged 10 SP:Iteration 65Q (1798.391900 sec): 3 clusters Score: Raw -1392264.124033 + Penalty 3058.280051 = -1389205.843982 nChanged 11 SP:Iteration 66Q (1798.454846 sec): 3 clusters Score: Raw -1392265.951816 + Penalty 3058.280051 = -1389207.671765 nChanged 12 SP:Iteration 67Q (1798.514291 sec): 3 clusters Score: Raw -1392267.854040 + Penalty 3058.280051 = -1389209.573989 nChanged 15 SP:Iteration 68Q (1798.576457 sec): 3 clusters Score: Raw -1392270.258142 + Penalty 3058.280051 = -1389211.978091 nChanged 13 SP:Iteration 69Q (1798.637163 sec): 3 clusters Score: Raw -1392272.718875 + Penalty 3058.280051 = -1389214.438825 nChanged 17 SP:Iteration 70Q (1798.690182 sec): 3 clusters Score: Raw -1392275.420552 + Penalty 3058.280051 = -1389217.140501 nChanged 15 SP:Iteration 71Q (1798.742159 sec): 3 clusters Score: Raw -1392277.916993 + Penalty 3058.280051 = -1389219.636943 nChanged 20 SP:Iteration 72Q (1798.807460 sec): 3 clusters Score: Raw -1392281.202711 + Penalty 3058.280051 = -1389222.922660 nChanged 18 SP:Iteration 73Q (1798.870894 sec): 3 clusters Score: Raw -1392283.702497 + Penalty 3058.280051 = -1389225.422446 nChanged 18 SP:Iteration 74Q (1798.921143 sec): 3 clusters Score: Raw -1392285.760228 + Penalty 3058.280051 = -1389227.480177 nChanged 11 SP:Iteration 75Q (1798.985018 sec): 3 clusters Score: Raw -1392286.909504 + Penalty 3058.280051 = -1389228.629453 nChanged 4 SP:Iteration 76Q (1799.049022 sec): 3 clusters Score: Raw -1392287.296243 + Penalty 3058.280051 = -1389229.016193 nChanged 4 SP:Iteration 77Q (1799.099706 sec): 3 clusters Score: Raw -1392287.623009 + Penalty 3058.280051 = -1389229.342958 nChanged 2 SP:Iteration 78Q (1799.165063 sec): 3 clusters Score: Raw -1392287.860375 + Penalty 3058.280051 = -1389229.580324 nChanged 2 SP:Iteration 79Q (1799.227912 sec): 3 clusters Score: Raw -1392288.101552 + Penalty 3058.280051 = -1389229.821501 nChanged 3 SP:Iteration 80F (1799.294670 sec): 3 clusters Score: Raw -1392288.417250 + Penalty 3058.280051 = -1389230.137200 nChanged 1 SP:Iteration 81Q (1799.355564 sec): 3 clusters Score: Raw -1392288.579566 + Penalty 3058.280051 = -1389230.299515 nChanged 2 SP:Iteration 82Q (1799.413608 sec): 3 clusters Score: Raw -1392288.854940 + Penalty 3058.280051 = -1389230.574890 nChanged 1 SP:Iteration 83Q (1799.475513 sec): 3 clusters Score: Raw -1392288.910983 + Penalty 3058.280051 = -1389230.630933 nChanged 0 SP:Iteration 84F (1799.536436 sec): 3 clusters Score: Raw -1392288.910983 + Penalty 3058.280051 = -1389230.630933 nChanged 0 Trying to split cluster 24 (38887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1799.610026 sec): 2 clusters Score: Raw -4551610.573721 + Penalty 1717.367484 = -4549893.206238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1799.713960 sec): 3 clusters Score: Raw -4527514.321805 + Penalty 3434.734967 = -4524079.586837 nChanged 17947 SP:Iteration 1F (1799.834761 sec): 3 clusters Score: Raw -4537837.157645 + Penalty 3434.734967 = -4534402.422678 nChanged 1854 SP:Iteration 2Q (1799.935616 sec): 3 clusters Score: Raw -4538547.815170 + Penalty 3434.734967 = -4535113.080203 nChanged 1925 SP:Iteration 3Q (1800.054736 sec): 3 clusters Score: Raw -4539431.985140 + Penalty 3434.734967 = -4535997.250173 nChanged 2053 SP:Iteration 4F (1800.164155 sec): 3 clusters Score: Raw -4540528.535247 + Penalty 3434.734967 = -4537093.800279 nChanged 2235 SP:Iteration 5F (1800.272154 sec): 3 clusters Score: Raw -4541964.504035 + Penalty 3434.734967 = -4538529.769068 nChanged 2306 SP:Iteration 6F (1800.384088 sec): 3 clusters Score: Raw -4543643.275655 + Penalty 3434.734967 = -4540208.540688 nChanged 2279 SP:Iteration 7F (1800.496635 sec): 3 clusters Score: Raw -4545334.016915 + Penalty 3434.734967 = -4541899.281948 nChanged 1999 SP:Iteration 8F (1800.609155 sec): 3 clusters Score: Raw -4546650.202504 + Penalty 3434.734967 = -4543215.467536 nChanged 1486 SP:Iteration 9Q (1800.712814 sec): 3 clusters Score: Raw -4547404.404253 + Penalty 3434.734967 = -4543969.669286 nChanged 1043 SP:Iteration 10Q (1800.818016 sec): 3 clusters Score: Raw -4547841.816136 + Penalty 3434.734967 = -4544407.081169 nChanged 799 SP:Iteration 11Q (1800.923375 sec): 3 clusters Score: Raw -4548154.346286 + Penalty 3434.734967 = -4544719.611319 nChanged 710 SP:Iteration 12Q (1801.025847 sec): 3 clusters Score: Raw -4548462.557675 + Penalty 3434.734967 = -4545027.822708 nChanged 736 SP:Iteration 13Q (1801.144515 sec): 3 clusters Score: Raw -4548780.853082 + Penalty 3434.734967 = -4545346.118115 nChanged 692 SP:Iteration 14Q (1801.245123 sec): 3 clusters Score: Raw -4549082.381868 + Penalty 3434.734967 = -4545647.646901 nChanged 686 SP:Iteration 15Q (1801.363016 sec): 3 clusters Score: Raw -4549369.999080 + Penalty 3434.734967 = -4545935.264113 nChanged 646 SP:Iteration 16Q (1801.463621 sec): 3 clusters Score: Raw -4549652.162317 + Penalty 3434.734967 = -4546217.427350 nChanged 626 SP:Iteration 17Q (1801.577372 sec): 3 clusters Score: Raw -4549932.767193 + Penalty 3434.734967 = -4546498.032226 nChanged 586 SP:Iteration 18Q (1801.674922 sec): 3 clusters Score: Raw -4550182.144397 + Penalty 3434.734967 = -4546747.409430 nChanged 526 SP:Iteration 19Q (1801.783217 sec): 3 clusters Score: Raw -4550412.016965 + Penalty 3434.734967 = -4546977.281998 nChanged 514 SP:Iteration 20F (1801.888690 sec): 3 clusters Score: Raw -4550640.632235 + Penalty 3434.734967 = -4547205.897268 nChanged 459 SP:Iteration 21Q (1801.984059 sec): 3 clusters Score: Raw -4550844.216696 + Penalty 3434.734967 = -4547409.481729 nChanged 447 SP:Iteration 22Q (1802.080450 sec): 3 clusters Score: Raw -4551069.111406 + Penalty 3434.734967 = -4547634.376438 nChanged 402 SP:Iteration 23Q (1802.169227 sec): 3 clusters Score: Raw -4551270.902264 + Penalty 3434.734967 = -4547836.167297 nChanged 375 SP:Iteration 24Q (1802.259135 sec): 3 clusters Score: Raw -4551460.452540 + Penalty 3434.734967 = -4548025.717573 nChanged 344 SP:Iteration 25Q (1802.352520 sec): 3 clusters Score: Raw -4551651.746638 + Penalty 3434.734967 = -4548217.011671 nChanged 291 SP:Iteration 26Q (1802.462386 sec): 3 clusters Score: Raw -4551804.863722 + Penalty 3434.734967 = -4548370.128755 nChanged 240 SP:Iteration 27Q (1802.551281 sec): 3 clusters Score: Raw -4551940.662555 + Penalty 3434.734967 = -4548505.927588 nChanged 196 SP:Iteration 28Q (1802.654416 sec): 3 clusters Score: Raw -4552041.716929 + Penalty 3434.734967 = -4548606.981962 nChanged 163 SP:Iteration 29Q (1802.740374 sec): 3 clusters Score: Raw -4552129.673345 + Penalty 3434.734967 = -4548694.938378 nChanged 148 SP:Iteration 30Q (1802.828522 sec): 3 clusters Score: Raw -4552222.283257 + Penalty 3434.734967 = -4548787.548290 nChanged 130 SP:Iteration 31Q (1802.916500 sec): 3 clusters Score: Raw -4552296.649391 + Penalty 3434.734967 = -4548861.914424 nChanged 119 SP:Iteration 32Q (1802.997382 sec): 3 clusters Score: Raw -4552362.946154 + Penalty 3434.734967 = -4548928.211186 nChanged 92 SP:Iteration 33Q (1803.109239 sec): 3 clusters Score: Raw -4552421.993756 + Penalty 3434.734967 = -4548987.258789 nChanged 106 SP:Iteration 34Q (1803.191354 sec): 3 clusters Score: Raw -4552489.718111 + Penalty 3434.734967 = -4549054.983144 nChanged 87 SP:Iteration 35Q (1803.295986 sec): 3 clusters Score: Raw -4552529.848802 + Penalty 3434.734967 = -4549095.113835 nChanged 62 SP:Iteration 36Q (1803.390361 sec): 3 clusters Score: Raw -4552559.582499 + Penalty 3434.734967 = -4549124.847532 nChanged 61 SP:Iteration 37Q (1803.476251 sec): 3 clusters Score: Raw -4552584.971295 + Penalty 3434.734967 = -4549150.236327 nChanged 46 SP:Iteration 38Q (1803.566838 sec): 3 clusters Score: Raw -4552605.928258 + Penalty 3434.734967 = -4549171.193291 nChanged 52 SP:Iteration 39Q (1803.664570 sec): 3 clusters Score: Raw -4552628.108103 + Penalty 3434.734967 = -4549193.373136 nChanged 47 SP:Iteration 40F (1803.775080 sec): 3 clusters Score: Raw -4552648.900183 + Penalty 3434.734967 = -4549214.165216 nChanged 36 SP:Iteration 41Q (1803.860367 sec): 3 clusters Score: Raw -4552663.952678 + Penalty 3434.734967 = -4549229.217711 nChanged 33 SP:Iteration 42Q (1803.954642 sec): 3 clusters Score: Raw -4552674.971470 + Penalty 3434.734967 = -4549240.236503 nChanged 24 SP:Iteration 43Q (1804.043217 sec): 3 clusters Score: Raw -4552682.844598 + Penalty 3434.734967 = -4549248.109631 nChanged 19 SP:Iteration 44Q (1804.137027 sec): 3 clusters Score: Raw -4552688.370185 + Penalty 3434.734967 = -4549253.635218 nChanged 17 SP:Iteration 45Q (1804.225724 sec): 3 clusters Score: Raw -4552693.797048 + Penalty 3434.734967 = -4549259.062081 nChanged 16 SP:Iteration 46Q (1804.329109 sec): 3 clusters Score: Raw -4552701.640449 + Penalty 3434.734967 = -4549266.905482 nChanged 25 SP:Iteration 47Q (1804.422757 sec): 3 clusters Score: Raw -4552710.122066 + Penalty 3434.734967 = -4549275.387099 nChanged 19 SP:Iteration 48Q (1804.516407 sec): 3 clusters Score: Raw -4552716.086869 + Penalty 3434.734967 = -4549281.351902 nChanged 20 SP:Iteration 49Q (1804.609421 sec): 3 clusters Score: Raw -4552723.144772 + Penalty 3434.734967 = -4549288.409804 nChanged 17 SP:Iteration 50Q (1804.703249 sec): 3 clusters Score: Raw -4552729.728775 + Penalty 3434.734967 = -4549294.993808 nChanged 21 SP:Iteration 51Q (1804.809373 sec): 3 clusters Score: Raw -4552737.470640 + Penalty 3434.734967 = -4549302.735672 nChanged 23 SP:Iteration 52Q (1804.911138 sec): 3 clusters Score: Raw -4552746.379650 + Penalty 3434.734967 = -4549311.644682 nChanged 22 SP:Iteration 53Q (1805.013478 sec): 3 clusters Score: Raw -4552751.736801 + Penalty 3434.734967 = -4549317.001833 nChanged 13 SP:Iteration 54Q (1805.105336 sec): 3 clusters Score: Raw -4552756.505266 + Penalty 3434.734967 = -4549321.770299 nChanged 14 SP:Iteration 55Q (1805.208711 sec): 3 clusters Score: Raw -4552759.731053 + Penalty 3434.734967 = -4549324.996086 nChanged 12 SP:Iteration 56Q (1805.303649 sec): 3 clusters Score: Raw -4552762.931698 + Penalty 3434.734967 = -4549328.196731 nChanged 12 SP:Iteration 57Q (1805.386472 sec): 3 clusters Score: Raw -4552766.438203 + Penalty 3434.734967 = -4549331.703236 nChanged 12 SP:Iteration 58Q (1805.486863 sec): 3 clusters Score: Raw -4552770.202974 + Penalty 3434.734967 = -4549335.468007 nChanged 17 SP:Iteration 59Q (1805.575496 sec): 3 clusters Score: Raw -4552774.677284 + Penalty 3434.734967 = -4549339.942317 nChanged 10 SP:Iteration 60F (1805.663896 sec): 3 clusters Score: Raw -4552777.455552 + Penalty 3434.734967 = -4549342.720585 nChanged 8 SP:Iteration 61Q (1805.756831 sec): 3 clusters Score: Raw -4552779.386765 + Penalty 3434.734967 = -4549344.651797 nChanged 7 SP:Iteration 62Q (1805.842974 sec): 3 clusters Score: Raw -4552781.684141 + Penalty 3434.734967 = -4549346.949174 nChanged 9 SP:Iteration 63Q (1805.937444 sec): 3 clusters Score: Raw -4552783.765459 + Penalty 3434.734967 = -4549349.030492 nChanged 8 SP:Iteration 64Q (1806.036095 sec): 3 clusters Score: Raw -4552786.223260 + Penalty 3434.734967 = -4549351.488293 nChanged 8 SP:Iteration 65Q (1806.140233 sec): 3 clusters Score: Raw -4552788.438264 + Penalty 3434.734967 = -4549353.703297 nChanged 8 SP:Iteration 66Q (1806.233977 sec): 3 clusters Score: Raw -4552790.907940 + Penalty 3434.734967 = -4549356.172973 nChanged 7 SP:Iteration 67Q (1806.323625 sec): 3 clusters Score: Raw -4552792.226464 + Penalty 3434.734967 = -4549357.491497 nChanged 5 SP:Iteration 68Q (1806.415497 sec): 3 clusters Score: Raw -4552793.181231 + Penalty 3434.734967 = -4549358.446264 nChanged 6 SP:Iteration 69Q (1806.503554 sec): 3 clusters Score: Raw -4552794.678796 + Penalty 3434.734967 = -4549359.943829 nChanged 2 SP:Iteration 70Q (1806.588157 sec): 3 clusters Score: Raw -4552795.120658 + Penalty 3434.734967 = -4549360.385691 nChanged 2 SP:Iteration 71Q (1806.685911 sec): 3 clusters Score: Raw -4552795.797249 + Penalty 3434.734967 = -4549361.062282 nChanged 4 SP:Iteration 72Q (1806.775056 sec): 3 clusters Score: Raw -4552797.131583 + Penalty 3434.734967 = -4549362.396616 nChanged 3 SP:Iteration 73Q (1806.869857 sec): 3 clusters Score: Raw -4552797.675047 + Penalty 3434.734967 = -4549362.940080 nChanged 2 SP:Iteration 74Q (1806.958870 sec): 3 clusters Score: Raw -4552797.954531 + Penalty 3434.734967 = -4549363.219564 nChanged 1 SP:Iteration 75Q (1807.060197 sec): 3 clusters Score: Raw -4552798.165839 + Penalty 3434.734967 = -4549363.430872 nChanged 1 SP:Iteration 76Q (1807.154783 sec): 3 clusters Score: Raw -4552798.299332 + Penalty 3434.734967 = -4549363.564364 nChanged 1 SP:Iteration 77Q (1807.251253 sec): 3 clusters Score: Raw -4552798.425138 + Penalty 3434.734967 = -4549363.690171 nChanged 1 SP:Iteration 78Q (1807.328619 sec): 3 clusters Score: Raw -4552798.658093 + Penalty 3434.734967 = -4549363.923126 nChanged 1 SP:Iteration 79Q (1807.420558 sec): 3 clusters Score: Raw -4552798.803824 + Penalty 3434.734967 = -4549364.068857 nChanged 0 SP:Iteration 80F (1807.523207 sec): 3 clusters Score: Raw -4552798.803824 + Penalty 3434.734967 = -4549364.068857 nChanged 0 Trying to split cluster 25 (47615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1807.609472 sec): 2 clusters Score: Raw -5760194.513255 + Penalty 1750.271756 = -5758444.241498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1807.731134 sec): 3 clusters Score: Raw -5730019.134266 + Penalty 3500.543513 = -5726518.590753 nChanged 22171 SP:Iteration 1F (1807.852999 sec): 3 clusters Score: Raw -5743010.700219 + Penalty 3500.543513 = -5739510.156706 nChanged 2395 SP:Iteration 2F (1807.971938 sec): 3 clusters Score: Raw -5743881.227698 + Penalty 3500.543513 = -5740380.684185 nChanged 2406 SP:Iteration 3F (1808.088589 sec): 3 clusters Score: Raw -5744834.486432 + Penalty 3500.543513 = -5741333.942919 nChanged 2419 SP:Iteration 4F (1808.190366 sec): 3 clusters Score: Raw -5745993.895220 + Penalty 3500.543513 = -5742493.351707 nChanged 2621 SP:Iteration 5F (1808.305131 sec): 3 clusters Score: Raw -5747481.892548 + Penalty 3500.543513 = -5743981.349035 nChanged 2826 SP:Iteration 6F (1808.417186 sec): 3 clusters Score: Raw -5749352.416841 + Penalty 3500.543513 = -5745851.873328 nChanged 2882 SP:Iteration 7F (1808.536977 sec): 3 clusters Score: Raw -5751451.265300 + Penalty 3500.543513 = -5747950.721787 nChanged 2581 SP:Iteration 8F (1808.654124 sec): 3 clusters Score: Raw -5753414.061142 + Penalty 3500.543513 = -5749913.517629 nChanged 2261 SP:Iteration 9Q (1808.773863 sec): 3 clusters Score: Raw -5754905.406632 + Penalty 3500.543513 = -5751404.863119 nChanged 1618 SP:Iteration 10Q (1808.903097 sec): 3 clusters Score: Raw -5755773.646810 + Penalty 3500.543513 = -5752273.103297 nChanged 1180 SP:Iteration 11Q (1809.032065 sec): 3 clusters Score: Raw -5756270.901675 + Penalty 3500.543513 = -5752770.358163 nChanged 884 SP:Iteration 12Q (1809.141448 sec): 3 clusters Score: Raw -5756619.766191 + Penalty 3500.543513 = -5753119.222678 nChanged 792 SP:Iteration 13Q (1809.269171 sec): 3 clusters Score: Raw -5756916.358125 + Penalty 3500.543513 = -5753415.814613 nChanged 725 SP:Iteration 14Q (1809.393576 sec): 3 clusters Score: Raw -5757162.700449 + Penalty 3500.543513 = -5753662.156936 nChanged 658 SP:Iteration 15Q (1809.509910 sec): 3 clusters Score: Raw -5757381.028568 + Penalty 3500.543513 = -5753880.485055 nChanged 606 SP:Iteration 16Q (1809.627622 sec): 3 clusters Score: Raw -5757586.720304 + Penalty 3500.543513 = -5754086.176791 nChanged 559 SP:Iteration 17Q (1809.743708 sec): 3 clusters Score: Raw -5757782.918997 + Penalty 3500.543513 = -5754282.375484 nChanged 553 SP:Iteration 18Q (1809.857697 sec): 3 clusters Score: Raw -5757993.154410 + Penalty 3500.543513 = -5754492.610897 nChanged 581 SP:Iteration 19Q (1809.963947 sec): 3 clusters Score: Raw -5758224.773827 + Penalty 3500.543513 = -5754724.230314 nChanged 549 SP:Iteration 20F (1810.106038 sec): 3 clusters Score: Raw -5758443.759562 + Penalty 3500.543513 = -5754943.216049 nChanged 531 SP:Iteration 21Q (1810.233514 sec): 3 clusters Score: Raw -5758653.966653 + Penalty 3500.543513 = -5755153.423140 nChanged 481 SP:Iteration 22Q (1810.349493 sec): 3 clusters Score: Raw -5758841.014243 + Penalty 3500.543513 = -5755340.470730 nChanged 465 SP:Iteration 23Q (1810.465365 sec): 3 clusters Score: Raw -5759033.647554 + Penalty 3500.543513 = -5755533.104041 nChanged 443 SP:Iteration 24Q (1810.595327 sec): 3 clusters Score: Raw -5759217.968985 + Penalty 3500.543513 = -5755717.425473 nChanged 383 SP:Iteration 25Q (1810.721818 sec): 3 clusters Score: Raw -5759371.394013 + Penalty 3500.543513 = -5755870.850500 nChanged 375 SP:Iteration 26Q (1810.835233 sec): 3 clusters Score: Raw -5759528.914575 + Penalty 3500.543513 = -5756028.371062 nChanged 360 SP:Iteration 27Q (1810.938549 sec): 3 clusters Score: Raw -5759706.202993 + Penalty 3500.543513 = -5756205.659480 nChanged 336 SP:Iteration 28Q (1811.057313 sec): 3 clusters Score: Raw -5759862.521194 + Penalty 3500.543513 = -5756361.977681 nChanged 290 SP:Iteration 29Q (1811.164270 sec): 3 clusters Score: Raw -5759999.517758 + Penalty 3500.543513 = -5756498.974245 nChanged 250 SP:Iteration 30Q (1811.274946 sec): 3 clusters Score: Raw -5760132.963827 + Penalty 3500.543513 = -5756632.420315 nChanged 259 SP:Iteration 31Q (1811.380622 sec): 3 clusters Score: Raw -5760255.939373 + Penalty 3500.543513 = -5756755.395860 nChanged 224 SP:Iteration 32Q (1811.495791 sec): 3 clusters Score: Raw -5760353.803438 + Penalty 3500.543513 = -5756853.259925 nChanged 203 SP:Iteration 33Q (1811.605948 sec): 3 clusters Score: Raw -5760434.456585 + Penalty 3500.543513 = -5756933.913072 nChanged 184 SP:Iteration 34Q (1811.710122 sec): 3 clusters Score: Raw -5760499.396415 + Penalty 3500.543513 = -5756998.852902 nChanged 175 SP:Iteration 35Q (1811.820410 sec): 3 clusters Score: Raw -5760558.194909 + Penalty 3500.543513 = -5757057.651397 nChanged 150 SP:Iteration 36Q (1811.939472 sec): 3 clusters Score: Raw -5760611.768945 + Penalty 3500.543513 = -5757111.225432 nChanged 151 SP:Iteration 37Q (1812.051760 sec): 3 clusters Score: Raw -5760660.699831 + Penalty 3500.543513 = -5757160.156318 nChanged 122 SP:Iteration 38Q (1812.159124 sec): 3 clusters Score: Raw -5760697.461570 + Penalty 3500.543513 = -5757196.918057 nChanged 110 SP:Iteration 39Q (1812.263075 sec): 3 clusters Score: Raw -5760725.199460 + Penalty 3500.543513 = -5757224.655947 nChanged 95 SP:Iteration 40F (1812.388338 sec): 3 clusters Score: Raw -5760747.092281 + Penalty 3500.543513 = -5757246.548768 nChanged 82 SP:Iteration 41Q (1812.490755 sec): 3 clusters Score: Raw -5760764.851777 + Penalty 3500.543513 = -5757264.308264 nChanged 59 SP:Iteration 42Q (1812.584776 sec): 3 clusters Score: Raw -5760777.318956 + Penalty 3500.543513 = -5757276.775444 nChanged 63 SP:Iteration 43Q (1812.698343 sec): 3 clusters Score: Raw -5760794.177234 + Penalty 3500.543513 = -5757293.633721 nChanged 71 SP:Iteration 44Q (1812.806576 sec): 3 clusters Score: Raw -5760814.292271 + Penalty 3500.543513 = -5757313.748758 nChanged 76 SP:Iteration 45Q (1812.916101 sec): 3 clusters Score: Raw -5760831.621378 + Penalty 3500.543513 = -5757331.077865 nChanged 66 SP:Iteration 46Q (1813.029768 sec): 3 clusters Score: Raw -5760844.807927 + Penalty 3500.543513 = -5757344.264414 nChanged 56 SP:Iteration 47Q (1813.133263 sec): 3 clusters Score: Raw -5760856.291061 + Penalty 3500.543513 = -5757355.747548 nChanged 56 SP:Iteration 48Q (1813.235058 sec): 3 clusters Score: Raw -5760870.792031 + Penalty 3500.543513 = -5757370.248518 nChanged 66 SP:Iteration 49Q (1813.343282 sec): 3 clusters Score: Raw -5760883.561601 + Penalty 3500.543513 = -5757383.018088 nChanged 52 SP:Iteration 50Q (1813.439099 sec): 3 clusters Score: Raw -5760891.352570 + Penalty 3500.543513 = -5757390.809057 nChanged 39 SP:Iteration 51Q (1813.559670 sec): 3 clusters Score: Raw -5760897.799011 + Penalty 3500.543513 = -5757397.255498 nChanged 38 SP:Iteration 52Q (1813.660459 sec): 3 clusters Score: Raw -5760904.019205 + Penalty 3500.543513 = -5757403.475692 nChanged 34 SP:Iteration 53Q (1813.750908 sec): 3 clusters Score: Raw -5760909.609526 + Penalty 3500.543513 = -5757409.066014 nChanged 29 SP:Iteration 54Q (1813.852696 sec): 3 clusters Score: Raw -5760913.181770 + Penalty 3500.543513 = -5757412.638257 nChanged 15 SP:Iteration 55Q (1813.951875 sec): 3 clusters Score: Raw -5760915.365850 + Penalty 3500.543513 = -5757414.822337 nChanged 17 SP:Iteration 56Q (1814.063063 sec): 3 clusters Score: Raw -5760917.343185 + Penalty 3500.543513 = -5757416.799672 nChanged 7 SP:Iteration 57Q (1814.161678 sec): 3 clusters Score: Raw -5760918.007847 + Penalty 3500.543513 = -5757417.464334 nChanged 8 SP:Iteration 58Q (1814.283363 sec): 3 clusters Score: Raw -5760918.566090 + Penalty 3500.543513 = -5757418.022577 nChanged 4 SP:Iteration 59Q (1814.403425 sec): 3 clusters Score: Raw -5760918.967342 + Penalty 3500.543513 = -5757418.423829 nChanged 5 SP:Iteration 60F (1814.522018 sec): 3 clusters Score: Raw -5760919.402454 + Penalty 3500.543513 = -5757418.858941 nChanged 5 SP:Iteration 61Q (1814.649708 sec): 3 clusters Score: Raw -5760919.815575 + Penalty 3500.543513 = -5757419.272062 nChanged 5 SP:Iteration 62Q (1814.753841 sec): 3 clusters Score: Raw -5760920.253222 + Penalty 3500.543513 = -5757419.709709 nChanged 8 SP:Iteration 63Q (1814.855214 sec): 3 clusters Score: Raw -5760920.852281 + Penalty 3500.543513 = -5757420.308768 nChanged 2 SP:Iteration 64Q (1814.965452 sec): 3 clusters Score: Raw -5760920.935354 + Penalty 3500.543513 = -5757420.391841 nChanged 0 SP:Iteration 65F (1815.100474 sec): 3 clusters Score: Raw -5760920.935354 + Penalty 3500.543513 = -5757420.391841 nChanged 0 Time taken for this iteration:1811.910645 seconds. 20->26 Clusters: Score -51826248.347509, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 437280 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 13 (284 points): Lose 86.551266 but Gain 2110.603463 Iteration 0F (1821.277892 sec): 20 clusters Score: Raw -49291717.731363 + Penalty 40101.465791 = -49251616.265572 nChanged 413949 Deleting Class 10 (873 points): Lose 1057.273401 but Gain 2110.603463 Iteration 1F (1827.187272 sec): 19 clusters Score: Raw -50902365.363049 + Penalty 37990.862328 = -50864374.500720 nChanged 111288 Deleting Class 19 (1071 points): Lose 1089.838359 but Gain 2110.603463 Iteration 2F (1832.807018 sec): 18 clusters Score: Raw -51075139.695633 + Penalty 35880.258866 = -51039259.436767 nChanged 81990 Deleting Class 11 (367 points): Lose 1763.115042 but Gain 2110.603463 Iteration 3F (1838.096013 sec): 17 clusters Score: Raw -51199153.336731 + Penalty 33769.655403 = -51165383.681328 nChanged 60417 Iteration 4F (1843.123891 sec): 17 clusters Score: Raw -51301784.319075 + Penalty 33769.655403 = -51268014.663672 nChanged 45674 Iteration 5F (1848.026781 sec): 17 clusters Score: Raw -51353562.626269 + Penalty 33769.655403 = -51319792.970866 nChanged 38797 Iteration 6F (1852.982617 sec): 17 clusters Score: Raw -51386997.257439 + Penalty 33769.655403 = -51353227.602036 nChanged 36209 Iteration 7F (1857.886798 sec): 17 clusters Score: Raw -51418404.020320 + Penalty 33769.655403 = -51384634.364917 nChanged 36382 Iteration 8F (1862.853867 sec): 17 clusters Score: Raw -51451330.103269 + Penalty 33769.655403 = -51417560.447866 nChanged 36474 Iteration 9F (1867.861297 sec): 17 clusters Score: Raw -51486021.594012 + Penalty 33769.655403 = -51452251.938609 nChanged 35911 Iteration 10F (1872.727568 sec): 17 clusters Score: Raw -51522462.952827 + Penalty 33769.655403 = -51488693.297424 nChanged 34909 Iteration 11F (1877.734055 sec): 17 clusters Score: Raw -51561061.013659 + Penalty 33769.655403 = -51527291.358256 nChanged 32008 Iteration 12F (1882.668787 sec): 17 clusters Score: Raw -51600956.077695 + Penalty 33769.655403 = -51567186.422292 nChanged 28308 Iteration 13F (1887.617793 sec): 17 clusters Score: Raw -51628215.326516 + Penalty 33769.655403 = -51594445.671113 nChanged 22064 Iteration 14F (1892.534806 sec): 17 clusters Score: Raw -51645157.448324 + Penalty 33769.655403 = -51611387.792921 nChanged 16577 Iteration 15Q (1895.225213 sec): 17 clusters Score: Raw -51657210.576534 + Penalty 33769.655403 = -51623440.921131 nChanged 13996 Iteration 16Q (1897.898553 sec): 17 clusters Score: Raw -51671935.916408 + Penalty 33769.655403 = -51638166.261005 nChanged 13179 Iteration 17Q (1900.440415 sec): 17 clusters Score: Raw -51694013.884909 + Penalty 33769.655403 = -51660244.229506 nChanged 15550 Iteration 18Q (1902.944301 sec): 17 clusters Score: Raw -51704223.304369 + Penalty 33769.655403 = -51670453.648966 nChanged 15054 Iteration 19Q (1905.561515 sec): 17 clusters Score: Raw -51713876.378291 + Penalty 33769.655403 = -51680106.722888 nChanged 15358 Writing temp clu file Because OldScore, -51670453.648966, is greater than current (better) Score,-51680106.722888 Compute initial score before splitting: Score: Raw -51713876.378291 + Penalty 33769.655403 = -51680106.722888 Trying to split cluster 1 (20159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1905.732640 sec): 2 clusters Score: Raw -2435380.595834 + Penalty 1610.603494 = -2433769.992340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1905.812061 sec): 3 clusters Score: Raw -2423181.683977 + Penalty 3221.206988 = -2419960.476989 nChanged 9152 SP:Iteration 1F (1905.889987 sec): 3 clusters Score: Raw -2428212.735587 + Penalty 3221.206988 = -2424991.528599 nChanged 1231 SP:Iteration 2F (1905.954175 sec): 3 clusters Score: Raw -2428862.311022 + Penalty 3221.206988 = -2425641.104034 nChanged 1373 SP:Iteration 3F (1906.029536 sec): 3 clusters Score: Raw -2429715.912626 + Penalty 3221.206988 = -2426494.705638 nChanged 1553 SP:Iteration 4F (1906.090176 sec): 3 clusters Score: Raw -2430886.492698 + Penalty 3221.206988 = -2427665.285709 nChanged 1624 SP:Iteration 5F (1906.175475 sec): 3 clusters Score: Raw -2432343.898209 + Penalty 3221.206988 = -2429122.691220 nChanged 1481 SP:Iteration 6F (1906.251078 sec): 3 clusters Score: Raw -2433786.312753 + Penalty 3221.206988 = -2430565.105764 nChanged 1009 SP:Iteration 7F (1906.323210 sec): 3 clusters Score: Raw -2434773.833875 + Penalty 3221.206988 = -2431552.626887 nChanged 592 SP:Iteration 8Q (1906.394094 sec): 3 clusters Score: Raw -2435306.702270 + Penalty 3221.206988 = -2432085.495282 nChanged 335 SP:Iteration 9Q (1906.462221 sec): 3 clusters Score: Raw -2435601.436707 + Penalty 3221.206988 = -2432380.229718 nChanged 187 SP:Iteration 10Q (1906.543973 sec): 3 clusters Score: Raw -2435747.322725 + Penalty 3221.206988 = -2432526.115736 nChanged 118 SP:Iteration 11Q (1906.603062 sec): 3 clusters Score: Raw -2435831.370238 + Penalty 3221.206988 = -2432610.163250 nChanged 65 SP:Iteration 12Q (1906.671187 sec): 3 clusters Score: Raw -2435875.071823 + Penalty 3221.206988 = -2432653.864835 nChanged 53 SP:Iteration 13Q (1906.736562 sec): 3 clusters Score: Raw -2435908.226671 + Penalty 3221.206988 = -2432687.019683 nChanged 49 SP:Iteration 14Q (1906.807956 sec): 3 clusters Score: Raw -2435936.180203 + Penalty 3221.206988 = -2432714.973215 nChanged 41 SP:Iteration 15Q (1906.893981 sec): 3 clusters Score: Raw -2435954.306504 + Penalty 3221.206988 = -2432733.099516 nChanged 33 SP:Iteration 16Q (1906.953898 sec): 3 clusters Score: Raw -2435979.987806 + Penalty 3221.206988 = -2432758.780818 nChanged 44 SP:Iteration 17Q (1907.023514 sec): 3 clusters Score: Raw -2436013.848960 + Penalty 3221.206988 = -2432792.641972 nChanged 54 SP:Iteration 18Q (1907.086436 sec): 3 clusters Score: Raw -2436053.517647 + Penalty 3221.206988 = -2432832.310659 nChanged 44 SP:Iteration 19Q (1907.156594 sec): 3 clusters Score: Raw -2436075.398926 + Penalty 3221.206988 = -2432854.191938 nChanged 37 SP:Iteration 20F (1907.230320 sec): 3 clusters Score: Raw -2436088.657479 + Penalty 3221.206988 = -2432867.450491 nChanged 24 SP:Iteration 21Q (1907.294938 sec): 3 clusters Score: Raw -2436096.786540 + Penalty 3221.206988 = -2432875.579552 nChanged 14 SP:Iteration 22Q (1907.367448 sec): 3 clusters Score: Raw -2436100.669412 + Penalty 3221.206988 = -2432879.462424 nChanged 9 SP:Iteration 23Q (1907.436066 sec): 3 clusters Score: Raw -2436103.944091 + Penalty 3221.206988 = -2432882.737103 nChanged 7 SP:Iteration 24Q (1907.507276 sec): 3 clusters Score: Raw -2436106.869497 + Penalty 3221.206988 = -2432885.662509 nChanged 9 SP:Iteration 25Q (1907.573951 sec): 3 clusters Score: Raw -2436108.844472 + Penalty 3221.206988 = -2432887.637484 nChanged 5 SP:Iteration 26Q (1907.636588 sec): 3 clusters Score: Raw -2436109.912039 + Penalty 3221.206988 = -2432888.705051 nChanged 8 SP:Iteration 27Q (1907.707276 sec): 3 clusters Score: Raw -2436111.467471 + Penalty 3221.206988 = -2432890.260483 nChanged 5 SP:Iteration 28Q (1907.774853 sec): 3 clusters Score: Raw -2436113.462651 + Penalty 3221.206988 = -2432892.255663 nChanged 6 SP:Iteration 29Q (1907.858134 sec): 3 clusters Score: Raw -2436115.532592 + Penalty 3221.206988 = -2432894.325604 nChanged 5 SP:Iteration 30Q (1907.934046 sec): 3 clusters Score: Raw -2436118.062212 + Penalty 3221.206988 = -2432896.855224 nChanged 8 SP:Iteration 31Q (1908.006963 sec): 3 clusters Score: Raw -2436120.424061 + Penalty 3221.206988 = -2432899.217072 nChanged 9 SP:Iteration 32Q (1908.084293 sec): 3 clusters Score: Raw -2436123.585346 + Penalty 3221.206988 = -2432902.378357 nChanged 12 SP:Iteration 33Q (1908.137316 sec): 3 clusters Score: Raw -2436127.011089 + Penalty 3221.206988 = -2432905.804100 nChanged 7 SP:Iteration 34Q (1908.222710 sec): 3 clusters Score: Raw -2436129.992996 + Penalty 3221.206988 = -2432908.786007 nChanged 6 SP:Iteration 35Q (1908.287263 sec): 3 clusters Score: Raw -2436132.285020 + Penalty 3221.206988 = -2432911.078032 nChanged 4 SP:Iteration 36Q (1908.352203 sec): 3 clusters Score: Raw -2436133.074388 + Penalty 3221.206988 = -2432911.867400 nChanged 5 SP:Iteration 37Q (1908.421010 sec): 3 clusters Score: Raw -2436135.156073 + Penalty 3221.206988 = -2432913.949084 nChanged 7 SP:Iteration 38Q (1908.490465 sec): 3 clusters Score: Raw -2436136.684371 + Penalty 3221.206988 = -2432915.477383 nChanged 9 SP:Iteration 39Q (1908.551482 sec): 3 clusters Score: Raw -2436139.836206 + Penalty 3221.206988 = -2432918.629217 nChanged 8 SP:Iteration 40F (1908.628290 sec): 3 clusters Score: Raw -2436142.020237 + Penalty 3221.206988 = -2432920.813249 nChanged 5 SP:Iteration 41Q (1908.698707 sec): 3 clusters Score: Raw -2436143.196350 + Penalty 3221.206988 = -2432921.989361 nChanged 6 SP:Iteration 42Q (1908.762490 sec): 3 clusters Score: Raw -2436144.376049 + Penalty 3221.206988 = -2432923.169061 nChanged 5 SP:Iteration 43Q (1908.830532 sec): 3 clusters Score: Raw -2436145.362975 + Penalty 3221.206988 = -2432924.155987 nChanged 4 SP:Iteration 44Q (1908.901175 sec): 3 clusters Score: Raw -2436146.077706 + Penalty 3221.206988 = -2432924.870717 nChanged 0 SP:Iteration 45F (1908.980262 sec): 3 clusters Score: Raw -2436146.077706 + Penalty 3221.206988 = -2432924.870717 nChanged 0 Trying to split cluster 2 (4422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.004661 sec): 2 clusters Score: Raw -516621.549632 + Penalty 1364.081446 = -515257.468186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.059661 sec): 3 clusters Score: Raw -514384.897214 + Penalty 2728.162892 = -511656.734322 nChanged 1695 SP:Iteration 1F (1909.110885 sec): 3 clusters Score: Raw -515363.346938 + Penalty 2728.162892 = -512635.184045 nChanged 345 SP:Iteration 2F (1909.147231 sec): 3 clusters Score: Raw -515593.927392 + Penalty 2728.162892 = -512865.764499 nChanged 291 SP:Iteration 3F (1909.189473 sec): 3 clusters Score: Raw -515820.285165 + Penalty 2728.162892 = -513092.122273 nChanged 248 SP:Iteration 4F (1909.242021 sec): 3 clusters Score: Raw -516000.248841 + Penalty 2728.162892 = -513272.085948 nChanged 225 SP:Iteration 5F (1909.292530 sec): 3 clusters Score: Raw -516150.360848 + Penalty 2728.162892 = -513422.197956 nChanged 181 SP:Iteration 6Q (1909.340552 sec): 3 clusters Score: Raw -516295.940899 + Penalty 2728.162892 = -513567.778007 nChanged 190 SP:Iteration 7Q (1909.384729 sec): 3 clusters Score: Raw -516454.591672 + Penalty 2728.162892 = -513726.428780 nChanged 162 SP:Iteration 8Q (1909.440158 sec): 3 clusters Score: Raw -516578.766387 + Penalty 2728.162892 = -513850.603495 nChanged 143 SP:Iteration 9Q (1909.497056 sec): 3 clusters Score: Raw -516677.632029 + Penalty 2728.162892 = -513949.469137 nChanged 121 SP:Iteration 10Q (1909.550955 sec): 3 clusters Score: Raw -516746.429441 + Penalty 2728.162892 = -514018.266549 nChanged 92 SP:Iteration 11Q (1909.591968 sec): 3 clusters Score: Raw -516797.320651 + Penalty 2728.162892 = -514069.157759 nChanged 73 SP:Iteration 12Q (1909.629507 sec): 3 clusters Score: Raw -516832.511688 + Penalty 2728.162892 = -514104.348795 nChanged 52 SP:Iteration 13Q (1909.674907 sec): 3 clusters Score: Raw -516852.769956 + Penalty 2728.162892 = -514124.607064 nChanged 45 SP:Iteration 14Q (1909.723904 sec): 3 clusters Score: Raw -516871.743388 + Penalty 2728.162892 = -514143.580496 nChanged 37 SP:Iteration 15Q (1909.780679 sec): 3 clusters Score: Raw -516889.325973 + Penalty 2728.162892 = -514161.163081 nChanged 38 SP:Iteration 16Q (1909.823224 sec): 3 clusters Score: Raw -516906.616923 + Penalty 2728.162892 = -514178.454030 nChanged 41 SP:Iteration 17Q (1909.859609 sec): 3 clusters Score: Raw -516919.394371 + Penalty 2728.162892 = -514191.231478 nChanged 28 SP:Iteration 18Q (1909.903674 sec): 3 clusters Score: Raw -516929.756128 + Penalty 2728.162892 = -514201.593235 nChanged 22 SP:Iteration 19Q (1909.943823 sec): 3 clusters Score: Raw -516938.307776 + Penalty 2728.162892 = -514210.144883 nChanged 28 SP:Iteration 20F (1909.991058 sec): 3 clusters Score: Raw -516946.379156 + Penalty 2728.162892 = -514218.216264 nChanged 20 SP:Iteration 21Q (1910.043358 sec): 3 clusters Score: Raw -516951.752294 + Penalty 2728.162892 = -514223.589401 nChanged 15 SP:Iteration 22Q (1910.085834 sec): 3 clusters Score: Raw -516954.852686 + Penalty 2728.162892 = -514226.689793 nChanged 6 SP:Iteration 23Q (1910.126592 sec): 3 clusters Score: Raw -516955.885268 + Penalty 2728.162892 = -514227.722375 nChanged 4 SP:Iteration 24Q (1910.170129 sec): 3 clusters Score: Raw -516956.516980 + Penalty 2728.162892 = -514228.354088 nChanged 1 SP:Iteration 25Q (1910.212709 sec): 3 clusters Score: Raw -516956.718623 + Penalty 2728.162892 = -514228.555731 nChanged 1 SP:Iteration 26Q (1910.260773 sec): 3 clusters Score: Raw -516957.175342 + Penalty 2728.162892 = -514229.012449 nChanged 2 SP:Iteration 27Q (1910.304292 sec): 3 clusters Score: Raw -516957.507247 + Penalty 2728.162892 = -514229.344355 nChanged 1 SP:Iteration 28Q (1910.362841 sec): 3 clusters Score: Raw -516957.675561 + Penalty 2728.162892 = -514229.512669 nChanged 0 SP:Iteration 29F (1910.402095 sec): 3 clusters Score: Raw -516957.675561 + Penalty 2728.162892 = -514229.512669 nChanged 0 Trying to split cluster 3 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.431947 sec): 2 clusters Score: Raw -22385.896955 + Penalty 871.209977 = -21514.686978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.465120 sec): 3 clusters Score: Raw -22509.847781 + Penalty 1742.419954 = -20767.427827 nChanged 34 SP:Iteration 1F (1910.499300 sec): 3 clusters Score: Raw -22638.955814 + Penalty 1742.419954 = -20896.535860 nChanged 12 SP:Iteration 2F (1910.542289 sec): 3 clusters Score: Raw -22705.533607 + Penalty 1742.419954 = -20963.113653 nChanged 10 SP:Iteration 3Q (1910.591771 sec): 3 clusters Score: Raw -22755.812228 + Penalty 1742.419954 = -21013.392275 nChanged 3 SP:Iteration 4Q (1910.630511 sec): 3 clusters Score: Raw -22786.415510 + Penalty 1742.419954 = -21043.995557 nChanged 5 SP:Iteration 5Q (1910.672245 sec): 3 clusters Score: Raw -22805.317907 + Penalty 1742.419954 = -21062.897953 nChanged 2 SP:Iteration 6Q (1910.706521 sec): 3 clusters Score: Raw -22826.776640 + Penalty 1742.419954 = -21084.356686 nChanged 1 SP:Iteration 7Q (1910.751473 sec): 3 clusters Score: Raw -22832.494134 + Penalty 1742.419954 = -21090.074180 nChanged 1 SP:Iteration 8Q (1910.799369 sec): 3 clusters Score: Raw -22835.993821 + Penalty 1742.419954 = -21093.573868 nChanged 0 SP:Iteration 9F (1910.833879 sec): 3 clusters Score: Raw -22835.993821 + Penalty 1742.419954 = -21093.573868 nChanged 0 Trying to split cluster 4 (54979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.936873 sec): 2 clusters Score: Raw -6569477.096171 + Penalty 1773.639818 = -6567703.456352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1911.085751 sec): 3 clusters Score: Raw -6534712.339918 + Penalty 3547.279636 = -6531165.060282 nChanged 25744 SP:Iteration 1F (1911.232682 sec): 3 clusters Score: Raw -6549237.837299 + Penalty 3547.279636 = -6545690.557663 nChanged 2149 SP:Iteration 2Q (1911.364842 sec): 3 clusters Score: Raw -6549888.531371 + Penalty 3547.279636 = -6546341.251734 nChanged 2210 SP:Iteration 3Q (1911.514796 sec): 3 clusters Score: Raw -6550618.925576 + Penalty 3547.279636 = -6547071.645940 nChanged 2348 SP:Iteration 4Q (1911.651015 sec): 3 clusters Score: Raw -6551477.207790 + Penalty 3547.279636 = -6547929.928153 nChanged 2470 SP:Iteration 5Q (1911.784638 sec): 3 clusters Score: Raw -6552570.176086 + Penalty 3547.279636 = -6549022.896450 nChanged 2680 SP:Iteration 6Q (1911.933133 sec): 3 clusters Score: Raw -6554024.929412 + Penalty 3547.279636 = -6550477.649775 nChanged 3061 SP:Iteration 7F (1912.066418 sec): 3 clusters Score: Raw -6555960.857069 + Penalty 3547.279636 = -6552413.577433 nChanged 3302 SP:Iteration 8F (1912.196037 sec): 3 clusters Score: Raw -6558318.603019 + Penalty 3547.279636 = -6554771.323383 nChanged 3260 SP:Iteration 9F (1912.327058 sec): 3 clusters Score: Raw -6560954.443024 + Penalty 3547.279636 = -6557407.163387 nChanged 3011 SP:Iteration 10F (1912.450568 sec): 3 clusters Score: Raw -6563677.132364 + Penalty 3547.279636 = -6560129.852728 nChanged 2233 SP:Iteration 11Q (1912.583086 sec): 3 clusters Score: Raw -6566265.012635 + Penalty 3547.279636 = -6562717.732999 nChanged 1327 SP:Iteration 12Q (1912.707764 sec): 3 clusters Score: Raw -6569157.906927 + Penalty 3547.279636 = -6565610.627291 nChanged 776 SP:Iteration 13Q (1912.842387 sec): 3 clusters Score: Raw -6570440.651339 + Penalty 3547.279636 = -6566893.371703 nChanged 961 SP:Iteration 14Q (1912.981266 sec): 3 clusters Score: Raw -6571268.430001 + Penalty 3547.279636 = -6567721.150365 nChanged 977 SP:Iteration 15Q (1913.100267 sec): 3 clusters Score: Raw -6571975.473893 + Penalty 3547.279636 = -6568428.194257 nChanged 1134 SP:Iteration 16Q (1913.217758 sec): 3 clusters Score: Raw -6572792.824811 + Penalty 3547.279636 = -6569245.545175 nChanged 1309 SP:Iteration 17Q (1913.336313 sec): 3 clusters Score: Raw -6573764.764227 + Penalty 3547.279636 = -6570217.484591 nChanged 1449 SP:Iteration 18Q (1913.450142 sec): 3 clusters Score: Raw -6574894.441713 + Penalty 3547.279636 = -6571347.162077 nChanged 1581 SP:Iteration 19Q (1913.565390 sec): 3 clusters Score: Raw -6576044.020589 + Penalty 3547.279636 = -6572496.740953 nChanged 1491 SP:Iteration 20F (1913.698416 sec): 3 clusters Score: Raw -6577202.779875 + Penalty 3547.279636 = -6573655.500239 nChanged 1536 SP:Iteration 21Q (1913.813609 sec): 3 clusters Score: Raw -6578273.422013 + Penalty 3547.279636 = -6574726.142376 nChanged 1320 SP:Iteration 22Q (1913.940002 sec): 3 clusters Score: Raw -6579042.997316 + Penalty 3547.279636 = -6575495.717679 nChanged 1040 SP:Iteration 23Q (1914.058506 sec): 3 clusters Score: Raw -6579521.223190 + Penalty 3547.279636 = -6575973.943553 nChanged 773 SP:Iteration 24Q (1914.195165 sec): 3 clusters Score: Raw -6579819.343669 + Penalty 3547.279636 = -6576272.064032 nChanged 621 SP:Iteration 25Q (1914.315850 sec): 3 clusters Score: Raw -6580024.600702 + Penalty 3547.279636 = -6576477.321065 nChanged 515 SP:Iteration 26Q (1914.442615 sec): 3 clusters Score: Raw -6580173.508751 + Penalty 3547.279636 = -6576626.229115 nChanged 470 SP:Iteration 27Q (1914.549481 sec): 3 clusters Score: Raw -6580317.717644 + Penalty 3547.279636 = -6576770.438008 nChanged 452 SP:Iteration 28Q (1914.673931 sec): 3 clusters Score: Raw -6580460.945015 + Penalty 3547.279636 = -6576913.665378 nChanged 433 SP:Iteration 29Q (1914.796233 sec): 3 clusters Score: Raw -6580604.302887 + Penalty 3547.279636 = -6577057.023250 nChanged 422 SP:Iteration 30Q (1914.906997 sec): 3 clusters Score: Raw -6580762.597732 + Penalty 3547.279636 = -6577215.318096 nChanged 427 SP:Iteration 31Q (1915.031585 sec): 3 clusters Score: Raw -6580921.753106 + Penalty 3547.279636 = -6577374.473470 nChanged 413 SP:Iteration 32Q (1915.148164 sec): 3 clusters Score: Raw -6581094.003878 + Penalty 3547.279636 = -6577546.724242 nChanged 448 SP:Iteration 33Q (1915.276348 sec): 3 clusters Score: Raw -6581294.000394 + Penalty 3547.279636 = -6577746.720758 nChanged 411 SP:Iteration 34Q (1915.415098 sec): 3 clusters Score: Raw -6581478.448857 + Penalty 3547.279636 = -6577931.169221 nChanged 350 SP:Iteration 35Q (1915.543198 sec): 3 clusters Score: Raw -6581606.531587 + Penalty 3547.279636 = -6578059.251951 nChanged 234 SP:Iteration 36Q (1915.678564 sec): 3 clusters Score: Raw -6581683.550089 + Penalty 3547.279636 = -6578136.270453 nChanged 151 SP:Iteration 37Q (1915.801821 sec): 3 clusters Score: Raw -6581718.531234 + Penalty 3547.279636 = -6578171.251598 nChanged 66 SP:Iteration 38Q (1915.916421 sec): 3 clusters Score: Raw -6581728.596725 + Penalty 3547.279636 = -6578181.317089 nChanged 39 SP:Iteration 39Q (1916.042093 sec): 3 clusters Score: Raw -6581734.858218 + Penalty 3547.279636 = -6578187.578582 nChanged 25 SP:Iteration 40F (1916.193762 sec): 3 clusters Score: Raw -6582037.641505 + Penalty 3547.279636 = -6578490.361869 nChanged 557 SP:Iteration 41Q (1916.318886 sec): 3 clusters Score: Raw -6582574.221253 + Penalty 3547.279636 = -6579026.941617 nChanged 601 SP:Iteration 42Q (1916.437550 sec): 3 clusters Score: Raw -6583281.242306 + Penalty 3547.279636 = -6579733.962670 nChanged 615 SP:Iteration 43Q (1916.546432 sec): 3 clusters Score: Raw -6584326.782041 + Penalty 3547.279636 = -6580779.502405 nChanged 671 SP:Iteration 44Q (1916.675727 sec): 3 clusters Score: Raw -6586308.074886 + Penalty 3547.279636 = -6582760.795250 nChanged 519 SP:Iteration 45Q (1916.791432 sec): 3 clusters Score: Raw -6588479.958832 + Penalty 3547.279636 = -6584932.679195 nChanged 228 SP:Iteration 46Q (1916.918362 sec): 3 clusters Score: Raw -6589893.610777 + Penalty 3547.279636 = -6586346.331141 nChanged 120 SP:Iteration 47Q (1917.042544 sec): 3 clusters Score: Raw -6590849.585950 + Penalty 3547.279636 = -6587302.306313 nChanged 63 SP:Iteration 48Q (1917.156915 sec): 3 clusters Score: Raw -6591435.620471 + Penalty 3547.279636 = -6587888.340835 nChanged 33 SP:Iteration 49Q (1917.272304 sec): 3 clusters Score: Raw -6591742.500069 + Penalty 3547.279636 = -6588195.220433 nChanged 15 SP:Iteration 50Q (1917.390550 sec): 3 clusters Score: Raw -6591859.721562 + Penalty 3547.279636 = -6588312.441925 nChanged 7 SP:Iteration 51Q (1917.496125 sec): 3 clusters Score: Raw -6592019.508633 + Penalty 3547.279636 = -6588472.228997 nChanged 8 SP:Iteration 52Q (1917.613880 sec): 3 clusters Score: Raw -6592082.853452 + Penalty 3547.279636 = -6588535.573815 nChanged 3 SP:Iteration 53Q (1917.720399 sec): 3 clusters Score: Raw -6592123.800262 + Penalty 3547.279636 = -6588576.520625 nChanged 2 SP:Iteration 54Q (1917.830766 sec): 3 clusters Score: Raw -6592124.107772 + Penalty 3547.279636 = -6588576.828135 nChanged 0 SP:Iteration 55F (1917.963360 sec): 3 clusters Score: Raw -6594090.662802 + Penalty 3547.279636 = -6590543.383166 nChanged 94 SP:Iteration 56Q (1918.078440 sec): 3 clusters Score: Raw -6594867.338133 + Penalty 3547.279636 = -6591320.058496 nChanged 0 SP:Iteration 57F (1918.217907 sec): 3 clusters Score: Raw -6594867.338133 + Penalty 3547.279636 = -6591320.058496 nChanged 0 Score: Raw -51744298.421589 + Penalty 35880.258866 = -51708418.162723 Splitting cluster 4 changes total score from -51680106.722888 to -51708418.162723 So it's getting split into cluster 10. Trying to split cluster 5 (18179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1923.477324 sec): 2 clusters Score: Raw -2130519.800608 + Penalty 1593.803634 = -2128925.996974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1923.552963 sec): 3 clusters Score: Raw -2119667.178217 + Penalty 3187.607267 = -2116479.570950 nChanged 8170 SP:Iteration 1F (1923.610087 sec): 3 clusters Score: Raw -2124063.267034 + Penalty 3187.607267 = -2120875.659767 nChanged 943 SP:Iteration 2F (1923.683664 sec): 3 clusters Score: Raw -2124403.534860 + Penalty 3187.607267 = -2121215.927593 nChanged 858 SP:Iteration 3Q (1923.757048 sec): 3 clusters Score: Raw -2124692.798264 + Penalty 3187.607267 = -2121505.190996 nChanged 748 SP:Iteration 4Q (1923.829855 sec): 3 clusters Score: Raw -2124930.970497 + Penalty 3187.607267 = -2121743.363230 nChanged 669 SP:Iteration 5Q (1923.899387 sec): 3 clusters Score: Raw -2125152.895263 + Penalty 3187.607267 = -2121965.287995 nChanged 657 SP:Iteration 6Q (1923.979123 sec): 3 clusters Score: Raw -2125363.801388 + Penalty 3187.607267 = -2122176.194121 nChanged 629 SP:Iteration 7Q (1924.049072 sec): 3 clusters Score: Raw -2125587.002028 + Penalty 3187.607267 = -2122399.394761 nChanged 657 SP:Iteration 8Q (1924.125131 sec): 3 clusters Score: Raw -2125850.901394 + Penalty 3187.607267 = -2122663.294127 nChanged 736 SP:Iteration 9Q (1924.198901 sec): 3 clusters Score: Raw -2126200.998484 + Penalty 3187.607267 = -2123013.391217 nChanged 898 SP:Iteration 10Q (1924.268277 sec): 3 clusters Score: Raw -2126716.486502 + Penalty 3187.607267 = -2123528.879235 nChanged 1001 SP:Iteration 11F (1924.345632 sec): 3 clusters Score: Raw -2127401.357325 + Penalty 3187.607267 = -2124213.750057 nChanged 1040 SP:Iteration 12F (1924.418094 sec): 3 clusters Score: Raw -2128212.939723 + Penalty 3187.607267 = -2125025.332455 nChanged 1024 SP:Iteration 13F (1924.483956 sec): 3 clusters Score: Raw -2129120.297835 + Penalty 3187.607267 = -2125932.690568 nChanged 874 SP:Iteration 14Q (1924.543802 sec): 3 clusters Score: Raw -2130106.692183 + Penalty 3187.607267 = -2126919.084916 nChanged 726 SP:Iteration 15Q (1924.612712 sec): 3 clusters Score: Raw -2131512.979467 + Penalty 3187.607267 = -2128325.372200 nChanged 638 SP:Iteration 16Q (1924.689412 sec): 3 clusters Score: Raw -2132832.859936 + Penalty 3187.607267 = -2129645.252669 nChanged 604 SP:Iteration 17Q (1924.742881 sec): 3 clusters Score: Raw -2133608.051373 + Penalty 3187.607267 = -2130420.444105 nChanged 500 SP:Iteration 18Q (1924.808359 sec): 3 clusters Score: Raw -2134372.371970 + Penalty 3187.607267 = -2131184.764703 nChanged 420 SP:Iteration 19Q (1924.864778 sec): 3 clusters Score: Raw -2134915.046420 + Penalty 3187.607267 = -2131727.439153 nChanged 188 SP:Iteration 20F (1924.938467 sec): 3 clusters Score: Raw -2135044.796453 + Penalty 3187.607267 = -2131857.189186 nChanged 39 SP:Iteration 21Q (1925.002222 sec): 3 clusters Score: Raw -2135055.255239 + Penalty 3187.607267 = -2131867.647972 nChanged 11 SP:Iteration 22Q (1925.066679 sec): 3 clusters Score: Raw -2135056.223375 + Penalty 3187.607267 = -2131868.616108 nChanged 0 SP:Iteration 23F (1925.138985 sec): 3 clusters Score: Raw -2135056.223375 + Penalty 3187.607267 = -2131868.616108 nChanged 0 Score: Raw -51748834.844356 + Penalty 37990.862328 = -51710843.982028 Splitting cluster 5 changes total score from -51680106.722888 to -51710843.982028 So it's getting split into cluster 11. Trying to split cluster 6 (7582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1930.714044 sec): 2 clusters Score: Raw -947196.813964 + Penalty 1451.698998 = -945745.114966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1930.755761 sec): 3 clusters Score: Raw -943050.199735 + Penalty 2903.397996 = -940146.801739 nChanged 3186 SP:Iteration 1F (1930.806874 sec): 3 clusters Score: Raw -944918.659124 + Penalty 2903.397996 = -942015.261128 nChanged 620 SP:Iteration 2F (1930.860865 sec): 3 clusters Score: Raw -945385.048500 + Penalty 2903.397996 = -942481.650503 nChanged 620 SP:Iteration 3F (1930.922297 sec): 3 clusters Score: Raw -945951.570699 + Penalty 2903.397996 = -943048.172703 nChanged 589 SP:Iteration 4F (1930.981199 sec): 3 clusters Score: Raw -946534.152880 + Penalty 2903.397996 = -943630.754884 nChanged 564 SP:Iteration 5F (1931.038404 sec): 3 clusters Score: Raw -947103.208277 + Penalty 2903.397996 = -944199.810281 nChanged 434 SP:Iteration 6F (1931.081862 sec): 3 clusters Score: Raw -947462.034516 + Penalty 2903.397996 = -944558.636519 nChanged 346 SP:Iteration 7Q (1931.148088 sec): 3 clusters Score: Raw -947685.998468 + Penalty 2903.397996 = -944782.600472 nChanged 241 SP:Iteration 8Q (1931.189974 sec): 3 clusters Score: Raw -947840.551175 + Penalty 2903.397996 = -944937.153178 nChanged 216 SP:Iteration 9Q (1931.247830 sec): 3 clusters Score: Raw -947964.651040 + Penalty 2903.397996 = -945061.253043 nChanged 177 SP:Iteration 10Q (1931.295468 sec): 3 clusters Score: Raw -948058.338708 + Penalty 2903.397996 = -945154.940711 nChanged 166 SP:Iteration 11Q (1931.347683 sec): 3 clusters Score: Raw -948146.197437 + Penalty 2903.397996 = -945242.799441 nChanged 146 SP:Iteration 12Q (1931.397707 sec): 3 clusters Score: Raw -948224.044321 + Penalty 2903.397996 = -945320.646324 nChanged 152 SP:Iteration 13Q (1931.430451 sec): 3 clusters Score: Raw -948303.346675 + Penalty 2903.397996 = -945399.948678 nChanged 163 SP:Iteration 14Q (1931.475651 sec): 3 clusters Score: Raw -948393.895579 + Penalty 2903.397996 = -945490.497583 nChanged 163 SP:Iteration 15Q (1931.531141 sec): 3 clusters Score: Raw -948488.448677 + Penalty 2903.397996 = -945585.050681 nChanged 148 SP:Iteration 16Q (1931.583799 sec): 3 clusters Score: Raw -948573.433864 + Penalty 2903.397996 = -945670.035867 nChanged 154 SP:Iteration 17Q (1931.632032 sec): 3 clusters Score: Raw -948675.734182 + Penalty 2903.397996 = -945772.336186 nChanged 146 SP:Iteration 18Q (1931.685308 sec): 3 clusters Score: Raw -948754.672819 + Penalty 2903.397996 = -945851.274823 nChanged 104 SP:Iteration 19Q (1931.740780 sec): 3 clusters Score: Raw -948799.245713 + Penalty 2903.397996 = -945895.847717 nChanged 72 SP:Iteration 20F (1931.797595 sec): 3 clusters Score: Raw -948819.801395 + Penalty 2903.397996 = -945916.403399 nChanged 48 SP:Iteration 21Q (1931.848905 sec): 3 clusters Score: Raw -948832.069629 + Penalty 2903.397996 = -945928.671633 nChanged 40 SP:Iteration 22Q (1931.902062 sec): 3 clusters Score: Raw -948839.901777 + Penalty 2903.397996 = -945936.503781 nChanged 23 SP:Iteration 23Q (1931.961417 sec): 3 clusters Score: Raw -948844.012578 + Penalty 2903.397996 = -945940.614582 nChanged 16 SP:Iteration 24Q (1931.988050 sec): 3 clusters Score: Raw -948846.632510 + Penalty 2903.397996 = -945943.234514 nChanged 11 SP:Iteration 25Q (1932.035206 sec): 3 clusters Score: Raw -948848.541297 + Penalty 2903.397996 = -945945.143301 nChanged 7 SP:Iteration 26Q (1932.077803 sec): 3 clusters Score: Raw -948849.527446 + Penalty 2903.397996 = -945946.129450 nChanged 3 SP:Iteration 27Q (1932.138157 sec): 3 clusters Score: Raw -948849.735346 + Penalty 2903.397996 = -945946.337350 nChanged 2 SP:Iteration 28Q (1932.180600 sec): 3 clusters Score: Raw -948849.953043 + Penalty 2903.397996 = -945946.555047 nChanged 1 SP:Iteration 29Q (1932.232826 sec): 3 clusters Score: Raw -948850.203643 + Penalty 2903.397996 = -945946.805647 nChanged 3 SP:Iteration 30Q (1932.280429 sec): 3 clusters Score: Raw -948850.586746 + Penalty 2903.397996 = -945947.188750 nChanged 3 SP:Iteration 31Q (1932.334033 sec): 3 clusters Score: Raw -948850.868683 + Penalty 2903.397996 = -945947.470687 nChanged 1 SP:Iteration 32Q (1932.396357 sec): 3 clusters Score: Raw -948850.956504 + Penalty 2903.397996 = -945947.558508 nChanged 1 SP:Iteration 33Q (1932.440849 sec): 3 clusters Score: Raw -948851.081460 + Penalty 2903.397996 = -945947.683463 nChanged 0 SP:Iteration 34F (1932.502477 sec): 3 clusters Score: Raw -948851.081460 + Penalty 2903.397996 = -945947.683463 nChanged 0 Score: Raw -51750489.111852 + Penalty 40101.465791 = -51710387.646061 Splitting cluster 6 changes total score from -51680106.722888 to -51710387.646061 So it's getting split into cluster 13. Trying to split cluster 7 (22655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1937.771445 sec): 2 clusters Score: Raw -2669179.012999 + Penalty 1629.572077 = -2667549.440922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1937.861745 sec): 3 clusters Score: Raw -2655434.956991 + Penalty 3259.144154 = -2652175.812837 nChanged 10326 SP:Iteration 1F (1937.936974 sec): 3 clusters Score: Raw -2661266.974280 + Penalty 3259.144154 = -2658007.830126 nChanged 1445 SP:Iteration 2F (1938.013588 sec): 3 clusters Score: Raw -2662209.556739 + Penalty 3259.144154 = -2658950.412586 nChanged 1721 SP:Iteration 3F (1938.092114 sec): 3 clusters Score: Raw -2663765.854846 + Penalty 3259.144154 = -2660506.710692 nChanged 2008 SP:Iteration 4F (1938.165081 sec): 3 clusters Score: Raw -2665839.710101 + Penalty 3259.144154 = -2662580.565947 nChanged 1974 SP:Iteration 5F (1938.242551 sec): 3 clusters Score: Raw -2667790.665943 + Penalty 3259.144154 = -2664531.521789 nChanged 1612 SP:Iteration 6F (1938.328738 sec): 3 clusters Score: Raw -2669232.216226 + Penalty 3259.144154 = -2665973.072072 nChanged 1088 SP:Iteration 7Q (1938.408658 sec): 3 clusters Score: Raw -2670107.470169 + Penalty 3259.144154 = -2666848.326015 nChanged 719 SP:Iteration 8Q (1938.493719 sec): 3 clusters Score: Raw -2670585.516010 + Penalty 3259.144154 = -2667326.371856 nChanged 467 SP:Iteration 9Q (1938.576055 sec): 3 clusters Score: Raw -2670825.315674 + Penalty 3259.144154 = -2667566.171520 nChanged 370 SP:Iteration 10Q (1938.647866 sec): 3 clusters Score: Raw -2670967.920456 + Penalty 3259.144154 = -2667708.776302 nChanged 266 SP:Iteration 11Q (1938.719940 sec): 3 clusters Score: Raw -2671032.478943 + Penalty 3259.144154 = -2667773.334789 nChanged 155 SP:Iteration 12Q (1938.800283 sec): 3 clusters Score: Raw -2671064.473054 + Penalty 3259.144154 = -2667805.328900 nChanged 134 SP:Iteration 13Q (1938.875219 sec): 3 clusters Score: Raw -2671087.153668 + Penalty 3259.144154 = -2667828.009515 nChanged 100 SP:Iteration 14Q (1938.949688 sec): 3 clusters Score: Raw -2671102.213119 + Penalty 3259.144154 = -2667843.068966 nChanged 80 SP:Iteration 15Q (1939.032396 sec): 3 clusters Score: Raw -2671111.994541 + Penalty 3259.144154 = -2667852.850388 nChanged 65 SP:Iteration 16Q (1939.108623 sec): 3 clusters Score: Raw -2671120.996021 + Penalty 3259.144154 = -2667861.851867 nChanged 59 SP:Iteration 17Q (1939.182706 sec): 3 clusters Score: Raw -2671127.302970 + Penalty 3259.144154 = -2667868.158817 nChanged 38 SP:Iteration 18Q (1939.247413 sec): 3 clusters Score: Raw -2671130.920534 + Penalty 3259.144154 = -2667871.776380 nChanged 28 SP:Iteration 19Q (1939.314510 sec): 3 clusters Score: Raw -2671133.798362 + Penalty 3259.144154 = -2667874.654208 nChanged 17 SP:Iteration 20F (1939.396508 sec): 3 clusters Score: Raw -2671135.182661 + Penalty 3259.144154 = -2667876.038507 nChanged 13 SP:Iteration 21Q (1939.483604 sec): 3 clusters Score: Raw -2671136.125474 + Penalty 3259.144154 = -2667876.981320 nChanged 17 SP:Iteration 22Q (1939.551787 sec): 3 clusters Score: Raw -2671137.322402 + Penalty 3259.144154 = -2667878.178249 nChanged 13 SP:Iteration 23Q (1939.642052 sec): 3 clusters Score: Raw -2671138.076857 + Penalty 3259.144154 = -2667878.932703 nChanged 7 SP:Iteration 24Q (1939.713450 sec): 3 clusters Score: Raw -2671138.544683 + Penalty 3259.144154 = -2667879.400529 nChanged 5 SP:Iteration 25Q (1939.787176 sec): 3 clusters Score: Raw -2671138.908714 + Penalty 3259.144154 = -2667879.764561 nChanged 4 SP:Iteration 26Q (1939.873328 sec): 3 clusters Score: Raw -2671139.182961 + Penalty 3259.144154 = -2667880.038808 nChanged 9 SP:Iteration 27Q (1939.945973 sec): 3 clusters Score: Raw -2671139.656731 + Penalty 3259.144154 = -2667880.512577 nChanged 5 SP:Iteration 28Q (1940.029248 sec): 3 clusters Score: Raw -2671139.856638 + Penalty 3259.144154 = -2667880.712485 nChanged 3 SP:Iteration 29Q (1940.104036 sec): 3 clusters Score: Raw -2671140.096997 + Penalty 3259.144154 = -2667880.952843 nChanged 5 SP:Iteration 30Q (1940.176881 sec): 3 clusters Score: Raw -2671140.474585 + Penalty 3259.144154 = -2667881.330431 nChanged 6 SP:Iteration 31Q (1940.262238 sec): 3 clusters Score: Raw -2671140.887620 + Penalty 3259.144154 = -2667881.743467 nChanged 5 SP:Iteration 32Q (1940.349230 sec): 3 clusters Score: Raw -2671141.305749 + Penalty 3259.144154 = -2667882.161595 nChanged 8 SP:Iteration 33Q (1940.417484 sec): 3 clusters Score: Raw -2671141.777907 + Penalty 3259.144154 = -2667882.633754 nChanged 6 SP:Iteration 34Q (1940.501646 sec): 3 clusters Score: Raw -2671142.257007 + Penalty 3259.144154 = -2667883.112853 nChanged 10 SP:Iteration 35Q (1940.575255 sec): 3 clusters Score: Raw -2671143.041907 + Penalty 3259.144154 = -2667883.897753 nChanged 7 SP:Iteration 36Q (1940.656183 sec): 3 clusters Score: Raw -2671143.549251 + Penalty 3259.144154 = -2667884.405097 nChanged 5 SP:Iteration 37Q (1940.746593 sec): 3 clusters Score: Raw -2671143.871575 + Penalty 3259.144154 = -2667884.727421 nChanged 7 SP:Iteration 38Q (1940.816078 sec): 3 clusters Score: Raw -2671144.257402 + Penalty 3259.144154 = -2667885.113249 nChanged 5 SP:Iteration 39Q (1940.906131 sec): 3 clusters Score: Raw -2671144.405175 + Penalty 3259.144154 = -2667885.261021 nChanged 3 SP:Iteration 40F (1940.979818 sec): 3 clusters Score: Raw -2671144.523997 + Penalty 3259.144154 = -2667885.379844 nChanged 3 SP:Iteration 41Q (1941.057189 sec): 3 clusters Score: Raw -2671144.733390 + Penalty 3259.144154 = -2667885.589236 nChanged 3 SP:Iteration 42Q (1941.131537 sec): 3 clusters Score: Raw -2671144.890200 + Penalty 3259.144154 = -2667885.746046 nChanged 3 SP:Iteration 43Q (1941.200398 sec): 3 clusters Score: Raw -2671145.199787 + Penalty 3259.144154 = -2667886.055634 nChanged 3 SP:Iteration 44Q (1941.277584 sec): 3 clusters Score: Raw -2671145.310117 + Penalty 3259.144154 = -2667886.165963 nChanged 2 SP:Iteration 45Q (1941.355103 sec): 3 clusters Score: Raw -2671145.437518 + Penalty 3259.144154 = -2667886.293364 nChanged 5 SP:Iteration 46Q (1941.431003 sec): 3 clusters Score: Raw -2671145.771496 + Penalty 3259.144154 = -2667886.627342 nChanged 4 SP:Iteration 47Q (1941.490268 sec): 3 clusters Score: Raw -2671145.973949 + Penalty 3259.144154 = -2667886.829796 nChanged 5 SP:Iteration 48Q (1941.571783 sec): 3 clusters Score: Raw -2671146.483536 + Penalty 3259.144154 = -2667887.339383 nChanged 9 SP:Iteration 49Q (1941.654056 sec): 3 clusters Score: Raw -2671147.197915 + Penalty 3259.144154 = -2667888.053761 nChanged 7 SP:Iteration 50Q (1941.738805 sec): 3 clusters Score: Raw -2671147.832508 + Penalty 3259.144154 = -2667888.688355 nChanged 9 SP:Iteration 51Q (1941.815926 sec): 3 clusters Score: Raw -2671148.473993 + Penalty 3259.144154 = -2667889.329839 nChanged 11 SP:Iteration 52Q (1941.896295 sec): 3 clusters Score: Raw -2671149.081192 + Penalty 3259.144154 = -2667889.937038 nChanged 8 SP:Iteration 53Q (1941.969682 sec): 3 clusters Score: Raw -2671149.675393 + Penalty 3259.144154 = -2667890.531239 nChanged 9 SP:Iteration 54Q (1942.045598 sec): 3 clusters Score: Raw -2671150.239840 + Penalty 3259.144154 = -2667891.095687 nChanged 7 SP:Iteration 55Q (1942.129059 sec): 3 clusters Score: Raw -2671150.553458 + Penalty 3259.144154 = -2667891.409305 nChanged 4 SP:Iteration 56Q (1942.199303 sec): 3 clusters Score: Raw -2671150.848026 + Penalty 3259.144154 = -2667891.703872 nChanged 1 SP:Iteration 57Q (1942.261741 sec): 3 clusters Score: Raw -2671150.879803 + Penalty 3259.144154 = -2667891.735649 nChanged 0 SP:Iteration 58F (1942.341916 sec): 3 clusters Score: Raw -2671150.879803 + Penalty 3259.144154 = -2667891.735649 nChanged 0 Score: Raw -51752460.978657 + Penalty 42212.069254 = -51710248.909403 Splitting cluster 7 changes total score from -51680106.722888 to -51710248.909403 So it's getting split into cluster 19. Trying to split cluster 8 (197573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1948.755873 sec): 2 clusters Score: Raw -24072682.007052 + Penalty 1981.502805 = -24070700.504247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1949.096104 sec): 3 clusters Score: Raw -23941609.399915 + Penalty 3963.005610 = -23937646.394305 nChanged 95771 SP:Iteration 1F (1949.478126 sec): 3 clusters Score: Raw -24000932.884360 + Penalty 3963.005610 = -23996969.878750 nChanged 8830 SP:Iteration 2Q (1949.883881 sec): 3 clusters Score: Raw -24004908.738432 + Penalty 3963.005610 = -24000945.732822 nChanged 10912 SP:Iteration 3F (1950.260949 sec): 3 clusters Score: Raw -24011079.724707 + Penalty 3963.005610 = -24007116.719097 nChanged 12947 SP:Iteration 4F (1950.647097 sec): 3 clusters Score: Raw -24019834.692951 + Penalty 3963.005610 = -24015871.687341 nChanged 14384 SP:Iteration 5F (1951.024402 sec): 3 clusters Score: Raw -24030336.467089 + Penalty 3963.005610 = -24026373.461479 nChanged 13895 SP:Iteration 6F (1951.403595 sec): 3 clusters Score: Raw -24040098.860556 + Penalty 3963.005610 = -24036135.854946 nChanged 11826 SP:Iteration 7F (1951.757720 sec): 3 clusters Score: Raw -24047969.658784 + Penalty 3963.005610 = -24044006.653174 nChanged 9534 SP:Iteration 8Q (1952.168961 sec): 3 clusters Score: Raw -24053944.575419 + Penalty 3963.005610 = -24049981.569809 nChanged 7865 SP:Iteration 9Q (1952.530380 sec): 3 clusters Score: Raw -24058910.560370 + Penalty 3963.005610 = -24054947.554760 nChanged 6998 SP:Iteration 10Q (1952.890345 sec): 3 clusters Score: Raw -24063817.851744 + Penalty 3963.005610 = -24059854.846134 nChanged 6917 SP:Iteration 11Q (1953.253081 sec): 3 clusters Score: Raw -24069511.198294 + Penalty 3963.005610 = -24065548.192684 nChanged 7092 SP:Iteration 12Q (1953.627715 sec): 3 clusters Score: Raw -24076359.702722 + Penalty 3963.005610 = -24072396.697112 nChanged 7204 SP:Iteration 13Q (1953.968794 sec): 3 clusters Score: Raw -24083814.870396 + Penalty 3963.005610 = -24079851.864786 nChanged 6493 SP:Iteration 14Q (1954.314180 sec): 3 clusters Score: Raw -24090100.328772 + Penalty 3963.005610 = -24086137.323162 nChanged 5191 SP:Iteration 15Q (1954.653771 sec): 3 clusters Score: Raw -24094149.756903 + Penalty 3963.005610 = -24090186.751293 nChanged 3701 SP:Iteration 16Q (1954.988855 sec): 3 clusters Score: Raw -24096260.600901 + Penalty 3963.005610 = -24092297.595291 nChanged 2556 SP:Iteration 17Q (1955.328972 sec): 3 clusters Score: Raw -24097306.872310 + Penalty 3963.005610 = -24093343.866700 nChanged 1682 SP:Iteration 18Q (1955.659872 sec): 3 clusters Score: Raw -24097762.021766 + Penalty 3963.005610 = -24093799.016156 nChanged 1080 SP:Iteration 19Q (1956.025088 sec): 3 clusters Score: Raw -24097944.905258 + Penalty 3963.005610 = -24093981.899648 nChanged 670 SP:Iteration 20F (1956.392451 sec): 3 clusters Score: Raw -24098037.662982 + Penalty 3963.005610 = -24094074.657372 nChanged 414 SP:Iteration 21Q (1956.752857 sec): 3 clusters Score: Raw -24098063.883714 + Penalty 3963.005610 = -24094100.878104 nChanged 263 SP:Iteration 22Q (1957.086610 sec): 3 clusters Score: Raw -24098073.608093 + Penalty 3963.005610 = -24094110.602483 nChanged 149 SP:Iteration 23Q (1957.416132 sec): 3 clusters Score: Raw -24098077.057413 + Penalty 3963.005610 = -24094114.051803 nChanged 85 SP:Iteration 24Q (1957.789329 sec): 3 clusters Score: Raw -24098078.575047 + Penalty 3963.005610 = -24094115.569437 nChanged 62 SP:Iteration 25Q (1958.150928 sec): 3 clusters Score: Raw -24098079.407674 + Penalty 3963.005610 = -24094116.402064 nChanged 26 SP:Iteration 26Q (1958.513394 sec): 3 clusters Score: Raw -24098079.657431 + Penalty 3963.005610 = -24094116.651821 nChanged 19 SP:Iteration 27Q (1958.888052 sec): 3 clusters Score: Raw -24098079.827943 + Penalty 3963.005610 = -24094116.822333 nChanged 18 SP:Iteration 28Q (1959.243275 sec): 3 clusters Score: Raw -24098079.968755 + Penalty 3963.005610 = -24094116.963145 nChanged 17 SP:Iteration 29Q (1959.576125 sec): 3 clusters Score: Raw -24098080.097426 + Penalty 3963.005610 = -24094117.091816 nChanged 6 SP:Iteration 30Q (1959.923123 sec): 3 clusters Score: Raw -24098080.137039 + Penalty 3963.005610 = -24094117.131429 nChanged 4 SP:Iteration 31Q (1960.288061 sec): 3 clusters Score: Raw -24098080.151762 + Penalty 3963.005610 = -24094117.146152 nChanged 3 SP:Iteration 32Q (1960.666457 sec): 3 clusters Score: Raw -24098080.165579 + Penalty 3963.005610 = -24094117.159969 nChanged 1 SP:Iteration 33Q (1961.003823 sec): 3 clusters Score: Raw -24098080.167745 + Penalty 3963.005610 = -24094117.162135 nChanged 1 SP:Iteration 34Q (1961.333495 sec): 3 clusters Score: Raw -24098080.169835 + Penalty 3963.005610 = -24094117.164225 nChanged 0 SP:Iteration 35F (1961.679668 sec): 3 clusters Score: Raw -24098080.169835 + Penalty 3963.005610 = -24094117.164225 nChanged 0 Score: Raw -51777859.141439 + Penalty 44322.672716 = -51733536.468722 Splitting cluster 8 changes total score from -51680106.722888 to -51733536.468722 So it's getting split into cluster 21. Trying to split cluster 9 (856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1968.020818 sec): 2 clusters Score: Raw -90015.445745 + Penalty 1097.243936 = -88918.201809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1968.061945 sec): 3 clusters Score: Raw -89831.406549 + Penalty 2194.487872 = -87636.918677 nChanged 256 SP:Iteration 1F (1968.105163 sec): 3 clusters Score: Raw -90117.913232 + Penalty 2194.487872 = -87923.425360 nChanged 80 SP:Iteration 2F (1968.143453 sec): 3 clusters Score: Raw -90394.705589 + Penalty 2194.487872 = -88200.217717 nChanged 78 SP:Iteration 3F (1968.184763 sec): 3 clusters Score: Raw -90707.450712 + Penalty 2194.487872 = -88512.962839 nChanged 69 SP:Iteration 4F (1968.231919 sec): 3 clusters Score: Raw -90857.095773 + Penalty 2194.487872 = -88662.607901 nChanged 50 SP:Iteration 5F (1968.268524 sec): 3 clusters Score: Raw -90967.309167 + Penalty 2194.487872 = -88772.821295 nChanged 31 SP:Iteration 6Q (1968.296773 sec): 3 clusters Score: Raw -91042.124561 + Penalty 2194.487872 = -88847.636689 nChanged 29 SP:Iteration 7Q (1968.334382 sec): 3 clusters Score: Raw -91148.243559 + Penalty 2194.487872 = -88953.755687 nChanged 18 SP:Iteration 8Q (1968.371270 sec): 3 clusters Score: Raw -91177.000033 + Penalty 2194.487872 = -88982.512160 nChanged 11 SP:Iteration 9Q (1968.419435 sec): 3 clusters Score: Raw -91214.472711 + Penalty 2194.487872 = -89019.984838 nChanged 11 SP:Iteration 10Q (1968.460371 sec): 3 clusters Score: Raw -91240.999683 + Penalty 2194.487872 = -89046.511811 nChanged 8 SP:Iteration 11Q (1968.499792 sec): 3 clusters Score: Raw -91256.392599 + Penalty 2194.487872 = -89061.904727 nChanged 5 SP:Iteration 12Q (1968.545761 sec): 3 clusters Score: Raw -91265.256214 + Penalty 2194.487872 = -89070.768342 nChanged 5 SP:Iteration 13Q (1968.586292 sec): 3 clusters Score: Raw -91270.739929 + Penalty 2194.487872 = -89076.252056 nChanged 2 SP:Iteration 14Q (1968.621110 sec): 3 clusters Score: Raw -91272.327031 + Penalty 2194.487872 = -89077.839159 nChanged 1 SP:Iteration 15Q (1968.674175 sec): 3 clusters Score: Raw -91273.140617 + Penalty 2194.487872 = -89078.652744 nChanged 1 SP:Iteration 16Q (1968.704294 sec): 3 clusters Score: Raw -91274.458943 + Penalty 2194.487872 = -89079.971070 nChanged 3 SP:Iteration 17Q (1968.746571 sec): 3 clusters Score: Raw -91276.600957 + Penalty 2194.487872 = -89082.113085 nChanged 2 SP:Iteration 18Q (1968.790087 sec): 3 clusters Score: Raw -91279.468050 + Penalty 2194.487872 = -89084.980177 nChanged 0 SP:Iteration 19F (1968.834912 sec): 3 clusters Score: Raw -91280.811425 + Penalty 2194.487872 = -89086.323553 nChanged 2 SP:Iteration 20F (1968.867197 sec): 3 clusters Score: Raw -91287.603875 + Penalty 2194.487872 = -89093.116003 nChanged 3 SP:Iteration 21Q (1968.905027 sec): 3 clusters Score: Raw -91290.557847 + Penalty 2194.487872 = -89096.069975 nChanged 2 SP:Iteration 22Q (1968.945710 sec): 3 clusters Score: Raw -91292.417659 + Penalty 2194.487872 = -89097.929787 nChanged 0 SP:Iteration 23F (1968.992664 sec): 3 clusters Score: Raw -91292.417659 + Penalty 2194.487872 = -89097.929787 nChanged 0 Score: Raw -51779136.113353 + Penalty 46433.276179 = -51732702.837174 Splitting cluster 9 changes total score from -51680106.722888 to -51732702.837174 So it's getting split into cluster 22. Trying to split cluster 12 (3430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1975.289953 sec): 2 clusters Score: Raw -403292.260104 + Penalty 1322.801275 = -401969.458828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1975.333934 sec): 3 clusters Score: Raw -401691.828995 + Penalty 2645.602551 = -399046.226444 nChanged 1275 SP:Iteration 1F (1975.376989 sec): 3 clusters Score: Raw -402460.761110 + Penalty 2645.602551 = -399815.158559 nChanged 240 SP:Iteration 2F (1975.413412 sec): 3 clusters Score: Raw -402592.535969 + Penalty 2645.602551 = -399946.933418 nChanged 131 SP:Iteration 3Q (1975.453855 sec): 3 clusters Score: Raw -402662.273605 + Penalty 2645.602551 = -400016.671054 nChanged 123 SP:Iteration 4Q (1975.506834 sec): 3 clusters Score: Raw -402724.924852 + Penalty 2645.602551 = -400079.322301 nChanged 92 SP:Iteration 5Q (1975.561634 sec): 3 clusters Score: Raw -402764.737304 + Penalty 2645.602551 = -400119.134753 nChanged 65 SP:Iteration 6Q (1975.605544 sec): 3 clusters Score: Raw -402793.060431 + Penalty 2645.602551 = -400147.457881 nChanged 61 SP:Iteration 7Q (1975.637532 sec): 3 clusters Score: Raw -402817.193987 + Penalty 2645.602551 = -400171.591437 nChanged 52 SP:Iteration 8Q (1975.682773 sec): 3 clusters Score: Raw -402836.411224 + Penalty 2645.602551 = -400190.808674 nChanged 50 SP:Iteration 9Q (1975.730120 sec): 3 clusters Score: Raw -402859.824594 + Penalty 2645.602551 = -400214.222043 nChanged 49 SP:Iteration 10Q (1975.775722 sec): 3 clusters Score: Raw -402884.121778 + Penalty 2645.602551 = -400238.519227 nChanged 46 SP:Iteration 11Q (1975.830674 sec): 3 clusters Score: Raw -402905.444243 + Penalty 2645.602551 = -400259.841692 nChanged 51 SP:Iteration 12Q (1975.875590 sec): 3 clusters Score: Raw -402929.462445 + Penalty 2645.602551 = -400283.859895 nChanged 46 SP:Iteration 13Q (1975.914070 sec): 3 clusters Score: Raw -402950.180903 + Penalty 2645.602551 = -400304.578353 nChanged 47 SP:Iteration 14Q (1975.958069 sec): 3 clusters Score: Raw -402971.433300 + Penalty 2645.602551 = -400325.830749 nChanged 45 SP:Iteration 15Q (1976.011106 sec): 3 clusters Score: Raw -402994.127024 + Penalty 2645.602551 = -400348.524473 nChanged 44 SP:Iteration 16Q (1976.054385 sec): 3 clusters Score: Raw -403018.668537 + Penalty 2645.602551 = -400373.065986 nChanged 45 SP:Iteration 17Q (1976.115040 sec): 3 clusters Score: Raw -403044.451616 + Penalty 2645.602551 = -400398.849066 nChanged 48 SP:Iteration 18Q (1976.153610 sec): 3 clusters Score: Raw -403074.168968 + Penalty 2645.602551 = -400428.566417 nChanged 48 SP:Iteration 19Q (1976.199004 sec): 3 clusters Score: Raw -403102.489345 + Penalty 2645.602551 = -400456.886794 nChanged 48 SP:Iteration 20F (1976.255794 sec): 3 clusters Score: Raw -403125.384772 + Penalty 2645.602551 = -400479.782221 nChanged 31 SP:Iteration 21Q (1976.299714 sec): 3 clusters Score: Raw -403141.245477 + Penalty 2645.602551 = -400495.642926 nChanged 29 SP:Iteration 22Q (1976.338279 sec): 3 clusters Score: Raw -403157.807388 + Penalty 2645.602551 = -400512.204837 nChanged 33 SP:Iteration 23Q (1976.382589 sec): 3 clusters Score: Raw -403179.907040 + Penalty 2645.602551 = -400534.304489 nChanged 39 SP:Iteration 24Q (1976.433049 sec): 3 clusters Score: Raw -403204.171064 + Penalty 2645.602551 = -400558.568513 nChanged 34 SP:Iteration 25Q (1976.486203 sec): 3 clusters Score: Raw -403219.996870 + Penalty 2645.602551 = -400574.394320 nChanged 27 SP:Iteration 26Q (1976.529472 sec): 3 clusters Score: Raw -403238.811097 + Penalty 2645.602551 = -400593.208547 nChanged 30 SP:Iteration 27Q (1976.568324 sec): 3 clusters Score: Raw -403254.825276 + Penalty 2645.602551 = -400609.222725 nChanged 28 SP:Iteration 28Q (1976.612298 sec): 3 clusters Score: Raw -403270.072379 + Penalty 2645.602551 = -400624.469828 nChanged 30 SP:Iteration 29Q (1976.659365 sec): 3 clusters Score: Raw -403284.994954 + Penalty 2645.602551 = -400639.392404 nChanged 18 SP:Iteration 30Q (1976.697202 sec): 3 clusters Score: Raw -403296.307685 + Penalty 2645.602551 = -400650.705134 nChanged 20 SP:Iteration 31Q (1976.747852 sec): 3 clusters Score: Raw -403310.491085 + Penalty 2645.602551 = -400664.888535 nChanged 23 SP:Iteration 32Q (1976.806146 sec): 3 clusters Score: Raw -403322.903563 + Penalty 2645.602551 = -400677.301012 nChanged 18 SP:Iteration 33Q (1976.839134 sec): 3 clusters Score: Raw -403335.174972 + Penalty 2645.602551 = -400689.572421 nChanged 17 SP:Iteration 34Q (1976.877202 sec): 3 clusters Score: Raw -403343.401782 + Penalty 2645.602551 = -400697.799231 nChanged 8 SP:Iteration 35Q (1976.916923 sec): 3 clusters Score: Raw -403347.955441 + Penalty 2645.602551 = -400702.352890 nChanged 13 SP:Iteration 36Q (1976.959036 sec): 3 clusters Score: Raw -403355.150274 + Penalty 2645.602551 = -400709.547724 nChanged 15 SP:Iteration 37Q (1977.009159 sec): 3 clusters Score: Raw -403361.778880 + Penalty 2645.602551 = -400716.176330 nChanged 14 SP:Iteration 38Q (1977.049953 sec): 3 clusters Score: Raw -403368.398107 + Penalty 2645.602551 = -400722.795556 nChanged 8 SP:Iteration 39Q (1977.092152 sec): 3 clusters Score: Raw -403372.015695 + Penalty 2645.602551 = -400726.413145 nChanged 8 SP:Iteration 40F (1977.150275 sec): 3 clusters Score: Raw -403375.163545 + Penalty 2645.602551 = -400729.560994 nChanged 7 SP:Iteration 41Q (1977.186237 sec): 3 clusters Score: Raw -403377.365187 + Penalty 2645.602551 = -400731.762637 nChanged 3 SP:Iteration 42Q (1977.241864 sec): 3 clusters Score: Raw -403381.047629 + Penalty 2645.602551 = -400735.445078 nChanged 7 SP:Iteration 43Q (1977.282719 sec): 3 clusters Score: Raw -403383.599551 + Penalty 2645.602551 = -400737.997001 nChanged 5 SP:Iteration 44Q (1977.325157 sec): 3 clusters Score: Raw -403386.720193 + Penalty 2645.602551 = -400741.117643 nChanged 7 SP:Iteration 45Q (1977.377825 sec): 3 clusters Score: Raw -403392.337489 + Penalty 2645.602551 = -400746.734938 nChanged 10 SP:Iteration 46Q (1977.425603 sec): 3 clusters Score: Raw -403399.681606 + Penalty 2645.602551 = -400754.079056 nChanged 16 SP:Iteration 47Q (1977.466386 sec): 3 clusters Score: Raw -403408.780810 + Penalty 2645.602551 = -400763.178259 nChanged 12 SP:Iteration 48Q (1977.518345 sec): 3 clusters Score: Raw -403415.303038 + Penalty 2645.602551 = -400769.700487 nChanged 9 SP:Iteration 49Q (1977.570211 sec): 3 clusters Score: Raw -403420.011513 + Penalty 2645.602551 = -400774.408963 nChanged 11 SP:Iteration 50Q (1977.602821 sec): 3 clusters Score: Raw -403428.425460 + Penalty 2645.602551 = -400782.822909 nChanged 14 SP:Iteration 51Q (1977.657032 sec): 3 clusters Score: Raw -403439.531508 + Penalty 2645.602551 = -400793.928958 nChanged 17 SP:Iteration 52Q (1977.696219 sec): 3 clusters Score: Raw -403449.363351 + Penalty 2645.602551 = -400803.760800 nChanged 9 SP:Iteration 53Q (1977.739044 sec): 3 clusters Score: Raw -403457.613805 + Penalty 2645.602551 = -400812.011254 nChanged 14 SP:Iteration 54Q (1977.793989 sec): 3 clusters Score: Raw -403465.947369 + Penalty 2645.602551 = -400820.344819 nChanged 7 SP:Iteration 55Q (1977.842425 sec): 3 clusters Score: Raw -403471.272874 + Penalty 2645.602551 = -400825.670323 nChanged 8 SP:Iteration 56Q (1977.878406 sec): 3 clusters Score: Raw -403476.112270 + Penalty 2645.602551 = -400830.509720 nChanged 6 SP:Iteration 57Q (1977.921892 sec): 3 clusters Score: Raw -403482.236587 + Penalty 2645.602551 = -400836.634036 nChanged 8 SP:Iteration 58Q (1977.962273 sec): 3 clusters Score: Raw -403488.792493 + Penalty 2645.602551 = -400843.189942 nChanged 9 SP:Iteration 59Q (1978.009290 sec): 3 clusters Score: Raw -403493.705804 + Penalty 2645.602551 = -400848.103254 nChanged 5 SP:Iteration 60F (1978.056332 sec): 3 clusters Score: Raw -403496.435776 + Penalty 2645.602551 = -400850.833226 nChanged 4 SP:Iteration 61Q (1978.095467 sec): 3 clusters Score: Raw -403498.249110 + Penalty 2645.602551 = -400852.646560 nChanged 2 SP:Iteration 62Q (1978.136900 sec): 3 clusters Score: Raw -403498.920074 + Penalty 2645.602551 = -400853.317523 nChanged 1 SP:Iteration 63Q (1978.186267 sec): 3 clusters Score: Raw -403499.074745 + Penalty 2645.602551 = -400853.472194 nChanged 0 SP:Iteration 64F (1978.236649 sec): 3 clusters Score: Raw -403499.074745 + Penalty 2645.602551 = -400853.472194 nChanged 0 Trying to split cluster 14 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1978.267288 sec): 2 clusters Score: Raw -43738.607837 + Penalty 1006.922171 = -42731.685666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1978.309358 sec): 3 clusters Score: Raw -43827.221043 + Penalty 2013.844342 = -41813.376702 nChanged 139 SP:Iteration 1F (1978.339085 sec): 3 clusters Score: Raw -44242.116389 + Penalty 2013.844342 = -42228.272047 nChanged 54 SP:Iteration 2F (1978.388680 sec): 3 clusters Score: Raw -44490.752312 + Penalty 2013.844342 = -42476.907970 nChanged 25 SP:Iteration 3F (1978.415996 sec): 3 clusters Score: Raw -44635.403633 + Penalty 2013.844342 = -42621.559291 nChanged 17 SP:Iteration 4Q (1978.452849 sec): 3 clusters Score: Raw -44686.211598 + Penalty 2013.844342 = -42672.367257 nChanged 7 SP:Iteration 5Q (1978.497654 sec): 3 clusters Score: Raw -44703.724168 + Penalty 2013.844342 = -42689.879827 nChanged 2 SP:Iteration 6Q (1978.532230 sec): 3 clusters Score: Raw -44708.402255 + Penalty 2013.844342 = -42694.557913 nChanged 0 SP:Iteration 7F (1978.569329 sec): 3 clusters Score: Raw -44708.402255 + Penalty 2013.844342 = -42694.557913 nChanged 0 Trying to split cluster 15 (11796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1978.605225 sec): 2 clusters Score: Raw -1314220.587808 + Penalty 1523.521313 = -1312697.066496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1978.673055 sec): 3 clusters Score: Raw -1307500.297985 + Penalty 3047.042625 = -1304453.255359 nChanged 5160 SP:Iteration 1F (1978.727435 sec): 3 clusters Score: Raw -1310466.589232 + Penalty 3047.042625 = -1307419.546607 nChanged 820 SP:Iteration 2F (1978.779813 sec): 3 clusters Score: Raw -1311007.786178 + Penalty 3047.042625 = -1307960.743553 nChanged 857 SP:Iteration 3F (1978.841665 sec): 3 clusters Score: Raw -1311651.485638 + Penalty 3047.042625 = -1308604.443013 nChanged 863 SP:Iteration 4F (1978.909069 sec): 3 clusters Score: Raw -1312364.073695 + Penalty 3047.042625 = -1309317.031070 nChanged 824 SP:Iteration 5F (1978.969217 sec): 3 clusters Score: Raw -1313026.929141 + Penalty 3047.042625 = -1309979.886516 nChanged 788 SP:Iteration 6F (1979.037418 sec): 3 clusters Score: Raw -1313701.725729 + Penalty 3047.042625 = -1310654.683104 nChanged 731 SP:Iteration 7F (1979.100502 sec): 3 clusters Score: Raw -1314299.657489 + Penalty 3047.042625 = -1311252.614863 nChanged 565 SP:Iteration 8Q (1979.162406 sec): 3 clusters Score: Raw -1314655.878483 + Penalty 3047.042625 = -1311608.835857 nChanged 429 SP:Iteration 9Q (1979.218857 sec): 3 clusters Score: Raw -1314869.583309 + Penalty 3047.042625 = -1311822.540684 nChanged 329 SP:Iteration 10Q (1979.274762 sec): 3 clusters Score: Raw -1315016.937731 + Penalty 3047.042625 = -1311969.895106 nChanged 262 SP:Iteration 11Q (1979.340810 sec): 3 clusters Score: Raw -1315125.724346 + Penalty 3047.042625 = -1312078.681720 nChanged 212 SP:Iteration 12Q (1979.404928 sec): 3 clusters Score: Raw -1315208.494949 + Penalty 3047.042625 = -1312161.452324 nChanged 188 SP:Iteration 13Q (1979.464109 sec): 3 clusters Score: Raw -1315272.394402 + Penalty 3047.042625 = -1312225.351777 nChanged 148 SP:Iteration 14Q (1979.524306 sec): 3 clusters Score: Raw -1315316.459864 + Penalty 3047.042625 = -1312269.417238 nChanged 138 SP:Iteration 15Q (1979.589686 sec): 3 clusters Score: Raw -1315358.598532 + Penalty 3047.042625 = -1312311.555907 nChanged 119 SP:Iteration 16Q (1979.646836 sec): 3 clusters Score: Raw -1315391.390697 + Penalty 3047.042625 = -1312344.348071 nChanged 112 SP:Iteration 17Q (1979.708768 sec): 3 clusters Score: Raw -1315422.736615 + Penalty 3047.042625 = -1312375.693990 nChanged 101 SP:Iteration 18Q (1979.773429 sec): 3 clusters Score: Raw -1315450.062438 + Penalty 3047.042625 = -1312403.019813 nChanged 73 SP:Iteration 19Q (1979.842978 sec): 3 clusters Score: Raw -1315466.980161 + Penalty 3047.042625 = -1312419.937536 nChanged 70 SP:Iteration 20F (1979.899890 sec): 3 clusters Score: Raw -1315482.107428 + Penalty 3047.042625 = -1312435.064803 nChanged 61 SP:Iteration 21Q (1979.966339 sec): 3 clusters Score: Raw -1315495.947223 + Penalty 3047.042625 = -1312448.904597 nChanged 60 SP:Iteration 22Q (1980.019093 sec): 3 clusters Score: Raw -1315507.154085 + Penalty 3047.042625 = -1312460.111460 nChanged 57 SP:Iteration 23Q (1980.079494 sec): 3 clusters Score: Raw -1315518.150858 + Penalty 3047.042625 = -1312471.108232 nChanged 64 SP:Iteration 24Q (1980.147042 sec): 3 clusters Score: Raw -1315532.720186 + Penalty 3047.042625 = -1312485.677561 nChanged 50 SP:Iteration 25Q (1980.205570 sec): 3 clusters Score: Raw -1315545.048757 + Penalty 3047.042625 = -1312498.006131 nChanged 63 SP:Iteration 26Q (1980.267273 sec): 3 clusters Score: Raw -1315557.029947 + Penalty 3047.042625 = -1312509.987321 nChanged 43 SP:Iteration 27Q (1980.330046 sec): 3 clusters Score: Raw -1315563.132678 + Penalty 3047.042625 = -1312516.090053 nChanged 29 SP:Iteration 28Q (1980.376217 sec): 3 clusters Score: Raw -1315566.806941 + Penalty 3047.042625 = -1312519.764316 nChanged 13 SP:Iteration 29Q (1980.449509 sec): 3 clusters Score: Raw -1315568.470552 + Penalty 3047.042625 = -1312521.427927 nChanged 19 SP:Iteration 30Q (1980.501815 sec): 3 clusters Score: Raw -1315570.816846 + Penalty 3047.042625 = -1312523.774221 nChanged 15 SP:Iteration 31Q (1980.553617 sec): 3 clusters Score: Raw -1315572.693803 + Penalty 3047.042625 = -1312525.651178 nChanged 12 SP:Iteration 32Q (1980.608362 sec): 3 clusters Score: Raw -1315574.003441 + Penalty 3047.042625 = -1312526.960816 nChanged 11 SP:Iteration 33Q (1980.675393 sec): 3 clusters Score: Raw -1315575.637959 + Penalty 3047.042625 = -1312528.595333 nChanged 11 SP:Iteration 34Q (1980.724634 sec): 3 clusters Score: Raw -1315578.596897 + Penalty 3047.042625 = -1312531.554271 nChanged 15 SP:Iteration 35Q (1980.786194 sec): 3 clusters Score: Raw -1315581.078979 + Penalty 3047.042625 = -1312534.036353 nChanged 13 SP:Iteration 36Q (1980.853324 sec): 3 clusters Score: Raw -1315583.245578 + Penalty 3047.042625 = -1312536.202952 nChanged 10 SP:Iteration 37Q (1980.906768 sec): 3 clusters Score: Raw -1315584.124027 + Penalty 3047.042625 = -1312537.081402 nChanged 7 SP:Iteration 38Q (1980.969625 sec): 3 clusters Score: Raw -1315585.168493 + Penalty 3047.042625 = -1312538.125868 nChanged 5 SP:Iteration 39Q (1981.026393 sec): 3 clusters Score: Raw -1315585.653882 + Penalty 3047.042625 = -1312538.611257 nChanged 4 SP:Iteration 40F (1981.089579 sec): 3 clusters Score: Raw -1315585.995639 + Penalty 3047.042625 = -1312538.953014 nChanged 4 SP:Iteration 41Q (1981.148336 sec): 3 clusters Score: Raw -1315586.549393 + Penalty 3047.042625 = -1312539.506767 nChanged 3 SP:Iteration 42Q (1981.212772 sec): 3 clusters Score: Raw -1315587.136540 + Penalty 3047.042625 = -1312540.093915 nChanged 7 SP:Iteration 43Q (1981.269975 sec): 3 clusters Score: Raw -1315588.166760 + Penalty 3047.042625 = -1312541.124135 nChanged 5 SP:Iteration 44Q (1981.338345 sec): 3 clusters Score: Raw -1315588.925024 + Penalty 3047.042625 = -1312541.882399 nChanged 4 SP:Iteration 45Q (1981.395212 sec): 3 clusters Score: Raw -1315589.181332 + Penalty 3047.042625 = -1312542.138707 nChanged 2 SP:Iteration 46Q (1981.447924 sec): 3 clusters Score: Raw -1315589.298580 + Penalty 3047.042625 = -1312542.255955 nChanged 0 SP:Iteration 47F (1981.508445 sec): 3 clusters Score: Raw -1315589.298580 + Penalty 3047.042625 = -1312542.255955 nChanged 0 Trying to split cluster 16 (42563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1981.589935 sec): 2 clusters Score: Raw -5171494.295582 + Penalty 1732.045349 = -5169762.250232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1981.717327 sec): 3 clusters Score: Raw -5144648.953177 + Penalty 3464.090698 = -5141184.862478 nChanged 20026 SP:Iteration 1F (1981.829252 sec): 3 clusters Score: Raw -5156407.585627 + Penalty 3464.090698 = -5152943.494929 nChanged 1974 SP:Iteration 2Q (1981.943526 sec): 3 clusters Score: Raw -5157433.993959 + Penalty 3464.090698 = -5153969.903261 nChanged 2359 SP:Iteration 3F (1982.056212 sec): 3 clusters Score: Raw -5159184.969724 + Penalty 3464.090698 = -5155720.879025 nChanged 3111 SP:Iteration 4F (1982.175660 sec): 3 clusters Score: Raw -5162035.696026 + Penalty 3464.090698 = -5158571.605328 nChanged 3725 SP:Iteration 5F (1982.296515 sec): 3 clusters Score: Raw -5165660.183702 + Penalty 3464.090698 = -5162196.093003 nChanged 3890 SP:Iteration 6F (1982.423361 sec): 3 clusters Score: Raw -5169278.281080 + Penalty 3464.090698 = -5165814.190381 nChanged 3223 SP:Iteration 7F (1982.539846 sec): 3 clusters Score: Raw -5171771.360627 + Penalty 3464.090698 = -5168307.269928 nChanged 2156 SP:Iteration 8F (1982.653481 sec): 3 clusters Score: Raw -5173078.162681 + Penalty 3464.090698 = -5169614.071983 nChanged 1354 SP:Iteration 9Q (1982.785466 sec): 3 clusters Score: Raw -5173736.418879 + Penalty 3464.090698 = -5170272.328180 nChanged 922 SP:Iteration 10Q (1982.894500 sec): 3 clusters Score: Raw -5174115.464605 + Penalty 3464.090698 = -5170651.373907 nChanged 741 SP:Iteration 11Q (1983.010152 sec): 3 clusters Score: Raw -5174381.059368 + Penalty 3464.090698 = -5170916.968670 nChanged 608 SP:Iteration 12Q (1983.120801 sec): 3 clusters Score: Raw -5174560.086856 + Penalty 3464.090698 = -5171095.996157 nChanged 513 SP:Iteration 13Q (1983.227975 sec): 3 clusters Score: Raw -5174692.468228 + Penalty 3464.090698 = -5171228.377529 nChanged 397 SP:Iteration 14Q (1983.337584 sec): 3 clusters Score: Raw -5174776.762949 + Penalty 3464.090698 = -5171312.672250 nChanged 347 SP:Iteration 15Q (1983.457146 sec): 3 clusters Score: Raw -5174845.124674 + Penalty 3464.090698 = -5171381.033975 nChanged 313 SP:Iteration 16Q (1983.573627 sec): 3 clusters Score: Raw -5174896.125122 + Penalty 3464.090698 = -5171432.034424 nChanged 242 SP:Iteration 17Q (1983.691861 sec): 3 clusters Score: Raw -5174935.768421 + Penalty 3464.090698 = -5171471.677722 nChanged 206 SP:Iteration 18Q (1983.800576 sec): 3 clusters Score: Raw -5174966.948884 + Penalty 3464.090698 = -5171502.858186 nChanged 176 SP:Iteration 19Q (1983.911737 sec): 3 clusters Score: Raw -5174991.771221 + Penalty 3464.090698 = -5171527.680523 nChanged 162 SP:Iteration 20F (1984.023284 sec): 3 clusters Score: Raw -5175013.616575 + Penalty 3464.090698 = -5171549.525876 nChanged 154 SP:Iteration 21Q (1984.147048 sec): 3 clusters Score: Raw -5175030.091017 + Penalty 3464.090698 = -5171566.000319 nChanged 125 SP:Iteration 22Q (1984.256325 sec): 3 clusters Score: Raw -5175041.960577 + Penalty 3464.090698 = -5171577.869878 nChanged 101 SP:Iteration 23Q (1984.375298 sec): 3 clusters Score: Raw -5175050.647780 + Penalty 3464.090698 = -5171586.557081 nChanged 89 SP:Iteration 24Q (1984.498365 sec): 3 clusters Score: Raw -5175057.749116 + Penalty 3464.090698 = -5171593.658418 nChanged 75 SP:Iteration 25Q (1984.615696 sec): 3 clusters Score: Raw -5175062.398495 + Penalty 3464.090698 = -5171598.307797 nChanged 52 SP:Iteration 26Q (1984.751826 sec): 3 clusters Score: Raw -5175064.975535 + Penalty 3464.090698 = -5171600.884836 nChanged 41 SP:Iteration 27Q (1984.863064 sec): 3 clusters Score: Raw -5175067.411910 + Penalty 3464.090698 = -5171603.321212 nChanged 39 SP:Iteration 28Q (1984.980722 sec): 3 clusters Score: Raw -5175069.586030 + Penalty 3464.090698 = -5171605.495331 nChanged 40 SP:Iteration 29Q (1985.103333 sec): 3 clusters Score: Raw -5175071.586839 + Penalty 3464.090698 = -5171607.496141 nChanged 34 SP:Iteration 30Q (1985.225017 sec): 3 clusters Score: Raw -5175072.969717 + Penalty 3464.090698 = -5171608.879019 nChanged 26 SP:Iteration 31Q (1985.326827 sec): 3 clusters Score: Raw -5175073.829809 + Penalty 3464.090698 = -5171609.739111 nChanged 16 SP:Iteration 32Q (1985.430183 sec): 3 clusters Score: Raw -5175074.201097 + Penalty 3464.090698 = -5171610.110399 nChanged 13 SP:Iteration 33Q (1985.548919 sec): 3 clusters Score: Raw -5175074.552260 + Penalty 3464.090698 = -5171610.461562 nChanged 14 SP:Iteration 34Q (1985.663852 sec): 3 clusters Score: Raw -5175074.909874 + Penalty 3464.090698 = -5171610.819176 nChanged 5 SP:Iteration 35Q (1985.785483 sec): 3 clusters Score: Raw -5175075.041726 + Penalty 3464.090698 = -5171610.951027 nChanged 3 SP:Iteration 36Q (1985.900319 sec): 3 clusters Score: Raw -5175075.134186 + Penalty 3464.090698 = -5171611.043488 nChanged 3 SP:Iteration 37Q (1986.016172 sec): 3 clusters Score: Raw -5175075.223403 + Penalty 3464.090698 = -5171611.132705 nChanged 3 SP:Iteration 38Q (1986.124154 sec): 3 clusters Score: Raw -5175075.298769 + Penalty 3464.090698 = -5171611.208071 nChanged 2 SP:Iteration 39Q (1986.248277 sec): 3 clusters Score: Raw -5175075.317685 + Penalty 3464.090698 = -5171611.226986 nChanged 0 SP:Iteration 40F (1986.358567 sec): 3 clusters Score: Raw -5175075.317685 + Penalty 3464.090698 = -5171611.226986 nChanged 0 Score: Raw -51782717.135456 + Penalty 48543.879642 = -51734173.255814 Splitting cluster 16 changes total score from -51680106.722888 to -51734173.255814 So it's getting split into cluster 23. Trying to split cluster 17 (49487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1993.002545 sec): 2 clusters Score: Raw -5805236.645449 + Penalty 1756.538109 = -5803480.107340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1993.127664 sec): 3 clusters Score: Raw -5773852.043502 + Penalty 3513.076219 = -5770338.967283 nChanged 23180 SP:Iteration 1F (1993.251847 sec): 3 clusters Score: Raw -5787157.318787 + Penalty 3513.076219 = -5783644.242569 nChanged 2193 SP:Iteration 2Q (1993.373414 sec): 3 clusters Score: Raw -5787952.211155 + Penalty 3513.076219 = -5784439.134936 nChanged 2332 SP:Iteration 3Q (1993.513741 sec): 3 clusters Score: Raw -5788966.319272 + Penalty 3513.076219 = -5785453.243053 nChanged 2634 SP:Iteration 4F (1993.648395 sec): 3 clusters Score: Raw -5790395.268930 + Penalty 3513.076219 = -5786882.192712 nChanged 3096 SP:Iteration 5F (1993.768635 sec): 3 clusters Score: Raw -5792367.806006 + Penalty 3513.076219 = -5788854.729787 nChanged 3380 SP:Iteration 6F (1993.892699 sec): 3 clusters Score: Raw -5794854.140813 + Penalty 3513.076219 = -5791341.064595 nChanged 3463 SP:Iteration 7F (1994.030964 sec): 3 clusters Score: Raw -5797480.700378 + Penalty 3513.076219 = -5793967.624159 nChanged 3088 SP:Iteration 8F (1994.143102 sec): 3 clusters Score: Raw -5799611.412452 + Penalty 3513.076219 = -5796098.336233 nChanged 2397 SP:Iteration 9Q (1994.264180 sec): 3 clusters Score: Raw -5800828.640811 + Penalty 3513.076219 = -5797315.564592 nChanged 1650 SP:Iteration 10Q (1994.394931 sec): 3 clusters Score: Raw -5801402.180062 + Penalty 3513.076219 = -5797889.103844 nChanged 1055 SP:Iteration 11Q (1994.537190 sec): 3 clusters Score: Raw -5801674.772687 + Penalty 3513.076219 = -5798161.696468 nChanged 704 SP:Iteration 12Q (1994.664016 sec): 3 clusters Score: Raw -5801842.363754 + Penalty 3513.076219 = -5798329.287535 nChanged 567 SP:Iteration 13Q (1994.792395 sec): 3 clusters Score: Raw -5801980.622910 + Penalty 3513.076219 = -5798467.546691 nChanged 562 SP:Iteration 14Q (1994.921269 sec): 3 clusters Score: Raw -5802107.276449 + Penalty 3513.076219 = -5798594.200231 nChanged 519 SP:Iteration 15Q (1995.049516 sec): 3 clusters Score: Raw -5802227.644087 + Penalty 3513.076219 = -5798714.567869 nChanged 552 SP:Iteration 16Q (1995.169564 sec): 3 clusters Score: Raw -5802360.458808 + Penalty 3513.076219 = -5798847.382589 nChanged 528 SP:Iteration 17Q (1995.289564 sec): 3 clusters Score: Raw -5802487.304923 + Penalty 3513.076219 = -5798974.228705 nChanged 541 SP:Iteration 18Q (1995.423736 sec): 3 clusters Score: Raw -5802608.141004 + Penalty 3513.076219 = -5799095.064786 nChanged 464 SP:Iteration 19Q (1995.520170 sec): 3 clusters Score: Raw -5802697.301334 + Penalty 3513.076219 = -5799184.225116 nChanged 438 SP:Iteration 20F (1995.648006 sec): 3 clusters Score: Raw -5802785.236340 + Penalty 3513.076219 = -5799272.160122 nChanged 424 SP:Iteration 21Q (1995.766475 sec): 3 clusters Score: Raw -5802861.845785 + Penalty 3513.076219 = -5799348.769567 nChanged 368 SP:Iteration 22Q (1995.885005 sec): 3 clusters Score: Raw -5802923.575721 + Penalty 3513.076219 = -5799410.499502 nChanged 358 SP:Iteration 23Q (1996.020413 sec): 3 clusters Score: Raw -5802975.321052 + Penalty 3513.076219 = -5799462.244834 nChanged 315 SP:Iteration 24Q (1996.149203 sec): 3 clusters Score: Raw -5803018.377522 + Penalty 3513.076219 = -5799505.301303 nChanged 266 SP:Iteration 25Q (1996.267895 sec): 3 clusters Score: Raw -5803048.473718 + Penalty 3513.076219 = -5799535.397500 nChanged 259 SP:Iteration 26Q (1996.393107 sec): 3 clusters Score: Raw -5803074.359113 + Penalty 3513.076219 = -5799561.282895 nChanged 202 SP:Iteration 27Q (1996.516383 sec): 3 clusters Score: Raw -5803096.245510 + Penalty 3513.076219 = -5799583.169292 nChanged 205 SP:Iteration 28Q (1996.651251 sec): 3 clusters Score: Raw -5803116.628052 + Penalty 3513.076219 = -5799603.551834 nChanged 179 SP:Iteration 29Q (1996.785970 sec): 3 clusters Score: Raw -5803131.663772 + Penalty 3513.076219 = -5799618.587554 nChanged 161 SP:Iteration 30Q (1996.924323 sec): 3 clusters Score: Raw -5803143.719042 + Penalty 3513.076219 = -5799630.642824 nChanged 155 SP:Iteration 31Q (1997.058261 sec): 3 clusters Score: Raw -5803154.765400 + Penalty 3513.076219 = -5799641.689181 nChanged 140 SP:Iteration 32Q (1997.180926 sec): 3 clusters Score: Raw -5803164.754175 + Penalty 3513.076219 = -5799651.677957 nChanged 151 SP:Iteration 33Q (1997.309547 sec): 3 clusters Score: Raw -5803175.328871 + Penalty 3513.076219 = -5799662.252653 nChanged 137 SP:Iteration 34Q (1997.439310 sec): 3 clusters Score: Raw -5803184.723004 + Penalty 3513.076219 = -5799671.646786 nChanged 137 SP:Iteration 35Q (1997.566080 sec): 3 clusters Score: Raw -5803192.810859 + Penalty 3513.076219 = -5799679.734641 nChanged 126 SP:Iteration 36Q (1997.681289 sec): 3 clusters Score: Raw -5803199.841370 + Penalty 3513.076219 = -5799686.765152 nChanged 97 SP:Iteration 37Q (1997.804589 sec): 3 clusters Score: Raw -5803204.199819 + Penalty 3513.076219 = -5799691.123601 nChanged 67 SP:Iteration 38Q (1997.937037 sec): 3 clusters Score: Raw -5803206.930769 + Penalty 3513.076219 = -5799693.854551 nChanged 59 SP:Iteration 39Q (1998.063964 sec): 3 clusters Score: Raw -5803209.182204 + Penalty 3513.076219 = -5799696.105986 nChanged 51 SP:Iteration 40F (1998.177288 sec): 3 clusters Score: Raw -5803211.321308 + Penalty 3513.076219 = -5799698.245089 nChanged 55 SP:Iteration 41Q (1998.307979 sec): 3 clusters Score: Raw -5803213.613301 + Penalty 3513.076219 = -5799700.537083 nChanged 69 SP:Iteration 42Q (1998.421214 sec): 3 clusters Score: Raw -5803217.308384 + Penalty 3513.076219 = -5799704.232165 nChanged 68 SP:Iteration 43Q (1998.549399 sec): 3 clusters Score: Raw -5803221.533967 + Penalty 3513.076219 = -5799708.457748 nChanged 72 SP:Iteration 44Q (1998.669927 sec): 3 clusters Score: Raw -5803225.404489 + Penalty 3513.076219 = -5799712.328270 nChanged 59 SP:Iteration 45Q (1998.794625 sec): 3 clusters Score: Raw -5803228.444313 + Penalty 3513.076219 = -5799715.368094 nChanged 65 SP:Iteration 46Q (1998.911272 sec): 3 clusters Score: Raw -5803231.497857 + Penalty 3513.076219 = -5799718.421639 nChanged 62 SP:Iteration 47Q (1999.041176 sec): 3 clusters Score: Raw -5803233.910053 + Penalty 3513.076219 = -5799720.833834 nChanged 53 SP:Iteration 48Q (1999.165785 sec): 3 clusters Score: Raw -5803235.681114 + Penalty 3513.076219 = -5799722.604896 nChanged 50 SP:Iteration 49Q (1999.298566 sec): 3 clusters Score: Raw -5803237.494763 + Penalty 3513.076219 = -5799724.418544 nChanged 54 SP:Iteration 50Q (1999.419566 sec): 3 clusters Score: Raw -5803239.465102 + Penalty 3513.076219 = -5799726.388883 nChanged 40 SP:Iteration 51Q (1999.560080 sec): 3 clusters Score: Raw -5803240.773057 + Penalty 3513.076219 = -5799727.696839 nChanged 50 SP:Iteration 52Q (1999.689976 sec): 3 clusters Score: Raw -5803243.186952 + Penalty 3513.076219 = -5799730.110733 nChanged 53 SP:Iteration 53Q (1999.824347 sec): 3 clusters Score: Raw -5803245.752097 + Penalty 3513.076219 = -5799732.675879 nChanged 61 SP:Iteration 54Q (1999.951931 sec): 3 clusters Score: Raw -5803248.653588 + Penalty 3513.076219 = -5799735.577370 nChanged 49 SP:Iteration 55Q (2000.086369 sec): 3 clusters Score: Raw -5803251.011384 + Penalty 3513.076219 = -5799737.935166 nChanged 48 SP:Iteration 56Q (2000.206683 sec): 3 clusters Score: Raw -5803253.107448 + Penalty 3513.076219 = -5799740.031229 nChanged 44 SP:Iteration 57Q (2000.333725 sec): 3 clusters Score: Raw -5803255.096429 + Penalty 3513.076219 = -5799742.020210 nChanged 53 SP:Iteration 58Q (2000.452108 sec): 3 clusters Score: Raw -5803257.651848 + Penalty 3513.076219 = -5799744.575629 nChanged 53 SP:Iteration 59Q (2000.570661 sec): 3 clusters Score: Raw -5803259.943163 + Penalty 3513.076219 = -5799746.866944 nChanged 52 SP:Iteration 60F (2000.702313 sec): 3 clusters Score: Raw -5803262.184738 + Penalty 3513.076219 = -5799749.108519 nChanged 58 SP:Iteration 61Q (2000.842963 sec): 3 clusters Score: Raw -5803264.755479 + Penalty 3513.076219 = -5799751.679260 nChanged 54 SP:Iteration 62Q (2000.949387 sec): 3 clusters Score: Raw -5803266.881047 + Penalty 3513.076219 = -5799753.804828 nChanged 49 SP:Iteration 63Q (2001.066916 sec): 3 clusters Score: Raw -5803268.513072 + Penalty 3513.076219 = -5799755.436853 nChanged 51 SP:Iteration 64Q (2001.189039 sec): 3 clusters Score: Raw -5803270.416231 + Penalty 3513.076219 = -5799757.340012 nChanged 51 SP:Iteration 65Q (2001.307989 sec): 3 clusters Score: Raw -5803272.561293 + Penalty 3513.076219 = -5799759.485074 nChanged 42 SP:Iteration 66Q (2001.445247 sec): 3 clusters Score: Raw -5803274.192577 + Penalty 3513.076219 = -5799761.116359 nChanged 48 SP:Iteration 67Q (2001.564924 sec): 3 clusters Score: Raw -5803276.616286 + Penalty 3513.076219 = -5799763.540068 nChanged 61 SP:Iteration 68Q (2001.695232 sec): 3 clusters Score: Raw -5803279.955767 + Penalty 3513.076219 = -5799766.879549 nChanged 77 SP:Iteration 69Q (2001.801463 sec): 3 clusters Score: Raw -5803285.166295 + Penalty 3513.076219 = -5799772.090076 nChanged 90 SP:Iteration 70Q (2001.927089 sec): 3 clusters Score: Raw -5803290.910728 + Penalty 3513.076219 = -5799777.834510 nChanged 95 SP:Iteration 71Q (2002.029931 sec): 3 clusters Score: Raw -5803297.712604 + Penalty 3513.076219 = -5799784.636385 nChanged 104 SP:Iteration 72Q (2002.163939 sec): 3 clusters Score: Raw -5803304.725797 + Penalty 3513.076219 = -5799791.649578 nChanged 101 SP:Iteration 73Q (2002.291077 sec): 3 clusters Score: Raw -5803310.940883 + Penalty 3513.076219 = -5799797.864665 nChanged 85 SP:Iteration 74Q (2002.418210 sec): 3 clusters Score: Raw -5803315.537778 + Penalty 3513.076219 = -5799802.461560 nChanged 80 SP:Iteration 75Q (2002.559268 sec): 3 clusters Score: Raw -5803319.916546 + Penalty 3513.076219 = -5799806.840328 nChanged 80 SP:Iteration 76Q (2002.701285 sec): 3 clusters Score: Raw -5803323.746152 + Penalty 3513.076219 = -5799810.669933 nChanged 65 SP:Iteration 77Q (2002.820353 sec): 3 clusters Score: Raw -5803326.636051 + Penalty 3513.076219 = -5799813.559833 nChanged 62 SP:Iteration 78Q (2002.951708 sec): 3 clusters Score: Raw -5803329.641790 + Penalty 3513.076219 = -5799816.565571 nChanged 70 SP:Iteration 79Q (2003.068149 sec): 3 clusters Score: Raw -5803333.629951 + Penalty 3513.076219 = -5799820.553732 nChanged 66 SP:Iteration 80F (2003.191941 sec): 3 clusters Score: Raw -5803336.917636 + Penalty 3513.076219 = -5799823.841418 nChanged 69 SP:Iteration 81Q (2003.301263 sec): 3 clusters Score: Raw -5803340.165270 + Penalty 3513.076219 = -5799827.089051 nChanged 58 SP:Iteration 82Q (2003.423542 sec): 3 clusters Score: Raw -5803343.010735 + Penalty 3513.076219 = -5799829.934516 nChanged 57 SP:Iteration 83Q (2003.559186 sec): 3 clusters Score: Raw -5803345.338327 + Penalty 3513.076219 = -5799832.262108 nChanged 51 SP:Iteration 84Q (2003.678983 sec): 3 clusters Score: Raw -5803347.352717 + Penalty 3513.076219 = -5799834.276499 nChanged 52 SP:Iteration 85Q (2003.805369 sec): 3 clusters Score: Raw -5803349.589502 + Penalty 3513.076219 = -5799836.513284 nChanged 55 SP:Iteration 86Q (2003.939954 sec): 3 clusters Score: Raw -5803352.131216 + Penalty 3513.076219 = -5799839.054998 nChanged 51 SP:Iteration 87Q (2004.079057 sec): 3 clusters Score: Raw -5803354.331662 + Penalty 3513.076219 = -5799841.255443 nChanged 39 SP:Iteration 88Q (2004.211905 sec): 3 clusters Score: Raw -5803355.728595 + Penalty 3513.076219 = -5799842.652377 nChanged 32 SP:Iteration 89Q (2004.329398 sec): 3 clusters Score: Raw -5803356.925406 + Penalty 3513.076219 = -5799843.849187 nChanged 34 SP:Iteration 90Q (2004.474469 sec): 3 clusters Score: Raw -5803358.294096 + Penalty 3513.076219 = -5799845.217877 nChanged 31 SP:Iteration 91Q (2004.588487 sec): 3 clusters Score: Raw -5803359.466224 + Penalty 3513.076219 = -5799846.390006 nChanged 34 SP:Iteration 92Q (2004.718085 sec): 3 clusters Score: Raw -5803360.924689 + Penalty 3513.076219 = -5799847.848470 nChanged 43 SP:Iteration 93Q (2004.847145 sec): 3 clusters Score: Raw -5803362.672029 + Penalty 3513.076219 = -5799849.595811 nChanged 51 SP:Iteration 94Q (2004.968651 sec): 3 clusters Score: Raw -5803364.991773 + Penalty 3513.076219 = -5799851.915554 nChanged 51 SP:Iteration 95Q (2005.084302 sec): 3 clusters Score: Raw -5803366.960469 + Penalty 3513.076219 = -5799853.884250 nChanged 47 SP:Iteration 96Q (2005.194634 sec): 3 clusters Score: Raw -5803368.890654 + Penalty 3513.076219 = -5799855.814435 nChanged 48 SP:Iteration 97Q (2005.322749 sec): 3 clusters Score: Raw -5803371.089867 + Penalty 3513.076219 = -5799858.013648 nChanged 44 SP:Iteration 98Q (2005.446977 sec): 3 clusters Score: Raw -5803372.839548 + Penalty 3513.076219 = -5799859.763329 nChanged 46 SP:Iteration 99Q (2005.571627 sec): 3 clusters Score: Raw -5803374.543290 + Penalty 3513.076219 = -5799861.467071 nChanged 50 SP:Iteration 100F (2005.712081 sec): 3 clusters Score: Raw -5803376.416290 + Penalty 3513.076219 = -5799863.340071 nChanged 43 SP:Iteration 101Q (2005.832971 sec): 3 clusters Score: Raw -5803378.365815 + Penalty 3513.076219 = -5799865.289596 nChanged 46 SP:Iteration 102Q (2005.956265 sec): 3 clusters Score: Raw -5803380.470526 + Penalty 3513.076219 = -5799867.394307 nChanged 46 SP:Iteration 103Q (2006.099064 sec): 3 clusters Score: Raw -5803382.243962 + Penalty 3513.076219 = -5799869.167743 nChanged 44 SP:Iteration 104Q (2006.216068 sec): 3 clusters Score: Raw -5803383.848270 + Penalty 3513.076219 = -5799870.772052 nChanged 43 SP:Iteration 105Q (2006.349216 sec): 3 clusters Score: Raw -5803385.296698 + Penalty 3513.076219 = -5799872.220479 nChanged 39 SP:Iteration 106Q (2006.467743 sec): 3 clusters Score: Raw -5803386.648490 + Penalty 3513.076219 = -5799873.572272 nChanged 37 SP:Iteration 107Q (2006.591785 sec): 3 clusters Score: Raw -5803388.031066 + Penalty 3513.076219 = -5799874.954847 nChanged 44 SP:Iteration 108Q (2006.719732 sec): 3 clusters Score: Raw -5803389.770459 + Penalty 3513.076219 = -5799876.694240 nChanged 34 SP:Iteration 109Q (2006.850957 sec): 3 clusters Score: Raw -5803391.187086 + Penalty 3513.076219 = -5799878.110868 nChanged 38 SP:Iteration 110Q (2006.966153 sec): 3 clusters Score: Raw -5803392.701808 + Penalty 3513.076219 = -5799879.625590 nChanged 33 SP:Iteration 111Q (2007.106332 sec): 3 clusters Score: Raw -5803393.927844 + Penalty 3513.076219 = -5799880.851625 nChanged 34 SP:Iteration 112Q (2007.233710 sec): 3 clusters Score: Raw -5803395.161048 + Penalty 3513.076219 = -5799882.084829 nChanged 35 SP:Iteration 113Q (2007.355559 sec): 3 clusters Score: Raw -5803396.538611 + Penalty 3513.076219 = -5799883.462393 nChanged 36 SP:Iteration 114Q (2007.495179 sec): 3 clusters Score: Raw -5803397.781620 + Penalty 3513.076219 = -5799884.705402 nChanged 37 SP:Iteration 115Q (2007.612650 sec): 3 clusters Score: Raw -5803398.949952 + Penalty 3513.076219 = -5799885.873733 nChanged 43 SP:Iteration 116Q (2007.739946 sec): 3 clusters Score: Raw -5803400.687745 + Penalty 3513.076219 = -5799887.611527 nChanged 54 SP:Iteration 117Q (2007.885899 sec): 3 clusters Score: Raw -5803402.761139 + Penalty 3513.076219 = -5799889.684921 nChanged 49 SP:Iteration 118Q (2008.014627 sec): 3 clusters Score: Raw -5803404.565231 + Penalty 3513.076219 = -5799891.489013 nChanged 45 SP:Iteration 119Q (2008.143644 sec): 3 clusters Score: Raw -5803406.517834 + Penalty 3513.076219 = -5799893.441616 nChanged 43 SP:Iteration 120F (2008.263431 sec): 3 clusters Score: Raw -5803408.378099 + Penalty 3513.076219 = -5799895.301880 nChanged 36 SP:Iteration 121Q (2008.403345 sec): 3 clusters Score: Raw -5803409.520092 + Penalty 3513.076219 = -5799896.443873 nChanged 34 SP:Iteration 122Q (2008.536153 sec): 3 clusters Score: Raw -5803410.660122 + Penalty 3513.076219 = -5799897.583904 nChanged 35 SP:Iteration 123Q (2008.654926 sec): 3 clusters Score: Raw -5803411.919963 + Penalty 3513.076219 = -5799898.843744 nChanged 34 SP:Iteration 124Q (2008.790988 sec): 3 clusters Score: Raw -5803412.873941 + Penalty 3513.076219 = -5799899.797723 nChanged 35 SP:Iteration 125Q (2008.925594 sec): 3 clusters Score: Raw -5803414.098962 + Penalty 3513.076219 = -5799901.022744 nChanged 33 SP:Iteration 126Q (2009.050175 sec): 3 clusters Score: Raw -5803415.117647 + Penalty 3513.076219 = -5799902.041428 nChanged 26 SP:Iteration 127Q (2009.172658 sec): 3 clusters Score: Raw -5803415.841487 + Penalty 3513.076219 = -5799902.765268 nChanged 26 SP:Iteration 128Q (2009.309211 sec): 3 clusters Score: Raw -5803416.697458 + Penalty 3513.076219 = -5799903.621239 nChanged 22 SP:Iteration 129Q (2009.448679 sec): 3 clusters Score: Raw -5803417.489531 + Penalty 3513.076219 = -5799904.413313 nChanged 29 SP:Iteration 130Q (2009.569269 sec): 3 clusters Score: Raw -5803418.197118 + Penalty 3513.076219 = -5799905.120899 nChanged 24 SP:Iteration 131Q (2009.695764 sec): 3 clusters Score: Raw -5803418.960427 + Penalty 3513.076219 = -5799905.884208 nChanged 29 SP:Iteration 132Q (2009.830183 sec): 3 clusters Score: Raw -5803420.079447 + Penalty 3513.076219 = -5799907.003228 nChanged 29 SP:Iteration 133Q (2009.948742 sec): 3 clusters Score: Raw -5803420.882238 + Penalty 3513.076219 = -5799907.806020 nChanged 25 SP:Iteration 134Q (2010.076583 sec): 3 clusters Score: Raw -5803421.472154 + Penalty 3513.076219 = -5799908.395936 nChanged 23 SP:Iteration 135Q (2010.192929 sec): 3 clusters Score: Raw -5803422.240948 + Penalty 3513.076219 = -5799909.164729 nChanged 27 SP:Iteration 136Q (2010.310190 sec): 3 clusters Score: Raw -5803422.999987 + Penalty 3513.076219 = -5799909.923768 nChanged 22 SP:Iteration 137Q (2010.433859 sec): 3 clusters Score: Raw -5803423.634632 + Penalty 3513.076219 = -5799910.558413 nChanged 17 SP:Iteration 138Q (2010.566045 sec): 3 clusters Score: Raw -5803424.057429 + Penalty 3513.076219 = -5799910.981210 nChanged 18 SP:Iteration 139Q (2010.677125 sec): 3 clusters Score: Raw -5803424.482474 + Penalty 3513.076219 = -5799911.406256 nChanged 18 SP:Iteration 140F (2010.800424 sec): 3 clusters Score: Raw -5803424.984574 + Penalty 3513.076219 = -5799911.908355 nChanged 18 SP:Iteration 141Q (2010.928994 sec): 3 clusters Score: Raw -5803425.488980 + Penalty 3513.076219 = -5799912.412761 nChanged 17 SP:Iteration 142Q (2011.048914 sec): 3 clusters Score: Raw -5803425.939356 + Penalty 3513.076219 = -5799912.863137 nChanged 26 SP:Iteration 143Q (2011.180788 sec): 3 clusters Score: Raw -5803426.552818 + Penalty 3513.076219 = -5799913.476599 nChanged 18 SP:Iteration 144Q (2011.296139 sec): 3 clusters Score: Raw -5803427.013805 + Penalty 3513.076219 = -5799913.937587 nChanged 19 SP:Iteration 145Q (2011.418403 sec): 3 clusters Score: Raw -5803427.565695 + Penalty 3513.076219 = -5799914.489477 nChanged 17 SP:Iteration 146Q (2011.535868 sec): 3 clusters Score: Raw -5803427.976286 + Penalty 3513.076219 = -5799914.900068 nChanged 11 SP:Iteration 147Q (2011.662830 sec): 3 clusters Score: Raw -5803428.337565 + Penalty 3513.076219 = -5799915.261347 nChanged 14 SP:Iteration 148Q (2011.771565 sec): 3 clusters Score: Raw -5803428.685839 + Penalty 3513.076219 = -5799915.609621 nChanged 12 SP:Iteration 149Q (2011.908230 sec): 3 clusters Score: Raw -5803428.982461 + Penalty 3513.076219 = -5799915.906243 nChanged 10 SP:Iteration 150Q (2012.032997 sec): 3 clusters Score: Raw -5803429.289945 + Penalty 3513.076219 = -5799916.213726 nChanged 14 SP:Iteration 151Q (2012.157463 sec): 3 clusters Score: Raw -5803429.729233 + Penalty 3513.076219 = -5799916.653014 nChanged 12 SP:Iteration 152Q (2012.299974 sec): 3 clusters Score: Raw -5803430.017030 + Penalty 3513.076219 = -5799916.940811 nChanged 18 SP:Iteration 153Q (2012.429551 sec): 3 clusters Score: Raw -5803430.581905 + Penalty 3513.076219 = -5799917.505687 nChanged 25 SP:Iteration 154Q (2012.554861 sec): 3 clusters Score: Raw -5803431.317448 + Penalty 3513.076219 = -5799918.241229 nChanged 20 SP:Iteration 155Q (2012.671899 sec): 3 clusters Score: Raw -5803432.077441 + Penalty 3513.076219 = -5799919.001222 nChanged 20 SP:Iteration 156Q (2012.805747 sec): 3 clusters Score: Raw -5803432.723704 + Penalty 3513.076219 = -5799919.647486 nChanged 22 SP:Iteration 157Q (2012.914329 sec): 3 clusters Score: Raw -5803433.405551 + Penalty 3513.076219 = -5799920.329332 nChanged 20 SP:Iteration 158Q (2013.043221 sec): 3 clusters Score: Raw -5803434.021565 + Penalty 3513.076219 = -5799920.945347 nChanged 22 SP:Iteration 159Q (2013.161285 sec): 3 clusters Score: Raw -5803434.734838 + Penalty 3513.076219 = -5799921.658619 nChanged 24 SP:Iteration 160F (2013.284048 sec): 3 clusters Score: Raw -5803435.535280 + Penalty 3513.076219 = -5799922.459061 nChanged 24 SP:Iteration 161Q (2013.399577 sec): 3 clusters Score: Raw -5803436.570994 + Penalty 3513.076219 = -5799923.494775 nChanged 32 SP:Iteration 162Q (2013.519988 sec): 3 clusters Score: Raw -5803438.077116 + Penalty 3513.076219 = -5799925.000897 nChanged 32 SP:Iteration 163Q (2013.643224 sec): 3 clusters Score: Raw -5803439.571944 + Penalty 3513.076219 = -5799926.495725 nChanged 37 SP:Iteration 164Q (2013.768017 sec): 3 clusters Score: Raw -5803441.014675 + Penalty 3513.076219 = -5799927.938457 nChanged 30 SP:Iteration 165Q (2013.889597 sec): 3 clusters Score: Raw -5803442.604686 + Penalty 3513.076219 = -5799929.528467 nChanged 36 SP:Iteration 166Q (2014.004232 sec): 3 clusters Score: Raw -5803444.274912 + Penalty 3513.076219 = -5799931.198693 nChanged 33 SP:Iteration 167Q (2014.136095 sec): 3 clusters Score: Raw -5803445.860384 + Penalty 3513.076219 = -5799932.784165 nChanged 34 SP:Iteration 168Q (2014.272690 sec): 3 clusters Score: Raw -5803447.629844 + Penalty 3513.076219 = -5799934.553625 nChanged 34 SP:Iteration 169Q (2014.397841 sec): 3 clusters Score: Raw -5803449.294363 + Penalty 3513.076219 = -5799936.218144 nChanged 45 SP:Iteration 170Q (2014.530065 sec): 3 clusters Score: Raw -5803451.202234 + Penalty 3513.076219 = -5799938.126015 nChanged 47 SP:Iteration 171Q (2014.665144 sec): 3 clusters Score: Raw -5803453.470960 + Penalty 3513.076219 = -5799940.394741 nChanged 60 SP:Iteration 172Q (2014.785468 sec): 3 clusters Score: Raw -5803456.646674 + Penalty 3513.076219 = -5799943.570455 nChanged 55 SP:Iteration 173Q (2014.909964 sec): 3 clusters Score: Raw -5803460.068593 + Penalty 3513.076219 = -5799946.992374 nChanged 48 SP:Iteration 174Q (2015.033500 sec): 3 clusters Score: Raw -5803462.339333 + Penalty 3513.076219 = -5799949.263115 nChanged 37 SP:Iteration 175Q (2015.155889 sec): 3 clusters Score: Raw -5803463.763893 + Penalty 3513.076219 = -5799950.687675 nChanged 34 SP:Iteration 176Q (2015.287733 sec): 3 clusters Score: Raw -5803464.948766 + Penalty 3513.076219 = -5799951.872547 nChanged 40 SP:Iteration 177Q (2015.429456 sec): 3 clusters Score: Raw -5803466.511998 + Penalty 3513.076219 = -5799953.435779 nChanged 36 SP:Iteration 178Q (2015.544328 sec): 3 clusters Score: Raw -5803468.226619 + Penalty 3513.076219 = -5799955.150400 nChanged 36 SP:Iteration 179Q (2015.668737 sec): 3 clusters Score: Raw -5803470.034833 + Penalty 3513.076219 = -5799956.958614 nChanged 40 SP:Iteration 180F (2015.794330 sec): 3 clusters Score: Raw -5803471.990091 + Penalty 3513.076219 = -5799958.913873 nChanged 35 SP:Iteration 181Q (2015.915115 sec): 3 clusters Score: Raw -5803473.620247 + Penalty 3513.076219 = -5799960.544029 nChanged 38 SP:Iteration 182Q (2016.042549 sec): 3 clusters Score: Raw -5803475.158206 + Penalty 3513.076219 = -5799962.081987 nChanged 38 SP:Iteration 183Q (2016.172793 sec): 3 clusters Score: Raw -5803476.717674 + Penalty 3513.076219 = -5799963.641456 nChanged 38 SP:Iteration 184Q (2016.304760 sec): 3 clusters Score: Raw -5803478.399562 + Penalty 3513.076219 = -5799965.323344 nChanged 38 SP:Iteration 185Q (2016.404476 sec): 3 clusters Score: Raw -5803479.738531 + Penalty 3513.076219 = -5799966.662313 nChanged 34 SP:Iteration 186Q (2016.546257 sec): 3 clusters Score: Raw -5803481.174139 + Penalty 3513.076219 = -5799968.097920 nChanged 33 SP:Iteration 187Q (2016.687155 sec): 3 clusters Score: Raw -5803482.396823 + Penalty 3513.076219 = -5799969.320605 nChanged 28 SP:Iteration 188Q (2016.818202 sec): 3 clusters Score: Raw -5803483.542506 + Penalty 3513.076219 = -5799970.466288 nChanged 33 SP:Iteration 189Q (2016.934421 sec): 3 clusters Score: Raw -5803484.669593 + Penalty 3513.076219 = -5799971.593375 nChanged 38 SP:Iteration 190Q (2017.054707 sec): 3 clusters Score: Raw -5803486.092003 + Penalty 3513.076219 = -5799973.015785 nChanged 33 SP:Iteration 191Q (2017.175903 sec): 3 clusters Score: Raw -5803487.453766 + Penalty 3513.076219 = -5799974.377547 nChanged 36 SP:Iteration 192Q (2017.301351 sec): 3 clusters Score: Raw -5803489.108494 + Penalty 3513.076219 = -5799976.032276 nChanged 37 SP:Iteration 193Q (2017.432978 sec): 3 clusters Score: Raw -5803490.485411 + Penalty 3513.076219 = -5799977.409192 nChanged 42 SP:Iteration 194Q (2017.554908 sec): 3 clusters Score: Raw -5803492.346282 + Penalty 3513.076219 = -5799979.270064 nChanged 38 SP:Iteration 195Q (2017.675992 sec): 3 clusters Score: Raw -5803494.151285 + Penalty 3513.076219 = -5799981.075066 nChanged 45 SP:Iteration 196Q (2017.800510 sec): 3 clusters Score: Raw -5803496.332296 + Penalty 3513.076219 = -5799983.256077 nChanged 42 SP:Iteration 197Q (2017.930396 sec): 3 clusters Score: Raw -5803498.255042 + Penalty 3513.076219 = -5799985.178823 nChanged 42 SP:Iteration 198Q (2018.046855 sec): 3 clusters Score: Raw -5803499.937603 + Penalty 3513.076219 = -5799986.861384 nChanged 40 SP:Iteration 199Q (2018.178749 sec): 3 clusters Score: Raw -5803501.793041 + Penalty 3513.076219 = -5799988.716822 nChanged 45 SP:Iteration 200F (2018.310551 sec): 3 clusters Score: Raw -5803503.666135 + Penalty 3513.076219 = -5799990.589917 nChanged 44 SP:Iteration 201Q (2018.412020 sec): 3 clusters Score: Raw -5803506.091598 + Penalty 3513.076219 = -5799993.015380 nChanged 56 SP:Iteration 202Q (2018.506008 sec): 3 clusters Score: Raw -5803509.144123 + Penalty 3513.076219 = -5799996.067904 nChanged 69 SP:Iteration 203Q (2018.619885 sec): 3 clusters Score: Raw -5803512.284319 + Penalty 3513.076219 = -5799999.208100 nChanged 57 SP:Iteration 204Q (2018.755762 sec): 3 clusters Score: Raw -5803515.014789 + Penalty 3513.076219 = -5800001.938570 nChanged 59 SP:Iteration 205Q (2018.885111 sec): 3 clusters Score: Raw -5803518.065378 + Penalty 3513.076219 = -5800004.989159 nChanged 59 SP:Iteration 206Q (2018.994840 sec): 3 clusters Score: Raw -5803520.727565 + Penalty 3513.076219 = -5800007.651347 nChanged 48 SP:Iteration 207Q (2019.118673 sec): 3 clusters Score: Raw -5803522.826420 + Penalty 3513.076219 = -5800009.750201 nChanged 58 SP:Iteration 208Q (2019.240559 sec): 3 clusters Score: Raw -5803525.364382 + Penalty 3513.076219 = -5800012.288164 nChanged 62 SP:Iteration 209Q (2019.361582 sec): 3 clusters Score: Raw -5803528.571951 + Penalty 3513.076219 = -5800015.495732 nChanged 66 SP:Iteration 210Q (2019.494224 sec): 3 clusters Score: Raw -5803531.339560 + Penalty 3513.076219 = -5800018.263341 nChanged 57 SP:Iteration 211Q (2019.614497 sec): 3 clusters Score: Raw -5803533.576718 + Penalty 3513.076219 = -5800020.500499 nChanged 43 SP:Iteration 212Q (2019.746969 sec): 3 clusters Score: Raw -5803535.100267 + Penalty 3513.076219 = -5800022.024049 nChanged 31 SP:Iteration 213Q (2019.878372 sec): 3 clusters Score: Raw -5803536.122941 + Penalty 3513.076219 = -5800023.046722 nChanged 35 SP:Iteration 214Q (2020.014222 sec): 3 clusters Score: Raw -5803537.463240 + Penalty 3513.076219 = -5800024.387021 nChanged 40 SP:Iteration 215Q (2020.128324 sec): 3 clusters Score: Raw -5803538.896377 + Penalty 3513.076219 = -5800025.820158 nChanged 35 SP:Iteration 216Q (2020.263273 sec): 3 clusters Score: Raw -5803540.285176 + Penalty 3513.076219 = -5800027.208958 nChanged 39 SP:Iteration 217Q (2020.378248 sec): 3 clusters Score: Raw -5803541.782038 + Penalty 3513.076219 = -5800028.705819 nChanged 27 SP:Iteration 218Q (2020.497327 sec): 3 clusters Score: Raw -5803542.753673 + Penalty 3513.076219 = -5800029.677455 nChanged 37 SP:Iteration 219Q (2020.616531 sec): 3 clusters Score: Raw -5803544.341488 + Penalty 3513.076219 = -5800031.265270 nChanged 39 SP:Iteration 220F (2020.737227 sec): 3 clusters Score: Raw -5803545.627818 + Penalty 3513.076219 = -5800032.551599 nChanged 38 SP:Iteration 221Q (2020.866219 sec): 3 clusters Score: Raw -5803546.909145 + Penalty 3513.076219 = -5800033.832927 nChanged 34 SP:Iteration 222Q (2021.006354 sec): 3 clusters Score: Raw -5803548.112237 + Penalty 3513.076219 = -5800035.036018 nChanged 42 SP:Iteration 223Q (2021.130283 sec): 3 clusters Score: Raw -5803549.971044 + Penalty 3513.076219 = -5800036.894825 nChanged 43 SP:Iteration 224Q (2021.248433 sec): 3 clusters Score: Raw -5803552.162612 + Penalty 3513.076219 = -5800039.086394 nChanged 49 SP:Iteration 225Q (2021.375544 sec): 3 clusters Score: Raw -5803554.816490 + Penalty 3513.076219 = -5800041.740271 nChanged 46 SP:Iteration 226Q (2021.507370 sec): 3 clusters Score: Raw -5803557.214482 + Penalty 3513.076219 = -5800044.138264 nChanged 48 SP:Iteration 227Q (2021.625730 sec): 3 clusters Score: Raw -5803559.636034 + Penalty 3513.076219 = -5800046.559815 nChanged 42 SP:Iteration 228Q (2021.729404 sec): 3 clusters Score: Raw -5803561.660427 + Penalty 3513.076219 = -5800048.584208 nChanged 44 SP:Iteration 229Q (2021.846091 sec): 3 clusters Score: Raw -5803563.950142 + Penalty 3513.076219 = -5800050.873924 nChanged 54 SP:Iteration 230Q (2021.979746 sec): 3 clusters Score: Raw -5803567.494909 + Penalty 3513.076219 = -5800054.418691 nChanged 70 SP:Iteration 231Q (2022.099065 sec): 3 clusters Score: Raw -5803571.539127 + Penalty 3513.076219 = -5800058.462908 nChanged 72 SP:Iteration 232Q (2022.224438 sec): 3 clusters Score: Raw -5803576.126919 + Penalty 3513.076219 = -5800063.050700 nChanged 80 SP:Iteration 233Q (2022.364147 sec): 3 clusters Score: Raw -5803580.662928 + Penalty 3513.076219 = -5800067.586709 nChanged 71 SP:Iteration 234Q (2022.495632 sec): 3 clusters Score: Raw -5803584.531277 + Penalty 3513.076219 = -5800071.455058 nChanged 62 SP:Iteration 235Q (2022.609791 sec): 3 clusters Score: Raw -5803588.138317 + Penalty 3513.076219 = -5800075.062099 nChanged 60 SP:Iteration 236Q (2022.740734 sec): 3 clusters Score: Raw -5803591.092914 + Penalty 3513.076219 = -5800078.016695 nChanged 69 SP:Iteration 237Q (2022.877114 sec): 3 clusters Score: Raw -5803595.091590 + Penalty 3513.076219 = -5800082.015372 nChanged 81 SP:Iteration 238Q (2023.006818 sec): 3 clusters Score: Raw -5803600.800116 + Penalty 3513.076219 = -5800087.723898 nChanged 90 SP:Iteration 239Q (2023.119004 sec): 3 clusters Score: Raw -5803608.366783 + Penalty 3513.076219 = -5800095.290565 nChanged 84 SP:Iteration 240F (2023.249058 sec): 3 clusters Score: Raw -5803615.224770 + Penalty 3513.076219 = -5800102.148551 nChanged 99 SP:Iteration 241Q (2023.372165 sec): 3 clusters Score: Raw -5803623.069241 + Penalty 3513.076219 = -5800109.993022 nChanged 108 SP:Iteration 242Q (2023.490942 sec): 3 clusters Score: Raw -5803631.869719 + Penalty 3513.076219 = -5800118.793500 nChanged 105 SP:Iteration 243Q (2023.612941 sec): 3 clusters Score: Raw -5803639.426461 + Penalty 3513.076219 = -5800126.350242 nChanged 102 SP:Iteration 244Q (2023.741315 sec): 3 clusters Score: Raw -5803646.960608 + Penalty 3513.076219 = -5800133.884389 nChanged 113 SP:Iteration 245Q (2023.866521 sec): 3 clusters Score: Raw -5803656.396157 + Penalty 3513.076219 = -5800143.319939 nChanged 124 SP:Iteration 246Q (2023.991056 sec): 3 clusters Score: Raw -5803666.424800 + Penalty 3513.076219 = -5800153.348581 nChanged 123 SP:Iteration 247Q (2024.122125 sec): 3 clusters Score: Raw -5803676.914728 + Penalty 3513.076219 = -5800163.838510 nChanged 119 SP:Iteration 248Q (2024.232869 sec): 3 clusters Score: Raw -5803685.276964 + Penalty 3513.076219 = -5800172.200746 nChanged 112 SP:Iteration 249Q (2024.355567 sec): 3 clusters Score: Raw -5803693.257105 + Penalty 3513.076219 = -5800180.180886 nChanged 118 SP:Iteration 250Q (2024.487442 sec): 3 clusters Score: Raw -5803702.386349 + Penalty 3513.076219 = -5800189.310131 nChanged 109 SP:Iteration 251Q (2024.606576 sec): 3 clusters Score: Raw -5803712.052823 + Penalty 3513.076219 = -5800198.976605 nChanged 115 SP:Iteration 252Q (2024.717464 sec): 3 clusters Score: Raw -5803722.041104 + Penalty 3513.076219 = -5800208.964886 nChanged 123 SP:Iteration 253Q (2024.843495 sec): 3 clusters Score: Raw -5803732.436513 + Penalty 3513.076219 = -5800219.360294 nChanged 120 SP:Iteration 254Q (2024.967515 sec): 3 clusters Score: Raw -5803742.404280 + Penalty 3513.076219 = -5800229.328061 nChanged 151 SP:Iteration 255Q (2025.084634 sec): 3 clusters Score: Raw -5803757.235380 + Penalty 3513.076219 = -5800244.159161 nChanged 143 SP:Iteration 256Q (2025.212575 sec): 3 clusters Score: Raw -5803770.786570 + Penalty 3513.076219 = -5800257.710351 nChanged 145 SP:Iteration 257Q (2025.352348 sec): 3 clusters Score: Raw -5803784.359246 + Penalty 3513.076219 = -5800271.283027 nChanged 151 SP:Iteration 258Q (2025.471332 sec): 3 clusters Score: Raw -5803796.652525 + Penalty 3513.076219 = -5800283.576307 nChanged 118 SP:Iteration 259Q (2025.591289 sec): 3 clusters Score: Raw -5803805.639547 + Penalty 3513.076219 = -5800292.563329 nChanged 135 SP:Iteration 260F (2025.715280 sec): 3 clusters Score: Raw -5803816.398416 + Penalty 3513.076219 = -5800303.322198 nChanged 111 SP:Iteration 261Q (2025.823249 sec): 3 clusters Score: Raw -5803824.678472 + Penalty 3513.076219 = -5800311.602253 nChanged 99 SP:Iteration 262Q (2025.952820 sec): 3 clusters Score: Raw -5803831.012142 + Penalty 3513.076219 = -5800317.935923 nChanged 87 SP:Iteration 263Q (2026.080581 sec): 3 clusters Score: Raw -5803837.354332 + Penalty 3513.076219 = -5800324.278114 nChanged 90 SP:Iteration 264Q (2026.209360 sec): 3 clusters Score: Raw -5803845.386679 + Penalty 3513.076219 = -5800332.310460 nChanged 98 SP:Iteration 265Q (2026.326738 sec): 3 clusters Score: Raw -5803853.897196 + Penalty 3513.076219 = -5800340.820978 nChanged 101 SP:Iteration 266Q (2026.451769 sec): 3 clusters Score: Raw -5803862.515365 + Penalty 3513.076219 = -5800349.439146 nChanged 92 SP:Iteration 267Q (2026.567688 sec): 3 clusters Score: Raw -5803870.884938 + Penalty 3513.076219 = -5800357.808720 nChanged 103 SP:Iteration 268Q (2026.687481 sec): 3 clusters Score: Raw -5803879.644196 + Penalty 3513.076219 = -5800366.567978 nChanged 120 SP:Iteration 269Q (2026.819927 sec): 3 clusters Score: Raw -5803890.423381 + Penalty 3513.076219 = -5800377.347162 nChanged 116 SP:Iteration 270Q (2026.940370 sec): 3 clusters Score: Raw -5803900.633664 + Penalty 3513.076219 = -5800387.557446 nChanged 123 SP:Iteration 271Q (2027.067703 sec): 3 clusters Score: Raw -5803913.113320 + Penalty 3513.076219 = -5800400.037101 nChanged 127 SP:Iteration 272Q (2027.190054 sec): 3 clusters Score: Raw -5803925.270673 + Penalty 3513.076219 = -5800412.194454 nChanged 113 SP:Iteration 273Q (2027.308582 sec): 3 clusters Score: Raw -5803934.384274 + Penalty 3513.076219 = -5800421.308055 nChanged 95 SP:Iteration 274Q (2027.425860 sec): 3 clusters Score: Raw -5803942.410340 + Penalty 3513.076219 = -5800429.334121 nChanged 92 SP:Iteration 275Q (2027.562322 sec): 3 clusters Score: Raw -5803951.633372 + Penalty 3513.076219 = -5800438.557153 nChanged 93 SP:Iteration 276Q (2027.680384 sec): 3 clusters Score: Raw -5803960.233038 + Penalty 3513.076219 = -5800447.156819 nChanged 96 SP:Iteration 277Q (2027.794103 sec): 3 clusters Score: Raw -5803968.869930 + Penalty 3513.076219 = -5800455.793711 nChanged 100 SP:Iteration 278Q (2027.913199 sec): 3 clusters Score: Raw -5803978.240693 + Penalty 3513.076219 = -5800465.164474 nChanged 101 SP:Iteration 279Q (2028.033903 sec): 3 clusters Score: Raw -5803986.608533 + Penalty 3513.076219 = -5800473.532315 nChanged 97 SP:Iteration 280F (2028.159928 sec): 3 clusters Score: Raw -5803994.898563 + Penalty 3513.076219 = -5800481.822345 nChanged 106 SP:Iteration 281Q (2028.295252 sec): 3 clusters Score: Raw -5804002.852037 + Penalty 3513.076219 = -5800489.775818 nChanged 102 SP:Iteration 282Q (2028.432574 sec): 3 clusters Score: Raw -5804012.049284 + Penalty 3513.076219 = -5800498.973066 nChanged 99 SP:Iteration 283Q (2028.555359 sec): 3 clusters Score: Raw -5804022.093143 + Penalty 3513.076219 = -5800509.016925 nChanged 114 SP:Iteration 284Q (2028.672209 sec): 3 clusters Score: Raw -5804032.817391 + Penalty 3513.076219 = -5800519.741172 nChanged 101 SP:Iteration 285Q (2028.806333 sec): 3 clusters Score: Raw -5804042.070275 + Penalty 3513.076219 = -5800528.994056 nChanged 118 SP:Iteration 286Q (2028.931306 sec): 3 clusters Score: Raw -5804053.830168 + Penalty 3513.076219 = -5800540.753950 nChanged 127 SP:Iteration 287Q (2029.042856 sec): 3 clusters Score: Raw -5804066.847109 + Penalty 3513.076219 = -5800553.770890 nChanged 139 SP:Iteration 288Q (2029.174793 sec): 3 clusters Score: Raw -5804081.439575 + Penalty 3513.076219 = -5800568.363357 nChanged 131 SP:Iteration 289Q (2029.295313 sec): 3 clusters Score: Raw -5804095.263958 + Penalty 3513.076219 = -5800582.187739 nChanged 152 SP:Iteration 290Q (2029.418045 sec): 3 clusters Score: Raw -5804112.888619 + Penalty 3513.076219 = -5800599.812400 nChanged 160 SP:Iteration 291Q (2029.543267 sec): 3 clusters Score: Raw -5804131.284825 + Penalty 3513.076219 = -5800618.208606 nChanged 177 SP:Iteration 292Q (2029.667949 sec): 3 clusters Score: Raw -5804153.774983 + Penalty 3513.076219 = -5800640.698765 nChanged 188 SP:Iteration 293Q (2029.796857 sec): 3 clusters Score: Raw -5804182.373469 + Penalty 3513.076219 = -5800669.297251 nChanged 216 SP:Iteration 294Q (2029.914327 sec): 3 clusters Score: Raw -5804216.518993 + Penalty 3513.076219 = -5800703.442775 nChanged 227 SP:Iteration 295Q (2030.037778 sec): 3 clusters Score: Raw -5804259.745465 + Penalty 3513.076219 = -5800746.669247 nChanged 257 SP:Iteration 296Q (2030.164905 sec): 3 clusters Score: Raw -5804307.864926 + Penalty 3513.076219 = -5800794.788707 nChanged 247 SP:Iteration 297Q (2030.291652 sec): 3 clusters Score: Raw -5804357.442549 + Penalty 3513.076219 = -5800844.366330 nChanged 266 SP:Iteration 298Q (2030.407058 sec): 3 clusters Score: Raw -5804411.404819 + Penalty 3513.076219 = -5800898.328601 nChanged 275 SP:Iteration 299Q (2030.544297 sec): 3 clusters Score: Raw -5804468.467031 + Penalty 3513.076219 = -5800955.390813 nChanged 269 SP:Iteration 300F (2030.670771 sec): 3 clusters Score: Raw -5804522.021912 + Penalty 3513.076219 = -5801008.945693 nChanged 260 SP:Iteration 301Q (2030.780367 sec): 3 clusters Score: Raw -5804578.491089 + Penalty 3513.076219 = -5801065.414870 nChanged 280 SP:Iteration 302Q (2030.899522 sec): 3 clusters Score: Raw -5804642.079964 + Penalty 3513.076219 = -5801129.003746 nChanged 271 SP:Iteration 303Q (2031.026043 sec): 3 clusters Score: Raw -5804705.294322 + Penalty 3513.076219 = -5801192.218103 nChanged 255 SP:Iteration 304Q (2031.130171 sec): 3 clusters Score: Raw -5804765.593993 + Penalty 3513.076219 = -5801252.517775 nChanged 270 SP:Iteration 305Q (2031.242341 sec): 3 clusters Score: Raw -5804836.015906 + Penalty 3513.076219 = -5801322.939687 nChanged 289 SP:Iteration 306Q (2031.362868 sec): 3 clusters Score: Raw -5804922.963395 + Penalty 3513.076219 = -5801409.887176 nChanged 302 SP:Iteration 307Q (2031.488666 sec): 3 clusters Score: Raw -5805013.045325 + Penalty 3513.076219 = -5801499.969107 nChanged 277 SP:Iteration 308Q (2031.600174 sec): 3 clusters Score: Raw -5805089.109840 + Penalty 3513.076219 = -5801576.033622 nChanged 243 SP:Iteration 309Q (2031.721398 sec): 3 clusters Score: Raw -5805156.661547 + Penalty 3513.076219 = -5801643.585329 nChanged 247 SP:Iteration 310Q (2031.845981 sec): 3 clusters Score: Raw -5805224.949115 + Penalty 3513.076219 = -5801711.872896 nChanged 216 SP:Iteration 311Q (2031.968962 sec): 3 clusters Score: Raw -5805283.240524 + Penalty 3513.076219 = -5801770.164305 nChanged 187 SP:Iteration 312Q (2032.085211 sec): 3 clusters Score: Raw -5805336.838571 + Penalty 3513.076219 = -5801823.762353 nChanged 174 SP:Iteration 313Q (2032.214736 sec): 3 clusters Score: Raw -5805392.812324 + Penalty 3513.076219 = -5801879.736106 nChanged 201 SP:Iteration 314Q (2032.337602 sec): 3 clusters Score: Raw -5805462.715918 + Penalty 3513.076219 = -5801949.639699 nChanged 189 SP:Iteration 315Q (2032.458847 sec): 3 clusters Score: Raw -5805520.064432 + Penalty 3513.076219 = -5802006.988213 nChanged 172 SP:Iteration 316Q (2032.565093 sec): 3 clusters Score: Raw -5805567.936863 + Penalty 3513.076219 = -5802054.860645 nChanged 136 SP:Iteration 317Q (2032.684491 sec): 3 clusters Score: Raw -5805608.622670 + Penalty 3513.076219 = -5802095.546452 nChanged 137 SP:Iteration 318Q (2032.783779 sec): 3 clusters Score: Raw -5805648.224479 + Penalty 3513.076219 = -5802135.148260 nChanged 109 SP:Iteration 319Q (2032.895701 sec): 3 clusters Score: Raw -5805677.835790 + Penalty 3513.076219 = -5802164.759571 nChanged 101 SP:Iteration 320F (2033.016551 sec): 3 clusters Score: Raw -5805714.292377 + Penalty 3513.076219 = -5802201.216159 nChanged 117 SP:Iteration 321Q (2033.127844 sec): 3 clusters Score: Raw -5805755.772971 + Penalty 3513.076219 = -5802242.696752 nChanged 98 SP:Iteration 322Q (2033.239040 sec): 3 clusters Score: Raw -5805788.541061 + Penalty 3513.076219 = -5802275.464842 nChanged 97 SP:Iteration 323Q (2033.346431 sec): 3 clusters Score: Raw -5805819.984510 + Penalty 3513.076219 = -5802306.908292 nChanged 96 SP:Iteration 324Q (2033.445859 sec): 3 clusters Score: Raw -5805848.873822 + Penalty 3513.076219 = -5802335.797603 nChanged 87 SP:Iteration 325Q (2033.555603 sec): 3 clusters Score: Raw -5805867.355047 + Penalty 3513.076219 = -5802354.278829 nChanged 64 SP:Iteration 326Q (2033.670845 sec): 3 clusters Score: Raw -5805883.488452 + Penalty 3513.076219 = -5802370.412234 nChanged 65 SP:Iteration 327Q (2033.787260 sec): 3 clusters Score: Raw -5805899.776057 + Penalty 3513.076219 = -5802386.699839 nChanged 55 SP:Iteration 328Q (2033.896380 sec): 3 clusters Score: Raw -5805909.909534 + Penalty 3513.076219 = -5802396.833315 nChanged 39 SP:Iteration 329Q (2034.002875 sec): 3 clusters Score: Raw -5805919.080833 + Penalty 3513.076219 = -5802406.004614 nChanged 37 SP:Iteration 330Q (2034.126574 sec): 3 clusters Score: Raw -5805927.776156 + Penalty 3513.076219 = -5802414.699937 nChanged 39 SP:Iteration 331Q (2034.244801 sec): 3 clusters Score: Raw -5805936.316565 + Penalty 3513.076219 = -5802423.240346 nChanged 29 SP:Iteration 332Q (2034.355509 sec): 3 clusters Score: Raw -5805941.769918 + Penalty 3513.076219 = -5802428.693699 nChanged 27 SP:Iteration 333Q (2034.470604 sec): 3 clusters Score: Raw -5805946.630191 + Penalty 3513.076219 = -5802433.553973 nChanged 20 SP:Iteration 334Q (2034.578036 sec): 3 clusters Score: Raw -5805950.270012 + Penalty 3513.076219 = -5802437.193793 nChanged 20 SP:Iteration 335Q (2034.700973 sec): 3 clusters Score: Raw -5805953.923068 + Penalty 3513.076219 = -5802440.846849 nChanged 26 SP:Iteration 336Q (2034.822643 sec): 3 clusters Score: Raw -5805958.639569 + Penalty 3513.076219 = -5802445.563350 nChanged 26 SP:Iteration 337Q (2034.931347 sec): 3 clusters Score: Raw -5805962.981274 + Penalty 3513.076219 = -5802449.905056 nChanged 16 SP:Iteration 338Q (2035.045005 sec): 3 clusters Score: Raw -5805965.515022 + Penalty 3513.076219 = -5802452.438803 nChanged 15 SP:Iteration 339Q (2035.167706 sec): 3 clusters Score: Raw -5805969.974635 + Penalty 3513.076219 = -5802456.898416 nChanged 19 SP:Iteration 340F (2035.292574 sec): 3 clusters Score: Raw -5805973.757501 + Penalty 3513.076219 = -5802460.681282 nChanged 19 SP:Iteration 341Q (2035.399970 sec): 3 clusters Score: Raw -5805976.938170 + Penalty 3513.076219 = -5802463.861952 nChanged 20 SP:Iteration 342Q (2035.512761 sec): 3 clusters Score: Raw -5805981.661033 + Penalty 3513.076219 = -5802468.584815 nChanged 22 SP:Iteration 343Q (2035.621282 sec): 3 clusters Score: Raw -5805986.839082 + Penalty 3513.076219 = -5802473.762864 nChanged 18 SP:Iteration 344Q (2035.719709 sec): 3 clusters Score: Raw -5805990.715463 + Penalty 3513.076219 = -5802477.639245 nChanged 16 SP:Iteration 345Q (2035.841764 sec): 3 clusters Score: Raw -5805994.063182 + Penalty 3513.076219 = -5802480.986963 nChanged 18 SP:Iteration 346Q (2035.958616 sec): 3 clusters Score: Raw -5805997.222278 + Penalty 3513.076219 = -5802484.146060 nChanged 14 SP:Iteration 347Q (2036.061935 sec): 3 clusters Score: Raw -5806000.119042 + Penalty 3513.076219 = -5802487.042824 nChanged 11 SP:Iteration 348Q (2036.167694 sec): 3 clusters Score: Raw -5806002.291071 + Penalty 3513.076219 = -5802489.214852 nChanged 10 SP:Iteration 349Q (2036.282015 sec): 3 clusters Score: Raw -5806004.178932 + Penalty 3513.076219 = -5802491.102713 nChanged 11 SP:Iteration 350Q (2036.401065 sec): 3 clusters Score: Raw -5806006.087647 + Penalty 3513.076219 = -5802493.011429 nChanged 12 SP:Iteration 351Q (2036.500967 sec): 3 clusters Score: Raw -5806007.776884 + Penalty 3513.076219 = -5802494.700666 nChanged 10 SP:Iteration 352Q (2036.599052 sec): 3 clusters Score: Raw -5806009.853363 + Penalty 3513.076219 = -5802496.777144 nChanged 18 SP:Iteration 353Q (2036.713890 sec): 3 clusters Score: Raw -5806014.708331 + Penalty 3513.076219 = -5802501.632112 nChanged 23 SP:Iteration 354Q (2036.817929 sec): 3 clusters Score: Raw -5806020.427070 + Penalty 3513.076219 = -5802507.350851 nChanged 21 SP:Iteration 355Q (2036.924242 sec): 3 clusters Score: Raw -5806025.359122 + Penalty 3513.076219 = -5802512.282903 nChanged 21 SP:Iteration 356Q (2037.024701 sec): 3 clusters Score: Raw -5806029.354011 + Penalty 3513.076219 = -5802516.277793 nChanged 17 SP:Iteration 357Q (2037.118160 sec): 3 clusters Score: Raw -5806033.067116 + Penalty 3513.076219 = -5802519.990897 nChanged 16 SP:Iteration 358Q (2037.231557 sec): 3 clusters Score: Raw -5806036.306204 + Penalty 3513.076219 = -5802523.229985 nChanged 21 SP:Iteration 359Q (2037.351213 sec): 3 clusters Score: Raw -5806041.399482 + Penalty 3513.076219 = -5802528.323264 nChanged 19 SP:Iteration 360F (2037.493684 sec): 3 clusters Score: Raw -5806045.547575 + Penalty 3513.076219 = -5802532.471356 nChanged 19 SP:Iteration 361Q (2037.611986 sec): 3 clusters Score: Raw -5806049.330818 + Penalty 3513.076219 = -5802536.254600 nChanged 17 SP:Iteration 362Q (2037.714099 sec): 3 clusters Score: Raw -5806052.051412 + Penalty 3513.076219 = -5802538.975193 nChanged 9 SP:Iteration 363Q (2037.815002 sec): 3 clusters Score: Raw -5806053.454686 + Penalty 3513.076219 = -5802540.378468 nChanged 9 SP:Iteration 364Q (2037.921507 sec): 3 clusters Score: Raw -5806054.813113 + Penalty 3513.076219 = -5802541.736895 nChanged 7 SP:Iteration 365Q (2038.037587 sec): 3 clusters Score: Raw -5806056.031596 + Penalty 3513.076219 = -5802542.955377 nChanged 9 SP:Iteration 366Q (2038.136746 sec): 3 clusters Score: Raw -5806057.502196 + Penalty 3513.076219 = -5802544.425978 nChanged 10 SP:Iteration 367Q (2038.255528 sec): 3 clusters Score: Raw -5806059.580449 + Penalty 3513.076219 = -5802546.504230 nChanged 13 SP:Iteration 368Q (2038.352478 sec): 3 clusters Score: Raw -5806062.491151 + Penalty 3513.076219 = -5802549.414933 nChanged 12 SP:Iteration 369Q (2038.467845 sec): 3 clusters Score: Raw -5806066.497641 + Penalty 3513.076219 = -5802553.421422 nChanged 16 SP:Iteration 370Q (2038.587771 sec): 3 clusters Score: Raw -5806069.924094 + Penalty 3513.076219 = -5802556.847875 nChanged 16 SP:Iteration 371Q (2038.691161 sec): 3 clusters Score: Raw -5806072.992703 + Penalty 3513.076219 = -5802559.916485 nChanged 18 SP:Iteration 372Q (2038.813384 sec): 3 clusters Score: Raw -5806077.199588 + Penalty 3513.076219 = -5802564.123370 nChanged 13 SP:Iteration 373Q (2038.928724 sec): 3 clusters Score: Raw -5806079.729499 + Penalty 3513.076219 = -5802566.653280 nChanged 9 SP:Iteration 374Q (2039.036093 sec): 3 clusters Score: Raw -5806082.429896 + Penalty 3513.076219 = -5802569.353678 nChanged 10 SP:Iteration 375Q (2039.135006 sec): 3 clusters Score: Raw -5806084.925290 + Penalty 3513.076219 = -5802571.849071 nChanged 10 SP:Iteration 376Q (2039.228992 sec): 3 clusters Score: Raw -5806087.065980 + Penalty 3513.076219 = -5802573.989761 nChanged 5 SP:Iteration 377Q (2039.351867 sec): 3 clusters Score: Raw -5806088.260690 + Penalty 3513.076219 = -5802575.184472 nChanged 8 SP:Iteration 378Q (2039.453050 sec): 3 clusters Score: Raw -5806089.561312 + Penalty 3513.076219 = -5802576.485093 nChanged 1 SP:Iteration 379Q (2039.564768 sec): 3 clusters Score: Raw -5806090.244587 + Penalty 3513.076219 = -5802577.168369 nChanged 4 SP:Iteration 380F (2039.701014 sec): 3 clusters Score: Raw -5806091.083881 + Penalty 3513.076219 = -5802578.007662 nChanged 5 SP:Iteration 381Q (2039.812719 sec): 3 clusters Score: Raw -5806091.983798 + Penalty 3513.076219 = -5802578.907579 nChanged 2 SP:Iteration 382Q (2039.919226 sec): 3 clusters Score: Raw -5806092.304057 + Penalty 3513.076219 = -5802579.227838 nChanged 2 SP:Iteration 383Q (2040.043218 sec): 3 clusters Score: Raw -5806092.601727 + Penalty 3513.076219 = -5802579.525508 nChanged 4 SP:Iteration 384Q (2040.160577 sec): 3 clusters Score: Raw -5806093.133991 + Penalty 3513.076219 = -5802580.057772 nChanged 3 SP:Iteration 385Q (2040.261704 sec): 3 clusters Score: Raw -5806093.653307 + Penalty 3513.076219 = -5802580.577089 nChanged 2 SP:Iteration 386Q (2040.382646 sec): 3 clusters Score: Raw -5806093.908222 + Penalty 3513.076219 = -5802580.832003 nChanged 2 SP:Iteration 387Q (2040.506512 sec): 3 clusters Score: Raw -5806094.180232 + Penalty 3513.076219 = -5802581.104014 nChanged 3 SP:Iteration 388Q (2040.619950 sec): 3 clusters Score: Raw -5806094.747052 + Penalty 3513.076219 = -5802581.670833 nChanged 4 SP:Iteration 389Q (2040.728820 sec): 3 clusters Score: Raw -5806095.319042 + Penalty 3513.076219 = -5802582.242824 nChanged 2 SP:Iteration 390Q (2040.856534 sec): 3 clusters Score: Raw -5806095.944277 + Penalty 3513.076219 = -5802582.868059 nChanged 9 SP:Iteration 391Q (2040.980178 sec): 3 clusters Score: Raw -5806098.158133 + Penalty 3513.076219 = -5802585.081915 nChanged 6 SP:Iteration 392Q (2041.086786 sec): 3 clusters Score: Raw -5806099.269854 + Penalty 3513.076219 = -5802586.193635 nChanged 7 SP:Iteration 393Q (2041.212520 sec): 3 clusters Score: Raw -5806100.917197 + Penalty 3513.076219 = -5802587.840978 nChanged 6 SP:Iteration 394Q (2041.319545 sec): 3 clusters Score: Raw -5806101.932672 + Penalty 3513.076219 = -5802588.856453 nChanged 6 SP:Iteration 395Q (2041.421275 sec): 3 clusters Score: Raw -5806102.873546 + Penalty 3513.076219 = -5802589.797328 nChanged 7 SP:Iteration 396Q (2041.536661 sec): 3 clusters Score: Raw -5806104.133106 + Penalty 3513.076219 = -5802591.056887 nChanged 5 SP:Iteration 397Q (2041.647673 sec): 3 clusters Score: Raw -5806104.855851 + Penalty 3513.076219 = -5802591.779632 nChanged 6 SP:Iteration 398Q (2041.754935 sec): 3 clusters Score: Raw -5806106.129824 + Penalty 3513.076219 = -5802593.053605 nChanged 7 SP:Iteration 399Q (2041.855516 sec): 3 clusters Score: Raw -5806107.191562 + Penalty 3513.076219 = -5802594.115343 nChanged 5 SP:Iteration 400F (2041.974630 sec): 3 clusters Score: Raw -5806107.881601 + Penalty 3513.076219 = -5802594.805382 nChanged 3 SP:Iteration 401Q (2042.091696 sec): 3 clusters Score: Raw -5806108.287176 + Penalty 3513.076219 = -5802595.210958 nChanged 2 SP:Iteration 402Q (2042.191894 sec): 3 clusters Score: Raw -5806108.627604 + Penalty 3513.076219 = -5802595.551386 nChanged 2 SP:Iteration 403Q (2042.291578 sec): 3 clusters Score: Raw -5806108.772914 + Penalty 3513.076219 = -5802595.696696 nChanged 0 SP:Iteration 404F (2042.413439 sec): 3 clusters Score: Raw -5806108.772914 + Penalty 3513.076219 = -5802595.696696 nChanged 0 Trying to split cluster 18 (950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2042.435419 sec): 2 clusters Score: Raw -106310.829591 + Penalty 1114.175072 = -105196.654518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2042.475134 sec): 3 clusters Score: Raw -106032.318534 + Penalty 2228.350145 = -103803.968389 nChanged 281 SP:Iteration 1F (2042.522434 sec): 3 clusters Score: Raw -106345.990928 + Penalty 2228.350145 = -104117.640783 nChanged 88 SP:Iteration 2F (2042.561186 sec): 3 clusters Score: Raw -106524.099826 + Penalty 2228.350145 = -104295.749681 nChanged 56 SP:Iteration 3F (2042.598664 sec): 3 clusters Score: Raw -106655.680493 + Penalty 2228.350145 = -104427.330348 nChanged 45 SP:Iteration 4Q (2042.636398 sec): 3 clusters Score: Raw -106740.211862 + Penalty 2228.350145 = -104511.861717 nChanged 42 SP:Iteration 5Q (2042.678775 sec): 3 clusters Score: Raw -106802.910993 + Penalty 2228.350145 = -104574.560848 nChanged 38 SP:Iteration 6Q (2042.725759 sec): 3 clusters Score: Raw -106868.867031 + Penalty 2228.350145 = -104640.516886 nChanged 34 SP:Iteration 7Q (2042.752999 sec): 3 clusters Score: Raw -106927.724876 + Penalty 2228.350145 = -104699.374731 nChanged 31 SP:Iteration 8Q (2042.789684 sec): 3 clusters Score: Raw -106983.832507 + Penalty 2228.350145 = -104755.482362 nChanged 29 SP:Iteration 9Q (2042.833748 sec): 3 clusters Score: Raw -107047.588336 + Penalty 2228.350145 = -104819.238191 nChanged 23 SP:Iteration 10Q (2042.865768 sec): 3 clusters Score: Raw -107099.797784 + Penalty 2228.350145 = -104871.447639 nChanged 25 SP:Iteration 11Q (2042.912572 sec): 3 clusters Score: Raw -107179.313204 + Penalty 2228.350145 = -104950.963059 nChanged 26 SP:Iteration 12Q (2042.961503 sec): 3 clusters Score: Raw -107235.522777 + Penalty 2228.350145 = -105007.172632 nChanged 17 SP:Iteration 13Q (2043.011110 sec): 3 clusters Score: Raw -107266.432211 + Penalty 2228.350145 = -105038.082066 nChanged 11 SP:Iteration 14Q (2043.047388 sec): 3 clusters Score: Raw -107290.294933 + Penalty 2228.350145 = -105061.944788 nChanged 7 SP:Iteration 15Q (2043.083922 sec): 3 clusters Score: Raw -107305.106084 + Penalty 2228.350145 = -105076.755939 nChanged 6 SP:Iteration 16Q (2043.127056 sec): 3 clusters Score: Raw -107320.330066 + Penalty 2228.350145 = -105091.979921 nChanged 8 SP:Iteration 17Q (2043.161076 sec): 3 clusters Score: Raw -107339.385479 + Penalty 2228.350145 = -105111.035334 nChanged 4 SP:Iteration 18Q (2043.205038 sec): 3 clusters Score: Raw -107349.857062 + Penalty 2228.350145 = -105121.506917 nChanged 2 SP:Iteration 19Q (2043.247360 sec): 3 clusters Score: Raw -107355.263030 + Penalty 2228.350145 = -105126.912885 nChanged 4 SP:Iteration 20F (2043.284758 sec): 3 clusters Score: Raw -107365.237648 + Penalty 2228.350145 = -105136.887503 nChanged 7 SP:Iteration 21Q (2043.320929 sec): 3 clusters Score: Raw -107386.528740 + Penalty 2228.350145 = -105158.178595 nChanged 4 SP:Iteration 22Q (2043.367278 sec): 3 clusters Score: Raw -107389.019855 + Penalty 2228.350145 = -105160.669710 nChanged 0 SP:Iteration 23F (2043.399296 sec): 3 clusters Score: Raw -107389.019855 + Penalty 2228.350145 = -105160.669710 nChanged 0 Trying to split cluster 20 (1932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2043.426871 sec): 2 clusters Score: Raw -223033.813854 + Penalty 1229.525540 = -221804.288314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2043.482939 sec): 3 clusters Score: Raw -222199.136429 + Penalty 2459.051080 = -219740.085350 nChanged 662 SP:Iteration 1F (2043.518164 sec): 3 clusters Score: Raw -222627.295682 + Penalty 2459.051080 = -220168.244602 nChanged 159 SP:Iteration 2F (2043.568039 sec): 3 clusters Score: Raw -222750.641874 + Penalty 2459.051080 = -220291.590795 nChanged 115 SP:Iteration 3F (2043.603963 sec): 3 clusters Score: Raw -222839.928984 + Penalty 2459.051080 = -220380.877904 nChanged 82 SP:Iteration 4Q (2043.643480 sec): 3 clusters Score: Raw -222897.072964 + Penalty 2459.051080 = -220438.021884 nChanged 55 SP:Iteration 5Q (2043.689246 sec): 3 clusters Score: Raw -222932.620146 + Penalty 2459.051080 = -220473.569066 nChanged 50 SP:Iteration 6Q (2043.743374 sec): 3 clusters Score: Raw -222963.438148 + Penalty 2459.051080 = -220504.387068 nChanged 31 SP:Iteration 7Q (2043.779108 sec): 3 clusters Score: Raw -222983.187891 + Penalty 2459.051080 = -220524.136811 nChanged 25 SP:Iteration 8Q (2043.824124 sec): 3 clusters Score: Raw -222993.688515 + Penalty 2459.051080 = -220534.637435 nChanged 21 SP:Iteration 9Q (2043.866667 sec): 3 clusters Score: Raw -223004.521838 + Penalty 2459.051080 = -220545.470759 nChanged 21 SP:Iteration 10Q (2043.906571 sec): 3 clusters Score: Raw -223017.053168 + Penalty 2459.051080 = -220558.002088 nChanged 19 SP:Iteration 11Q (2043.943525 sec): 3 clusters Score: Raw -223029.002084 + Penalty 2459.051080 = -220569.951004 nChanged 19 SP:Iteration 12Q (2043.988490 sec): 3 clusters Score: Raw -223036.893963 + Penalty 2459.051080 = -220577.842883 nChanged 11 SP:Iteration 13Q (2044.030033 sec): 3 clusters Score: Raw -223041.202084 + Penalty 2459.051080 = -220582.151004 nChanged 12 SP:Iteration 14Q (2044.071878 sec): 3 clusters Score: Raw -223045.635524 + Penalty 2459.051080 = -220586.584444 nChanged 8 SP:Iteration 15Q (2044.115418 sec): 3 clusters Score: Raw -223048.751801 + Penalty 2459.051080 = -220589.700721 nChanged 2 SP:Iteration 16Q (2044.153188 sec): 3 clusters Score: Raw -223050.046848 + Penalty 2459.051080 = -220590.995768 nChanged 4 SP:Iteration 17Q (2044.189728 sec): 3 clusters Score: Raw -223051.502226 + Penalty 2459.051080 = -220592.451147 nChanged 4 SP:Iteration 18Q (2044.237597 sec): 3 clusters Score: Raw -223053.180345 + Penalty 2459.051080 = -220594.129265 nChanged 7 SP:Iteration 19Q (2044.282688 sec): 3 clusters Score: Raw -223055.037907 + Penalty 2459.051080 = -220595.986827 nChanged 4 SP:Iteration 20F (2044.324057 sec): 3 clusters Score: Raw -223056.238040 + Penalty 2459.051080 = -220597.186960 nChanged 1 SP:Iteration 21Q (2044.362858 sec): 3 clusters Score: Raw -223056.617397 + Penalty 2459.051080 = -220597.566317 nChanged 0 SP:Iteration 22F (2044.395943 sec): 3 clusters Score: Raw -223056.617397 + Penalty 2459.051080 = -220597.566317 nChanged 0 Iteration 20F (2051.482562 sec): 24 clusters Score: Raw -51804581.358543 + Penalty 48543.879642 = -51756037.478902 nChanged 29262 Iteration 21F (2058.569346 sec): 24 clusters Score: Raw -51821598.651673 + Penalty 48543.879642 = -51773054.772032 nChanged 15616 Iteration 22Q (2061.902435 sec): 24 clusters Score: Raw -51829791.826176 + Penalty 48543.879642 = -51781247.946534 nChanged 11462 Iteration 23Q (2065.227989 sec): 24 clusters Score: Raw -51835072.181450 + Penalty 48543.879642 = -51786528.301808 nChanged 9162 Iteration 24Q (2068.485038 sec): 24 clusters Score: Raw -51838962.588854 + Penalty 48543.879642 = -51790418.709212 nChanged 7618 Iteration 25Q (2071.775600 sec): 24 clusters Score: Raw -51841970.420029 + Penalty 48543.879642 = -51793426.540387 nChanged 6422 Iteration 26Q (2074.892302 sec): 24 clusters Score: Raw -51844307.959597 + Penalty 48543.879642 = -51795764.079955 nChanged 5486 Iteration 27Q (2078.112661 sec): 24 clusters Score: Raw -51846110.982141 + Penalty 48543.879642 = -51797567.102500 nChanged 4777 Iteration 28Q (2081.354097 sec): 24 clusters Score: Raw -51847507.482766 + Penalty 48543.879642 = -51798963.603124 nChanged 4231 Iteration 29Q (2084.639600 sec): 24 clusters Score: Raw -51848711.753886 + Penalty 48543.879642 = -51800167.874245 nChanged 3986 Iteration 30Q (2087.823938 sec): 24 clusters Score: Raw -51849839.392590 + Penalty 48543.879642 = -51801295.512948 nChanged 3862 Iteration 31Q (2090.991307 sec): 24 clusters Score: Raw -51850894.251604 + Penalty 48543.879642 = -51802350.371962 nChanged 3614 Iteration 32Q (2094.125568 sec): 24 clusters Score: Raw -51851806.305228 + Penalty 48543.879642 = -51803262.425587 nChanged 3337 Iteration 33Q (2097.267441 sec): 24 clusters Score: Raw -51852633.176023 + Penalty 48543.879642 = -51804089.296381 nChanged 3264 Iteration 34Q (2100.311639 sec): 24 clusters Score: Raw -51853407.582786 + Penalty 48543.879642 = -51804863.703144 nChanged 3110 Iteration 35Q (2103.457099 sec): 24 clusters Score: Raw -51854128.765214 + Penalty 48543.879642 = -51805584.885573 nChanged 2909 Iteration 36Q (2106.600216 sec): 24 clusters Score: Raw -51854790.635355 + Penalty 48543.879642 = -51806246.755713 nChanged 2826 Iteration 37Q (2109.825177 sec): 24 clusters Score: Raw -51855432.868610 + Penalty 48543.879642 = -51806888.988968 nChanged 2761 Iteration 38Q (2112.998468 sec): 24 clusters Score: Raw -51856076.730391 + Penalty 48543.879642 = -51807532.850749 nChanged 2818 Iteration 39Q (2116.133126 sec): 24 clusters Score: Raw -51856738.563559 + Penalty 48543.879642 = -51808194.683917 nChanged 2653 Iteration 40F (2123.190578 sec): 24 clusters Score: Raw -51857637.205199 + Penalty 48543.879642 = -51809093.325557 nChanged 2819 Iteration 41Q (2126.361011 sec): 24 clusters Score: Raw -51858869.757755 + Penalty 48543.879642 = -51810325.878113 nChanged 3068 Iteration 42Q (2129.605181 sec): 24 clusters Score: Raw -51859986.350759 + Penalty 48543.879642 = -51811442.471117 nChanged 3057 Iteration 43Q (2132.762577 sec): 24 clusters Score: Raw -51860876.941944 + Penalty 48543.879642 = -51812333.062302 nChanged 3037 Iteration 44Q (2136.018157 sec): 24 clusters Score: Raw -51861605.149985 + Penalty 48543.879642 = -51813061.270343 nChanged 2754 Iteration 45Q (2139.298080 sec): 24 clusters Score: Raw -51862221.980088 + Penalty 48543.879642 = -51813678.100446 nChanged 2648 Iteration 46Q (2142.491597 sec): 24 clusters Score: Raw -51862784.638309 + Penalty 48543.879642 = -51814240.758667 nChanged 2483 Iteration 47Q (2145.723995 sec): 24 clusters Score: Raw -51863352.023982 + Penalty 48543.879642 = -51814808.144340 nChanged 2379 Iteration 48Q (2148.836792 sec): 24 clusters Score: Raw -51863807.170151 + Penalty 48543.879642 = -51815263.290509 nChanged 2179 Iteration 49Q (2152.064707 sec): 24 clusters Score: Raw -51864196.684939 + Penalty 48543.879642 = -51815652.805297 nChanged 2052 Iteration 50Q (2155.158800 sec): 24 clusters Score: Raw -51864560.438494 + Penalty 48543.879642 = -51816016.558852 nChanged 1980 Iteration 51Q (2158.335016 sec): 24 clusters Score: Raw -51864886.661043 + Penalty 48543.879642 = -51816342.781402 nChanged 1849 Iteration 52Q (2161.500137 sec): 24 clusters Score: Raw -51865180.645801 + Penalty 48543.879642 = -51816636.766159 nChanged 1775 Iteration 53Q (2164.722491 sec): 24 clusters Score: Raw -51865458.784461 + Penalty 48543.879642 = -51816914.904820 nChanged 1644 Iteration 54Q (2167.813809 sec): 24 clusters Score: Raw -51865691.832260 + Penalty 48543.879642 = -51817147.952618 nChanged 1472 Iteration 55Q (2170.923291 sec): 24 clusters Score: Raw -51865878.968709 + Penalty 48543.879642 = -51817335.089067 nChanged 1351 Iteration 56Q (2174.033097 sec): 24 clusters Score: Raw -51866047.925063 + Penalty 48543.879642 = -51817504.045421 nChanged 1242 Iteration 57Q (2177.197582 sec): 24 clusters Score: Raw -51866193.300477 + Penalty 48543.879642 = -51817649.420835 nChanged 1147 Iteration 58Q (2180.267720 sec): 24 clusters Score: Raw -51866319.267591 + Penalty 48543.879642 = -51817775.387949 nChanged 1023 Writing temp clu file Because OldScore, -51817649.420835, is greater than current (better) Score,-51817775.387949 Compute initial score before splitting: Score: Raw -51866319.267591 + Penalty 48543.879642 = -51817775.387949 Trying to split cluster 1 (11313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2180.425186 sec): 2 clusters Score: Raw -1364224.740693 + Penalty 1516.727515 = -1362708.013178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2180.486782 sec): 3 clusters Score: Raw -1357722.172572 + Penalty 3033.455030 = -1354688.717542 nChanged 4938 SP:Iteration 1F (2180.541325 sec): 3 clusters Score: Raw -1360214.013524 + Penalty 3033.455030 = -1357180.558493 nChanged 755 SP:Iteration 2F (2180.594865 sec): 3 clusters Score: Raw -1360626.400005 + Penalty 3033.455030 = -1357592.944975 nChanged 752 SP:Iteration 3F (2180.658526 sec): 3 clusters Score: Raw -1361124.165742 + Penalty 3033.455030 = -1358090.710711 nChanged 861 SP:Iteration 4F (2180.720091 sec): 3 clusters Score: Raw -1361812.760923 + Penalty 3033.455030 = -1358779.305892 nChanged 893 SP:Iteration 5F (2180.775415 sec): 3 clusters Score: Raw -1362541.653614 + Penalty 3033.455030 = -1359508.198583 nChanged 765 SP:Iteration 6F (2180.836601 sec): 3 clusters Score: Raw -1363122.960249 + Penalty 3033.455030 = -1360089.505218 nChanged 623 SP:Iteration 7F (2180.885842 sec): 3 clusters Score: Raw -1363515.829173 + Penalty 3033.455030 = -1360482.374143 nChanged 503 SP:Iteration 8Q (2180.956261 sec): 3 clusters Score: Raw -1363790.928846 + Penalty 3033.455030 = -1360757.473815 nChanged 379 SP:Iteration 9Q (2181.020234 sec): 3 clusters Score: Raw -1363957.780905 + Penalty 3033.455030 = -1360924.325875 nChanged 284 SP:Iteration 10Q (2181.079354 sec): 3 clusters Score: Raw -1364059.012507 + Penalty 3033.455030 = -1361025.557476 nChanged 213 SP:Iteration 11Q (2181.146196 sec): 3 clusters Score: Raw -1364128.096063 + Penalty 3033.455030 = -1361094.641033 nChanged 166 SP:Iteration 12Q (2181.201026 sec): 3 clusters Score: Raw -1364176.482570 + Penalty 3033.455030 = -1361143.027540 nChanged 152 SP:Iteration 13Q (2181.271830 sec): 3 clusters Score: Raw -1364218.668429 + Penalty 3033.455030 = -1361185.213399 nChanged 132 SP:Iteration 14Q (2181.328328 sec): 3 clusters Score: Raw -1364256.386892 + Penalty 3033.455030 = -1361222.931862 nChanged 127 SP:Iteration 15Q (2181.394454 sec): 3 clusters Score: Raw -1364289.154685 + Penalty 3033.455030 = -1361255.699655 nChanged 111 SP:Iteration 16Q (2181.453504 sec): 3 clusters Score: Raw -1364315.254466 + Penalty 3033.455030 = -1361281.799435 nChanged 91 SP:Iteration 17Q (2181.519925 sec): 3 clusters Score: Raw -1364335.986869 + Penalty 3033.455030 = -1361302.531838 nChanged 83 SP:Iteration 18Q (2181.580123 sec): 3 clusters Score: Raw -1364351.978238 + Penalty 3033.455030 = -1361318.523207 nChanged 78 SP:Iteration 19Q (2181.635880 sec): 3 clusters Score: Raw -1364364.896769 + Penalty 3033.455030 = -1361331.441739 nChanged 52 SP:Iteration 20F (2181.701896 sec): 3 clusters Score: Raw -1364372.614621 + Penalty 3033.455030 = -1361339.159590 nChanged 46 SP:Iteration 21Q (2181.765952 sec): 3 clusters Score: Raw -1364379.646139 + Penalty 3033.455030 = -1361346.191108 nChanged 43 SP:Iteration 22Q (2181.822873 sec): 3 clusters Score: Raw -1364385.648293 + Penalty 3033.455030 = -1361352.193263 nChanged 36 SP:Iteration 23Q (2181.877891 sec): 3 clusters Score: Raw -1364390.419169 + Penalty 3033.455030 = -1361356.964139 nChanged 32 SP:Iteration 24Q (2181.937825 sec): 3 clusters Score: Raw -1364394.424238 + Penalty 3033.455030 = -1361360.969207 nChanged 24 SP:Iteration 25Q (2181.993907 sec): 3 clusters Score: Raw -1364397.694026 + Penalty 3033.455030 = -1361364.238995 nChanged 19 SP:Iteration 26Q (2182.055149 sec): 3 clusters Score: Raw -1364399.960220 + Penalty 3033.455030 = -1361366.505189 nChanged 14 SP:Iteration 27Q (2182.116930 sec): 3 clusters Score: Raw -1364401.211115 + Penalty 3033.455030 = -1361367.756085 nChanged 13 SP:Iteration 28Q (2182.181028 sec): 3 clusters Score: Raw -1364402.431383 + Penalty 3033.455030 = -1361368.976352 nChanged 12 SP:Iteration 29Q (2182.244554 sec): 3 clusters Score: Raw -1364403.520679 + Penalty 3033.455030 = -1361370.065649 nChanged 9 SP:Iteration 30Q (2182.299133 sec): 3 clusters Score: Raw -1364404.429835 + Penalty 3033.455030 = -1361370.974804 nChanged 11 SP:Iteration 31Q (2182.350246 sec): 3 clusters Score: Raw -1364405.213568 + Penalty 3033.455030 = -1361371.758537 nChanged 9 SP:Iteration 32Q (2182.414156 sec): 3 clusters Score: Raw -1364405.925511 + Penalty 3033.455030 = -1361372.470480 nChanged 8 SP:Iteration 33Q (2182.479210 sec): 3 clusters Score: Raw -1364406.558024 + Penalty 3033.455030 = -1361373.102993 nChanged 8 SP:Iteration 34Q (2182.531577 sec): 3 clusters Score: Raw -1364407.278931 + Penalty 3033.455030 = -1361373.823900 nChanged 5 SP:Iteration 35Q (2182.600664 sec): 3 clusters Score: Raw -1364407.802450 + Penalty 3033.455030 = -1361374.347420 nChanged 8 SP:Iteration 36Q (2182.666838 sec): 3 clusters Score: Raw -1364408.405532 + Penalty 3033.455030 = -1361374.950502 nChanged 1 SP:Iteration 37Q (2182.716393 sec): 3 clusters Score: Raw -1364408.580952 + Penalty 3033.455030 = -1361375.125921 nChanged 3 SP:Iteration 38Q (2182.780921 sec): 3 clusters Score: Raw -1364408.931800 + Penalty 3033.455030 = -1361375.476770 nChanged 3 SP:Iteration 39Q (2182.854804 sec): 3 clusters Score: Raw -1364409.203413 + Penalty 3033.455030 = -1361375.748383 nChanged 4 SP:Iteration 40F (2182.912955 sec): 3 clusters Score: Raw -1364409.636051 + Penalty 3033.455030 = -1361376.181020 nChanged 3 SP:Iteration 41Q (2182.971368 sec): 3 clusters Score: Raw -1364409.816164 + Penalty 3033.455030 = -1361376.361133 nChanged 0 SP:Iteration 42F (2183.040669 sec): 3 clusters Score: Raw -1364409.816164 + Penalty 3033.455030 = -1361376.361133 nChanged 0 Trying to split cluster 2 (5006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2183.059173 sec): 2 clusters Score: Raw -583866.543188 + Penalty 1384.238777 = -582482.304412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2183.104919 sec): 3 clusters Score: Raw -581230.120993 + Penalty 2768.477553 = -578461.643440 nChanged 2043 SP:Iteration 1F (2183.152707 sec): 3 clusters Score: Raw -582349.073481 + Penalty 2768.477553 = -579580.595928 nChanged 350 SP:Iteration 2F (2183.209148 sec): 3 clusters Score: Raw -582548.479171 + Penalty 2768.477553 = -579780.001618 nChanged 273 SP:Iteration 3F (2183.254615 sec): 3 clusters Score: Raw -582712.857807 + Penalty 2768.477553 = -579944.380254 nChanged 248 SP:Iteration 4Q (2183.298693 sec): 3 clusters Score: Raw -582878.680881 + Penalty 2768.477553 = -580110.203328 nChanged 248 SP:Iteration 5Q (2183.350946 sec): 3 clusters Score: Raw -583047.372140 + Penalty 2768.477553 = -580278.894587 nChanged 238 SP:Iteration 6Q (2183.398281 sec): 3 clusters Score: Raw -583235.025862 + Penalty 2768.477553 = -580466.548309 nChanged 241 SP:Iteration 7Q (2183.441158 sec): 3 clusters Score: Raw -583436.554879 + Penalty 2768.477553 = -580668.077326 nChanged 219 SP:Iteration 8Q (2183.473684 sec): 3 clusters Score: Raw -583625.120503 + Penalty 2768.477553 = -580856.642950 nChanged 200 SP:Iteration 9Q (2183.534249 sec): 3 clusters Score: Raw -583808.296802 + Penalty 2768.477553 = -581039.819248 nChanged 138 SP:Iteration 10Q (2183.576400 sec): 3 clusters Score: Raw -583932.994896 + Penalty 2768.477553 = -581164.517343 nChanged 85 SP:Iteration 11Q (2183.624136 sec): 3 clusters Score: Raw -584021.898503 + Penalty 2768.477553 = -581253.420950 nChanged 62 SP:Iteration 12Q (2183.668282 sec): 3 clusters Score: Raw -584080.915234 + Penalty 2768.477553 = -581312.437681 nChanged 34 SP:Iteration 13Q (2183.713782 sec): 3 clusters Score: Raw -584111.983616 + Penalty 2768.477553 = -581343.506063 nChanged 22 SP:Iteration 14Q (2183.760716 sec): 3 clusters Score: Raw -584135.777251 + Penalty 2768.477553 = -581367.299698 nChanged 16 SP:Iteration 15Q (2183.815512 sec): 3 clusters Score: Raw -584149.015649 + Penalty 2768.477553 = -581380.538095 nChanged 13 SP:Iteration 16Q (2183.862875 sec): 3 clusters Score: Raw -584159.547639 + Penalty 2768.477553 = -581391.070085 nChanged 7 SP:Iteration 17Q (2183.917811 sec): 3 clusters Score: Raw -584165.573590 + Penalty 2768.477553 = -581397.096037 nChanged 6 SP:Iteration 18Q (2183.968404 sec): 3 clusters Score: Raw -584171.348493 + Penalty 2768.477553 = -581402.870939 nChanged 7 SP:Iteration 19Q (2184.015864 sec): 3 clusters Score: Raw -584174.796019 + Penalty 2768.477553 = -581406.318466 nChanged 7 SP:Iteration 20F (2184.073114 sec): 3 clusters Score: Raw -584180.340640 + Penalty 2768.477553 = -581411.863086 nChanged 6 SP:Iteration 21Q (2184.117919 sec): 3 clusters Score: Raw -584186.808655 + Penalty 2768.477553 = -581418.331101 nChanged 8 SP:Iteration 22Q (2184.154368 sec): 3 clusters Score: Raw -584194.864908 + Penalty 2768.477553 = -581426.387354 nChanged 8 SP:Iteration 23Q (2184.200133 sec): 3 clusters Score: Raw -584208.910842 + Penalty 2768.477553 = -581440.433288 nChanged 7 SP:Iteration 24Q (2184.256042 sec): 3 clusters Score: Raw -584217.647060 + Penalty 2768.477553 = -581449.169507 nChanged 5 SP:Iteration 25Q (2184.298257 sec): 3 clusters Score: Raw -584223.528470 + Penalty 2768.477553 = -581455.050917 nChanged 8 SP:Iteration 26Q (2184.345830 sec): 3 clusters Score: Raw -584231.794111 + Penalty 2768.477553 = -581463.316558 nChanged 2 SP:Iteration 27Q (2184.388943 sec): 3 clusters Score: Raw -584233.199299 + Penalty 2768.477553 = -581464.721746 nChanged 2 SP:Iteration 28Q (2184.436286 sec): 3 clusters Score: Raw -584234.627716 + Penalty 2768.477553 = -581466.150162 nChanged 2 SP:Iteration 29Q (2184.482009 sec): 3 clusters Score: Raw -584237.144285 + Penalty 2768.477553 = -581468.666731 nChanged 4 SP:Iteration 30Q (2184.542124 sec): 3 clusters Score: Raw -584239.035213 + Penalty 2768.477553 = -581470.557660 nChanged 0 SP:Iteration 31F (2184.597461 sec): 3 clusters Score: Raw -584239.035213 + Penalty 2768.477553 = -581470.557660 nChanged 0 Trying to split cluster 3 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2184.616063 sec): 2 clusters Score: Raw -22405.112362 + Penalty 867.349938 = -21537.762424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2184.648762 sec): 3 clusters Score: Raw -22470.995364 + Penalty 1734.699876 = -20736.295488 nChanged 25 SP:Iteration 1F (2184.694610 sec): 3 clusters Score: Raw -22553.202731 + Penalty 1734.699876 = -20818.502855 nChanged 13 SP:Iteration 2F (2184.739153 sec): 3 clusters Score: Raw -22606.488160 + Penalty 1734.699876 = -20871.788284 nChanged 4 SP:Iteration 3Q (2184.767920 sec): 3 clusters Score: Raw -22622.407766 + Penalty 1734.699876 = -20887.707891 nChanged 2 SP:Iteration 4Q (2184.792833 sec): 3 clusters Score: Raw -22631.543794 + Penalty 1734.699876 = -20896.843918 nChanged 1 SP:Iteration 5Q (2184.838066 sec): 3 clusters Score: Raw -22636.386707 + Penalty 1734.699876 = -20901.686831 nChanged 0 SP:Iteration 6F (2184.869752 sec): 3 clusters Score: Raw -22636.386707 + Penalty 1734.699876 = -20901.686831 nChanged 0 Trying to split cluster 4 (42986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2184.953917 sec): 2 clusters Score: Raw -5211111.427712 + Penalty 1733.652336 = -5209377.775376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2185.066248 sec): 3 clusters Score: Raw -5184266.609630 + Penalty 3467.304672 = -5180799.304958 nChanged 19900 SP:Iteration 1F (2185.172444 sec): 3 clusters Score: Raw -5195555.499834 + Penalty 3467.304672 = -5192088.195162 nChanged 1833 SP:Iteration 2Q (2185.299537 sec): 3 clusters Score: Raw -5196121.165888 + Penalty 3467.304672 = -5192653.861216 nChanged 1796 SP:Iteration 3Q (2185.428145 sec): 3 clusters Score: Raw -5196748.401171 + Penalty 3467.304672 = -5193281.096499 nChanged 1873 SP:Iteration 4Q (2185.542081 sec): 3 clusters Score: Raw -5197555.263631 + Penalty 3467.304672 = -5194087.958958 nChanged 2126 SP:Iteration 5Q (2185.655865 sec): 3 clusters Score: Raw -5198612.866136 + Penalty 3467.304672 = -5195145.561464 nChanged 2396 SP:Iteration 6F (2185.764112 sec): 3 clusters Score: Raw -5200146.544615 + Penalty 3467.304672 = -5196679.239943 nChanged 2740 SP:Iteration 7F (2185.881911 sec): 3 clusters Score: Raw -5202074.400714 + Penalty 3467.304672 = -5198607.096042 nChanged 2740 SP:Iteration 8F (2185.980765 sec): 3 clusters Score: Raw -5204046.290510 + Penalty 3467.304672 = -5200578.985838 nChanged 2523 SP:Iteration 9F (2186.085972 sec): 3 clusters Score: Raw -5205697.568692 + Penalty 3467.304672 = -5202230.264020 nChanged 2012 SP:Iteration 10Q (2186.200454 sec): 3 clusters Score: Raw -5206667.114768 + Penalty 3467.304672 = -5203199.810096 nChanged 1399 SP:Iteration 11Q (2186.320789 sec): 3 clusters Score: Raw -5207170.945947 + Penalty 3467.304672 = -5203703.641275 nChanged 947 SP:Iteration 12Q (2186.435715 sec): 3 clusters Score: Raw -5207469.607967 + Penalty 3467.304672 = -5204002.303295 nChanged 747 SP:Iteration 13Q (2186.550405 sec): 3 clusters Score: Raw -5207670.399228 + Penalty 3467.304672 = -5204203.094556 nChanged 594 SP:Iteration 14Q (2186.668674 sec): 3 clusters Score: Raw -5207819.821057 + Penalty 3467.304672 = -5204352.516385 nChanged 545 SP:Iteration 15Q (2186.788959 sec): 3 clusters Score: Raw -5207952.959821 + Penalty 3467.304672 = -5204485.655149 nChanged 515 SP:Iteration 16Q (2186.899829 sec): 3 clusters Score: Raw -5208072.332092 + Penalty 3467.304672 = -5204605.027420 nChanged 489 SP:Iteration 17Q (2187.006792 sec): 3 clusters Score: Raw -5208187.882386 + Penalty 3467.304672 = -5204720.577714 nChanged 498 SP:Iteration 18Q (2187.133895 sec): 3 clusters Score: Raw -5208305.748306 + Penalty 3467.304672 = -5204838.443634 nChanged 485 SP:Iteration 19Q (2187.253522 sec): 3 clusters Score: Raw -5208442.172670 + Penalty 3467.304672 = -5204974.867998 nChanged 524 SP:Iteration 20F (2187.352756 sec): 3 clusters Score: Raw -5208577.385416 + Penalty 3467.304672 = -5205110.080744 nChanged 519 SP:Iteration 21Q (2187.460840 sec): 3 clusters Score: Raw -5208713.254093 + Penalty 3467.304672 = -5205245.949421 nChanged 519 SP:Iteration 22Q (2187.559405 sec): 3 clusters Score: Raw -5208850.287713 + Penalty 3467.304672 = -5205382.983040 nChanged 531 SP:Iteration 23Q (2187.666522 sec): 3 clusters Score: Raw -5208997.251104 + Penalty 3467.304672 = -5205529.946432 nChanged 505 SP:Iteration 24Q (2187.783591 sec): 3 clusters Score: Raw -5209129.262266 + Penalty 3467.304672 = -5205661.957594 nChanged 459 SP:Iteration 25Q (2187.889298 sec): 3 clusters Score: Raw -5209248.158124 + Penalty 3467.304672 = -5205780.853452 nChanged 454 SP:Iteration 26Q (2188.011482 sec): 3 clusters Score: Raw -5209353.807891 + Penalty 3467.304672 = -5205886.503219 nChanged 444 SP:Iteration 27Q (2188.131941 sec): 3 clusters Score: Raw -5209451.771532 + Penalty 3467.304672 = -5205984.466860 nChanged 417 SP:Iteration 28Q (2188.236946 sec): 3 clusters Score: Raw -5209536.094247 + Penalty 3467.304672 = -5206068.789575 nChanged 395 SP:Iteration 29Q (2188.348503 sec): 3 clusters Score: Raw -5209608.860508 + Penalty 3467.304672 = -5206141.555836 nChanged 363 SP:Iteration 30Q (2188.456651 sec): 3 clusters Score: Raw -5209665.932170 + Penalty 3467.304672 = -5206198.627498 nChanged 289 SP:Iteration 31Q (2188.582719 sec): 3 clusters Score: Raw -5209704.263639 + Penalty 3467.304672 = -5206236.958966 nChanged 265 SP:Iteration 32Q (2188.708368 sec): 3 clusters Score: Raw -5209735.326611 + Penalty 3467.304672 = -5206268.021939 nChanged 239 SP:Iteration 33Q (2188.822047 sec): 3 clusters Score: Raw -5209760.428664 + Penalty 3467.304672 = -5206293.123992 nChanged 211 SP:Iteration 34Q (2188.947047 sec): 3 clusters Score: Raw -5209781.593817 + Penalty 3467.304672 = -5206314.289145 nChanged 182 SP:Iteration 35Q (2189.080219 sec): 3 clusters Score: Raw -5209799.209720 + Penalty 3467.304672 = -5206331.905048 nChanged 169 SP:Iteration 36Q (2189.195131 sec): 3 clusters Score: Raw -5209812.728772 + Penalty 3467.304672 = -5206345.424100 nChanged 154 SP:Iteration 37Q (2189.311892 sec): 3 clusters Score: Raw -5209824.325439 + Penalty 3467.304672 = -5206357.020767 nChanged 133 SP:Iteration 38Q (2189.418928 sec): 3 clusters Score: Raw -5209833.825894 + Penalty 3467.304672 = -5206366.521222 nChanged 138 SP:Iteration 39Q (2189.538415 sec): 3 clusters Score: Raw -5209843.796211 + Penalty 3467.304672 = -5206376.491539 nChanged 124 SP:Iteration 40F (2189.642844 sec): 3 clusters Score: Raw -5209854.016657 + Penalty 3467.304672 = -5206386.711985 nChanged 130 SP:Iteration 41Q (2189.754655 sec): 3 clusters Score: Raw -5209864.733279 + Penalty 3467.304672 = -5206397.428607 nChanged 135 SP:Iteration 42Q (2189.859713 sec): 3 clusters Score: Raw -5209875.775700 + Penalty 3467.304672 = -5206408.471028 nChanged 133 SP:Iteration 43Q (2189.982785 sec): 3 clusters Score: Raw -5209886.970907 + Penalty 3467.304672 = -5206419.666235 nChanged 126 SP:Iteration 44Q (2190.100098 sec): 3 clusters Score: Raw -5209897.991790 + Penalty 3467.304672 = -5206430.687117 nChanged 130 SP:Iteration 45Q (2190.209639 sec): 3 clusters Score: Raw -5209908.766961 + Penalty 3467.304672 = -5206441.462289 nChanged 126 SP:Iteration 46Q (2190.327115 sec): 3 clusters Score: Raw -5209918.767655 + Penalty 3467.304672 = -5206451.462983 nChanged 119 SP:Iteration 47Q (2190.446824 sec): 3 clusters Score: Raw -5209927.347321 + Penalty 3467.304672 = -5206460.042649 nChanged 114 SP:Iteration 48Q (2190.556493 sec): 3 clusters Score: Raw -5209936.289662 + Penalty 3467.304672 = -5206468.984990 nChanged 124 SP:Iteration 49Q (2190.665610 sec): 3 clusters Score: Raw -5209947.215026 + Penalty 3467.304672 = -5206479.910354 nChanged 121 SP:Iteration 50Q (2190.781927 sec): 3 clusters Score: Raw -5209958.581661 + Penalty 3467.304672 = -5206491.276989 nChanged 125 SP:Iteration 51Q (2190.887596 sec): 3 clusters Score: Raw -5209969.876657 + Penalty 3467.304672 = -5206502.571985 nChanged 127 SP:Iteration 52Q (2190.986005 sec): 3 clusters Score: Raw -5209981.066521 + Penalty 3467.304672 = -5206513.761849 nChanged 126 SP:Iteration 53Q (2191.101983 sec): 3 clusters Score: Raw -5209991.458442 + Penalty 3467.304672 = -5206524.153770 nChanged 145 SP:Iteration 54Q (2191.224939 sec): 3 clusters Score: Raw -5210005.065697 + Penalty 3467.304672 = -5206537.761025 nChanged 170 SP:Iteration 55Q (2191.339074 sec): 3 clusters Score: Raw -5210021.722795 + Penalty 3467.304672 = -5206554.418123 nChanged 159 SP:Iteration 56Q (2191.451224 sec): 3 clusters Score: Raw -5210037.460790 + Penalty 3467.304672 = -5206570.156118 nChanged 170 SP:Iteration 57Q (2191.561781 sec): 3 clusters Score: Raw -5210054.492871 + Penalty 3467.304672 = -5206587.188199 nChanged 168 SP:Iteration 58Q (2191.673425 sec): 3 clusters Score: Raw -5210070.858604 + Penalty 3467.304672 = -5206603.553932 nChanged 173 SP:Iteration 59Q (2191.779572 sec): 3 clusters Score: Raw -5210087.873993 + Penalty 3467.304672 = -5206620.569321 nChanged 169 SP:Iteration 60F (2191.892563 sec): 3 clusters Score: Raw -5210103.474420 + Penalty 3467.304672 = -5206636.169747 nChanged 140 SP:Iteration 61Q (2192.005674 sec): 3 clusters Score: Raw -5210113.672572 + Penalty 3467.304672 = -5206646.367900 nChanged 124 SP:Iteration 62Q (2192.100768 sec): 3 clusters Score: Raw -5210123.067840 + Penalty 3467.304672 = -5206655.763168 nChanged 122 SP:Iteration 63Q (2192.207590 sec): 3 clusters Score: Raw -5210133.478868 + Penalty 3467.304672 = -5206666.174196 nChanged 120 SP:Iteration 64Q (2192.315060 sec): 3 clusters Score: Raw -5210143.451575 + Penalty 3467.304672 = -5206676.146903 nChanged 118 SP:Iteration 65Q (2192.427052 sec): 3 clusters Score: Raw -5210153.838550 + Penalty 3467.304672 = -5206686.533878 nChanged 136 SP:Iteration 66Q (2192.543167 sec): 3 clusters Score: Raw -5210164.676605 + Penalty 3467.304672 = -5206697.371933 nChanged 127 SP:Iteration 67Q (2192.646647 sec): 3 clusters Score: Raw -5210174.888747 + Penalty 3467.304672 = -5206707.584075 nChanged 116 SP:Iteration 68Q (2192.747846 sec): 3 clusters Score: Raw -5210182.976565 + Penalty 3467.304672 = -5206715.671893 nChanged 119 SP:Iteration 69Q (2192.863655 sec): 3 clusters Score: Raw -5210192.248657 + Penalty 3467.304672 = -5206724.943985 nChanged 128 SP:Iteration 70Q (2192.985193 sec): 3 clusters Score: Raw -5210202.729033 + Penalty 3467.304672 = -5206735.424361 nChanged 121 SP:Iteration 71Q (2193.093194 sec): 3 clusters Score: Raw -5210212.461153 + Penalty 3467.304672 = -5206745.156480 nChanged 115 SP:Iteration 72Q (2193.210069 sec): 3 clusters Score: Raw -5210220.896218 + Penalty 3467.304672 = -5206753.591546 nChanged 111 SP:Iteration 73Q (2193.320964 sec): 3 clusters Score: Raw -5210230.474754 + Penalty 3467.304672 = -5206763.170082 nChanged 120 SP:Iteration 74Q (2193.440411 sec): 3 clusters Score: Raw -5210241.241253 + Penalty 3467.304672 = -5206773.936580 nChanged 128 SP:Iteration 75Q (2193.543721 sec): 3 clusters Score: Raw -5210252.287526 + Penalty 3467.304672 = -5206784.982854 nChanged 122 SP:Iteration 76Q (2193.657736 sec): 3 clusters Score: Raw -5210263.160104 + Penalty 3467.304672 = -5206795.855432 nChanged 133 SP:Iteration 77Q (2193.771496 sec): 3 clusters Score: Raw -5210274.489646 + Penalty 3467.304672 = -5206807.184974 nChanged 120 SP:Iteration 78Q (2193.867628 sec): 3 clusters Score: Raw -5210283.611753 + Penalty 3467.304672 = -5206816.307081 nChanged 125 SP:Iteration 79Q (2193.989606 sec): 3 clusters Score: Raw -5210293.464064 + Penalty 3467.304672 = -5206826.159392 nChanged 130 SP:Iteration 80F (2194.091904 sec): 3 clusters Score: Raw -5210304.579107 + Penalty 3467.304672 = -5206837.274435 nChanged 136 SP:Iteration 81Q (2194.199101 sec): 3 clusters Score: Raw -5210315.987335 + Penalty 3467.304672 = -5206848.682663 nChanged 115 SP:Iteration 82Q (2194.323048 sec): 3 clusters Score: Raw -5210324.301669 + Penalty 3467.304672 = -5206856.996997 nChanged 123 SP:Iteration 83Q (2194.436206 sec): 3 clusters Score: Raw -5210333.693504 + Penalty 3467.304672 = -5206866.388831 nChanged 111 SP:Iteration 84Q (2194.544696 sec): 3 clusters Score: Raw -5210342.135415 + Penalty 3467.304672 = -5206874.830743 nChanged 112 SP:Iteration 85Q (2194.655075 sec): 3 clusters Score: Raw -5210349.843077 + Penalty 3467.304672 = -5206882.538405 nChanged 98 SP:Iteration 86Q (2194.767226 sec): 3 clusters Score: Raw -5210356.854409 + Penalty 3467.304672 = -5206889.549737 nChanged 91 SP:Iteration 87Q (2194.871169 sec): 3 clusters Score: Raw -5210362.187019 + Penalty 3467.304672 = -5206894.882347 nChanged 72 SP:Iteration 88Q (2194.981498 sec): 3 clusters Score: Raw -5210366.238955 + Penalty 3467.304672 = -5206898.934283 nChanged 76 SP:Iteration 89Q (2195.097392 sec): 3 clusters Score: Raw -5210370.725461 + Penalty 3467.304672 = -5206903.420789 nChanged 76 SP:Iteration 90Q (2195.209802 sec): 3 clusters Score: Raw -5210375.044061 + Penalty 3467.304672 = -5206907.739389 nChanged 69 SP:Iteration 91Q (2195.321082 sec): 3 clusters Score: Raw -5210378.930842 + Penalty 3467.304672 = -5206911.626170 nChanged 63 SP:Iteration 92Q (2195.442462 sec): 3 clusters Score: Raw -5210382.412808 + Penalty 3467.304672 = -5206915.108136 nChanged 59 SP:Iteration 93Q (2195.556128 sec): 3 clusters Score: Raw -5210385.917446 + Penalty 3467.304672 = -5206918.612774 nChanged 59 SP:Iteration 94Q (2195.651653 sec): 3 clusters Score: Raw -5210389.063120 + Penalty 3467.304672 = -5206921.758448 nChanged 43 SP:Iteration 95Q (2195.746922 sec): 3 clusters Score: Raw -5210391.100751 + Penalty 3467.304672 = -5206923.796079 nChanged 39 SP:Iteration 96Q (2195.851826 sec): 3 clusters Score: Raw -5210393.074875 + Penalty 3467.304672 = -5206925.770203 nChanged 39 SP:Iteration 97Q (2195.967891 sec): 3 clusters Score: Raw -5210395.067154 + Penalty 3467.304672 = -5206927.762482 nChanged 45 SP:Iteration 98Q (2196.083226 sec): 3 clusters Score: Raw -5210397.276813 + Penalty 3467.304672 = -5206929.972141 nChanged 52 SP:Iteration 99Q (2196.190497 sec): 3 clusters Score: Raw -5210400.274315 + Penalty 3467.304672 = -5206932.969643 nChanged 50 SP:Iteration 100F (2196.303578 sec): 3 clusters Score: Raw -5210403.769295 + Penalty 3467.304672 = -5206936.464623 nChanged 66 SP:Iteration 101Q (2196.410012 sec): 3 clusters Score: Raw -5210408.614097 + Penalty 3467.304672 = -5206941.309425 nChanged 63 SP:Iteration 102Q (2196.528094 sec): 3 clusters Score: Raw -5210413.589071 + Penalty 3467.304672 = -5206946.284399 nChanged 83 SP:Iteration 103Q (2196.630731 sec): 3 clusters Score: Raw -5210419.261122 + Penalty 3467.304672 = -5206951.956450 nChanged 74 SP:Iteration 104Q (2196.739910 sec): 3 clusters Score: Raw -5210424.193402 + Penalty 3467.304672 = -5206956.888730 nChanged 77 SP:Iteration 105Q (2196.856842 sec): 3 clusters Score: Raw -5210429.512633 + Penalty 3467.304672 = -5206962.207961 nChanged 79 SP:Iteration 106Q (2196.968136 sec): 3 clusters Score: Raw -5210435.773116 + Penalty 3467.304672 = -5206968.468444 nChanged 96 SP:Iteration 107Q (2197.077672 sec): 3 clusters Score: Raw -5210443.760575 + Penalty 3467.304672 = -5206976.455903 nChanged 94 SP:Iteration 108Q (2197.180366 sec): 3 clusters Score: Raw -5210450.802542 + Penalty 3467.304672 = -5206983.497870 nChanged 89 SP:Iteration 109Q (2197.279539 sec): 3 clusters Score: Raw -5210457.318360 + Penalty 3467.304672 = -5206990.013688 nChanged 88 SP:Iteration 110Q (2197.393599 sec): 3 clusters Score: Raw -5210464.539927 + Penalty 3467.304672 = -5206997.235255 nChanged 88 SP:Iteration 111Q (2197.502877 sec): 3 clusters Score: Raw -5210471.921167 + Penalty 3467.304672 = -5207004.616495 nChanged 98 SP:Iteration 112Q (2197.612345 sec): 3 clusters Score: Raw -5210480.816763 + Penalty 3467.304672 = -5207013.512091 nChanged 89 SP:Iteration 113Q (2197.723671 sec): 3 clusters Score: Raw -5210488.280804 + Penalty 3467.304672 = -5207020.976132 nChanged 91 SP:Iteration 114Q (2197.826186 sec): 3 clusters Score: Raw -5210495.031970 + Penalty 3467.304672 = -5207027.727298 nChanged 75 SP:Iteration 115Q (2197.946413 sec): 3 clusters Score: Raw -5210499.890473 + Penalty 3467.304672 = -5207032.585801 nChanged 78 SP:Iteration 116Q (2198.043102 sec): 3 clusters Score: Raw -5210505.236868 + Penalty 3467.304672 = -5207037.932196 nChanged 68 SP:Iteration 117Q (2198.160329 sec): 3 clusters Score: Raw -5210510.071667 + Penalty 3467.304672 = -5207042.766994 nChanged 83 SP:Iteration 118Q (2198.263060 sec): 3 clusters Score: Raw -5210515.376480 + Penalty 3467.304672 = -5207048.071807 nChanged 80 SP:Iteration 119Q (2198.364511 sec): 3 clusters Score: Raw -5210521.573246 + Penalty 3467.304672 = -5207054.268574 nChanged 88 SP:Iteration 120F (2198.449308 sec): 3 clusters Score: Raw -5210528.883848 + Penalty 3467.304672 = -5207061.579176 nChanged 91 SP:Iteration 121Q (2198.549759 sec): 3 clusters Score: Raw -5210537.603242 + Penalty 3467.304672 = -5207070.298570 nChanged 100 SP:Iteration 122Q (2198.656366 sec): 3 clusters Score: Raw -5210547.021677 + Penalty 3467.304672 = -5207079.717005 nChanged 95 SP:Iteration 123Q (2198.772338 sec): 3 clusters Score: Raw -5210554.375370 + Penalty 3467.304672 = -5207087.070698 nChanged 98 SP:Iteration 124Q (2198.889092 sec): 3 clusters Score: Raw -5210563.072362 + Penalty 3467.304672 = -5207095.767690 nChanged 90 SP:Iteration 125Q (2198.994618 sec): 3 clusters Score: Raw -5210570.292309 + Penalty 3467.304672 = -5207102.987637 nChanged 78 SP:Iteration 126Q (2199.099117 sec): 3 clusters Score: Raw -5210576.778792 + Penalty 3467.304672 = -5207109.474120 nChanged 91 SP:Iteration 127Q (2199.205990 sec): 3 clusters Score: Raw -5210584.692816 + Penalty 3467.304672 = -5207117.388144 nChanged 95 SP:Iteration 128Q (2199.310590 sec): 3 clusters Score: Raw -5210594.454886 + Penalty 3467.304672 = -5207127.150214 nChanged 96 SP:Iteration 129Q (2199.434942 sec): 3 clusters Score: Raw -5210601.770837 + Penalty 3467.304672 = -5207134.466165 nChanged 73 SP:Iteration 130Q (2199.534831 sec): 3 clusters Score: Raw -5210607.941205 + Penalty 3467.304672 = -5207140.636533 nChanged 72 SP:Iteration 131Q (2199.641769 sec): 3 clusters Score: Raw -5210614.499359 + Penalty 3467.304672 = -5207147.194687 nChanged 74 SP:Iteration 132Q (2199.751706 sec): 3 clusters Score: Raw -5210621.298352 + Penalty 3467.304672 = -5207153.993680 nChanged 80 SP:Iteration 133Q (2199.854052 sec): 3 clusters Score: Raw -5210629.172185 + Penalty 3467.304672 = -5207161.867513 nChanged 92 SP:Iteration 134Q (2199.968195 sec): 3 clusters Score: Raw -5210639.105635 + Penalty 3467.304672 = -5207171.800963 nChanged 100 SP:Iteration 135Q (2200.068935 sec): 3 clusters Score: Raw -5210648.405829 + Penalty 3467.304672 = -5207181.101157 nChanged 91 SP:Iteration 136Q (2200.191555 sec): 3 clusters Score: Raw -5210657.283054 + Penalty 3467.304672 = -5207189.978382 nChanged 90 SP:Iteration 137Q (2200.295812 sec): 3 clusters Score: Raw -5210665.458057 + Penalty 3467.304672 = -5207198.153385 nChanged 90 SP:Iteration 138Q (2200.412227 sec): 3 clusters Score: Raw -5210673.315359 + Penalty 3467.304672 = -5207206.010687 nChanged 80 SP:Iteration 139Q (2200.520023 sec): 3 clusters Score: Raw -5210680.544734 + Penalty 3467.304672 = -5207213.240062 nChanged 100 SP:Iteration 140F (2200.628915 sec): 3 clusters Score: Raw -5210690.089668 + Penalty 3467.304672 = -5207222.784996 nChanged 93 SP:Iteration 141Q (2200.748128 sec): 3 clusters Score: Raw -5210698.826459 + Penalty 3467.304672 = -5207231.521787 nChanged 95 SP:Iteration 142Q (2200.869937 sec): 3 clusters Score: Raw -5210709.108720 + Penalty 3467.304672 = -5207241.804048 nChanged 110 SP:Iteration 143Q (2200.973511 sec): 3 clusters Score: Raw -5210719.627559 + Penalty 3467.304672 = -5207252.322887 nChanged 123 SP:Iteration 144Q (2201.086661 sec): 3 clusters Score: Raw -5210733.729716 + Penalty 3467.304672 = -5207266.425044 nChanged 123 SP:Iteration 145Q (2201.204573 sec): 3 clusters Score: Raw -5210746.069777 + Penalty 3467.304672 = -5207278.765105 nChanged 107 SP:Iteration 146Q (2201.306324 sec): 3 clusters Score: Raw -5210758.566289 + Penalty 3467.304672 = -5207291.261617 nChanged 113 SP:Iteration 147Q (2201.419920 sec): 3 clusters Score: Raw -5210773.712749 + Penalty 3467.304672 = -5207306.408077 nChanged 126 SP:Iteration 148Q (2201.523531 sec): 3 clusters Score: Raw -5210789.588129 + Penalty 3467.304672 = -5207322.283457 nChanged 127 SP:Iteration 149Q (2201.630102 sec): 3 clusters Score: Raw -5210805.132621 + Penalty 3467.304672 = -5207337.827949 nChanged 140 SP:Iteration 150Q (2201.732804 sec): 3 clusters Score: Raw -5210822.203279 + Penalty 3467.304672 = -5207354.898607 nChanged 133 SP:Iteration 151Q (2201.834901 sec): 3 clusters Score: Raw -5210838.527819 + Penalty 3467.304672 = -5207371.223147 nChanged 144 SP:Iteration 152Q (2201.944661 sec): 3 clusters Score: Raw -5210856.898497 + Penalty 3467.304672 = -5207389.593825 nChanged 141 SP:Iteration 153Q (2202.052201 sec): 3 clusters Score: Raw -5210876.195422 + Penalty 3467.304672 = -5207408.890750 nChanged 138 SP:Iteration 154Q (2202.149594 sec): 3 clusters Score: Raw -5210894.874915 + Penalty 3467.304672 = -5207427.570243 nChanged 141 SP:Iteration 155Q (2202.270241 sec): 3 clusters Score: Raw -5210914.440605 + Penalty 3467.304672 = -5207447.135933 nChanged 121 SP:Iteration 156Q (2202.378019 sec): 3 clusters Score: Raw -5210931.177979 + Penalty 3467.304672 = -5207463.873306 nChanged 137 SP:Iteration 157Q (2202.473170 sec): 3 clusters Score: Raw -5210948.921390 + Penalty 3467.304672 = -5207481.616718 nChanged 120 SP:Iteration 158Q (2202.578931 sec): 3 clusters Score: Raw -5210964.726920 + Penalty 3467.304672 = -5207497.422248 nChanged 132 SP:Iteration 159Q (2202.681665 sec): 3 clusters Score: Raw -5210982.966735 + Penalty 3467.304672 = -5207515.662063 nChanged 147 SP:Iteration 160F (2202.798980 sec): 3 clusters Score: Raw -5211003.441892 + Penalty 3467.304672 = -5207536.137220 nChanged 136 SP:Iteration 161Q (2202.907762 sec): 3 clusters Score: Raw -5211023.758431 + Penalty 3467.304672 = -5207556.453759 nChanged 132 SP:Iteration 162Q (2203.003873 sec): 3 clusters Score: Raw -5211042.149126 + Penalty 3467.304672 = -5207574.844454 nChanged 114 SP:Iteration 163Q (2203.118329 sec): 3 clusters Score: Raw -5211055.655255 + Penalty 3467.304672 = -5207588.350583 nChanged 106 SP:Iteration 164Q (2203.222142 sec): 3 clusters Score: Raw -5211068.370036 + Penalty 3467.304672 = -5207601.065364 nChanged 97 SP:Iteration 165Q (2203.315872 sec): 3 clusters Score: Raw -5211079.590863 + Penalty 3467.304672 = -5207612.286190 nChanged 107 SP:Iteration 166Q (2203.418871 sec): 3 clusters Score: Raw -5211092.198594 + Penalty 3467.304672 = -5207624.893922 nChanged 105 SP:Iteration 167Q (2203.522848 sec): 3 clusters Score: Raw -5211104.427943 + Penalty 3467.304672 = -5207637.123270 nChanged 102 SP:Iteration 168Q (2203.638167 sec): 3 clusters Score: Raw -5211116.960988 + Penalty 3467.304672 = -5207649.656316 nChanged 103 SP:Iteration 169Q (2203.743048 sec): 3 clusters Score: Raw -5211130.592629 + Penalty 3467.304672 = -5207663.287957 nChanged 114 SP:Iteration 170Q (2203.841194 sec): 3 clusters Score: Raw -5211145.409070 + Penalty 3467.304672 = -5207678.104398 nChanged 110 SP:Iteration 171Q (2203.944718 sec): 3 clusters Score: Raw -5211159.146226 + Penalty 3467.304672 = -5207691.841554 nChanged 99 SP:Iteration 172Q (2204.054633 sec): 3 clusters Score: Raw -5211173.369278 + Penalty 3467.304672 = -5207706.064605 nChanged 104 SP:Iteration 173Q (2204.167171 sec): 3 clusters Score: Raw -5211189.734555 + Penalty 3467.304672 = -5207722.429883 nChanged 110 SP:Iteration 174Q (2204.278128 sec): 3 clusters Score: Raw -5211205.382597 + Penalty 3467.304672 = -5207738.077925 nChanged 94 SP:Iteration 175Q (2204.373729 sec): 3 clusters Score: Raw -5211216.615706 + Penalty 3467.304672 = -5207749.311034 nChanged 79 SP:Iteration 176Q (2204.470660 sec): 3 clusters Score: Raw -5211227.180705 + Penalty 3467.304672 = -5207759.876033 nChanged 77 SP:Iteration 177Q (2204.578286 sec): 3 clusters Score: Raw -5211239.276578 + Penalty 3467.304672 = -5207771.971906 nChanged 87 SP:Iteration 178Q (2204.682084 sec): 3 clusters Score: Raw -5211252.337287 + Penalty 3467.304672 = -5207785.032615 nChanged 85 SP:Iteration 179Q (2204.788154 sec): 3 clusters Score: Raw -5211265.007286 + Penalty 3467.304672 = -5207797.702614 nChanged 79 SP:Iteration 180F (2204.907337 sec): 3 clusters Score: Raw -5211275.944999 + Penalty 3467.304672 = -5207808.640327 nChanged 84 SP:Iteration 181Q (2205.007731 sec): 3 clusters Score: Raw -5211288.387933 + Penalty 3467.304672 = -5207821.083261 nChanged 81 SP:Iteration 182Q (2205.121706 sec): 3 clusters Score: Raw -5211299.450917 + Penalty 3467.304672 = -5207832.146245 nChanged 66 SP:Iteration 183Q (2205.224037 sec): 3 clusters Score: Raw -5211307.854364 + Penalty 3467.304672 = -5207840.549692 nChanged 69 SP:Iteration 184Q (2205.329805 sec): 3 clusters Score: Raw -5211316.121531 + Penalty 3467.304672 = -5207848.816859 nChanged 70 SP:Iteration 185Q (2205.441907 sec): 3 clusters Score: Raw -5211327.097934 + Penalty 3467.304672 = -5207859.793262 nChanged 68 SP:Iteration 186Q (2205.555748 sec): 3 clusters Score: Raw -5211336.910083 + Penalty 3467.304672 = -5207869.605411 nChanged 73 SP:Iteration 187Q (2205.663124 sec): 3 clusters Score: Raw -5211350.798916 + Penalty 3467.304672 = -5207883.494243 nChanged 86 SP:Iteration 188Q (2205.775981 sec): 3 clusters Score: Raw -5211366.506085 + Penalty 3467.304672 = -5207899.201413 nChanged 91 SP:Iteration 189Q (2205.873660 sec): 3 clusters Score: Raw -5211382.930809 + Penalty 3467.304672 = -5207915.626137 nChanged 83 SP:Iteration 190Q (2205.984032 sec): 3 clusters Score: Raw -5211397.236520 + Penalty 3467.304672 = -5207929.931848 nChanged 74 SP:Iteration 191Q (2206.092909 sec): 3 clusters Score: Raw -5211409.207761 + Penalty 3467.304672 = -5207941.903089 nChanged 74 SP:Iteration 192Q (2206.192736 sec): 3 clusters Score: Raw -5211421.553601 + Penalty 3467.304672 = -5207954.248929 nChanged 67 SP:Iteration 193Q (2206.316092 sec): 3 clusters Score: Raw -5211431.036350 + Penalty 3467.304672 = -5207963.731678 nChanged 68 SP:Iteration 194Q (2206.424793 sec): 3 clusters Score: Raw -5211441.326907 + Penalty 3467.304672 = -5207974.022234 nChanged 57 SP:Iteration 195Q (2206.524658 sec): 3 clusters Score: Raw -5211449.396284 + Penalty 3467.304672 = -5207982.091612 nChanged 50 SP:Iteration 196Q (2206.623308 sec): 3 clusters Score: Raw -5211456.450807 + Penalty 3467.304672 = -5207989.146134 nChanged 45 SP:Iteration 197Q (2206.727339 sec): 3 clusters Score: Raw -5211462.743060 + Penalty 3467.304672 = -5207995.438388 nChanged 40 SP:Iteration 198Q (2206.833333 sec): 3 clusters Score: Raw -5211469.156998 + Penalty 3467.304672 = -5208001.852326 nChanged 43 SP:Iteration 199Q (2206.926850 sec): 3 clusters Score: Raw -5211477.431511 + Penalty 3467.304672 = -5208010.126839 nChanged 53 SP:Iteration 200F (2207.037858 sec): 3 clusters Score: Raw -5211487.877637 + Penalty 3467.304672 = -5208020.572965 nChanged 56 SP:Iteration 201Q (2207.136047 sec): 3 clusters Score: Raw -5211500.654576 + Penalty 3467.304672 = -5208033.349904 nChanged 68 SP:Iteration 202Q (2207.240824 sec): 3 clusters Score: Raw -5211515.715337 + Penalty 3467.304672 = -5208048.410665 nChanged 69 SP:Iteration 203Q (2207.341085 sec): 3 clusters Score: Raw -5211531.879477 + Penalty 3467.304672 = -5208064.574805 nChanged 71 SP:Iteration 204Q (2207.457691 sec): 3 clusters Score: Raw -5211549.612569 + Penalty 3467.304672 = -5208082.307897 nChanged 62 SP:Iteration 205Q (2207.559765 sec): 3 clusters Score: Raw -5211562.037173 + Penalty 3467.304672 = -5208094.732500 nChanged 46 SP:Iteration 206Q (2207.672732 sec): 3 clusters Score: Raw -5211572.484353 + Penalty 3467.304672 = -5208105.179681 nChanged 52 SP:Iteration 207Q (2207.773992 sec): 3 clusters Score: Raw -5211584.778520 + Penalty 3467.304672 = -5208117.473848 nChanged 44 SP:Iteration 208Q (2207.872869 sec): 3 clusters Score: Raw -5211592.386603 + Penalty 3467.304672 = -5208125.081931 nChanged 28 SP:Iteration 209Q (2207.972562 sec): 3 clusters Score: Raw -5211596.948948 + Penalty 3467.304672 = -5208129.644276 nChanged 36 SP:Iteration 210Q (2208.062148 sec): 3 clusters Score: Raw -5211604.051773 + Penalty 3467.304672 = -5208136.747100 nChanged 34 SP:Iteration 211Q (2208.171093 sec): 3 clusters Score: Raw -5211610.154221 + Penalty 3467.304672 = -5208142.849549 nChanged 31 SP:Iteration 212Q (2208.265367 sec): 3 clusters Score: Raw -5211616.150071 + Penalty 3467.304672 = -5208148.845399 nChanged 29 SP:Iteration 213Q (2208.366449 sec): 3 clusters Score: Raw -5211622.096739 + Penalty 3467.304672 = -5208154.792067 nChanged 40 SP:Iteration 214Q (2208.457605 sec): 3 clusters Score: Raw -5211629.573376 + Penalty 3467.304672 = -5208162.268704 nChanged 33 SP:Iteration 215Q (2208.566153 sec): 3 clusters Score: Raw -5211635.775809 + Penalty 3467.304672 = -5208168.471137 nChanged 39 SP:Iteration 216Q (2208.662646 sec): 3 clusters Score: Raw -5211644.140036 + Penalty 3467.304672 = -5208176.835364 nChanged 40 SP:Iteration 217Q (2208.772153 sec): 3 clusters Score: Raw -5211650.285893 + Penalty 3467.304672 = -5208182.981221 nChanged 29 SP:Iteration 218Q (2208.877215 sec): 3 clusters Score: Raw -5211655.218296 + Penalty 3467.304672 = -5208187.913624 nChanged 33 SP:Iteration 219Q (2208.976976 sec): 3 clusters Score: Raw -5211660.819285 + Penalty 3467.304672 = -5208193.514613 nChanged 27 SP:Iteration 220F (2209.091996 sec): 3 clusters Score: Raw -5211665.602121 + Penalty 3467.304672 = -5208198.297449 nChanged 23 SP:Iteration 221Q (2209.187375 sec): 3 clusters Score: Raw -5211669.414486 + Penalty 3467.304672 = -5208202.109814 nChanged 15 SP:Iteration 222Q (2209.292620 sec): 3 clusters Score: Raw -5211671.910032 + Penalty 3467.304672 = -5208204.605360 nChanged 17 SP:Iteration 223Q (2209.390380 sec): 3 clusters Score: Raw -5211674.839739 + Penalty 3467.304672 = -5208207.535067 nChanged 17 SP:Iteration 224Q (2209.496345 sec): 3 clusters Score: Raw -5211678.534115 + Penalty 3467.304672 = -5208211.229443 nChanged 21 SP:Iteration 225Q (2209.602526 sec): 3 clusters Score: Raw -5211681.836605 + Penalty 3467.304672 = -5208214.531933 nChanged 17 SP:Iteration 226Q (2209.698946 sec): 3 clusters Score: Raw -5211683.952778 + Penalty 3467.304672 = -5208216.648106 nChanged 13 SP:Iteration 227Q (2209.800578 sec): 3 clusters Score: Raw -5211685.862666 + Penalty 3467.304672 = -5208218.557994 nChanged 11 SP:Iteration 228Q (2209.883672 sec): 3 clusters Score: Raw -5211687.751948 + Penalty 3467.304672 = -5208220.447276 nChanged 12 SP:Iteration 229Q (2209.997511 sec): 3 clusters Score: Raw -5211689.498436 + Penalty 3467.304672 = -5208222.193764 nChanged 11 SP:Iteration 230Q (2210.103012 sec): 3 clusters Score: Raw -5211691.152295 + Penalty 3467.304672 = -5208223.847623 nChanged 15 SP:Iteration 231Q (2210.191007 sec): 3 clusters Score: Raw -5211693.316121 + Penalty 3467.304672 = -5208226.011449 nChanged 10 SP:Iteration 232Q (2210.295695 sec): 3 clusters Score: Raw -5211694.602864 + Penalty 3467.304672 = -5208227.298192 nChanged 12 SP:Iteration 233Q (2210.393725 sec): 3 clusters Score: Raw -5211696.138021 + Penalty 3467.304672 = -5208228.833349 nChanged 7 SP:Iteration 234Q (2210.494595 sec): 3 clusters Score: Raw -5211696.952817 + Penalty 3467.304672 = -5208229.648144 nChanged 4 SP:Iteration 235Q (2210.599696 sec): 3 clusters Score: Raw -5211697.439689 + Penalty 3467.304672 = -5208230.135017 nChanged 3 SP:Iteration 236Q (2210.691504 sec): 3 clusters Score: Raw -5211697.756278 + Penalty 3467.304672 = -5208230.451606 nChanged 4 SP:Iteration 237Q (2210.804600 sec): 3 clusters Score: Raw -5211698.159879 + Penalty 3467.304672 = -5208230.855206 nChanged 7 SP:Iteration 238Q (2210.894828 sec): 3 clusters Score: Raw -5211698.815970 + Penalty 3467.304672 = -5208231.511298 nChanged 3 SP:Iteration 239Q (2211.001857 sec): 3 clusters Score: Raw -5211699.182534 + Penalty 3467.304672 = -5208231.877861 nChanged 6 SP:Iteration 240F (2211.111799 sec): 3 clusters Score: Raw -5211699.865636 + Penalty 3467.304672 = -5208232.560964 nChanged 2 SP:Iteration 241Q (2211.214290 sec): 3 clusters Score: Raw -5211700.147554 + Penalty 3467.304672 = -5208232.842881 nChanged 3 SP:Iteration 242Q (2211.308896 sec): 3 clusters Score: Raw -5211700.587623 + Penalty 3467.304672 = -5208233.282950 nChanged 2 SP:Iteration 243Q (2211.407491 sec): 3 clusters Score: Raw -5211701.146703 + Penalty 3467.304672 = -5208233.842031 nChanged 5 SP:Iteration 244Q (2211.511332 sec): 3 clusters Score: Raw -5211701.991460 + Penalty 3467.304672 = -5208234.686788 nChanged 8 SP:Iteration 245Q (2211.585147 sec): 3 clusters Score: Raw -5211703.755309 + Penalty 3467.304672 = -5208236.450637 nChanged 7 SP:Iteration 246Q (2211.682785 sec): 3 clusters Score: Raw -5211704.936642 + Penalty 3467.304672 = -5208237.631969 nChanged 5 SP:Iteration 247Q (2211.798353 sec): 3 clusters Score: Raw -5211705.264400 + Penalty 3467.304672 = -5208237.959728 nChanged 1 SP:Iteration 248Q (2211.902968 sec): 3 clusters Score: Raw -5211705.382013 + Penalty 3467.304672 = -5208238.077341 nChanged 0 SP:Iteration 249F (2212.014902 sec): 3 clusters Score: Raw -5211705.382013 + Penalty 3467.304672 = -5208238.077341 nChanged 0 Trying to split cluster 5 (12710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2212.047657 sec): 2 clusters Score: Raw -1504658.051524 + Penalty 1535.648459 = -1503122.403065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2212.115083 sec): 3 clusters Score: Raw -1497240.390009 + Penalty 3071.296918 = -1494169.093091 nChanged 5581 SP:Iteration 1F (2212.171460 sec): 3 clusters Score: Raw -1500305.314297 + Penalty 3071.296918 = -1497234.017378 nChanged 734 SP:Iteration 2F (2212.235330 sec): 3 clusters Score: Raw -1500607.401953 + Penalty 3071.296918 = -1497536.105035 nChanged 623 SP:Iteration 3Q (2212.287462 sec): 3 clusters Score: Raw -1500858.699934 + Penalty 3071.296918 = -1497787.403015 nChanged 539 SP:Iteration 4Q (2212.363000 sec): 3 clusters Score: Raw -1501077.407075 + Penalty 3071.296918 = -1498006.110157 nChanged 543 SP:Iteration 5Q (2212.415830 sec): 3 clusters Score: Raw -1501305.231987 + Penalty 3071.296918 = -1498233.935069 nChanged 517 SP:Iteration 6Q (2212.479452 sec): 3 clusters Score: Raw -1501525.584810 + Penalty 3071.296918 = -1498454.287892 nChanged 539 SP:Iteration 7Q (2212.547022 sec): 3 clusters Score: Raw -1501797.245910 + Penalty 3071.296918 = -1498725.948992 nChanged 557 SP:Iteration 8Q (2212.614641 sec): 3 clusters Score: Raw -1502110.075852 + Penalty 3071.296918 = -1499038.778934 nChanged 584 SP:Iteration 9Q (2212.683283 sec): 3 clusters Score: Raw -1502445.006536 + Penalty 3071.296918 = -1499373.709617 nChanged 555 SP:Iteration 10Q (2212.745672 sec): 3 clusters Score: Raw -1502759.168540 + Penalty 3071.296918 = -1499687.871621 nChanged 533 SP:Iteration 11Q (2212.811734 sec): 3 clusters Score: Raw -1503109.163195 + Penalty 3071.296918 = -1500037.866277 nChanged 500 SP:Iteration 12Q (2212.884039 sec): 3 clusters Score: Raw -1503460.733286 + Penalty 3071.296918 = -1500389.436368 nChanged 466 SP:Iteration 13Q (2212.929723 sec): 3 clusters Score: Raw -1503806.220948 + Penalty 3071.296918 = -1500734.924030 nChanged 386 SP:Iteration 14Q (2212.963334 sec): 3 clusters Score: Raw -1504095.932099 + Penalty 3071.296918 = -1501024.635180 nChanged 287 SP:Iteration 15Q (2213.036368 sec): 3 clusters Score: Raw -1504343.749835 + Penalty 3071.296918 = -1501272.452917 nChanged 213 SP:Iteration 16Q (2213.092491 sec): 3 clusters Score: Raw -1504538.832953 + Penalty 3071.296918 = -1501467.536035 nChanged 160 SP:Iteration 17Q (2213.145286 sec): 3 clusters Score: Raw -1504691.930463 + Penalty 3071.296918 = -1501620.633545 nChanged 109 SP:Iteration 18Q (2213.206669 sec): 3 clusters Score: Raw -1504818.127620 + Penalty 3071.296918 = -1501746.830701 nChanged 71 SP:Iteration 19Q (2213.271329 sec): 3 clusters Score: Raw -1504924.756938 + Penalty 3071.296918 = -1501853.460020 nChanged 48 SP:Iteration 20F (2213.325048 sec): 3 clusters Score: Raw -1504992.077896 + Penalty 3071.296918 = -1501920.780977 nChanged 34 SP:Iteration 21Q (2213.367651 sec): 3 clusters Score: Raw -1505024.582484 + Penalty 3071.296918 = -1501953.285566 nChanged 23 SP:Iteration 22Q (2213.434412 sec): 3 clusters Score: Raw -1505040.728091 + Penalty 3071.296918 = -1501969.431172 nChanged 16 SP:Iteration 23Q (2213.499441 sec): 3 clusters Score: Raw -1505052.515303 + Penalty 3071.296918 = -1501981.218385 nChanged 12 SP:Iteration 24Q (2213.547601 sec): 3 clusters Score: Raw -1505057.008039 + Penalty 3071.296918 = -1501985.711120 nChanged 4 SP:Iteration 25Q (2213.612385 sec): 3 clusters Score: Raw -1505059.109179 + Penalty 3071.296918 = -1501987.812261 nChanged 5 SP:Iteration 26Q (2213.671434 sec): 3 clusters Score: Raw -1505061.812092 + Penalty 3071.296918 = -1501990.515174 nChanged 7 SP:Iteration 27Q (2213.731571 sec): 3 clusters Score: Raw -1505065.585602 + Penalty 3071.296918 = -1501994.288684 nChanged 6 SP:Iteration 28Q (2213.796284 sec): 3 clusters Score: Raw -1505066.920582 + Penalty 3071.296918 = -1501995.623663 nChanged 3 SP:Iteration 29Q (2213.856769 sec): 3 clusters Score: Raw -1505068.058438 + Penalty 3071.296918 = -1501996.761519 nChanged 2 SP:Iteration 30Q (2213.915720 sec): 3 clusters Score: Raw -1505069.126687 + Penalty 3071.296918 = -1501997.829768 nChanged 2 SP:Iteration 31Q (2213.977105 sec): 3 clusters Score: Raw -1505069.947885 + Penalty 3071.296918 = -1501998.650967 nChanged 3 SP:Iteration 32Q (2214.042852 sec): 3 clusters Score: Raw -1505070.842993 + Penalty 3071.296918 = -1501999.546074 nChanged 1 SP:Iteration 33Q (2214.101391 sec): 3 clusters Score: Raw -1505071.122208 + Penalty 3071.296918 = -1501999.825289 nChanged 0 SP:Iteration 34F (2214.162060 sec): 3 clusters Score: Raw -1505071.122208 + Penalty 3071.296918 = -1501999.825289 nChanged 0 Trying to split cluster 6 (3379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2214.182597 sec): 2 clusters Score: Raw -432044.260417 + Penalty 1320.366952 = -430723.893465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2214.230049 sec): 3 clusters Score: Raw -430442.587274 + Penalty 2640.733903 = -427801.853371 nChanged 1313 SP:Iteration 1F (2214.276265 sec): 3 clusters Score: Raw -431297.868661 + Penalty 2640.733903 = -428657.134757 nChanged 272 SP:Iteration 2F (2214.334436 sec): 3 clusters Score: Raw -431490.266476 + Penalty 2640.733903 = -428849.532573 nChanged 175 SP:Iteration 3F (2214.365864 sec): 3 clusters Score: Raw -431613.476066 + Penalty 2640.733903 = -428972.742163 nChanged 142 SP:Iteration 4Q (2214.403417 sec): 3 clusters Score: Raw -431720.979989 + Penalty 2640.733903 = -429080.246086 nChanged 113 SP:Iteration 5Q (2214.449896 sec): 3 clusters Score: Raw -431823.588919 + Penalty 2640.733903 = -429182.855016 nChanged 114 SP:Iteration 6Q (2214.489721 sec): 3 clusters Score: Raw -431925.654253 + Penalty 2640.733903 = -429284.920350 nChanged 132 SP:Iteration 7Q (2214.537880 sec): 3 clusters Score: Raw -432053.365003 + Penalty 2640.733903 = -429412.631100 nChanged 149 SP:Iteration 8Q (2214.588635 sec): 3 clusters Score: Raw -432240.448810 + Penalty 2640.733903 = -429599.714907 nChanged 185 SP:Iteration 9F (2214.625817 sec): 3 clusters Score: Raw -432601.734042 + Penalty 2640.733903 = -429961.000138 nChanged 206 SP:Iteration 10F (2214.668764 sec): 3 clusters Score: Raw -433429.703154 + Penalty 2640.733903 = -430788.969251 nChanged 194 SP:Iteration 11F (2214.707112 sec): 3 clusters Score: Raw -434574.055673 + Penalty 2640.733903 = -431933.321770 nChanged 204 SP:Iteration 12F (2214.752058 sec): 3 clusters Score: Raw -434839.152127 + Penalty 2640.733903 = -432198.418224 nChanged 147 SP:Iteration 13Q (2214.798404 sec): 3 clusters Score: Raw -435034.800919 + Penalty 2640.733903 = -432394.067016 nChanged 108 SP:Iteration 14Q (2214.853749 sec): 3 clusters Score: Raw -435190.838112 + Penalty 2640.733903 = -432550.104208 nChanged 86 SP:Iteration 15Q (2214.889250 sec): 3 clusters Score: Raw -435362.868175 + Penalty 2640.733903 = -432722.134272 nChanged 58 SP:Iteration 16Q (2214.931261 sec): 3 clusters Score: Raw -435572.606154 + Penalty 2640.733903 = -432931.872250 nChanged 46 SP:Iteration 17Q (2214.975857 sec): 3 clusters Score: Raw -436001.707512 + Penalty 2640.733903 = -433360.973608 nChanged 12 SP:Iteration 18Q (2215.025552 sec): 3 clusters Score: Raw -436167.002354 + Penalty 2640.733903 = -433526.268451 nChanged 0 SP:Iteration 19F (2215.086135 sec): 3 clusters Score: Raw -436167.002354 + Penalty 2640.733903 = -433526.268451 nChanged 0 Score: Raw -51870512.918391 + Penalty 50654.483105 = -51819858.435286 Splitting cluster 6 changes total score from -51817775.387949 to -51819858.435286 So it's getting split into cluster 24. Trying to split cluster 7 (10269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2222.034288 sec): 2 clusters Score: Raw -1242774.223571 + Penalty 1500.993801 = -1241273.229771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2222.078534 sec): 3 clusters Score: Raw -1236867.164220 + Penalty 3001.987601 = -1233865.176619 nChanged 4461 SP:Iteration 1F (2222.128375 sec): 3 clusters Score: Raw -1239209.495035 + Penalty 3001.987601 = -1236207.507433 nChanged 576 SP:Iteration 2F (2222.186623 sec): 3 clusters Score: Raw -1239430.061665 + Penalty 3001.987601 = -1236428.074063 nChanged 470 SP:Iteration 3Q (2222.244719 sec): 3 clusters Score: Raw -1239611.185350 + Penalty 3001.987601 = -1236609.197749 nChanged 428 SP:Iteration 4Q (2222.295217 sec): 3 clusters Score: Raw -1239762.570381 + Penalty 3001.987601 = -1236760.582780 nChanged 374 SP:Iteration 5Q (2222.355073 sec): 3 clusters Score: Raw -1239901.144311 + Penalty 3001.987601 = -1236899.156709 nChanged 382 SP:Iteration 6Q (2222.433809 sec): 3 clusters Score: Raw -1240056.958077 + Penalty 3001.987601 = -1237054.970476 nChanged 403 SP:Iteration 7Q (2222.485756 sec): 3 clusters Score: Raw -1240230.891946 + Penalty 3001.987601 = -1237228.904345 nChanged 441 SP:Iteration 8Q (2222.534349 sec): 3 clusters Score: Raw -1240458.515449 + Penalty 3001.987601 = -1237456.527848 nChanged 494 SP:Iteration 9Q (2222.590701 sec): 3 clusters Score: Raw -1240755.997532 + Penalty 3001.987601 = -1237754.009931 nChanged 562 SP:Iteration 10F (2222.646052 sec): 3 clusters Score: Raw -1241144.258288 + Penalty 3001.987601 = -1238142.270686 nChanged 550 SP:Iteration 11F (2222.702762 sec): 3 clusters Score: Raw -1241596.416737 + Penalty 3001.987601 = -1238594.429136 nChanged 529 SP:Iteration 12F (2222.761529 sec): 3 clusters Score: Raw -1242065.516652 + Penalty 3001.987601 = -1239063.529051 nChanged 427 SP:Iteration 13Q (2222.823706 sec): 3 clusters Score: Raw -1242444.316628 + Penalty 3001.987601 = -1239442.329027 nChanged 282 SP:Iteration 14Q (2222.877936 sec): 3 clusters Score: Raw -1242678.049391 + Penalty 3001.987601 = -1239676.061790 nChanged 171 SP:Iteration 15Q (2222.922443 sec): 3 clusters Score: Raw -1242799.958678 + Penalty 3001.987601 = -1239797.971077 nChanged 88 SP:Iteration 16Q (2222.976500 sec): 3 clusters Score: Raw -1242874.067170 + Penalty 3001.987601 = -1239872.079569 nChanged 75 SP:Iteration 17Q (2223.035619 sec): 3 clusters Score: Raw -1242935.750738 + Penalty 3001.987601 = -1239933.763137 nChanged 47 SP:Iteration 18Q (2223.102359 sec): 3 clusters Score: Raw -1242967.210181 + Penalty 3001.987601 = -1239965.222580 nChanged 20 SP:Iteration 19Q (2223.142880 sec): 3 clusters Score: Raw -1242981.238857 + Penalty 3001.987601 = -1239979.251256 nChanged 20 SP:Iteration 20F (2223.197907 sec): 3 clusters Score: Raw -1242998.518902 + Penalty 3001.987601 = -1239996.531300 nChanged 16 SP:Iteration 21Q (2223.239692 sec): 3 clusters Score: Raw -1243007.745398 + Penalty 3001.987601 = -1240005.757797 nChanged 11 SP:Iteration 22Q (2223.302702 sec): 3 clusters Score: Raw -1243015.265796 + Penalty 3001.987601 = -1240013.278194 nChanged 10 SP:Iteration 23Q (2223.358013 sec): 3 clusters Score: Raw -1243020.709249 + Penalty 3001.987601 = -1240018.721648 nChanged 4 SP:Iteration 24Q (2223.417936 sec): 3 clusters Score: Raw -1243023.303855 + Penalty 3001.987601 = -1240021.316254 nChanged 4 SP:Iteration 25Q (2223.465903 sec): 3 clusters Score: Raw -1243026.443671 + Penalty 3001.987601 = -1240024.456069 nChanged 3 SP:Iteration 26Q (2223.520546 sec): 3 clusters Score: Raw -1243027.654039 + Penalty 3001.987601 = -1240025.666438 nChanged 2 SP:Iteration 27Q (2223.579734 sec): 3 clusters Score: Raw -1243029.159374 + Penalty 3001.987601 = -1240027.171773 nChanged 2 SP:Iteration 28Q (2223.630661 sec): 3 clusters Score: Raw -1243030.298255 + Penalty 3001.987601 = -1240028.310654 nChanged 4 SP:Iteration 29Q (2223.691710 sec): 3 clusters Score: Raw -1243032.417424 + Penalty 3001.987601 = -1240030.429823 nChanged 5 SP:Iteration 30Q (2223.745966 sec): 3 clusters Score: Raw -1243037.602440 + Penalty 3001.987601 = -1240035.614838 nChanged 4 SP:Iteration 31Q (2223.801068 sec): 3 clusters Score: Raw -1243040.775945 + Penalty 3001.987601 = -1240038.788343 nChanged 5 SP:Iteration 32Q (2223.849220 sec): 3 clusters Score: Raw -1243047.133213 + Penalty 3001.987601 = -1240045.145612 nChanged 5 SP:Iteration 33Q (2223.912847 sec): 3 clusters Score: Raw -1243054.758580 + Penalty 3001.987601 = -1240052.770979 nChanged 10 SP:Iteration 34Q (2223.974876 sec): 3 clusters Score: Raw -1243064.215758 + Penalty 3001.987601 = -1240062.228157 nChanged 6 SP:Iteration 35Q (2224.016469 sec): 3 clusters Score: Raw -1243067.059331 + Penalty 3001.987601 = -1240065.071729 nChanged 2 SP:Iteration 36Q (2224.076027 sec): 3 clusters Score: Raw -1243068.151368 + Penalty 3001.987601 = -1240066.163767 nChanged 0 SP:Iteration 37F (2224.131382 sec): 3 clusters Score: Raw -1243068.151368 + Penalty 3001.987601 = -1240066.163767 nChanged 0 Trying to split cluster 8 (113940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2224.305761 sec): 2 clusters Score: Raw -14038597.705778 + Penalty 1892.056932 = -14036705.648846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2224.536837 sec): 3 clusters Score: Raw -13963850.825188 + Penalty 3784.113864 = -13960066.711324 nChanged 54993 SP:Iteration 1F (2224.758231 sec): 3 clusters Score: Raw -13996182.163736 + Penalty 3784.113864 = -13992398.049872 nChanged 3807 SP:Iteration 2Q (2225.010437 sec): 3 clusters Score: Raw -13997265.479044 + Penalty 3784.113864 = -13993481.365180 nChanged 4174 SP:Iteration 3Q (2225.277520 sec): 3 clusters Score: Raw -13998732.305280 + Penalty 3784.113864 = -13994948.191416 nChanged 4852 SP:Iteration 4Q (2225.521377 sec): 3 clusters Score: Raw -14001023.895194 + Penalty 3784.113864 = -13997239.781330 nChanged 5808 SP:Iteration 5F (2225.771578 sec): 3 clusters Score: Raw -14004386.502610 + Penalty 3784.113864 = -14000602.388746 nChanged 6719 SP:Iteration 6F (2226.031766 sec): 3 clusters Score: Raw -14008981.289776 + Penalty 3784.113864 = -14005197.175912 nChanged 6973 SP:Iteration 7F (2226.279532 sec): 3 clusters Score: Raw -14013857.168935 + Penalty 3784.113864 = -14010073.055072 nChanged 6614 SP:Iteration 8F (2226.531981 sec): 3 clusters Score: Raw -14017968.325954 + Penalty 3784.113864 = -14014184.212091 nChanged 5625 SP:Iteration 9Q (2226.778116 sec): 3 clusters Score: Raw -14020995.464198 + Penalty 3784.113864 = -14017211.350334 nChanged 4851 SP:Iteration 10Q (2227.030187 sec): 3 clusters Score: Raw -14023337.218249 + Penalty 3784.113864 = -14019553.104385 nChanged 4250 SP:Iteration 11Q (2227.258080 sec): 3 clusters Score: Raw -14025320.221862 + Penalty 3784.113864 = -14021536.107999 nChanged 3993 SP:Iteration 12Q (2227.503710 sec): 3 clusters Score: Raw -14027231.493470 + Penalty 3784.113864 = -14023447.379607 nChanged 3884 SP:Iteration 13Q (2227.746427 sec): 3 clusters Score: Raw -14029147.102858 + Penalty 3784.113864 = -14025362.988995 nChanged 3782 SP:Iteration 14Q (2227.984225 sec): 3 clusters Score: Raw -14031097.575874 + Penalty 3784.113864 = -14027313.462010 nChanged 3495 SP:Iteration 15Q (2228.216679 sec): 3 clusters Score: Raw -14032951.048160 + Penalty 3784.113864 = -14029166.934296 nChanged 3079 SP:Iteration 16Q (2228.428824 sec): 3 clusters Score: Raw -14034632.057178 + Penalty 3784.113864 = -14030847.943314 nChanged 2541 SP:Iteration 17Q (2228.666986 sec): 3 clusters Score: Raw -14036002.772889 + Penalty 3784.113864 = -14032218.659025 nChanged 1961 SP:Iteration 18Q (2228.873697 sec): 3 clusters Score: Raw -14037027.103846 + Penalty 3784.113864 = -14033242.989982 nChanged 1433 SP:Iteration 19Q (2229.070630 sec): 3 clusters Score: Raw -14037745.893135 + Penalty 3784.113864 = -14033961.779272 nChanged 1054 SP:Iteration 20F (2229.293820 sec): 3 clusters Score: Raw -14038249.868239 + Penalty 3784.113864 = -14034465.754375 nChanged 685 SP:Iteration 21Q (2229.509218 sec): 3 clusters Score: Raw -14038561.125104 + Penalty 3784.113864 = -14034777.011240 nChanged 507 SP:Iteration 22Q (2229.716592 sec): 3 clusters Score: Raw -14038786.013781 + Penalty 3784.113864 = -14035001.899917 nChanged 371 SP:Iteration 23Q (2229.895563 sec): 3 clusters Score: Raw -14038933.046833 + Penalty 3784.113864 = -14035148.932969 nChanged 266 SP:Iteration 24Q (2230.080828 sec): 3 clusters Score: Raw -14039034.445297 + Penalty 3784.113864 = -14035250.331433 nChanged 192 SP:Iteration 25Q (2230.287039 sec): 3 clusters Score: Raw -14039103.904154 + Penalty 3784.113864 = -14035319.790291 nChanged 153 SP:Iteration 26Q (2230.487292 sec): 3 clusters Score: Raw -14039159.137477 + Penalty 3784.113864 = -14035375.023613 nChanged 132 SP:Iteration 27Q (2230.683391 sec): 3 clusters Score: Raw -14039205.543422 + Penalty 3784.113864 = -14035421.429558 nChanged 107 SP:Iteration 28Q (2230.879736 sec): 3 clusters Score: Raw -14039243.379687 + Penalty 3784.113864 = -14035459.265823 nChanged 84 SP:Iteration 29Q (2231.067671 sec): 3 clusters Score: Raw -14039269.041905 + Penalty 3784.113864 = -14035484.928041 nChanged 60 SP:Iteration 30Q (2231.239142 sec): 3 clusters Score: Raw -14039286.161865 + Penalty 3784.113864 = -14035502.048002 nChanged 57 SP:Iteration 31Q (2231.433385 sec): 3 clusters Score: Raw -14039301.378737 + Penalty 3784.113864 = -14035517.264873 nChanged 38 SP:Iteration 32Q (2231.649724 sec): 3 clusters Score: Raw -14039311.096145 + Penalty 3784.113864 = -14035526.982281 nChanged 34 SP:Iteration 33Q (2231.831335 sec): 3 clusters Score: Raw -14039321.607152 + Penalty 3784.113864 = -14035537.493288 nChanged 40 SP:Iteration 34Q (2232.035117 sec): 3 clusters Score: Raw -14039331.105222 + Penalty 3784.113864 = -14035546.991358 nChanged 26 SP:Iteration 35Q (2232.224884 sec): 3 clusters Score: Raw -14039336.061289 + Penalty 3784.113864 = -14035551.947425 nChanged 18 SP:Iteration 36Q (2232.410206 sec): 3 clusters Score: Raw -14039340.464280 + Penalty 3784.113864 = -14035556.350417 nChanged 18 SP:Iteration 37Q (2232.603862 sec): 3 clusters Score: Raw -14039345.679447 + Penalty 3784.113864 = -14035561.565583 nChanged 22 SP:Iteration 38Q (2232.800486 sec): 3 clusters Score: Raw -14039350.480842 + Penalty 3784.113864 = -14035566.366978 nChanged 15 SP:Iteration 39Q (2232.998813 sec): 3 clusters Score: Raw -14039353.657441 + Penalty 3784.113864 = -14035569.543577 nChanged 17 SP:Iteration 40F (2233.233714 sec): 3 clusters Score: Raw -14039357.537914 + Penalty 3784.113864 = -14035573.424050 nChanged 12 SP:Iteration 41Q (2233.437973 sec): 3 clusters Score: Raw -14039359.973016 + Penalty 3784.113864 = -14035575.859152 nChanged 5 SP:Iteration 42Q (2233.653088 sec): 3 clusters Score: Raw -14039360.735186 + Penalty 3784.113864 = -14035576.621322 nChanged 6 SP:Iteration 43Q (2233.841843 sec): 3 clusters Score: Raw -14039361.680793 + Penalty 3784.113864 = -14035577.566930 nChanged 6 SP:Iteration 44Q (2234.034936 sec): 3 clusters Score: Raw -14039362.410265 + Penalty 3784.113864 = -14035578.296401 nChanged 4 SP:Iteration 45Q (2234.236704 sec): 3 clusters Score: Raw -14039363.093960 + Penalty 3784.113864 = -14035578.980096 nChanged 6 SP:Iteration 46Q (2234.433966 sec): 3 clusters Score: Raw -14039364.275455 + Penalty 3784.113864 = -14035580.161591 nChanged 2 SP:Iteration 47Q (2234.623035 sec): 3 clusters Score: Raw -14039364.793595 + Penalty 3784.113864 = -14035580.679731 nChanged 5 SP:Iteration 48Q (2234.841531 sec): 3 clusters Score: Raw -14039365.521590 + Penalty 3784.113864 = -14035581.407726 nChanged 1 SP:Iteration 49Q (2235.028323 sec): 3 clusters Score: Raw -14039365.698026 + Penalty 3784.113864 = -14035581.584163 nChanged 0 SP:Iteration 50F (2235.279509 sec): 3 clusters Score: Raw -14039365.698026 + Penalty 3784.113864 = -14035581.584163 nChanged 0 Trying to split cluster 9 (973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2235.312706 sec): 2 clusters Score: Raw -102479.759132 + Penalty 1118.062413 = -101361.696719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2235.347910 sec): 3 clusters Score: Raw -102276.449605 + Penalty 2236.124827 = -100040.324779 nChanged 331 SP:Iteration 1F (2235.397618 sec): 3 clusters Score: Raw -102725.402016 + Penalty 2236.124827 = -100489.277189 nChanged 96 SP:Iteration 2F (2235.431218 sec): 3 clusters Score: Raw -102913.250632 + Penalty 2236.124827 = -100677.125805 nChanged 61 SP:Iteration 3F (2235.479955 sec): 3 clusters Score: Raw -102995.485273 + Penalty 2236.124827 = -100759.360446 nChanged 33 SP:Iteration 4Q (2235.515804 sec): 3 clusters Score: Raw -103055.814018 + Penalty 2236.124827 = -100819.689191 nChanged 27 SP:Iteration 5Q (2235.553436 sec): 3 clusters Score: Raw -103108.293656 + Penalty 2236.124827 = -100872.168829 nChanged 21 SP:Iteration 6Q (2235.585252 sec): 3 clusters Score: Raw -103134.399641 + Penalty 2236.124827 = -100898.274814 nChanged 14 SP:Iteration 7Q (2235.621826 sec): 3 clusters Score: Raw -103154.105953 + Penalty 2236.124827 = -100917.981127 nChanged 12 SP:Iteration 8Q (2235.655292 sec): 3 clusters Score: Raw -103175.244169 + Penalty 2236.124827 = -100939.119342 nChanged 14 SP:Iteration 9Q (2235.708889 sec): 3 clusters Score: Raw -103197.237241 + Penalty 2236.124827 = -100961.112414 nChanged 9 SP:Iteration 10Q (2235.741698 sec): 3 clusters Score: Raw -103207.008404 + Penalty 2236.124827 = -100970.883577 nChanged 7 SP:Iteration 11Q (2235.789141 sec): 3 clusters Score: Raw -103212.887686 + Penalty 2236.124827 = -100976.762859 nChanged 3 SP:Iteration 12Q (2235.827497 sec): 3 clusters Score: Raw -103215.388707 + Penalty 2236.124827 = -100979.263881 nChanged 2 SP:Iteration 13Q (2235.871861 sec): 3 clusters Score: Raw -103217.901154 + Penalty 2236.124827 = -100981.776328 nChanged 1 SP:Iteration 14Q (2235.913813 sec): 3 clusters Score: Raw -103218.861241 + Penalty 2236.124827 = -100982.736414 nChanged 0 SP:Iteration 15F (2235.957568 sec): 3 clusters Score: Raw -103218.861241 + Penalty 2236.124827 = -100982.736414 nChanged 0 Trying to split cluster 10 (16322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2236.001772 sec): 2 clusters Score: Raw -1967463.870721 + Penalty 1576.293740 = -1965887.576981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2236.069509 sec): 3 clusters Score: Raw -1957806.317827 + Penalty 3152.587480 = -1954653.730346 nChanged 7278 SP:Iteration 1F (2236.138752 sec): 3 clusters Score: Raw -1961764.196069 + Penalty 3152.587480 = -1958611.608589 nChanged 953 SP:Iteration 2F (2236.203010 sec): 3 clusters Score: Raw -1962186.762306 + Penalty 3152.587480 = -1959034.174826 nChanged 887 SP:Iteration 3F (2236.270052 sec): 3 clusters Score: Raw -1962617.038356 + Penalty 3152.587480 = -1959464.450876 nChanged 881 SP:Iteration 4F (2236.339088 sec): 3 clusters Score: Raw -1963071.665328 + Penalty 3152.587480 = -1959919.077847 nChanged 853 SP:Iteration 5F (2236.401390 sec): 3 clusters Score: Raw -1963539.950281 + Penalty 3152.587480 = -1960387.362801 nChanged 851 SP:Iteration 6F (2236.471390 sec): 3 clusters Score: Raw -1964048.696367 + Penalty 3152.587480 = -1960896.108887 nChanged 809 SP:Iteration 7Q (2236.548674 sec): 3 clusters Score: Raw -1964587.532398 + Penalty 3152.587480 = -1961434.944917 nChanged 820 SP:Iteration 8F (2236.602293 sec): 3 clusters Score: Raw -1965152.190928 + Penalty 3152.587480 = -1961999.603448 nChanged 738 SP:Iteration 9Q (2236.673289 sec): 3 clusters Score: Raw -1965647.045034 + Penalty 3152.587480 = -1962494.457553 nChanged 633 SP:Iteration 10Q (2236.756154 sec): 3 clusters Score: Raw -1966010.534562 + Penalty 3152.587480 = -1962857.947082 nChanged 474 SP:Iteration 11Q (2236.820164 sec): 3 clusters Score: Raw -1966245.266013 + Penalty 3152.587480 = -1963092.678533 nChanged 364 SP:Iteration 12Q (2236.871396 sec): 3 clusters Score: Raw -1966424.342138 + Penalty 3152.587480 = -1963271.754658 nChanged 313 SP:Iteration 13Q (2236.951004 sec): 3 clusters Score: Raw -1966571.638074 + Penalty 3152.587480 = -1963419.050594 nChanged 299 SP:Iteration 14Q (2237.009373 sec): 3 clusters Score: Raw -1966698.340519 + Penalty 3152.587480 = -1963545.753039 nChanged 255 SP:Iteration 15Q (2237.077118 sec): 3 clusters Score: Raw -1966795.106354 + Penalty 3152.587480 = -1963642.518873 nChanged 206 SP:Iteration 16Q (2237.148015 sec): 3 clusters Score: Raw -1966874.696795 + Penalty 3152.587480 = -1963722.109314 nChanged 181 SP:Iteration 17Q (2237.201285 sec): 3 clusters Score: Raw -1966943.568801 + Penalty 3152.587480 = -1963790.981321 nChanged 184 SP:Iteration 18Q (2237.259512 sec): 3 clusters Score: Raw -1967007.435751 + Penalty 3152.587480 = -1963854.848271 nChanged 162 SP:Iteration 19Q (2237.315457 sec): 3 clusters Score: Raw -1967065.937529 + Penalty 3152.587480 = -1963913.350049 nChanged 186 SP:Iteration 20F (2237.389135 sec): 3 clusters Score: Raw -1967139.932976 + Penalty 3152.587480 = -1963987.345496 nChanged 168 SP:Iteration 21Q (2237.455726 sec): 3 clusters Score: Raw -1967207.380946 + Penalty 3152.587480 = -1964054.793465 nChanged 169 SP:Iteration 22Q (2237.524887 sec): 3 clusters Score: Raw -1967277.469664 + Penalty 3152.587480 = -1964124.882184 nChanged 159 SP:Iteration 23Q (2237.589937 sec): 3 clusters Score: Raw -1967348.625804 + Penalty 3152.587480 = -1964196.038324 nChanged 146 SP:Iteration 24Q (2237.653484 sec): 3 clusters Score: Raw -1967404.951123 + Penalty 3152.587480 = -1964252.363643 nChanged 123 SP:Iteration 25Q (2237.716723 sec): 3 clusters Score: Raw -1967455.232532 + Penalty 3152.587480 = -1964302.645052 nChanged 104 SP:Iteration 26Q (2237.788030 sec): 3 clusters Score: Raw -1967502.730031 + Penalty 3152.587480 = -1964350.142551 nChanged 106 SP:Iteration 27Q (2237.852602 sec): 3 clusters Score: Raw -1967546.709839 + Penalty 3152.587480 = -1964394.122359 nChanged 83 SP:Iteration 28Q (2237.919305 sec): 3 clusters Score: Raw -1967579.684611 + Penalty 3152.587480 = -1964427.097131 nChanged 77 SP:Iteration 29Q (2237.988664 sec): 3 clusters Score: Raw -1967607.705324 + Penalty 3152.587480 = -1964455.117844 nChanged 68 SP:Iteration 30Q (2238.046339 sec): 3 clusters Score: Raw -1967634.276175 + Penalty 3152.587480 = -1964481.688695 nChanged 66 SP:Iteration 31Q (2238.114614 sec): 3 clusters Score: Raw -1967658.593880 + Penalty 3152.587480 = -1964506.006399 nChanged 47 SP:Iteration 32Q (2238.185605 sec): 3 clusters Score: Raw -1967675.278423 + Penalty 3152.587480 = -1964522.690943 nChanged 42 SP:Iteration 33Q (2238.232304 sec): 3 clusters Score: Raw -1967691.292733 + Penalty 3152.587480 = -1964538.705252 nChanged 41 SP:Iteration 34Q (2238.309681 sec): 3 clusters Score: Raw -1967707.996749 + Penalty 3152.587480 = -1964555.409269 nChanged 43 SP:Iteration 35Q (2238.370988 sec): 3 clusters Score: Raw -1967723.667970 + Penalty 3152.587480 = -1964571.080490 nChanged 26 SP:Iteration 36Q (2238.425625 sec): 3 clusters Score: Raw -1967734.114139 + Penalty 3152.587480 = -1964581.526658 nChanged 27 SP:Iteration 37Q (2238.494480 sec): 3 clusters Score: Raw -1967743.185957 + Penalty 3152.587480 = -1964590.598477 nChanged 25 SP:Iteration 38Q (2238.558490 sec): 3 clusters Score: Raw -1967751.678673 + Penalty 3152.587480 = -1964599.091193 nChanged 32 SP:Iteration 39Q (2238.622846 sec): 3 clusters Score: Raw -1967761.305251 + Penalty 3152.587480 = -1964608.717771 nChanged 25 SP:Iteration 40F (2238.694458 sec): 3 clusters Score: Raw -1967768.581824 + Penalty 3152.587480 = -1964615.994344 nChanged 19 SP:Iteration 41Q (2238.757105 sec): 3 clusters Score: Raw -1967776.846513 + Penalty 3152.587480 = -1964624.259033 nChanged 20 SP:Iteration 42Q (2238.832533 sec): 3 clusters Score: Raw -1967783.692800 + Penalty 3152.587480 = -1964631.105319 nChanged 21 SP:Iteration 43Q (2238.887774 sec): 3 clusters Score: Raw -1967790.371327 + Penalty 3152.587480 = -1964637.783846 nChanged 9 SP:Iteration 44Q (2238.964492 sec): 3 clusters Score: Raw -1967792.518200 + Penalty 3152.587480 = -1964639.930720 nChanged 8 SP:Iteration 45Q (2239.036337 sec): 3 clusters Score: Raw -1967794.727445 + Penalty 3152.587480 = -1964642.139964 nChanged 7 SP:Iteration 46Q (2239.105093 sec): 3 clusters Score: Raw -1967797.450691 + Penalty 3152.587480 = -1964644.863211 nChanged 10 SP:Iteration 47Q (2239.161240 sec): 3 clusters Score: Raw -1967800.587955 + Penalty 3152.587480 = -1964648.000474 nChanged 14 SP:Iteration 48Q (2239.231903 sec): 3 clusters Score: Raw -1967804.365461 + Penalty 3152.587480 = -1964651.777981 nChanged 12 SP:Iteration 49Q (2239.283437 sec): 3 clusters Score: Raw -1967807.566189 + Penalty 3152.587480 = -1964654.978709 nChanged 7 SP:Iteration 50Q (2239.341585 sec): 3 clusters Score: Raw -1967810.823056 + Penalty 3152.587480 = -1964658.235576 nChanged 10 SP:Iteration 51Q (2239.418299 sec): 3 clusters Score: Raw -1967814.723158 + Penalty 3152.587480 = -1964662.135678 nChanged 10 SP:Iteration 52Q (2239.477530 sec): 3 clusters Score: Raw -1967818.044991 + Penalty 3152.587480 = -1964665.457510 nChanged 10 SP:Iteration 53Q (2239.539245 sec): 3 clusters Score: Raw -1967820.333936 + Penalty 3152.587480 = -1964667.746456 nChanged 7 SP:Iteration 54Q (2239.611490 sec): 3 clusters Score: Raw -1967822.221924 + Penalty 3152.587480 = -1964669.634444 nChanged 3 SP:Iteration 55Q (2239.685690 sec): 3 clusters Score: Raw -1967822.769913 + Penalty 3152.587480 = -1964670.182433 nChanged 4 SP:Iteration 56Q (2239.746508 sec): 3 clusters Score: Raw -1967823.455157 + Penalty 3152.587480 = -1964670.867677 nChanged 0 SP:Iteration 57F (2239.818770 sec): 3 clusters Score: Raw -1967823.455157 + Penalty 3152.587480 = -1964670.867677 nChanged 0 Trying to split cluster 11 (4146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2239.839474 sec): 2 clusters Score: Raw -482940.910312 + Penalty 1353.608635 = -481587.301677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2239.885944 sec): 3 clusters Score: Raw -480879.082594 + Penalty 2707.217270 = -478171.865324 nChanged 1645 SP:Iteration 1F (2239.937176 sec): 3 clusters Score: Raw -481867.555548 + Penalty 2707.217270 = -479160.338278 nChanged 303 SP:Iteration 2F (2239.992558 sec): 3 clusters Score: Raw -482056.631763 + Penalty 2707.217270 = -479349.414493 nChanged 255 SP:Iteration 3F (2240.034775 sec): 3 clusters Score: Raw -482228.615196 + Penalty 2707.217270 = -479521.397925 nChanged 241 SP:Iteration 4F (2240.091031 sec): 3 clusters Score: Raw -482385.840311 + Penalty 2707.217270 = -479678.623041 nChanged 178 SP:Iteration 5Q (2240.129443 sec): 3 clusters Score: Raw -482538.037492 + Penalty 2707.217270 = -479830.820222 nChanged 199 SP:Iteration 6Q (2240.181876 sec): 3 clusters Score: Raw -482688.618274 + Penalty 2707.217270 = -479981.401004 nChanged 175 SP:Iteration 7Q (2240.228110 sec): 3 clusters Score: Raw -482825.540857 + Penalty 2707.217270 = -480118.323586 nChanged 148 SP:Iteration 8Q (2240.268222 sec): 3 clusters Score: Raw -482922.606778 + Penalty 2707.217270 = -480215.389507 nChanged 116 SP:Iteration 9Q (2240.322487 sec): 3 clusters Score: Raw -482988.554047 + Penalty 2707.217270 = -480281.336777 nChanged 100 SP:Iteration 10Q (2240.369649 sec): 3 clusters Score: Raw -483046.776770 + Penalty 2707.217270 = -480339.559499 nChanged 77 SP:Iteration 11Q (2240.420330 sec): 3 clusters Score: Raw -483086.285256 + Penalty 2707.217270 = -480379.067986 nChanged 74 SP:Iteration 12Q (2240.461777 sec): 3 clusters Score: Raw -483120.394097 + Penalty 2707.217270 = -480413.176826 nChanged 62 SP:Iteration 13Q (2240.504902 sec): 3 clusters Score: Raw -483146.925353 + Penalty 2707.217270 = -480439.708082 nChanged 49 SP:Iteration 14Q (2240.556447 sec): 3 clusters Score: Raw -483164.802333 + Penalty 2707.217270 = -480457.585063 nChanged 47 SP:Iteration 15Q (2240.597930 sec): 3 clusters Score: Raw -483180.998229 + Penalty 2707.217270 = -480473.780959 nChanged 49 SP:Iteration 16Q (2240.639238 sec): 3 clusters Score: Raw -483197.876104 + Penalty 2707.217270 = -480490.658834 nChanged 39 SP:Iteration 17Q (2240.702202 sec): 3 clusters Score: Raw -483214.209985 + Penalty 2707.217270 = -480506.992714 nChanged 38 SP:Iteration 18Q (2240.735096 sec): 3 clusters Score: Raw -483231.270706 + Penalty 2707.217270 = -480524.053435 nChanged 28 SP:Iteration 19Q (2240.777485 sec): 3 clusters Score: Raw -483243.015536 + Penalty 2707.217270 = -480535.798266 nChanged 28 SP:Iteration 20F (2240.819754 sec): 3 clusters Score: Raw -483254.994142 + Penalty 2707.217270 = -480547.776872 nChanged 33 SP:Iteration 21Q (2240.865672 sec): 3 clusters Score: Raw -483270.852174 + Penalty 2707.217270 = -480563.634903 nChanged 30 SP:Iteration 22Q (2240.920040 sec): 3 clusters Score: Raw -483286.027873 + Penalty 2707.217270 = -480578.810603 nChanged 32 SP:Iteration 23Q (2240.977293 sec): 3 clusters Score: Raw -483304.428874 + Penalty 2707.217270 = -480597.211604 nChanged 38 SP:Iteration 24Q (2241.010425 sec): 3 clusters Score: Raw -483323.648654 + Penalty 2707.217270 = -480616.431384 nChanged 33 SP:Iteration 25Q (2241.056460 sec): 3 clusters Score: Raw -483337.012796 + Penalty 2707.217270 = -480629.795526 nChanged 31 SP:Iteration 26Q (2241.099381 sec): 3 clusters Score: Raw -483352.528338 + Penalty 2707.217270 = -480645.311067 nChanged 35 SP:Iteration 27Q (2241.148106 sec): 3 clusters Score: Raw -483371.931943 + Penalty 2707.217270 = -480664.714673 nChanged 33 SP:Iteration 28Q (2241.197152 sec): 3 clusters Score: Raw -483385.337724 + Penalty 2707.217270 = -480678.120454 nChanged 28 SP:Iteration 29Q (2241.243525 sec): 3 clusters Score: Raw -483396.522508 + Penalty 2707.217270 = -480689.305238 nChanged 25 SP:Iteration 30Q (2241.279530 sec): 3 clusters Score: Raw -483409.862237 + Penalty 2707.217270 = -480702.644967 nChanged 25 SP:Iteration 31Q (2241.333563 sec): 3 clusters Score: Raw -483420.513913 + Penalty 2707.217270 = -480713.296643 nChanged 21 SP:Iteration 32Q (2241.366564 sec): 3 clusters Score: Raw -483430.313765 + Penalty 2707.217270 = -480723.096495 nChanged 19 SP:Iteration 33Q (2241.419283 sec): 3 clusters Score: Raw -483442.205244 + Penalty 2707.217270 = -480734.987973 nChanged 20 SP:Iteration 34Q (2241.468057 sec): 3 clusters Score: Raw -483450.967566 + Penalty 2707.217270 = -480743.750296 nChanged 15 SP:Iteration 35Q (2241.516578 sec): 3 clusters Score: Raw -483457.677788 + Penalty 2707.217270 = -480750.460518 nChanged 7 SP:Iteration 36Q (2241.565782 sec): 3 clusters Score: Raw -483461.069415 + Penalty 2707.217270 = -480753.852145 nChanged 12 SP:Iteration 37Q (2241.615782 sec): 3 clusters Score: Raw -483469.142399 + Penalty 2707.217270 = -480761.925129 nChanged 20 SP:Iteration 38Q (2241.672228 sec): 3 clusters Score: Raw -483478.688106 + Penalty 2707.217270 = -480771.470836 nChanged 19 SP:Iteration 39Q (2241.723161 sec): 3 clusters Score: Raw -483489.019641 + Penalty 2707.217270 = -480781.802371 nChanged 11 SP:Iteration 40F (2241.765303 sec): 3 clusters Score: Raw -483493.731223 + Penalty 2707.217270 = -480786.513953 nChanged 10 SP:Iteration 41Q (2241.810252 sec): 3 clusters Score: Raw -483498.149364 + Penalty 2707.217270 = -480790.932094 nChanged 9 SP:Iteration 42Q (2241.846163 sec): 3 clusters Score: Raw -483501.359866 + Penalty 2707.217270 = -480794.142596 nChanged 7 SP:Iteration 43Q (2241.886963 sec): 3 clusters Score: Raw -483504.349344 + Penalty 2707.217270 = -480797.132074 nChanged 6 SP:Iteration 44Q (2241.939128 sec): 3 clusters Score: Raw -483506.451626 + Penalty 2707.217270 = -480799.234356 nChanged 6 SP:Iteration 45Q (2241.983074 sec): 3 clusters Score: Raw -483508.275795 + Penalty 2707.217270 = -480801.058524 nChanged 3 SP:Iteration 46Q (2242.028841 sec): 3 clusters Score: Raw -483509.442271 + Penalty 2707.217270 = -480802.225000 nChanged 3 SP:Iteration 47Q (2242.078090 sec): 3 clusters Score: Raw -483510.056297 + Penalty 2707.217270 = -480802.839027 nChanged 1 SP:Iteration 48Q (2242.122858 sec): 3 clusters Score: Raw -483510.330907 + Penalty 2707.217270 = -480803.113636 nChanged 2 SP:Iteration 49Q (2242.160157 sec): 3 clusters Score: Raw -483511.002887 + Penalty 2707.217270 = -480803.785617 nChanged 2 SP:Iteration 50Q (2242.208070 sec): 3 clusters Score: Raw -483511.395244 + Penalty 2707.217270 = -480804.177974 nChanged 2 SP:Iteration 51Q (2242.253954 sec): 3 clusters Score: Raw -483512.102294 + Penalty 2707.217270 = -480804.885024 nChanged 0 SP:Iteration 52F (2242.297982 sec): 3 clusters Score: Raw -483512.102294 + Penalty 2707.217270 = -480804.885024 nChanged 0 Trying to split cluster 12 (5503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2242.328664 sec): 2 clusters Score: Raw -657935.465586 + Penalty 1399.620410 = -656535.845176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2242.382990 sec): 3 clusters Score: Raw -655032.725418 + Penalty 2799.240820 = -652233.484598 nChanged 2253 SP:Iteration 1F (2242.430630 sec): 3 clusters Score: Raw -656309.552881 + Penalty 2799.240820 = -653510.312061 nChanged 404 SP:Iteration 2F (2242.463811 sec): 3 clusters Score: Raw -656522.583289 + Penalty 2799.240820 = -653723.342469 nChanged 289 SP:Iteration 3F (2242.510520 sec): 3 clusters Score: Raw -656681.554981 + Penalty 2799.240820 = -653882.314161 nChanged 264 SP:Iteration 4Q (2242.550816 sec): 3 clusters Score: Raw -656836.236270 + Penalty 2799.240820 = -654036.995450 nChanged 207 SP:Iteration 5Q (2242.603973 sec): 3 clusters Score: Raw -656964.475991 + Penalty 2799.240820 = -654165.235171 nChanged 222 SP:Iteration 6Q (2242.648799 sec): 3 clusters Score: Raw -657108.768886 + Penalty 2799.240820 = -654309.528066 nChanged 213 SP:Iteration 7Q (2242.698956 sec): 3 clusters Score: Raw -657267.935988 + Penalty 2799.240820 = -654468.695168 nChanged 239 SP:Iteration 8Q (2242.758610 sec): 3 clusters Score: Raw -657429.830865 + Penalty 2799.240820 = -654630.590045 nChanged 212 SP:Iteration 9Q (2242.803065 sec): 3 clusters Score: Raw -657589.769348 + Penalty 2799.240820 = -654790.528528 nChanged 225 SP:Iteration 10Q (2242.852350 sec): 3 clusters Score: Raw -657757.333325 + Penalty 2799.240820 = -654958.092505 nChanged 214 SP:Iteration 11Q (2242.905397 sec): 3 clusters Score: Raw -657886.773886 + Penalty 2799.240820 = -655087.533066 nChanged 142 SP:Iteration 12Q (2242.950113 sec): 3 clusters Score: Raw -657963.991491 + Penalty 2799.240820 = -655164.750671 nChanged 104 SP:Iteration 13Q (2242.991816 sec): 3 clusters Score: Raw -658014.408681 + Penalty 2799.240820 = -655215.167861 nChanged 78 SP:Iteration 14Q (2243.048034 sec): 3 clusters Score: Raw -658049.018798 + Penalty 2799.240820 = -655249.777978 nChanged 53 SP:Iteration 15Q (2243.062069 sec): 3 clusters Score: Raw -658066.241693 + Penalty 2799.240820 = -655267.000873 nChanged 39 SP:Iteration 16Q (2243.120955 sec): 3 clusters Score: Raw -658079.123630 + Penalty 2799.240820 = -655279.882810 nChanged 41 SP:Iteration 17Q (2243.171555 sec): 3 clusters Score: Raw -658095.413309 + Penalty 2799.240820 = -655296.172489 nChanged 47 SP:Iteration 18Q (2243.219800 sec): 3 clusters Score: Raw -658114.583108 + Penalty 2799.240820 = -655315.342288 nChanged 37 SP:Iteration 19Q (2243.260712 sec): 3 clusters Score: Raw -658124.838959 + Penalty 2799.240820 = -655325.598139 nChanged 20 SP:Iteration 20F (2243.305970 sec): 3 clusters Score: Raw -658130.425409 + Penalty 2799.240820 = -655331.184589 nChanged 14 SP:Iteration 21Q (2243.368252 sec): 3 clusters Score: Raw -658134.678400 + Penalty 2799.240820 = -655335.437580 nChanged 12 SP:Iteration 22Q (2243.410790 sec): 3 clusters Score: Raw -658136.944190 + Penalty 2799.240820 = -655337.703370 nChanged 14 SP:Iteration 23Q (2243.464218 sec): 3 clusters Score: Raw -658140.695136 + Penalty 2799.240820 = -655341.454316 nChanged 13 SP:Iteration 24Q (2243.513771 sec): 3 clusters Score: Raw -658144.818423 + Penalty 2799.240820 = -655345.577603 nChanged 19 SP:Iteration 25Q (2243.569916 sec): 3 clusters Score: Raw -658150.343190 + Penalty 2799.240820 = -655351.102370 nChanged 19 SP:Iteration 26Q (2243.617595 sec): 3 clusters Score: Raw -658155.197372 + Penalty 2799.240820 = -655355.956552 nChanged 16 SP:Iteration 27Q (2243.658311 sec): 3 clusters Score: Raw -658161.065080 + Penalty 2799.240820 = -655361.824260 nChanged 20 SP:Iteration 28Q (2243.707613 sec): 3 clusters Score: Raw -658168.376890 + Penalty 2799.240820 = -655369.136070 nChanged 22 SP:Iteration 29Q (2243.749927 sec): 3 clusters Score: Raw -658177.171504 + Penalty 2799.240820 = -655377.930683 nChanged 20 SP:Iteration 30Q (2243.797295 sec): 3 clusters Score: Raw -658184.362617 + Penalty 2799.240820 = -655385.121797 nChanged 21 SP:Iteration 31Q (2243.845977 sec): 3 clusters Score: Raw -658192.166230 + Penalty 2799.240820 = -655392.925410 nChanged 20 SP:Iteration 32Q (2243.898341 sec): 3 clusters Score: Raw -658199.583318 + Penalty 2799.240820 = -655400.342498 nChanged 21 SP:Iteration 33Q (2243.940057 sec): 3 clusters Score: Raw -658207.312502 + Penalty 2799.240820 = -655408.071682 nChanged 16 SP:Iteration 34Q (2243.983626 sec): 3 clusters Score: Raw -658212.883718 + Penalty 2799.240820 = -655413.642898 nChanged 16 SP:Iteration 35Q (2244.030880 sec): 3 clusters Score: Raw -658217.800727 + Penalty 2799.240820 = -655418.559906 nChanged 9 SP:Iteration 36Q (2244.071767 sec): 3 clusters Score: Raw -658219.332550 + Penalty 2799.240820 = -655420.091730 nChanged 7 SP:Iteration 37Q (2244.119873 sec): 3 clusters Score: Raw -658220.385107 + Penalty 2799.240820 = -655421.144287 nChanged 7 SP:Iteration 38Q (2244.166484 sec): 3 clusters Score: Raw -658222.043968 + Penalty 2799.240820 = -655422.803148 nChanged 8 SP:Iteration 39Q (2244.207104 sec): 3 clusters Score: Raw -658224.515847 + Penalty 2799.240820 = -655425.275027 nChanged 13 SP:Iteration 40F (2244.247677 sec): 3 clusters Score: Raw -658228.647067 + Penalty 2799.240820 = -655429.406247 nChanged 14 SP:Iteration 41Q (2244.298357 sec): 3 clusters Score: Raw -658232.518040 + Penalty 2799.240820 = -655433.277219 nChanged 10 SP:Iteration 42Q (2244.346502 sec): 3 clusters Score: Raw -658233.731786 + Penalty 2799.240820 = -655434.490966 nChanged 4 SP:Iteration 43Q (2244.392160 sec): 3 clusters Score: Raw -658234.406184 + Penalty 2799.240820 = -655435.165364 nChanged 3 SP:Iteration 44Q (2244.435399 sec): 3 clusters Score: Raw -658234.897687 + Penalty 2799.240820 = -655435.656867 nChanged 4 SP:Iteration 45Q (2244.488570 sec): 3 clusters Score: Raw -658235.622460 + Penalty 2799.240820 = -655436.381640 nChanged 2 SP:Iteration 46Q (2244.527448 sec): 3 clusters Score: Raw -658235.744811 + Penalty 2799.240820 = -655436.503991 nChanged 1 SP:Iteration 47Q (2244.573578 sec): 3 clusters Score: Raw -658235.918068 + Penalty 2799.240820 = -655436.677248 nChanged 2 SP:Iteration 48Q (2244.615051 sec): 3 clusters Score: Raw -658236.196820 + Penalty 2799.240820 = -655436.956000 nChanged 2 SP:Iteration 49Q (2244.660284 sec): 3 clusters Score: Raw -658236.395899 + Penalty 2799.240820 = -655437.155079 nChanged 2 SP:Iteration 50Q (2244.716416 sec): 3 clusters Score: Raw -658236.833164 + Penalty 2799.240820 = -655437.592344 nChanged 2 SP:Iteration 51Q (2244.767214 sec): 3 clusters Score: Raw -658237.152271 + Penalty 2799.240820 = -655437.911451 nChanged 0 SP:Iteration 52F (2244.814303 sec): 3 clusters Score: Raw -658237.152271 + Penalty 2799.240820 = -655437.911451 nChanged 0 Trying to split cluster 13 (2814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2244.841455 sec): 2 clusters Score: Raw -353759.108313 + Penalty 1290.633864 = -352468.474449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2244.879567 sec): 3 clusters Score: Raw -352450.378723 + Penalty 2581.267727 = -349869.110996 nChanged 1041 SP:Iteration 1F (2244.921840 sec): 3 clusters Score: Raw -353130.200116 + Penalty 2581.267727 = -350548.932388 nChanged 216 SP:Iteration 2F (2244.969113 sec): 3 clusters Score: Raw -353279.840343 + Penalty 2581.267727 = -350698.572616 nChanged 156 SP:Iteration 3F (2245.017757 sec): 3 clusters Score: Raw -353386.724101 + Penalty 2581.267727 = -350805.456373 nChanged 114 SP:Iteration 4Q (2245.063399 sec): 3 clusters Score: Raw -353456.954594 + Penalty 2581.267727 = -350875.686867 nChanged 97 SP:Iteration 5Q (2245.120303 sec): 3 clusters Score: Raw -353530.541862 + Penalty 2581.267727 = -350949.274135 nChanged 94 SP:Iteration 6Q (2245.161232 sec): 3 clusters Score: Raw -353625.478106 + Penalty 2581.267727 = -351044.210379 nChanged 132 SP:Iteration 7Q (2245.200073 sec): 3 clusters Score: Raw -353791.357917 + Penalty 2581.267727 = -351210.090189 nChanged 170 SP:Iteration 8F (2245.242071 sec): 3 clusters Score: Raw -354167.220453 + Penalty 2581.267727 = -351585.952726 nChanged 206 SP:Iteration 9F (2245.280398 sec): 3 clusters Score: Raw -355141.796565 + Penalty 2581.267727 = -352560.528838 nChanged 192 SP:Iteration 10F (2245.322483 sec): 3 clusters Score: Raw -356180.484505 + Penalty 2581.267727 = -353599.216778 nChanged 120 SP:Iteration 11Q (2245.372392 sec): 3 clusters Score: Raw -356314.553609 + Penalty 2581.267727 = -353733.285882 nChanged 78 SP:Iteration 12Q (2245.423152 sec): 3 clusters Score: Raw -356409.763717 + Penalty 2581.267727 = -353828.495989 nChanged 48 SP:Iteration 13Q (2245.469229 sec): 3 clusters Score: Raw -356475.023112 + Penalty 2581.267727 = -353893.755385 nChanged 39 SP:Iteration 14Q (2245.517789 sec): 3 clusters Score: Raw -356527.290576 + Penalty 2581.267727 = -353946.022849 nChanged 18 SP:Iteration 15Q (2245.553512 sec): 3 clusters Score: Raw -356544.560630 + Penalty 2581.267727 = -353963.292903 nChanged 16 SP:Iteration 16Q (2245.596570 sec): 3 clusters Score: Raw -356562.755496 + Penalty 2581.267727 = -353981.487768 nChanged 16 SP:Iteration 17Q (2245.648167 sec): 3 clusters Score: Raw -356581.244258 + Penalty 2581.267727 = -353999.976530 nChanged 19 SP:Iteration 18Q (2245.691405 sec): 3 clusters Score: Raw -356613.859636 + Penalty 2581.267727 = -354032.591909 nChanged 31 SP:Iteration 19Q (2245.731092 sec): 3 clusters Score: Raw -356700.201127 + Penalty 2581.267727 = -354118.933400 nChanged 35 SP:Iteration 20F (2245.773160 sec): 3 clusters Score: Raw -356928.273487 + Penalty 2581.267727 = -354347.005760 nChanged 29 SP:Iteration 21Q (2245.812422 sec): 3 clusters Score: Raw -357354.417394 + Penalty 2581.267727 = -354773.149667 nChanged 1 SP:Iteration 22Q (2245.857155 sec): 3 clusters Score: Raw -357360.831516 + Penalty 2581.267727 = -354779.563789 nChanged 0 SP:Iteration 23F (2245.906634 sec): 3 clusters Score: Raw -357360.831516 + Penalty 2581.267727 = -354779.563789 nChanged 0 Score: Raw -51874114.641594 + Penalty 52765.086567 = -51821349.555027 Splitting cluster 13 changes total score from -51817775.387949 to -51821349.555027 So it's getting split into cluster 25. Trying to split cluster 14 (498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2253.523390 sec): 2 clusters Score: Raw -44394.313380 + Penalty 1009.222513 = -43385.090868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2253.556178 sec): 3 clusters Score: Raw -44453.992524 + Penalty 2018.445025 = -42435.547499 nChanged 144 SP:Iteration 1F (2253.593160 sec): 3 clusters Score: Raw -44939.397879 + Penalty 2018.445025 = -42920.952854 nChanged 70 SP:Iteration 2F (2253.642840 sec): 3 clusters Score: Raw -45265.291937 + Penalty 2018.445025 = -43246.846912 nChanged 31 SP:Iteration 3F (2253.678840 sec): 3 clusters Score: Raw -45369.616536 + Penalty 2018.445025 = -43351.171511 nChanged 15 SP:Iteration 4Q (2253.711665 sec): 3 clusters Score: Raw -45449.371819 + Penalty 2018.445025 = -43430.926794 nChanged 8 SP:Iteration 5Q (2253.765060 sec): 3 clusters Score: Raw -45486.574113 + Penalty 2018.445025 = -43468.129088 nChanged 6 SP:Iteration 6Q (2253.801314 sec): 3 clusters Score: Raw -45512.690279 + Penalty 2018.445025 = -43494.245254 nChanged 5 SP:Iteration 7Q (2253.842600 sec): 3 clusters Score: Raw -45536.341560 + Penalty 2018.445025 = -43517.896535 nChanged 4 SP:Iteration 8Q (2253.886409 sec): 3 clusters Score: Raw -45553.908003 + Penalty 2018.445025 = -43535.462978 nChanged 6 SP:Iteration 9Q (2253.921148 sec): 3 clusters Score: Raw -45587.498477 + Penalty 2018.445025 = -43569.053452 nChanged 7 SP:Iteration 10Q (2253.960010 sec): 3 clusters Score: Raw -45623.797119 + Penalty 2018.445025 = -43605.352094 nChanged 7 SP:Iteration 11Q (2253.995517 sec): 3 clusters Score: Raw -45659.927781 + Penalty 2018.445025 = -43641.482756 nChanged 6 SP:Iteration 12Q (2254.030058 sec): 3 clusters Score: Raw -45673.984309 + Penalty 2018.445025 = -43655.539284 nChanged 4 SP:Iteration 13Q (2254.072398 sec): 3 clusters Score: Raw -45682.309751 + Penalty 2018.445025 = -43663.864726 nChanged 1 SP:Iteration 14Q (2254.116175 sec): 3 clusters Score: Raw -45683.404167 + Penalty 2018.445025 = -43664.959142 nChanged 1 SP:Iteration 15Q (2254.150660 sec): 3 clusters Score: Raw -45684.880999 + Penalty 2018.445025 = -43666.435974 nChanged 1 SP:Iteration 16Q (2254.180981 sec): 3 clusters Score: Raw -45685.665832 + Penalty 2018.445025 = -43667.220807 nChanged 1 SP:Iteration 17Q (2254.219670 sec): 3 clusters Score: Raw -45686.292666 + Penalty 2018.445025 = -43667.847641 nChanged 0 SP:Iteration 18F (2254.265339 sec): 3 clusters Score: Raw -45686.292666 + Penalty 2018.445025 = -43667.847641 nChanged 0 Score: Raw -51875406.620881 + Penalty 54875.690030 = -51820530.930851 Splitting cluster 14 changes total score from -51817775.387949 to -51820530.930851 So it's getting split into cluster 26. Trying to split cluster 15 (14755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2262.332163 sec): 2 clusters Score: Raw -1662144.445749 + Penalty 1559.892309 = -1660584.553440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2262.400200 sec): 3 clusters Score: Raw -1653463.423977 + Penalty 3119.784618 = -1650343.639358 nChanged 6552 SP:Iteration 1F (2262.477157 sec): 3 clusters Score: Raw -1657072.777212 + Penalty 3119.784618 = -1653952.992594 nChanged 903 SP:Iteration 2F (2262.536599 sec): 3 clusters Score: Raw -1657504.045205 + Penalty 3119.784618 = -1654384.260586 nChanged 873 SP:Iteration 3F (2262.604703 sec): 3 clusters Score: Raw -1657995.065041 + Penalty 3119.784618 = -1654875.280422 nChanged 886 SP:Iteration 4F (2262.668017 sec): 3 clusters Score: Raw -1658564.854946 + Penalty 3119.784618 = -1655445.070328 nChanged 909 SP:Iteration 5F (2262.731861 sec): 3 clusters Score: Raw -1659166.386788 + Penalty 3119.784618 = -1656046.602170 nChanged 979 SP:Iteration 6F (2262.801105 sec): 3 clusters Score: Raw -1659863.651613 + Penalty 3119.784618 = -1656743.866995 nChanged 955 SP:Iteration 7F (2262.864140 sec): 3 clusters Score: Raw -1660549.846366 + Penalty 3119.784618 = -1657430.061747 nChanged 857 SP:Iteration 8F (2262.932496 sec): 3 clusters Score: Raw -1661144.817975 + Penalty 3119.784618 = -1658025.033357 nChanged 708 SP:Iteration 9Q (2262.995332 sec): 3 clusters Score: Raw -1661625.795926 + Penalty 3119.784618 = -1658506.011308 nChanged 575 SP:Iteration 10Q (2263.058057 sec): 3 clusters Score: Raw -1661991.101306 + Penalty 3119.784618 = -1658871.316687 nChanged 484 SP:Iteration 11Q (2263.132412 sec): 3 clusters Score: Raw -1662209.218274 + Penalty 3119.784618 = -1659089.433656 nChanged 352 SP:Iteration 12Q (2263.194730 sec): 3 clusters Score: Raw -1662345.528069 + Penalty 3119.784618 = -1659225.743450 nChanged 302 SP:Iteration 13Q (2263.253469 sec): 3 clusters Score: Raw -1662451.429543 + Penalty 3119.784618 = -1659331.644924 nChanged 242 SP:Iteration 14Q (2263.334112 sec): 3 clusters Score: Raw -1662530.398130 + Penalty 3119.784618 = -1659410.613511 nChanged 183 SP:Iteration 15Q (2263.390520 sec): 3 clusters Score: Raw -1662584.391762 + Penalty 3119.784618 = -1659464.607143 nChanged 150 SP:Iteration 16Q (2263.464886 sec): 3 clusters Score: Raw -1662625.218045 + Penalty 3119.784618 = -1659505.433427 nChanged 119 SP:Iteration 17Q (2263.528992 sec): 3 clusters Score: Raw -1662657.028451 + Penalty 3119.784618 = -1659537.243833 nChanged 123 SP:Iteration 18Q (2263.604392 sec): 3 clusters Score: Raw -1662683.375206 + Penalty 3119.784618 = -1659563.590588 nChanged 95 SP:Iteration 19Q (2263.655491 sec): 3 clusters Score: Raw -1662700.887284 + Penalty 3119.784618 = -1659581.102666 nChanged 96 SP:Iteration 20F (2263.715772 sec): 3 clusters Score: Raw -1662718.136349 + Penalty 3119.784618 = -1659598.351731 nChanged 87 SP:Iteration 21Q (2263.780225 sec): 3 clusters Score: Raw -1662739.824780 + Penalty 3119.784618 = -1659620.040161 nChanged 81 SP:Iteration 22Q (2263.832362 sec): 3 clusters Score: Raw -1662757.797502 + Penalty 3119.784618 = -1659638.012883 nChanged 81 SP:Iteration 23Q (2263.912678 sec): 3 clusters Score: Raw -1662771.824414 + Penalty 3119.784618 = -1659652.039795 nChanged 70 SP:Iteration 24Q (2263.970724 sec): 3 clusters Score: Raw -1662788.436206 + Penalty 3119.784618 = -1659668.651587 nChanged 78 SP:Iteration 25Q (2264.008292 sec): 3 clusters Score: Raw -1662805.541523 + Penalty 3119.784618 = -1659685.756905 nChanged 77 SP:Iteration 26Q (2264.061803 sec): 3 clusters Score: Raw -1662825.132600 + Penalty 3119.784618 = -1659705.347982 nChanged 71 SP:Iteration 27Q (2264.144261 sec): 3 clusters Score: Raw -1662843.372907 + Penalty 3119.784618 = -1659723.588289 nChanged 82 SP:Iteration 28Q (2264.202480 sec): 3 clusters Score: Raw -1662862.773042 + Penalty 3119.784618 = -1659742.988423 nChanged 80 SP:Iteration 29Q (2264.272892 sec): 3 clusters Score: Raw -1662881.471772 + Penalty 3119.784618 = -1659761.687154 nChanged 87 SP:Iteration 30Q (2264.351506 sec): 3 clusters Score: Raw -1662898.069618 + Penalty 3119.784618 = -1659778.285000 nChanged 79 SP:Iteration 31Q (2264.409395 sec): 3 clusters Score: Raw -1662912.643539 + Penalty 3119.784618 = -1659792.858920 nChanged 73 SP:Iteration 32Q (2264.464159 sec): 3 clusters Score: Raw -1662926.547455 + Penalty 3119.784618 = -1659806.762836 nChanged 54 SP:Iteration 33Q (2264.515026 sec): 3 clusters Score: Raw -1662934.960822 + Penalty 3119.784618 = -1659815.176204 nChanged 39 SP:Iteration 34Q (2264.590646 sec): 3 clusters Score: Raw -1662940.620242 + Penalty 3119.784618 = -1659820.835624 nChanged 32 SP:Iteration 35Q (2264.652562 sec): 3 clusters Score: Raw -1662946.597518 + Penalty 3119.784618 = -1659826.812900 nChanged 40 SP:Iteration 36Q (2264.715989 sec): 3 clusters Score: Raw -1662953.473333 + Penalty 3119.784618 = -1659833.688714 nChanged 42 SP:Iteration 37Q (2264.784317 sec): 3 clusters Score: Raw -1662960.741458 + Penalty 3119.784618 = -1659840.956840 nChanged 44 SP:Iteration 38Q (2264.855117 sec): 3 clusters Score: Raw -1662967.249725 + Penalty 3119.784618 = -1659847.465107 nChanged 46 SP:Iteration 39Q (2264.921425 sec): 3 clusters Score: Raw -1662973.543252 + Penalty 3119.784618 = -1659853.758633 nChanged 40 SP:Iteration 40F (2264.981181 sec): 3 clusters Score: Raw -1662979.476578 + Penalty 3119.784618 = -1659859.691960 nChanged 30 SP:Iteration 41Q (2265.043075 sec): 3 clusters Score: Raw -1662983.759214 + Penalty 3119.784618 = -1659863.974596 nChanged 34 SP:Iteration 42Q (2265.107730 sec): 3 clusters Score: Raw -1662987.385210 + Penalty 3119.784618 = -1659867.600591 nChanged 30 SP:Iteration 43Q (2265.177250 sec): 3 clusters Score: Raw -1662991.637253 + Penalty 3119.784618 = -1659871.852635 nChanged 36 SP:Iteration 44Q (2265.248504 sec): 3 clusters Score: Raw -1662997.215518 + Penalty 3119.784618 = -1659877.430900 nChanged 38 SP:Iteration 45Q (2265.309667 sec): 3 clusters Score: Raw -1663003.988754 + Penalty 3119.784618 = -1659884.204136 nChanged 45 SP:Iteration 46Q (2265.367239 sec): 3 clusters Score: Raw -1663011.537358 + Penalty 3119.784618 = -1659891.752739 nChanged 39 SP:Iteration 47Q (2265.426041 sec): 3 clusters Score: Raw -1663017.820153 + Penalty 3119.784618 = -1659898.035535 nChanged 44 SP:Iteration 48Q (2265.485238 sec): 3 clusters Score: Raw -1663026.011979 + Penalty 3119.784618 = -1659906.227361 nChanged 45 SP:Iteration 49Q (2265.559073 sec): 3 clusters Score: Raw -1663034.367660 + Penalty 3119.784618 = -1659914.583042 nChanged 45 SP:Iteration 50Q (2265.623817 sec): 3 clusters Score: Raw -1663043.145175 + Penalty 3119.784618 = -1659923.360557 nChanged 45 SP:Iteration 51Q (2265.677664 sec): 3 clusters Score: Raw -1663051.133885 + Penalty 3119.784618 = -1659931.349267 nChanged 32 SP:Iteration 52Q (2265.750437 sec): 3 clusters Score: Raw -1663056.458823 + Penalty 3119.784618 = -1659936.674205 nChanged 31 SP:Iteration 53Q (2265.809633 sec): 3 clusters Score: Raw -1663060.485359 + Penalty 3119.784618 = -1659940.700740 nChanged 26 SP:Iteration 54Q (2265.866504 sec): 3 clusters Score: Raw -1663065.351182 + Penalty 3119.784618 = -1659945.566563 nChanged 40 SP:Iteration 55Q (2265.935016 sec): 3 clusters Score: Raw -1663072.661370 + Penalty 3119.784618 = -1659952.876751 nChanged 38 SP:Iteration 56Q (2265.992698 sec): 3 clusters Score: Raw -1663080.134040 + Penalty 3119.784618 = -1659960.349421 nChanged 41 SP:Iteration 57Q (2266.053274 sec): 3 clusters Score: Raw -1663086.106682 + Penalty 3119.784618 = -1659966.322063 nChanged 25 SP:Iteration 58Q (2266.119581 sec): 3 clusters Score: Raw -1663090.196232 + Penalty 3119.784618 = -1659970.411614 nChanged 27 SP:Iteration 59Q (2266.187326 sec): 3 clusters Score: Raw -1663094.828430 + Penalty 3119.784618 = -1659975.043812 nChanged 33 SP:Iteration 60F (2266.250248 sec): 3 clusters Score: Raw -1663100.962638 + Penalty 3119.784618 = -1659981.178020 nChanged 32 SP:Iteration 61Q (2266.304319 sec): 3 clusters Score: Raw -1663109.549680 + Penalty 3119.784618 = -1659989.765062 nChanged 38 SP:Iteration 62Q (2266.372739 sec): 3 clusters Score: Raw -1663118.907077 + Penalty 3119.784618 = -1659999.122459 nChanged 43 SP:Iteration 63Q (2266.426401 sec): 3 clusters Score: Raw -1663129.417378 + Penalty 3119.784618 = -1660009.632760 nChanged 40 SP:Iteration 64Q (2266.494597 sec): 3 clusters Score: Raw -1663137.033283 + Penalty 3119.784618 = -1660017.248664 nChanged 36 SP:Iteration 65Q (2266.560374 sec): 3 clusters Score: Raw -1663142.267353 + Penalty 3119.784618 = -1660022.482735 nChanged 28 SP:Iteration 66Q (2266.624275 sec): 3 clusters Score: Raw -1663146.293484 + Penalty 3119.784618 = -1660026.508866 nChanged 24 SP:Iteration 67Q (2266.685136 sec): 3 clusters Score: Raw -1663150.547031 + Penalty 3119.784618 = -1660030.762413 nChanged 20 SP:Iteration 68Q (2266.760667 sec): 3 clusters Score: Raw -1663153.500709 + Penalty 3119.784618 = -1660033.716091 nChanged 21 SP:Iteration 69Q (2266.832943 sec): 3 clusters Score: Raw -1663156.598058 + Penalty 3119.784618 = -1660036.813439 nChanged 21 SP:Iteration 70Q (2266.886420 sec): 3 clusters Score: Raw -1663160.060695 + Penalty 3119.784618 = -1660040.276077 nChanged 23 SP:Iteration 71Q (2266.949696 sec): 3 clusters Score: Raw -1663162.946205 + Penalty 3119.784618 = -1660043.161587 nChanged 15 SP:Iteration 72Q (2267.013617 sec): 3 clusters Score: Raw -1663165.796214 + Penalty 3119.784618 = -1660046.011596 nChanged 24 SP:Iteration 73Q (2267.082973 sec): 3 clusters Score: Raw -1663169.673722 + Penalty 3119.784618 = -1660049.889103 nChanged 18 SP:Iteration 74Q (2267.151066 sec): 3 clusters Score: Raw -1663173.462323 + Penalty 3119.784618 = -1660053.677704 nChanged 22 SP:Iteration 75Q (2267.208160 sec): 3 clusters Score: Raw -1663176.632454 + Penalty 3119.784618 = -1660056.847836 nChanged 19 SP:Iteration 76Q (2267.269128 sec): 3 clusters Score: Raw -1663179.675066 + Penalty 3119.784618 = -1660059.890448 nChanged 17 SP:Iteration 77Q (2267.332881 sec): 3 clusters Score: Raw -1663182.069244 + Penalty 3119.784618 = -1660062.284626 nChanged 14 SP:Iteration 78Q (2267.400546 sec): 3 clusters Score: Raw -1663184.622414 + Penalty 3119.784618 = -1660064.837795 nChanged 13 SP:Iteration 79Q (2267.464198 sec): 3 clusters Score: Raw -1663186.546475 + Penalty 3119.784618 = -1660066.761857 nChanged 17 SP:Iteration 80F (2267.536218 sec): 3 clusters Score: Raw -1663188.826327 + Penalty 3119.784618 = -1660069.041709 nChanged 17 SP:Iteration 81Q (2267.604367 sec): 3 clusters Score: Raw -1663190.717182 + Penalty 3119.784618 = -1660070.932564 nChanged 17 SP:Iteration 82Q (2267.668679 sec): 3 clusters Score: Raw -1663193.087881 + Penalty 3119.784618 = -1660073.303262 nChanged 19 SP:Iteration 83Q (2267.734844 sec): 3 clusters Score: Raw -1663195.389591 + Penalty 3119.784618 = -1660075.604973 nChanged 6 SP:Iteration 84Q (2267.803183 sec): 3 clusters Score: Raw -1663196.054022 + Penalty 3119.784618 = -1660076.269403 nChanged 8 SP:Iteration 85Q (2267.862176 sec): 3 clusters Score: Raw -1663196.947279 + Penalty 3119.784618 = -1660077.162661 nChanged 9 SP:Iteration 86Q (2267.918979 sec): 3 clusters Score: Raw -1663198.011676 + Penalty 3119.784618 = -1660078.227057 nChanged 9 SP:Iteration 87Q (2267.990351 sec): 3 clusters Score: Raw -1663199.159230 + Penalty 3119.784618 = -1660079.374611 nChanged 9 SP:Iteration 88Q (2268.056330 sec): 3 clusters Score: Raw -1663200.300920 + Penalty 3119.784618 = -1660080.516302 nChanged 7 SP:Iteration 89Q (2268.111930 sec): 3 clusters Score: Raw -1663201.077434 + Penalty 3119.784618 = -1660081.292816 nChanged 7 SP:Iteration 90Q (2268.181542 sec): 3 clusters Score: Raw -1663201.681962 + Penalty 3119.784618 = -1660081.897344 nChanged 9 SP:Iteration 91Q (2268.262472 sec): 3 clusters Score: Raw -1663203.094783 + Penalty 3119.784618 = -1660083.310165 nChanged 10 SP:Iteration 92Q (2268.312756 sec): 3 clusters Score: Raw -1663203.939396 + Penalty 3119.784618 = -1660084.154778 nChanged 6 SP:Iteration 93Q (2268.380906 sec): 3 clusters Score: Raw -1663204.293696 + Penalty 3119.784618 = -1660084.509078 nChanged 3 SP:Iteration 94Q (2268.451858 sec): 3 clusters Score: Raw -1663204.492184 + Penalty 3119.784618 = -1660084.707565 nChanged 1 SP:Iteration 95Q (2268.511426 sec): 3 clusters Score: Raw -1663204.586642 + Penalty 3119.784618 = -1660084.802024 nChanged 5 SP:Iteration 96Q (2268.567347 sec): 3 clusters Score: Raw -1663204.966488 + Penalty 3119.784618 = -1660085.181870 nChanged 2 SP:Iteration 97Q (2268.634308 sec): 3 clusters Score: Raw -1663205.237284 + Penalty 3119.784618 = -1660085.452665 nChanged 5 SP:Iteration 98Q (2268.696357 sec): 3 clusters Score: Raw -1663206.000722 + Penalty 3119.784618 = -1660086.216104 nChanged 8 SP:Iteration 99Q (2268.759103 sec): 3 clusters Score: Raw -1663207.130954 + Penalty 3119.784618 = -1660087.346335 nChanged 10 SP:Iteration 100F (2268.829634 sec): 3 clusters Score: Raw -1663208.117515 + Penalty 3119.784618 = -1660088.332896 nChanged 6 SP:Iteration 101Q (2268.893119 sec): 3 clusters Score: Raw -1663208.642401 + Penalty 3119.784618 = -1660088.857782 nChanged 7 SP:Iteration 102Q (2268.965263 sec): 3 clusters Score: Raw -1663209.393925 + Penalty 3119.784618 = -1660089.609307 nChanged 3 SP:Iteration 103Q (2269.015708 sec): 3 clusters Score: Raw -1663209.663547 + Penalty 3119.784618 = -1660089.878929 nChanged 3 SP:Iteration 104Q (2269.085642 sec): 3 clusters Score: Raw -1663209.929056 + Penalty 3119.784618 = -1660090.144437 nChanged 4 SP:Iteration 105Q (2269.149231 sec): 3 clusters Score: Raw -1663210.301594 + Penalty 3119.784618 = -1660090.516976 nChanged 2 SP:Iteration 106Q (2269.215729 sec): 3 clusters Score: Raw -1663210.380969 + Penalty 3119.784618 = -1660090.596350 nChanged 0 SP:Iteration 107F (2269.289252 sec): 3 clusters Score: Raw -1663210.380969 + Penalty 3119.784618 = -1660090.596350 nChanged 0 Trying to split cluster 16 (48746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2269.386738 sec): 2 clusters Score: Raw -5952786.667930 + Penalty 1754.086494 = -5951032.581436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2269.505338 sec): 3 clusters Score: Raw -5921792.271567 + Penalty 3508.172987 = -5918284.098580 nChanged 22835 SP:Iteration 1F (2269.646260 sec): 3 clusters Score: Raw -5935682.228065 + Penalty 3508.172987 = -5932174.055078 nChanged 2598 SP:Iteration 2F (2269.774366 sec): 3 clusters Score: Raw -5936826.748135 + Penalty 3508.172987 = -5933318.575147 nChanged 2824 SP:Iteration 3F (2269.890172 sec): 3 clusters Score: Raw -5938307.829253 + Penalty 3508.172987 = -5934799.656266 nChanged 2988 SP:Iteration 4F (2270.014441 sec): 3 clusters Score: Raw -5940050.007436 + Penalty 3508.172987 = -5936541.834449 nChanged 3103 SP:Iteration 5F (2270.131745 sec): 3 clusters Score: Raw -5941956.640593 + Penalty 3508.172987 = -5938448.467606 nChanged 3003 SP:Iteration 6F (2270.254282 sec): 3 clusters Score: Raw -5943819.834114 + Penalty 3508.172987 = -5940311.661127 nChanged 2641 SP:Iteration 7F (2270.385048 sec): 3 clusters Score: Raw -5945293.115698 + Penalty 3508.172987 = -5941784.942711 nChanged 2113 SP:Iteration 8Q (2270.505936 sec): 3 clusters Score: Raw -5946408.367779 + Penalty 3508.172987 = -5942900.194792 nChanged 1754 SP:Iteration 9Q (2270.636268 sec): 3 clusters Score: Raw -5947214.466231 + Penalty 3508.172987 = -5943706.293244 nChanged 1342 SP:Iteration 10Q (2270.772900 sec): 3 clusters Score: Raw -5947853.805351 + Penalty 3508.172987 = -5944345.632364 nChanged 1180 SP:Iteration 11Q (2270.901009 sec): 3 clusters Score: Raw -5948472.705474 + Penalty 3508.172987 = -5944964.532487 nChanged 1049 SP:Iteration 12Q (2271.024241 sec): 3 clusters Score: Raw -5949056.551002 + Penalty 3508.172987 = -5945548.378015 nChanged 923 SP:Iteration 13Q (2271.159247 sec): 3 clusters Score: Raw -5949639.171189 + Penalty 3508.172987 = -5946130.998202 nChanged 917 SP:Iteration 14Q (2271.272034 sec): 3 clusters Score: Raw -5950269.115136 + Penalty 3508.172987 = -5946760.942149 nChanged 905 SP:Iteration 15Q (2271.390415 sec): 3 clusters Score: Raw -5950848.704213 + Penalty 3508.172987 = -5947340.531226 nChanged 806 SP:Iteration 16Q (2271.496933 sec): 3 clusters Score: Raw -5951307.062220 + Penalty 3508.172987 = -5947798.889233 nChanged 727 SP:Iteration 17Q (2271.611729 sec): 3 clusters Score: Raw -5951666.766662 + Penalty 3508.172987 = -5948158.593675 nChanged 578 SP:Iteration 18Q (2271.738608 sec): 3 clusters Score: Raw -5951914.681642 + Penalty 3508.172987 = -5948406.508655 nChanged 480 SP:Iteration 19Q (2271.858053 sec): 3 clusters Score: Raw -5952092.027095 + Penalty 3508.172987 = -5948583.854108 nChanged 428 SP:Iteration 20F (2271.976356 sec): 3 clusters Score: Raw -5952246.221145 + Penalty 3508.172987 = -5948738.048158 nChanged 423 SP:Iteration 21Q (2272.095050 sec): 3 clusters Score: Raw -5952401.065354 + Penalty 3508.172987 = -5948892.892367 nChanged 395 SP:Iteration 22Q (2272.214473 sec): 3 clusters Score: Raw -5952548.990464 + Penalty 3508.172987 = -5949040.817477 nChanged 345 SP:Iteration 23Q (2272.331284 sec): 3 clusters Score: Raw -5952668.973080 + Penalty 3508.172987 = -5949160.800093 nChanged 322 SP:Iteration 24Q (2272.447845 sec): 3 clusters Score: Raw -5952786.595153 + Penalty 3508.172987 = -5949278.422166 nChanged 299 SP:Iteration 25Q (2272.572873 sec): 3 clusters Score: Raw -5952891.007102 + Penalty 3508.172987 = -5949382.834115 nChanged 261 SP:Iteration 26Q (2272.687323 sec): 3 clusters Score: Raw -5952967.575872 + Penalty 3508.172987 = -5949459.402884 nChanged 207 SP:Iteration 27Q (2272.801122 sec): 3 clusters Score: Raw -5953017.814129 + Penalty 3508.172987 = -5949509.641142 nChanged 177 SP:Iteration 28Q (2272.922010 sec): 3 clusters Score: Raw -5953058.258423 + Penalty 3508.172987 = -5949550.085436 nChanged 173 SP:Iteration 29Q (2273.039120 sec): 3 clusters Score: Raw -5953096.674124 + Penalty 3508.172987 = -5949588.501137 nChanged 172 SP:Iteration 30Q (2273.150633 sec): 3 clusters Score: Raw -5953132.510181 + Penalty 3508.172987 = -5949624.337194 nChanged 150 SP:Iteration 31Q (2273.258950 sec): 3 clusters Score: Raw -5953161.576345 + Penalty 3508.172987 = -5949653.403358 nChanged 106 SP:Iteration 32Q (2273.373100 sec): 3 clusters Score: Raw -5953181.121816 + Penalty 3508.172987 = -5949672.948829 nChanged 123 SP:Iteration 33Q (2273.487365 sec): 3 clusters Score: Raw -5953202.111679 + Penalty 3508.172987 = -5949693.938692 nChanged 88 SP:Iteration 34Q (2273.596671 sec): 3 clusters Score: Raw -5953215.979862 + Penalty 3508.172987 = -5949707.806874 nChanged 100 SP:Iteration 35Q (2273.707526 sec): 3 clusters Score: Raw -5953230.476314 + Penalty 3508.172987 = -5949722.303327 nChanged 78 SP:Iteration 36Q (2273.827568 sec): 3 clusters Score: Raw -5953242.247731 + Penalty 3508.172987 = -5949734.074744 nChanged 83 SP:Iteration 37Q (2273.928502 sec): 3 clusters Score: Raw -5953255.169631 + Penalty 3508.172987 = -5949746.996644 nChanged 87 SP:Iteration 38Q (2274.055033 sec): 3 clusters Score: Raw -5953269.265901 + Penalty 3508.172987 = -5949761.092914 nChanged 81 SP:Iteration 39Q (2274.169200 sec): 3 clusters Score: Raw -5953280.165462 + Penalty 3508.172987 = -5949771.992475 nChanged 60 SP:Iteration 40F (2274.291205 sec): 3 clusters Score: Raw -5953286.939006 + Penalty 3508.172987 = -5949778.766019 nChanged 43 SP:Iteration 41Q (2274.406082 sec): 3 clusters Score: Raw -5953291.534937 + Penalty 3508.172987 = -5949783.361950 nChanged 45 SP:Iteration 42Q (2274.511098 sec): 3 clusters Score: Raw -5953297.331777 + Penalty 3508.172987 = -5949789.158790 nChanged 56 SP:Iteration 43Q (2274.623796 sec): 3 clusters Score: Raw -5953305.151793 + Penalty 3508.172987 = -5949796.978806 nChanged 66 SP:Iteration 44Q (2274.740549 sec): 3 clusters Score: Raw -5953316.565431 + Penalty 3508.172987 = -5949808.392444 nChanged 71 SP:Iteration 45Q (2274.860846 sec): 3 clusters Score: Raw -5953329.788804 + Penalty 3508.172987 = -5949821.615817 nChanged 84 SP:Iteration 46Q (2274.973859 sec): 3 clusters Score: Raw -5953346.050651 + Penalty 3508.172987 = -5949837.877664 nChanged 70 SP:Iteration 47Q (2275.074328 sec): 3 clusters Score: Raw -5953358.184013 + Penalty 3508.172987 = -5949850.011026 nChanged 65 SP:Iteration 48Q (2275.201068 sec): 3 clusters Score: Raw -5953369.466836 + Penalty 3508.172987 = -5949861.293849 nChanged 70 SP:Iteration 49Q (2275.296927 sec): 3 clusters Score: Raw -5953379.842779 + Penalty 3508.172987 = -5949871.669792 nChanged 60 SP:Iteration 50Q (2275.412502 sec): 3 clusters Score: Raw -5953388.964488 + Penalty 3508.172987 = -5949880.791501 nChanged 56 SP:Iteration 51Q (2275.534691 sec): 3 clusters Score: Raw -5953397.226514 + Penalty 3508.172987 = -5949889.053527 nChanged 53 SP:Iteration 52Q (2275.650184 sec): 3 clusters Score: Raw -5953403.796899 + Penalty 3508.172987 = -5949895.623912 nChanged 48 SP:Iteration 53Q (2275.763104 sec): 3 clusters Score: Raw -5953409.011195 + Penalty 3508.172987 = -5949900.838208 nChanged 35 SP:Iteration 54Q (2275.869819 sec): 3 clusters Score: Raw -5953413.677863 + Penalty 3508.172987 = -5949905.504876 nChanged 32 SP:Iteration 55Q (2275.980964 sec): 3 clusters Score: Raw -5953417.803439 + Penalty 3508.172987 = -5949909.630452 nChanged 25 SP:Iteration 56Q (2276.099888 sec): 3 clusters Score: Raw -5953421.255928 + Penalty 3508.172987 = -5949913.082941 nChanged 26 SP:Iteration 57Q (2276.200882 sec): 3 clusters Score: Raw -5953425.486472 + Penalty 3508.172987 = -5949917.313485 nChanged 33 SP:Iteration 58Q (2276.303676 sec): 3 clusters Score: Raw -5953430.008829 + Penalty 3508.172987 = -5949921.835842 nChanged 41 SP:Iteration 59Q (2276.415315 sec): 3 clusters Score: Raw -5953436.021649 + Penalty 3508.172987 = -5949927.848662 nChanged 37 SP:Iteration 60F (2276.541772 sec): 3 clusters Score: Raw -5953441.870051 + Penalty 3508.172987 = -5949933.697064 nChanged 36 SP:Iteration 61Q (2276.658086 sec): 3 clusters Score: Raw -5953448.345406 + Penalty 3508.172987 = -5949940.172419 nChanged 36 SP:Iteration 62Q (2276.773962 sec): 3 clusters Score: Raw -5953454.659802 + Penalty 3508.172987 = -5949946.486815 nChanged 26 SP:Iteration 63Q (2276.893424 sec): 3 clusters Score: Raw -5953458.892879 + Penalty 3508.172987 = -5949950.719892 nChanged 27 SP:Iteration 64Q (2277.004366 sec): 3 clusters Score: Raw -5953463.971530 + Penalty 3508.172987 = -5949955.798543 nChanged 36 SP:Iteration 65Q (2277.102004 sec): 3 clusters Score: Raw -5953470.366699 + Penalty 3508.172987 = -5949962.193711 nChanged 32 SP:Iteration 66Q (2277.215085 sec): 3 clusters Score: Raw -5953476.704166 + Penalty 3508.172987 = -5949968.531179 nChanged 38 SP:Iteration 67Q (2277.323408 sec): 3 clusters Score: Raw -5953483.621866 + Penalty 3508.172987 = -5949975.448879 nChanged 39 SP:Iteration 68Q (2277.420225 sec): 3 clusters Score: Raw -5953488.987388 + Penalty 3508.172987 = -5949980.814401 nChanged 35 SP:Iteration 69Q (2277.531712 sec): 3 clusters Score: Raw -5953494.189278 + Penalty 3508.172987 = -5949986.016291 nChanged 28 SP:Iteration 70Q (2277.644706 sec): 3 clusters Score: Raw -5953497.959254 + Penalty 3508.172987 = -5949989.786267 nChanged 32 SP:Iteration 71Q (2277.745850 sec): 3 clusters Score: Raw -5953502.297045 + Penalty 3508.172987 = -5949994.124058 nChanged 29 SP:Iteration 72Q (2277.855610 sec): 3 clusters Score: Raw -5953506.039264 + Penalty 3508.172987 = -5949997.866277 nChanged 22 SP:Iteration 73Q (2277.973807 sec): 3 clusters Score: Raw -5953508.907636 + Penalty 3508.172987 = -5950000.734649 nChanged 23 SP:Iteration 74Q (2278.074674 sec): 3 clusters Score: Raw -5953511.590702 + Penalty 3508.172987 = -5950003.417715 nChanged 24 SP:Iteration 75Q (2278.192870 sec): 3 clusters Score: Raw -5953514.514128 + Penalty 3508.172987 = -5950006.341141 nChanged 25 SP:Iteration 76Q (2278.297531 sec): 3 clusters Score: Raw -5953517.426740 + Penalty 3508.172987 = -5950009.253753 nChanged 15 SP:Iteration 77Q (2278.400216 sec): 3 clusters Score: Raw -5953519.219748 + Penalty 3508.172987 = -5950011.046761 nChanged 14 SP:Iteration 78Q (2278.509241 sec): 3 clusters Score: Raw -5953520.900801 + Penalty 3508.172987 = -5950012.727814 nChanged 10 SP:Iteration 79Q (2278.607202 sec): 3 clusters Score: Raw -5953521.907310 + Penalty 3508.172987 = -5950013.734323 nChanged 8 SP:Iteration 80F (2278.731527 sec): 3 clusters Score: Raw -5953522.962714 + Penalty 3508.172987 = -5950014.789727 nChanged 11 SP:Iteration 81Q (2278.846018 sec): 3 clusters Score: Raw -5953524.252757 + Penalty 3508.172987 = -5950016.079770 nChanged 6 SP:Iteration 82Q (2278.954621 sec): 3 clusters Score: Raw -5953524.753418 + Penalty 3508.172987 = -5950016.580431 nChanged 3 SP:Iteration 83Q (2279.059727 sec): 3 clusters Score: Raw -5953524.916073 + Penalty 3508.172987 = -5950016.743085 nChanged 0 SP:Iteration 84F (2279.188987 sec): 3 clusters Score: Raw -5953524.916073 + Penalty 3508.172987 = -5950016.743085 nChanged 0 Trying to split cluster 17 (39852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2279.266284 sec): 2 clusters Score: Raw -4659741.311287 + Penalty 1721.350779 = -4658019.960507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2279.382984 sec): 3 clusters Score: Raw -4634816.148999 + Penalty 3442.701558 = -4631373.447441 nChanged 18525 SP:Iteration 1F (2279.484177 sec): 3 clusters Score: Raw -4645310.105444 + Penalty 3442.701558 = -4641867.403886 nChanged 1935 SP:Iteration 2Q (2279.591057 sec): 3 clusters Score: Raw -4646015.719742 + Penalty 3442.701558 = -4642573.018184 nChanged 1961 SP:Iteration 3Q (2279.702599 sec): 3 clusters Score: Raw -4646829.603028 + Penalty 3442.701558 = -4643386.901470 nChanged 2130 SP:Iteration 4F (2279.802196 sec): 3 clusters Score: Raw -4647839.137254 + Penalty 3442.701558 = -4644396.435696 nChanged 2326 SP:Iteration 5F (2279.911931 sec): 3 clusters Score: Raw -4649085.847447 + Penalty 3442.701558 = -4645643.145889 nChanged 2421 SP:Iteration 6F (2280.021804 sec): 3 clusters Score: Raw -4650610.006194 + Penalty 3442.701558 = -4647167.304636 nChanged 2433 SP:Iteration 7F (2280.126647 sec): 3 clusters Score: Raw -4652303.531873 + Penalty 3442.701558 = -4648860.830315 nChanged 2176 SP:Iteration 8F (2280.235777 sec): 3 clusters Score: Raw -4653927.494288 + Penalty 3442.701558 = -4650484.792730 nChanged 1847 SP:Iteration 9Q (2280.349341 sec): 3 clusters Score: Raw -4655303.226824 + Penalty 3442.701558 = -4651860.525266 nChanged 1414 SP:Iteration 10Q (2280.461467 sec): 3 clusters Score: Raw -4656278.270324 + Penalty 3442.701558 = -4652835.568765 nChanged 1072 SP:Iteration 11Q (2280.559503 sec): 3 clusters Score: Raw -4656952.784393 + Penalty 3442.701558 = -4653510.082835 nChanged 878 SP:Iteration 12Q (2280.674098 sec): 3 clusters Score: Raw -4657445.868409 + Penalty 3442.701558 = -4654003.166851 nChanged 720 SP:Iteration 13Q (2280.788349 sec): 3 clusters Score: Raw -4657830.563162 + Penalty 3442.701558 = -4654387.861604 nChanged 642 SP:Iteration 14Q (2280.893351 sec): 3 clusters Score: Raw -4658184.494911 + Penalty 3442.701558 = -4654741.793353 nChanged 590 SP:Iteration 15Q (2280.998805 sec): 3 clusters Score: Raw -4658543.821962 + Penalty 3442.701558 = -4655101.120404 nChanged 536 SP:Iteration 16Q (2281.103010 sec): 3 clusters Score: Raw -4658867.032150 + Penalty 3442.701558 = -4655424.330592 nChanged 410 SP:Iteration 17Q (2281.200207 sec): 3 clusters Score: Raw -4659092.590180 + Penalty 3442.701558 = -4655649.888622 nChanged 344 SP:Iteration 18Q (2281.309478 sec): 3 clusters Score: Raw -4659274.869564 + Penalty 3442.701558 = -4655832.168006 nChanged 311 SP:Iteration 19Q (2281.417941 sec): 3 clusters Score: Raw -4659443.292765 + Penalty 3442.701558 = -4656000.591206 nChanged 240 SP:Iteration 20F (2281.535441 sec): 3 clusters Score: Raw -4659571.614066 + Penalty 3442.701558 = -4656128.912507 nChanged 200 SP:Iteration 21Q (2281.640832 sec): 3 clusters Score: Raw -4659679.808868 + Penalty 3442.701558 = -4656237.107310 nChanged 153 SP:Iteration 22Q (2281.743682 sec): 3 clusters Score: Raw -4659765.699743 + Penalty 3442.701558 = -4656322.998185 nChanged 120 SP:Iteration 23Q (2281.832394 sec): 3 clusters Score: Raw -4659831.473515 + Penalty 3442.701558 = -4656388.771956 nChanged 93 SP:Iteration 24Q (2281.930723 sec): 3 clusters Score: Raw -4659883.498371 + Penalty 3442.701558 = -4656440.796813 nChanged 78 SP:Iteration 25Q (2282.020810 sec): 3 clusters Score: Raw -4659930.088027 + Penalty 3442.701558 = -4656487.386469 nChanged 58 SP:Iteration 26Q (2282.101812 sec): 3 clusters Score: Raw -4659964.558703 + Penalty 3442.701558 = -4656521.857145 nChanged 44 SP:Iteration 27Q (2282.193393 sec): 3 clusters Score: Raw -4659989.209598 + Penalty 3442.701558 = -4656546.508039 nChanged 31 SP:Iteration 28Q (2282.281394 sec): 3 clusters Score: Raw -4660002.268639 + Penalty 3442.701558 = -4656559.567080 nChanged 23 SP:Iteration 29Q (2282.383314 sec): 3 clusters Score: Raw -4660012.084716 + Penalty 3442.701558 = -4656569.383158 nChanged 22 SP:Iteration 30Q (2282.471191 sec): 3 clusters Score: Raw -4660021.983469 + Penalty 3442.701558 = -4656579.281910 nChanged 23 SP:Iteration 31Q (2282.568252 sec): 3 clusters Score: Raw -4660032.415061 + Penalty 3442.701558 = -4656589.713502 nChanged 15 SP:Iteration 32Q (2282.653807 sec): 3 clusters Score: Raw -4660041.650977 + Penalty 3442.701558 = -4656598.949418 nChanged 17 SP:Iteration 33Q (2282.749556 sec): 3 clusters Score: Raw -4660052.603135 + Penalty 3442.701558 = -4656609.901577 nChanged 13 SP:Iteration 34Q (2282.837833 sec): 3 clusters Score: Raw -4660061.488774 + Penalty 3442.701558 = -4656618.787216 nChanged 14 SP:Iteration 35Q (2282.941015 sec): 3 clusters Score: Raw -4660070.691079 + Penalty 3442.701558 = -4656627.989520 nChanged 14 SP:Iteration 36Q (2283.032786 sec): 3 clusters Score: Raw -4660079.344824 + Penalty 3442.701558 = -4656636.643266 nChanged 7 SP:Iteration 37Q (2283.127090 sec): 3 clusters Score: Raw -4660083.228228 + Penalty 3442.701558 = -4656640.526669 nChanged 7 SP:Iteration 38Q (2283.226192 sec): 3 clusters Score: Raw -4660086.981940 + Penalty 3442.701558 = -4656644.280382 nChanged 4 SP:Iteration 39Q (2283.319309 sec): 3 clusters Score: Raw -4660089.657783 + Penalty 3442.701558 = -4656646.956225 nChanged 4 SP:Iteration 40F (2283.426277 sec): 3 clusters Score: Raw -4660092.809448 + Penalty 3442.701558 = -4656650.107890 nChanged 1 SP:Iteration 41Q (2283.519087 sec): 3 clusters Score: Raw -4660093.133985 + Penalty 3442.701558 = -4656650.432426 nChanged 1 SP:Iteration 42Q (2283.618056 sec): 3 clusters Score: Raw -4660093.344152 + Penalty 3442.701558 = -4656650.642593 nChanged 2 SP:Iteration 43Q (2283.717273 sec): 3 clusters Score: Raw -4660094.064414 + Penalty 3442.701558 = -4656651.362856 nChanged 0 SP:Iteration 44F (2283.828010 sec): 3 clusters Score: Raw -4660094.064414 + Penalty 3442.701558 = -4656651.362856 nChanged 0 Trying to split cluster 18 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2283.843082 sec): 2 clusters Score: Raw -66901.619604 + Penalty 1038.141228 = -65863.478376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2283.884013 sec): 3 clusters Score: Raw -66804.675348 + Penalty 2076.282457 = -64728.392891 nChanged 152 SP:Iteration 1F (2283.921958 sec): 3 clusters Score: Raw -67022.358981 + Penalty 2076.282457 = -64946.076524 nChanged 44 SP:Iteration 2F (2283.964842 sec): 3 clusters Score: Raw -67141.429816 + Penalty 2076.282457 = -65065.147359 nChanged 28 SP:Iteration 3Q (2283.995681 sec): 3 clusters Score: Raw -67230.586876 + Penalty 2076.282457 = -65154.304419 nChanged 28 SP:Iteration 4Q (2284.039246 sec): 3 clusters Score: Raw -67306.397201 + Penalty 2076.282457 = -65230.114745 nChanged 27 SP:Iteration 5Q (2284.073473 sec): 3 clusters Score: Raw -67389.192081 + Penalty 2076.282457 = -65312.909625 nChanged 21 SP:Iteration 6Q (2284.121842 sec): 3 clusters Score: Raw -67455.053353 + Penalty 2076.282457 = -65378.770896 nChanged 14 SP:Iteration 7Q (2284.163301 sec): 3 clusters Score: Raw -67503.204788 + Penalty 2076.282457 = -65426.922331 nChanged 9 SP:Iteration 8Q (2284.203855 sec): 3 clusters Score: Raw -67537.935232 + Penalty 2076.282457 = -65461.652776 nChanged 9 SP:Iteration 9Q (2284.237656 sec): 3 clusters Score: Raw -67558.516565 + Penalty 2076.282457 = -65482.234109 nChanged 7 SP:Iteration 10Q (2284.271992 sec): 3 clusters Score: Raw -67571.769191 + Penalty 2076.282457 = -65495.486734 nChanged 2 SP:Iteration 11Q (2284.320149 sec): 3 clusters Score: Raw -67576.369814 + Penalty 2076.282457 = -65500.087357 nChanged 1 SP:Iteration 12Q (2284.366165 sec): 3 clusters Score: Raw -67578.207082 + Penalty 2076.282457 = -65501.924626 nChanged 1 SP:Iteration 13Q (2284.396244 sec): 3 clusters Score: Raw -67583.309958 + Penalty 2076.282457 = -65507.027501 nChanged 1 SP:Iteration 14Q (2284.428901 sec): 3 clusters Score: Raw -67585.231905 + Penalty 2076.282457 = -65508.949449 nChanged 0 SP:Iteration 15F (2284.465887 sec): 3 clusters Score: Raw -67585.231905 + Penalty 2076.282457 = -65508.949449 nChanged 0 Trying to split cluster 19 (11965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2284.496684 sec): 2 clusters Score: Raw -1428692.401931 + Penalty 1525.832913 = -1427166.569019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2284.560388 sec): 3 clusters Score: Raw -1421848.065699 + Penalty 3051.665825 = -1418796.399874 nChanged 5219 SP:Iteration 1F (2284.628379 sec): 3 clusters Score: Raw -1424774.516749 + Penalty 3051.665825 = -1421722.850924 nChanged 788 SP:Iteration 2F (2284.683035 sec): 3 clusters Score: Raw -1425162.757003 + Penalty 3051.665825 = -1422111.091178 nChanged 694 SP:Iteration 3F (2284.756573 sec): 3 clusters Score: Raw -1425556.238781 + Penalty 3051.665825 = -1422504.572956 nChanged 705 SP:Iteration 4F (2284.803389 sec): 3 clusters Score: Raw -1425990.694894 + Penalty 3051.665825 = -1422939.029069 nChanged 701 SP:Iteration 5F (2284.860671 sec): 3 clusters Score: Raw -1426491.492710 + Penalty 3051.665825 = -1423439.826885 nChanged 716 SP:Iteration 6F (2284.922794 sec): 3 clusters Score: Raw -1427015.853054 + Penalty 3051.665825 = -1423964.187228 nChanged 645 SP:Iteration 7F (2284.988618 sec): 3 clusters Score: Raw -1427423.796924 + Penalty 3051.665825 = -1424372.131099 nChanged 525 SP:Iteration 8Q (2285.050544 sec): 3 clusters Score: Raw -1427701.059694 + Penalty 3051.665825 = -1424649.393869 nChanged 425 SP:Iteration 9Q (2285.117448 sec): 3 clusters Score: Raw -1427890.558695 + Penalty 3051.665825 = -1424838.892870 nChanged 341 SP:Iteration 10Q (2285.170087 sec): 3 clusters Score: Raw -1428022.630530 + Penalty 3051.665825 = -1424970.964705 nChanged 285 SP:Iteration 11Q (2285.235345 sec): 3 clusters Score: Raw -1428125.937541 + Penalty 3051.665825 = -1425074.271716 nChanged 225 SP:Iteration 12Q (2285.297741 sec): 3 clusters Score: Raw -1428196.156698 + Penalty 3051.665825 = -1425144.490872 nChanged 192 SP:Iteration 13Q (2285.358776 sec): 3 clusters Score: Raw -1428255.156816 + Penalty 3051.665825 = -1425203.490991 nChanged 170 SP:Iteration 14Q (2285.414401 sec): 3 clusters Score: Raw -1428305.792281 + Penalty 3051.665825 = -1425254.126456 nChanged 159 SP:Iteration 15Q (2285.472343 sec): 3 clusters Score: Raw -1428349.931130 + Penalty 3051.665825 = -1425298.265305 nChanged 129 SP:Iteration 16Q (2285.547822 sec): 3 clusters Score: Raw -1428379.493406 + Penalty 3051.665825 = -1425327.827581 nChanged 98 SP:Iteration 17Q (2285.612838 sec): 3 clusters Score: Raw -1428402.644813 + Penalty 3051.665825 = -1425350.978988 nChanged 85 SP:Iteration 18Q (2285.673782 sec): 3 clusters Score: Raw -1428416.066502 + Penalty 3051.665825 = -1425364.400677 nChanged 58 SP:Iteration 19Q (2285.740595 sec): 3 clusters Score: Raw -1428424.902847 + Penalty 3051.665825 = -1425373.237022 nChanged 51 SP:Iteration 20F (2285.795408 sec): 3 clusters Score: Raw -1428432.322226 + Penalty 3051.665825 = -1425380.656401 nChanged 41 SP:Iteration 21Q (2285.859763 sec): 3 clusters Score: Raw -1428437.711624 + Penalty 3051.665825 = -1425386.045799 nChanged 33 SP:Iteration 22Q (2285.928534 sec): 3 clusters Score: Raw -1428441.224756 + Penalty 3051.665825 = -1425389.558931 nChanged 30 SP:Iteration 23Q (2285.987843 sec): 3 clusters Score: Raw -1428443.866280 + Penalty 3051.665825 = -1425392.200455 nChanged 20 SP:Iteration 24Q (2286.060140 sec): 3 clusters Score: Raw -1428445.581830 + Penalty 3051.665825 = -1425393.916005 nChanged 14 SP:Iteration 25Q (2286.121139 sec): 3 clusters Score: Raw -1428447.153576 + Penalty 3051.665825 = -1425395.487751 nChanged 18 SP:Iteration 26Q (2286.182304 sec): 3 clusters Score: Raw -1428449.255997 + Penalty 3051.665825 = -1425397.590172 nChanged 19 SP:Iteration 27Q (2286.241410 sec): 3 clusters Score: Raw -1428452.195986 + Penalty 3051.665825 = -1425400.530161 nChanged 20 SP:Iteration 28Q (2286.295794 sec): 3 clusters Score: Raw -1428454.775603 + Penalty 3051.665825 = -1425403.109778 nChanged 28 SP:Iteration 29Q (2286.363765 sec): 3 clusters Score: Raw -1428457.237244 + Penalty 3051.665825 = -1425405.571418 nChanged 25 SP:Iteration 30Q (2286.424908 sec): 3 clusters Score: Raw -1428459.804878 + Penalty 3051.665825 = -1425408.139053 nChanged 19 SP:Iteration 31Q (2286.491121 sec): 3 clusters Score: Raw -1428462.194245 + Penalty 3051.665825 = -1425410.528420 nChanged 18 SP:Iteration 32Q (2286.558383 sec): 3 clusters Score: Raw -1428465.347366 + Penalty 3051.665825 = -1425413.681541 nChanged 20 SP:Iteration 33Q (2286.611659 sec): 3 clusters Score: Raw -1428467.601767 + Penalty 3051.665825 = -1425415.935941 nChanged 21 SP:Iteration 34Q (2286.676004 sec): 3 clusters Score: Raw -1428470.339591 + Penalty 3051.665825 = -1425418.673766 nChanged 16 SP:Iteration 35Q (2286.730014 sec): 3 clusters Score: Raw -1428472.118725 + Penalty 3051.665825 = -1425420.452900 nChanged 19 SP:Iteration 36Q (2286.799745 sec): 3 clusters Score: Raw -1428475.276866 + Penalty 3051.665825 = -1425423.611041 nChanged 22 SP:Iteration 37Q (2286.854872 sec): 3 clusters Score: Raw -1428478.140659 + Penalty 3051.665825 = -1425426.474833 nChanged 9 SP:Iteration 38Q (2286.919598 sec): 3 clusters Score: Raw -1428479.051320 + Penalty 3051.665825 = -1425427.385495 nChanged 12 SP:Iteration 39Q (2286.973384 sec): 3 clusters Score: Raw -1428480.241459 + Penalty 3051.665825 = -1425428.575634 nChanged 13 SP:Iteration 40F (2287.037671 sec): 3 clusters Score: Raw -1428481.739372 + Penalty 3051.665825 = -1425430.073547 nChanged 18 SP:Iteration 41Q (2287.100236 sec): 3 clusters Score: Raw -1428484.477864 + Penalty 3051.665825 = -1425432.812039 nChanged 20 SP:Iteration 42Q (2287.158647 sec): 3 clusters Score: Raw -1428487.405120 + Penalty 3051.665825 = -1425435.739295 nChanged 26 SP:Iteration 43Q (2287.227330 sec): 3 clusters Score: Raw -1428491.884973 + Penalty 3051.665825 = -1425440.219148 nChanged 28 SP:Iteration 44Q (2287.278875 sec): 3 clusters Score: Raw -1428495.929714 + Penalty 3051.665825 = -1425444.263888 nChanged 25 SP:Iteration 45Q (2287.332304 sec): 3 clusters Score: Raw -1428499.675885 + Penalty 3051.665825 = -1425448.010060 nChanged 21 SP:Iteration 46Q (2287.391623 sec): 3 clusters Score: Raw -1428502.859948 + Penalty 3051.665825 = -1425451.194123 nChanged 18 SP:Iteration 47Q (2287.450291 sec): 3 clusters Score: Raw -1428505.047475 + Penalty 3051.665825 = -1425453.381650 nChanged 14 SP:Iteration 48Q (2287.511891 sec): 3 clusters Score: Raw -1428506.852681 + Penalty 3051.665825 = -1425455.186856 nChanged 11 SP:Iteration 49Q (2287.571129 sec): 3 clusters Score: Raw -1428508.283516 + Penalty 3051.665825 = -1425456.617691 nChanged 9 SP:Iteration 50Q (2287.640099 sec): 3 clusters Score: Raw -1428509.544087 + Penalty 3051.665825 = -1425457.878261 nChanged 15 SP:Iteration 51Q (2287.703531 sec): 3 clusters Score: Raw -1428510.912680 + Penalty 3051.665825 = -1425459.246855 nChanged 11 SP:Iteration 52Q (2287.766590 sec): 3 clusters Score: Raw -1428511.756533 + Penalty 3051.665825 = -1425460.090708 nChanged 8 SP:Iteration 53Q (2287.818537 sec): 3 clusters Score: Raw -1428512.585018 + Penalty 3051.665825 = -1425460.919193 nChanged 12 SP:Iteration 54Q (2287.883866 sec): 3 clusters Score: Raw -1428514.365740 + Penalty 3051.665825 = -1425462.699915 nChanged 16 SP:Iteration 55Q (2287.936811 sec): 3 clusters Score: Raw -1428516.438786 + Penalty 3051.665825 = -1425464.772961 nChanged 11 SP:Iteration 56Q (2287.999997 sec): 3 clusters Score: Raw -1428517.955339 + Penalty 3051.665825 = -1425466.289514 nChanged 14 SP:Iteration 57Q (2288.062285 sec): 3 clusters Score: Raw -1428519.832702 + Penalty 3051.665825 = -1425468.166877 nChanged 12 SP:Iteration 58Q (2288.129083 sec): 3 clusters Score: Raw -1428520.611409 + Penalty 3051.665825 = -1425468.945584 nChanged 7 SP:Iteration 59Q (2288.191859 sec): 3 clusters Score: Raw -1428521.045187 + Penalty 3051.665825 = -1425469.379362 nChanged 3 SP:Iteration 60F (2288.251512 sec): 3 clusters Score: Raw -1428521.285452 + Penalty 3051.665825 = -1425469.619627 nChanged 3 SP:Iteration 61Q (2288.314361 sec): 3 clusters Score: Raw -1428521.499023 + Penalty 3051.665825 = -1425469.833198 nChanged 3 SP:Iteration 62Q (2288.374374 sec): 3 clusters Score: Raw -1428521.740525 + Penalty 3051.665825 = -1425470.074700 nChanged 2 SP:Iteration 63Q (2288.436605 sec): 3 clusters Score: Raw -1428521.903695 + Penalty 3051.665825 = -1425470.237870 nChanged 2 SP:Iteration 64Q (2288.509354 sec): 3 clusters Score: Raw -1428522.096751 + Penalty 3051.665825 = -1425470.430926 nChanged 3 SP:Iteration 65Q (2288.569035 sec): 3 clusters Score: Raw -1428522.330567 + Penalty 3051.665825 = -1425470.664742 nChanged 3 SP:Iteration 66Q (2288.638638 sec): 3 clusters Score: Raw -1428522.639223 + Penalty 3051.665825 = -1425470.973398 nChanged 4 SP:Iteration 67Q (2288.690645 sec): 3 clusters Score: Raw -1428523.517756 + Penalty 3051.665825 = -1425471.851931 nChanged 5 SP:Iteration 68Q (2288.756863 sec): 3 clusters Score: Raw -1428524.135359 + Penalty 3051.665825 = -1425472.469534 nChanged 2 SP:Iteration 69Q (2288.824851 sec): 3 clusters Score: Raw -1428524.259789 + Penalty 3051.665825 = -1425472.593964 nChanged 1 SP:Iteration 70Q (2288.877249 sec): 3 clusters Score: Raw -1428524.459195 + Penalty 3051.665825 = -1425472.793370 nChanged 1 SP:Iteration 71Q (2288.939545 sec): 3 clusters Score: Raw -1428524.656890 + Penalty 3051.665825 = -1425472.991065 nChanged 1 SP:Iteration 72Q (2289.011427 sec): 3 clusters Score: Raw -1428524.681977 + Penalty 3051.665825 = -1425473.016152 nChanged 0 SP:Iteration 73F (2289.062879 sec): 3 clusters Score: Raw -1428524.681977 + Penalty 3051.665825 = -1425473.016152 nChanged 0 Trying to split cluster 20 (1105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2289.082220 sec): 2 clusters Score: Raw -127091.488425 + Penalty 1138.735100 = -125952.753325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2289.128970 sec): 3 clusters Score: Raw -126705.515634 + Penalty 2277.470200 = -124428.045434 nChanged 336 SP:Iteration 1F (2289.167275 sec): 3 clusters Score: Raw -126988.316199 + Penalty 2277.470200 = -124710.846000 nChanged 72 SP:Iteration 2F (2289.202096 sec): 3 clusters Score: Raw -127063.769356 + Penalty 2277.470200 = -124786.299156 nChanged 45 SP:Iteration 3Q (2289.245538 sec): 3 clusters Score: Raw -127106.353490 + Penalty 2277.470200 = -124828.883291 nChanged 35 SP:Iteration 4Q (2289.289061 sec): 3 clusters Score: Raw -127138.932105 + Penalty 2277.470200 = -124861.461906 nChanged 40 SP:Iteration 5Q (2289.339005 sec): 3 clusters Score: Raw -127174.996461 + Penalty 2277.470200 = -124897.526262 nChanged 29 SP:Iteration 6Q (2289.382156 sec): 3 clusters Score: Raw -127202.566251 + Penalty 2277.470200 = -124925.096052 nChanged 26 SP:Iteration 7Q (2289.411470 sec): 3 clusters Score: Raw -127232.115497 + Penalty 2277.470200 = -124954.645297 nChanged 21 SP:Iteration 8Q (2289.451946 sec): 3 clusters Score: Raw -127259.877361 + Penalty 2277.470200 = -124982.407161 nChanged 19 SP:Iteration 9Q (2289.499071 sec): 3 clusters Score: Raw -127282.217207 + Penalty 2277.470200 = -125004.747008 nChanged 14 SP:Iteration 10Q (2289.530568 sec): 3 clusters Score: Raw -127292.738316 + Penalty 2277.470200 = -125015.268117 nChanged 5 SP:Iteration 11Q (2289.580340 sec): 3 clusters Score: Raw -127296.109046 + Penalty 2277.470200 = -125018.638846 nChanged 4 SP:Iteration 12Q (2289.625478 sec): 3 clusters Score: Raw -127297.578556 + Penalty 2277.470200 = -125020.108356 nChanged 3 SP:Iteration 13Q (2289.669232 sec): 3 clusters Score: Raw -127301.436889 + Penalty 2277.470200 = -125023.966689 nChanged 5 SP:Iteration 14Q (2289.704829 sec): 3 clusters Score: Raw -127305.423470 + Penalty 2277.470200 = -125027.953271 nChanged 5 SP:Iteration 15Q (2289.745856 sec): 3 clusters Score: Raw -127309.257944 + Penalty 2277.470200 = -125031.787744 nChanged 5 SP:Iteration 16Q (2289.787957 sec): 3 clusters Score: Raw -127313.091367 + Penalty 2277.470200 = -125035.621168 nChanged 4 SP:Iteration 17Q (2289.826259 sec): 3 clusters Score: Raw -127319.704752 + Penalty 2277.470200 = -125042.234552 nChanged 4 SP:Iteration 18Q (2289.864741 sec): 3 clusters Score: Raw -127324.688440 + Penalty 2277.470200 = -125047.218240 nChanged 7 SP:Iteration 19Q (2289.900039 sec): 3 clusters Score: Raw -127332.610285 + Penalty 2277.470200 = -125055.140086 nChanged 7 SP:Iteration 20F (2289.945056 sec): 3 clusters Score: Raw -127338.422939 + Penalty 2277.470200 = -125060.952739 nChanged 8 SP:Iteration 21Q (2289.986260 sec): 3 clusters Score: Raw -127346.305557 + Penalty 2277.470200 = -125068.835358 nChanged 8 SP:Iteration 22Q (2290.033191 sec): 3 clusters Score: Raw -127356.756117 + Penalty 2277.470200 = -125079.285917 nChanged 3 SP:Iteration 23Q (2290.078506 sec): 3 clusters Score: Raw -127361.418009 + Penalty 2277.470200 = -125083.947810 nChanged 5 SP:Iteration 24Q (2290.111516 sec): 3 clusters Score: Raw -127369.038100 + Penalty 2277.470200 = -125091.567901 nChanged 8 SP:Iteration 25Q (2290.151231 sec): 3 clusters Score: Raw -127379.456101 + Penalty 2277.470200 = -125101.985901 nChanged 5 SP:Iteration 26Q (2290.199687 sec): 3 clusters Score: Raw -127383.492184 + Penalty 2277.470200 = -125106.021985 nChanged 7 SP:Iteration 27Q (2290.230166 sec): 3 clusters Score: Raw -127390.144758 + Penalty 2277.470200 = -125112.674559 nChanged 10 SP:Iteration 28Q (2290.275506 sec): 3 clusters Score: Raw -127403.721401 + Penalty 2277.470200 = -125126.251202 nChanged 6 SP:Iteration 29Q (2290.321879 sec): 3 clusters Score: Raw -127409.758549 + Penalty 2277.470200 = -125132.288349 nChanged 9 SP:Iteration 30Q (2290.361648 sec): 3 clusters Score: Raw -127416.852761 + Penalty 2277.470200 = -125139.382561 nChanged 2 SP:Iteration 31Q (2290.411010 sec): 3 clusters Score: Raw -127419.326846 + Penalty 2277.470200 = -125141.856646 nChanged 2 SP:Iteration 32Q (2290.453288 sec): 3 clusters Score: Raw -127421.480710 + Penalty 2277.470200 = -125144.010511 nChanged 1 SP:Iteration 33Q (2290.493319 sec): 3 clusters Score: Raw -127422.126655 + Penalty 2277.470200 = -125144.656456 nChanged 3 SP:Iteration 34Q (2290.528952 sec): 3 clusters Score: Raw -127425.378933 + Penalty 2277.470200 = -125147.908734 nChanged 4 SP:Iteration 35Q (2290.560962 sec): 3 clusters Score: Raw -127430.418560 + Penalty 2277.470200 = -125152.948360 nChanged 2 SP:Iteration 36Q (2290.605876 sec): 3 clusters Score: Raw -127431.840342 + Penalty 2277.470200 = -125154.370142 nChanged 1 SP:Iteration 37Q (2290.647557 sec): 3 clusters Score: Raw -127436.497664 + Penalty 2277.470200 = -125159.027465 nChanged 4 SP:Iteration 38Q (2290.684029 sec): 3 clusters Score: Raw -127443.089198 + Penalty 2277.470200 = -125165.618999 nChanged 4 SP:Iteration 39Q (2290.733094 sec): 3 clusters Score: Raw -127446.680911 + Penalty 2277.470200 = -125169.210711 nChanged 5 SP:Iteration 40F (2290.768688 sec): 3 clusters Score: Raw -127450.925284 + Penalty 2277.470200 = -125173.455084 nChanged 5 SP:Iteration 41Q (2290.811424 sec): 3 clusters Score: Raw -127456.866173 + Penalty 2277.470200 = -125179.395974 nChanged 5 SP:Iteration 42Q (2290.855752 sec): 3 clusters Score: Raw -127464.262731 + Penalty 2277.470200 = -125186.792531 nChanged 6 SP:Iteration 43Q (2290.895148 sec): 3 clusters Score: Raw -127475.848748 + Penalty 2277.470200 = -125198.378548 nChanged 8 SP:Iteration 44Q (2290.940761 sec): 3 clusters Score: Raw -127487.211578 + Penalty 2277.470200 = -125209.741379 nChanged 10 SP:Iteration 45Q (2290.990048 sec): 3 clusters Score: Raw -127502.530718 + Penalty 2277.470200 = -125225.060518 nChanged 13 SP:Iteration 46Q (2291.020604 sec): 3 clusters Score: Raw -127534.243648 + Penalty 2277.470200 = -125256.773448 nChanged 19 SP:Iteration 47Q (2291.064662 sec): 3 clusters Score: Raw -127569.431490 + Penalty 2277.470200 = -125291.961291 nChanged 18 SP:Iteration 48Q (2291.115966 sec): 3 clusters Score: Raw -127611.731898 + Penalty 2277.470200 = -125334.261699 nChanged 18 SP:Iteration 49Q (2291.153589 sec): 3 clusters Score: Raw -127675.169368 + Penalty 2277.470200 = -125397.699168 nChanged 16 SP:Iteration 50Q (2291.204236 sec): 3 clusters Score: Raw -127759.663738 + Penalty 2277.470200 = -125482.193538 nChanged 14 SP:Iteration 51Q (2291.238867 sec): 3 clusters Score: Raw -127825.603408 + Penalty 2277.470200 = -125548.133208 nChanged 10 SP:Iteration 52Q (2291.277410 sec): 3 clusters Score: Raw -127839.172294 + Penalty 2277.470200 = -125561.702095 nChanged 8 SP:Iteration 53Q (2291.320320 sec): 3 clusters Score: Raw -127846.215600 + Penalty 2277.470200 = -125568.745401 nChanged 4 SP:Iteration 54Q (2291.362947 sec): 3 clusters Score: Raw -127851.518776 + Penalty 2277.470200 = -125574.048577 nChanged 6 SP:Iteration 55Q (2291.406691 sec): 3 clusters Score: Raw -127859.455137 + Penalty 2277.470200 = -125581.984938 nChanged 4 SP:Iteration 56Q (2291.447696 sec): 3 clusters Score: Raw -127863.423493 + Penalty 2277.470200 = -125585.953294 nChanged 3 SP:Iteration 57Q (2291.492300 sec): 3 clusters Score: Raw -127867.253711 + Penalty 2277.470200 = -125589.783511 nChanged 2 SP:Iteration 58Q (2291.538538 sec): 3 clusters Score: Raw -127869.490900 + Penalty 2277.470200 = -125592.020701 nChanged 1 SP:Iteration 59Q (2291.575726 sec): 3 clusters Score: Raw -127870.222043 + Penalty 2277.470200 = -125592.751843 nChanged 0 SP:Iteration 60F (2291.610682 sec): 3 clusters Score: Raw -127870.222043 + Penalty 2277.470200 = -125592.751843 nChanged 0 Trying to split cluster 21 (76341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2291.727188 sec): 2 clusters Score: Raw -9307210.649445 + Penalty 1826.981882 = -9305383.667564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2291.917276 sec): 3 clusters Score: Raw -9258145.567391 + Penalty 3653.963763 = -9254491.603628 nChanged 36175 SP:Iteration 1F (2292.095527 sec): 3 clusters Score: Raw -9279355.776867 + Penalty 3653.963763 = -9275701.813104 nChanged 3376 SP:Iteration 2Q (2292.278192 sec): 3 clusters Score: Raw -9280592.857671 + Penalty 3653.963763 = -9276938.893907 nChanged 3923 SP:Iteration 3F (2292.443473 sec): 3 clusters Score: Raw -9282415.280859 + Penalty 3653.963763 = -9278761.317096 nChanged 4748 SP:Iteration 4F (2292.600730 sec): 3 clusters Score: Raw -9285213.914079 + Penalty 3653.963763 = -9281559.950316 nChanged 5532 SP:Iteration 5F (2292.779491 sec): 3 clusters Score: Raw -9289045.277737 + Penalty 3653.963763 = -9285391.313974 nChanged 5831 SP:Iteration 6F (2292.953584 sec): 3 clusters Score: Raw -9293835.308675 + Penalty 3653.963763 = -9290181.344912 nChanged 5322 SP:Iteration 7F (2293.117050 sec): 3 clusters Score: Raw -9298724.866773 + Penalty 3653.963763 = -9295070.903010 nChanged 3878 SP:Iteration 8F (2293.289609 sec): 3 clusters Score: Raw -9302457.805674 + Penalty 3653.963763 = -9298803.841911 nChanged 2505 SP:Iteration 9Q (2293.463641 sec): 3 clusters Score: Raw -9304720.092636 + Penalty 3653.963763 = -9301066.128873 nChanged 1573 SP:Iteration 10Q (2293.626884 sec): 3 clusters Score: Raw -9305934.867742 + Penalty 3653.963763 = -9302280.903978 nChanged 1053 SP:Iteration 11Q (2293.777196 sec): 3 clusters Score: Raw -9306669.812912 + Penalty 3653.963763 = -9303015.849149 nChanged 746 SP:Iteration 12Q (2293.933344 sec): 3 clusters Score: Raw -9307167.564343 + Penalty 3653.963763 = -9303513.600580 nChanged 580 SP:Iteration 13Q (2294.088776 sec): 3 clusters Score: Raw -9307557.304347 + Penalty 3653.963763 = -9303903.340584 nChanged 432 SP:Iteration 14Q (2294.263108 sec): 3 clusters Score: Raw -9307826.304279 + Penalty 3653.963763 = -9304172.340515 nChanged 333 SP:Iteration 15Q (2294.425032 sec): 3 clusters Score: Raw -9308068.514143 + Penalty 3653.963763 = -9304414.550380 nChanged 281 SP:Iteration 16Q (2294.576997 sec): 3 clusters Score: Raw -9308286.646782 + Penalty 3653.963763 = -9304632.683018 nChanged 228 SP:Iteration 17Q (2294.732526 sec): 3 clusters Score: Raw -9308504.717649 + Penalty 3653.963763 = -9304850.753886 nChanged 204 SP:Iteration 18Q (2294.881196 sec): 3 clusters Score: Raw -9308749.283733 + Penalty 3653.963763 = -9305095.319970 nChanged 196 SP:Iteration 19Q (2295.012826 sec): 3 clusters Score: Raw -9308994.618836 + Penalty 3653.963763 = -9305340.655073 nChanged 202 SP:Iteration 20F (2295.193574 sec): 3 clusters Score: Raw -9309243.890986 + Penalty 3653.963763 = -9305589.927223 nChanged 190 SP:Iteration 21Q (2295.328501 sec): 3 clusters Score: Raw -9309397.181386 + Penalty 3653.963763 = -9305743.217623 nChanged 168 SP:Iteration 22Q (2295.454466 sec): 3 clusters Score: Raw -9309478.946665 + Penalty 3653.963763 = -9305824.982902 nChanged 120 SP:Iteration 23Q (2295.594446 sec): 3 clusters Score: Raw -9309519.034410 + Penalty 3653.963763 = -9305865.070647 nChanged 89 SP:Iteration 24Q (2295.743372 sec): 3 clusters Score: Raw -9309541.051664 + Penalty 3653.963763 = -9305887.087901 nChanged 61 SP:Iteration 25Q (2295.873776 sec): 3 clusters Score: Raw -9309555.981134 + Penalty 3653.963763 = -9305902.017371 nChanged 60 SP:Iteration 26Q (2296.014802 sec): 3 clusters Score: Raw -9309569.293113 + Penalty 3653.963763 = -9305915.329350 nChanged 39 SP:Iteration 27Q (2296.158231 sec): 3 clusters Score: Raw -9309578.609088 + Penalty 3653.963763 = -9305924.645324 nChanged 46 SP:Iteration 28Q (2296.304571 sec): 3 clusters Score: Raw -9309588.811956 + Penalty 3653.963763 = -9305934.848193 nChanged 43 SP:Iteration 29Q (2296.442615 sec): 3 clusters Score: Raw -9309596.151309 + Penalty 3653.963763 = -9305942.187546 nChanged 29 SP:Iteration 30Q (2296.583565 sec): 3 clusters Score: Raw -9309600.544991 + Penalty 3653.963763 = -9305946.581228 nChanged 21 SP:Iteration 31Q (2296.724764 sec): 3 clusters Score: Raw -9309603.115881 + Penalty 3653.963763 = -9305949.152118 nChanged 18 SP:Iteration 32Q (2296.868752 sec): 3 clusters Score: Raw -9309606.010878 + Penalty 3653.963763 = -9305952.047115 nChanged 24 SP:Iteration 33Q (2297.000609 sec): 3 clusters Score: Raw -9309609.720199 + Penalty 3653.963763 = -9305955.756436 nChanged 20 SP:Iteration 34Q (2297.136708 sec): 3 clusters Score: Raw -9309612.657564 + Penalty 3653.963763 = -9305958.693800 nChanged 19 SP:Iteration 35Q (2297.268471 sec): 3 clusters Score: Raw -9309614.920371 + Penalty 3653.963763 = -9305960.956608 nChanged 13 SP:Iteration 36Q (2297.406076 sec): 3 clusters Score: Raw -9309616.024357 + Penalty 3653.963763 = -9305962.060593 nChanged 11 SP:Iteration 37Q (2297.553275 sec): 3 clusters Score: Raw -9309617.337950 + Penalty 3653.963763 = -9305963.374187 nChanged 9 SP:Iteration 38Q (2297.713923 sec): 3 clusters Score: Raw -9309618.072109 + Penalty 3653.963763 = -9305964.108346 nChanged 10 SP:Iteration 39Q (2297.873608 sec): 3 clusters Score: Raw -9309619.231039 + Penalty 3653.963763 = -9305965.267276 nChanged 8 SP:Iteration 40F (2298.048815 sec): 3 clusters Score: Raw -9309620.260747 + Penalty 3653.963763 = -9305966.296984 nChanged 10 SP:Iteration 41Q (2298.213986 sec): 3 clusters Score: Raw -9309621.198642 + Penalty 3653.963763 = -9305967.234879 nChanged 9 SP:Iteration 42Q (2298.378563 sec): 3 clusters Score: Raw -9309622.061310 + Penalty 3653.963763 = -9305968.097547 nChanged 5 SP:Iteration 43Q (2298.540782 sec): 3 clusters Score: Raw -9309622.482453 + Penalty 3653.963763 = -9305968.518690 nChanged 3 SP:Iteration 44Q (2298.711811 sec): 3 clusters Score: Raw -9309622.760270 + Penalty 3653.963763 = -9305968.796506 nChanged 7 SP:Iteration 45Q (2298.867561 sec): 3 clusters Score: Raw -9309623.562483 + Penalty 3653.963763 = -9305969.598720 nChanged 9 SP:Iteration 46Q (2299.022771 sec): 3 clusters Score: Raw -9309624.437409 + Penalty 3653.963763 = -9305970.473646 nChanged 9 SP:Iteration 47Q (2299.158971 sec): 3 clusters Score: Raw -9309625.233683 + Penalty 3653.963763 = -9305971.269919 nChanged 8 SP:Iteration 48Q (2299.301907 sec): 3 clusters Score: Raw -9309626.153850 + Penalty 3653.963763 = -9305972.190087 nChanged 9 SP:Iteration 49Q (2299.439435 sec): 3 clusters Score: Raw -9309627.149407 + Penalty 3653.963763 = -9305973.185644 nChanged 10 SP:Iteration 50Q (2299.578962 sec): 3 clusters Score: Raw -9309627.981178 + Penalty 3653.963763 = -9305974.017415 nChanged 8 SP:Iteration 51Q (2299.725786 sec): 3 clusters Score: Raw -9309628.687044 + Penalty 3653.963763 = -9305974.723281 nChanged 9 SP:Iteration 52Q (2299.876438 sec): 3 clusters Score: Raw -9309629.793439 + Penalty 3653.963763 = -9305975.829676 nChanged 8 SP:Iteration 53Q (2300.021303 sec): 3 clusters Score: Raw -9309630.583365 + Penalty 3653.963763 = -9305976.619602 nChanged 5 SP:Iteration 54Q (2300.165850 sec): 3 clusters Score: Raw -9309630.869090 + Penalty 3653.963763 = -9305976.905327 nChanged 1 SP:Iteration 55Q (2300.314721 sec): 3 clusters Score: Raw -9309631.026759 + Penalty 3653.963763 = -9305977.062996 nChanged 2 SP:Iteration 56Q (2300.463816 sec): 3 clusters Score: Raw -9309631.237347 + Penalty 3653.963763 = -9305977.273584 nChanged 1 SP:Iteration 57Q (2300.615654 sec): 3 clusters Score: Raw -9309631.336040 + Penalty 3653.963763 = -9305977.372277 nChanged 2 SP:Iteration 58Q (2300.764893 sec): 3 clusters Score: Raw -9309631.567769 + Penalty 3653.963763 = -9305977.604006 nChanged 2 SP:Iteration 59Q (2300.898720 sec): 3 clusters Score: Raw -9309631.759118 + Penalty 3653.963763 = -9305977.795355 nChanged 3 SP:Iteration 60F (2301.059120 sec): 3 clusters Score: Raw -9309632.117421 + Penalty 3653.963763 = -9305978.153657 nChanged 7 SP:Iteration 61Q (2301.215217 sec): 3 clusters Score: Raw -9309633.018416 + Penalty 3653.963763 = -9305979.054653 nChanged 6 SP:Iteration 62Q (2301.351305 sec): 3 clusters Score: Raw -9309633.609002 + Penalty 3653.963763 = -9305979.645239 nChanged 7 SP:Iteration 63Q (2301.496617 sec): 3 clusters Score: Raw -9309634.280534 + Penalty 3653.963763 = -9305980.316771 nChanged 4 SP:Iteration 64Q (2301.635492 sec): 3 clusters Score: Raw -9309634.765790 + Penalty 3653.963763 = -9305980.802027 nChanged 7 SP:Iteration 65Q (2301.778439 sec): 3 clusters Score: Raw -9309635.401256 + Penalty 3653.963763 = -9305981.437492 nChanged 4 SP:Iteration 66Q (2301.935696 sec): 3 clusters Score: Raw -9309635.736940 + Penalty 3653.963763 = -9305981.773176 nChanged 4 SP:Iteration 67Q (2302.091326 sec): 3 clusters Score: Raw -9309636.032870 + Penalty 3653.963763 = -9305982.069107 nChanged 4 SP:Iteration 68Q (2302.225547 sec): 3 clusters Score: Raw -9309636.446539 + Penalty 3653.963763 = -9305982.482776 nChanged 5 SP:Iteration 69Q (2302.372955 sec): 3 clusters Score: Raw -9309636.969909 + Penalty 3653.963763 = -9305983.006146 nChanged 5 SP:Iteration 70Q (2302.522237 sec): 3 clusters Score: Raw -9309637.372423 + Penalty 3653.963763 = -9305983.408660 nChanged 7 SP:Iteration 71Q (2302.675095 sec): 3 clusters Score: Raw -9309638.031078 + Penalty 3653.963763 = -9305984.067315 nChanged 4 SP:Iteration 72Q (2302.835622 sec): 3 clusters Score: Raw -9309638.339209 + Penalty 3653.963763 = -9305984.375446 nChanged 2 SP:Iteration 73Q (2302.988433 sec): 3 clusters Score: Raw -9309638.528732 + Penalty 3653.963763 = -9305984.564968 nChanged 1 SP:Iteration 74Q (2303.131100 sec): 3 clusters Score: Raw -9309638.706796 + Penalty 3653.963763 = -9305984.743033 nChanged 1 SP:Iteration 75Q (2303.280031 sec): 3 clusters Score: Raw -9309638.784612 + Penalty 3653.963763 = -9305984.820849 nChanged 1 SP:Iteration 76Q (2303.444091 sec): 3 clusters Score: Raw -9309638.868958 + Penalty 3653.963763 = -9305984.905194 nChanged 1 SP:Iteration 77Q (2303.608253 sec): 3 clusters Score: Raw -9309638.968426 + Penalty 3653.963763 = -9305985.004663 nChanged 3 SP:Iteration 78Q (2303.767254 sec): 3 clusters Score: Raw -9309639.169258 + Penalty 3653.963763 = -9305985.205494 nChanged 4 SP:Iteration 79Q (2303.918112 sec): 3 clusters Score: Raw -9309639.414545 + Penalty 3653.963763 = -9305985.450782 nChanged 2 SP:Iteration 80F (2304.098222 sec): 3 clusters Score: Raw -9309639.541943 + Penalty 3653.963763 = -9305985.578179 nChanged 3 SP:Iteration 81Q (2304.241448 sec): 3 clusters Score: Raw -9309639.682023 + Penalty 3653.963763 = -9305985.718260 nChanged 0 SP:Iteration 82F (2304.414583 sec): 3 clusters Score: Raw -9309639.682023 + Penalty 3653.963763 = -9305985.718260 nChanged 0 Score: Raw -51877835.653459 + Penalty 56986.293493 = -51820849.359966 Splitting cluster 21 changes total score from -51817775.387949 to -51820849.359966 So it's getting split into cluster 27. Trying to split cluster 22 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2312.524687 sec): 2 clusters Score: Raw -47444.719140 + Penalty 987.243730 = -46457.475410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2312.570951 sec): 3 clusters Score: Raw -47449.542957 + Penalty 1974.487460 = -45475.055497 nChanged 104 SP:Iteration 1F (2312.616966 sec): 3 clusters Score: Raw -47599.532442 + Penalty 1974.487460 = -45625.044982 nChanged 25 SP:Iteration 2F (2312.674185 sec): 3 clusters Score: Raw -47641.506081 + Penalty 1974.487460 = -45667.018621 nChanged 11 SP:Iteration 3Q (2312.719958 sec): 3 clusters Score: Raw -47671.410714 + Penalty 1974.487460 = -45696.923254 nChanged 9 SP:Iteration 4Q (2312.764486 sec): 3 clusters Score: Raw -47702.768717 + Penalty 1974.487460 = -45728.281257 nChanged 6 SP:Iteration 5Q (2312.813589 sec): 3 clusters Score: Raw -47718.563350 + Penalty 1974.487460 = -45744.075890 nChanged 5 SP:Iteration 6Q (2312.848769 sec): 3 clusters Score: Raw -47734.611247 + Penalty 1974.487460 = -45760.123787 nChanged 11 SP:Iteration 7Q (2312.894686 sec): 3 clusters Score: Raw -47778.237385 + Penalty 1974.487460 = -45803.749925 nChanged 10 SP:Iteration 8Q (2312.942486 sec): 3 clusters Score: Raw -47804.061339 + Penalty 1974.487460 = -45829.573879 nChanged 10 SP:Iteration 9Q (2312.989983 sec): 3 clusters Score: Raw -47831.747742 + Penalty 1974.487460 = -45857.260282 nChanged 8 SP:Iteration 10Q (2313.035635 sec): 3 clusters Score: Raw -47847.076691 + Penalty 1974.487460 = -45872.589230 nChanged 7 SP:Iteration 11Q (2313.081379 sec): 3 clusters Score: Raw -47862.023711 + Penalty 1974.487460 = -45887.536251 nChanged 4 SP:Iteration 12Q (2313.129356 sec): 3 clusters Score: Raw -47869.114930 + Penalty 1974.487460 = -45894.627469 nChanged 3 SP:Iteration 13Q (2313.171118 sec): 3 clusters Score: Raw -47878.787294 + Penalty 1974.487460 = -45904.299834 nChanged 3 SP:Iteration 14Q (2313.225653 sec): 3 clusters Score: Raw -47882.179359 + Penalty 1974.487460 = -45907.691899 nChanged 2 SP:Iteration 15Q (2313.272542 sec): 3 clusters Score: Raw -47887.102991 + Penalty 1974.487460 = -45912.615531 nChanged 1 SP:Iteration 16Q (2313.319006 sec): 3 clusters Score: Raw -47888.008654 + Penalty 1974.487460 = -45913.521194 nChanged 0 SP:Iteration 17F (2313.360932 sec): 3 clusters Score: Raw -47888.008654 + Penalty 1974.487460 = -45913.521194 nChanged 0 Trying to split cluster 23 (13405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2313.410250 sec): 2 clusters Score: Raw -1633581.718844 + Penalty 1544.299746 = -1632037.419098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2313.482152 sec): 3 clusters Score: Raw -1625771.640856 + Penalty 3088.599491 = -1622683.041364 nChanged 5954 SP:Iteration 1F (2313.544539 sec): 3 clusters Score: Raw -1629237.862309 + Penalty 3088.599491 = -1626149.262817 nChanged 876 SP:Iteration 2F (2313.625653 sec): 3 clusters Score: Raw -1629734.108263 + Penalty 3088.599491 = -1626645.508771 nChanged 842 SP:Iteration 3F (2313.695280 sec): 3 clusters Score: Raw -1630246.007438 + Penalty 3088.599491 = -1627157.407947 nChanged 791 SP:Iteration 4F (2313.767027 sec): 3 clusters Score: Raw -1630792.090090 + Penalty 3088.599491 = -1627703.490598 nChanged 771 SP:Iteration 5F (2313.838068 sec): 3 clusters Score: Raw -1631378.723011 + Penalty 3088.599491 = -1628290.123520 nChanged 764 SP:Iteration 6F (2313.901369 sec): 3 clusters Score: Raw -1631905.685254 + Penalty 3088.599491 = -1628817.085763 nChanged 704 SP:Iteration 7F (2313.963118 sec): 3 clusters Score: Raw -1632320.181360 + Penalty 3088.599491 = -1629231.581868 nChanged 548 SP:Iteration 8Q (2314.037326 sec): 3 clusters Score: Raw -1632559.236401 + Penalty 3088.599491 = -1629470.636910 nChanged 359 SP:Iteration 9Q (2314.113404 sec): 3 clusters Score: Raw -1632693.989229 + Penalty 3088.599491 = -1629605.389737 nChanged 327 SP:Iteration 10Q (2314.176601 sec): 3 clusters Score: Raw -1632806.909250 + Penalty 3088.599491 = -1629718.309759 nChanged 275 SP:Iteration 11Q (2314.256615 sec): 3 clusters Score: Raw -1632897.181792 + Penalty 3088.599491 = -1629808.582301 nChanged 254 SP:Iteration 12Q (2314.329059 sec): 3 clusters Score: Raw -1632991.727869 + Penalty 3088.599491 = -1629903.128377 nChanged 257 SP:Iteration 13Q (2314.395247 sec): 3 clusters Score: Raw -1633078.637182 + Penalty 3088.599491 = -1629990.037690 nChanged 217 SP:Iteration 14Q (2314.459748 sec): 3 clusters Score: Raw -1633158.008430 + Penalty 3088.599491 = -1630069.408938 nChanged 214 SP:Iteration 15Q (2314.538085 sec): 3 clusters Score: Raw -1633239.512155 + Penalty 3088.599491 = -1630150.912663 nChanged 197 SP:Iteration 16Q (2314.609247 sec): 3 clusters Score: Raw -1633311.514705 + Penalty 3088.599491 = -1630222.915213 nChanged 190 SP:Iteration 17Q (2314.676421 sec): 3 clusters Score: Raw -1633380.087931 + Penalty 3088.599491 = -1630291.488439 nChanged 158 SP:Iteration 18Q (2314.738280 sec): 3 clusters Score: Raw -1633428.163669 + Penalty 3088.599491 = -1630339.564178 nChanged 136 SP:Iteration 19Q (2314.808382 sec): 3 clusters Score: Raw -1633468.326643 + Penalty 3088.599491 = -1630379.727152 nChanged 121 SP:Iteration 20F (2314.883354 sec): 3 clusters Score: Raw -1633505.628994 + Penalty 3088.599491 = -1630417.029503 nChanged 129 SP:Iteration 21Q (2314.954784 sec): 3 clusters Score: Raw -1633548.073960 + Penalty 3088.599491 = -1630459.474469 nChanged 127 SP:Iteration 22Q (2315.023204 sec): 3 clusters Score: Raw -1633587.683809 + Penalty 3088.599491 = -1630499.084318 nChanged 110 SP:Iteration 23Q (2315.092384 sec): 3 clusters Score: Raw -1633620.098913 + Penalty 3088.599491 = -1630531.499422 nChanged 89 SP:Iteration 24Q (2315.152037 sec): 3 clusters Score: Raw -1633643.816827 + Penalty 3088.599491 = -1630555.217335 nChanged 78 SP:Iteration 25Q (2315.212440 sec): 3 clusters Score: Raw -1633665.959748 + Penalty 3088.599491 = -1630577.360256 nChanged 80 SP:Iteration 26Q (2315.283575 sec): 3 clusters Score: Raw -1633689.489241 + Penalty 3088.599491 = -1630600.889749 nChanged 88 SP:Iteration 27Q (2315.355621 sec): 3 clusters Score: Raw -1633718.207323 + Penalty 3088.599491 = -1630629.607831 nChanged 80 SP:Iteration 28Q (2315.424114 sec): 3 clusters Score: Raw -1633742.490587 + Penalty 3088.599491 = -1630653.891096 nChanged 73 SP:Iteration 29Q (2315.484711 sec): 3 clusters Score: Raw -1633764.479684 + Penalty 3088.599491 = -1630675.880193 nChanged 75 SP:Iteration 30Q (2315.546488 sec): 3 clusters Score: Raw -1633784.308085 + Penalty 3088.599491 = -1630695.708594 nChanged 66 SP:Iteration 31Q (2315.621669 sec): 3 clusters Score: Raw -1633800.651765 + Penalty 3088.599491 = -1630712.052274 nChanged 54 SP:Iteration 32Q (2315.680471 sec): 3 clusters Score: Raw -1633816.617319 + Penalty 3088.599491 = -1630728.017827 nChanged 58 SP:Iteration 33Q (2315.747536 sec): 3 clusters Score: Raw -1633836.874945 + Penalty 3088.599491 = -1630748.275453 nChanged 58 SP:Iteration 34Q (2315.800160 sec): 3 clusters Score: Raw -1633853.272587 + Penalty 3088.599491 = -1630764.673095 nChanged 45 SP:Iteration 35Q (2315.866380 sec): 3 clusters Score: Raw -1633866.746413 + Penalty 3088.599491 = -1630778.146921 nChanged 43 SP:Iteration 36Q (2315.919759 sec): 3 clusters Score: Raw -1633878.214512 + Penalty 3088.599491 = -1630789.615020 nChanged 33 SP:Iteration 37Q (2315.989966 sec): 3 clusters Score: Raw -1633887.718871 + Penalty 3088.599491 = -1630799.119380 nChanged 31 SP:Iteration 38Q (2316.045417 sec): 3 clusters Score: Raw -1633896.416741 + Penalty 3088.599491 = -1630807.817250 nChanged 27 SP:Iteration 39Q (2316.118730 sec): 3 clusters Score: Raw -1633903.094773 + Penalty 3088.599491 = -1630814.495282 nChanged 23 SP:Iteration 40F (2316.175691 sec): 3 clusters Score: Raw -1633911.055343 + Penalty 3088.599491 = -1630822.455852 nChanged 23 SP:Iteration 41Q (2316.244464 sec): 3 clusters Score: Raw -1633918.784910 + Penalty 3088.599491 = -1630830.185418 nChanged 27 SP:Iteration 42Q (2316.306433 sec): 3 clusters Score: Raw -1633928.291512 + Penalty 3088.599491 = -1630839.692020 nChanged 28 SP:Iteration 43Q (2316.365498 sec): 3 clusters Score: Raw -1633938.672902 + Penalty 3088.599491 = -1630850.073410 nChanged 28 SP:Iteration 44Q (2316.415103 sec): 3 clusters Score: Raw -1633948.920608 + Penalty 3088.599491 = -1630860.321117 nChanged 27 SP:Iteration 45Q (2316.483770 sec): 3 clusters Score: Raw -1633957.473392 + Penalty 3088.599491 = -1630868.873901 nChanged 19 SP:Iteration 46Q (2316.532548 sec): 3 clusters Score: Raw -1633964.777423 + Penalty 3088.599491 = -1630876.177931 nChanged 20 SP:Iteration 47Q (2316.600140 sec): 3 clusters Score: Raw -1633970.909706 + Penalty 3088.599491 = -1630882.310215 nChanged 15 SP:Iteration 48Q (2316.651197 sec): 3 clusters Score: Raw -1633974.830901 + Penalty 3088.599491 = -1630886.231409 nChanged 15 SP:Iteration 49Q (2316.712023 sec): 3 clusters Score: Raw -1633979.274008 + Penalty 3088.599491 = -1630890.674516 nChanged 15 SP:Iteration 50Q (2316.781518 sec): 3 clusters Score: Raw -1633983.368376 + Penalty 3088.599491 = -1630894.768884 nChanged 10 SP:Iteration 51Q (2316.842062 sec): 3 clusters Score: Raw -1633986.610501 + Penalty 3088.599491 = -1630898.011009 nChanged 13 SP:Iteration 52Q (2316.897521 sec): 3 clusters Score: Raw -1633991.327170 + Penalty 3088.599491 = -1630902.727678 nChanged 13 SP:Iteration 53Q (2316.962411 sec): 3 clusters Score: Raw -1633995.258915 + Penalty 3088.599491 = -1630906.659424 nChanged 12 SP:Iteration 54Q (2317.013460 sec): 3 clusters Score: Raw -1633998.068938 + Penalty 3088.599491 = -1630909.469446 nChanged 11 SP:Iteration 55Q (2317.078144 sec): 3 clusters Score: Raw -1634000.325509 + Penalty 3088.599491 = -1630911.726017 nChanged 9 SP:Iteration 56Q (2317.150862 sec): 3 clusters Score: Raw -1634002.592459 + Penalty 3088.599491 = -1630913.992967 nChanged 5 SP:Iteration 57Q (2317.213878 sec): 3 clusters Score: Raw -1634003.377163 + Penalty 3088.599491 = -1630914.777672 nChanged 3 SP:Iteration 58Q (2317.275070 sec): 3 clusters Score: Raw -1634003.920104 + Penalty 3088.599491 = -1630915.320613 nChanged 2 SP:Iteration 59Q (2317.349949 sec): 3 clusters Score: Raw -1634004.306837 + Penalty 3088.599491 = -1630915.707346 nChanged 2 SP:Iteration 60F (2317.408237 sec): 3 clusters Score: Raw -1634004.697860 + Penalty 3088.599491 = -1630916.098368 nChanged 3 SP:Iteration 61Q (2317.483182 sec): 3 clusters Score: Raw -1634005.072689 + Penalty 3088.599491 = -1630916.473198 nChanged 1 SP:Iteration 62Q (2317.547573 sec): 3 clusters Score: Raw -1634005.325680 + Penalty 3088.599491 = -1630916.726189 nChanged 0 SP:Iteration 63F (2317.611091 sec): 3 clusters Score: Raw -1634005.325680 + Penalty 3088.599491 = -1630916.726189 nChanged 0 Iteration 59Q (2320.974794 sec): 28 clusters Score: Raw -51878496.199454 + Penalty 56986.293493 = -51821509.905961 nChanged 2645 Iteration 60F (2329.131496 sec): 28 clusters Score: Raw -51880159.351243 + Penalty 56986.293493 = -51823173.057751 nChanged 2685 Iteration 61Q (2332.152080 sec): 28 clusters Score: Raw -51881455.283690 + Penalty 56986.293493 = -51824468.990197 nChanged 2086 Iteration 62Q (2335.435463 sec): 28 clusters Score: Raw -51882164.495254 + Penalty 56986.293493 = -51825178.201762 nChanged 1806 Iteration 63Q (2338.402533 sec): 28 clusters Score: Raw -51882568.833458 + Penalty 56986.293493 = -51825582.539966 nChanged 1631 Iteration 64Q (2341.474581 sec): 28 clusters Score: Raw -51882881.261178 + Penalty 56986.293493 = -51825894.967686 nChanged 1450 Iteration 65Q (2344.707185 sec): 28 clusters Score: Raw -51883119.810875 + Penalty 56986.293493 = -51826133.517383 nChanged 1311 Iteration 66Q (2347.773466 sec): 28 clusters Score: Raw -51883299.086769 + Penalty 56986.293493 = -51826312.793276 nChanged 1228 Iteration 67Q (2351.125171 sec): 28 clusters Score: Raw -51883472.929094 + Penalty 56986.293493 = -51826486.635601 nChanged 1155 Iteration 68Q (2354.255699 sec): 28 clusters Score: Raw -51883638.203451 + Penalty 56986.293493 = -51826651.909958 nChanged 1074 Iteration 69Q (2357.205868 sec): 28 clusters Score: Raw -51883785.470600 + Penalty 56986.293493 = -51826799.177107 nChanged 994 Iteration 70Q (2360.389500 sec): 28 clusters Score: Raw -51883907.100698 + Penalty 56986.293493 = -51826920.807206 nChanged 889 Iteration 71Q (2363.569722 sec): 28 clusters Score: Raw -51884017.493047 + Penalty 56986.293493 = -51827031.199555 nChanged 839 Iteration 72Q (2366.857980 sec): 28 clusters Score: Raw -51884137.029255 + Penalty 56986.293493 = -51827150.735763 nChanged 817 Iteration 73Q (2370.043039 sec): 28 clusters Score: Raw -51884259.065570 + Penalty 56986.293493 = -51827272.772077 nChanged 811 Iteration 74Q (2373.020117 sec): 28 clusters Score: Raw -51884366.015853 + Penalty 56986.293493 = -51827379.722361 nChanged 791 Iteration 75Q (2376.324124 sec): 28 clusters Score: Raw -51884477.564321 + Penalty 56986.293493 = -51827491.270828 nChanged 755 Iteration 76Q (2379.370140 sec): 28 clusters Score: Raw -51884576.829013 + Penalty 56986.293493 = -51827590.535521 nChanged 713 Iteration 77Q (2382.896735 sec): 28 clusters Score: Raw -51884667.678145 + Penalty 56986.293493 = -51827681.384652 nChanged 737 Iteration 78Q (2385.964031 sec): 28 clusters Score: Raw -51884750.366687 + Penalty 56986.293493 = -51827764.073195 nChanged 677 Iteration 79Q (2389.351381 sec): 28 clusters Score: Raw -51884829.366529 + Penalty 56986.293493 = -51827843.073036 nChanged 707 Iteration 80F (2397.460230 sec): 28 clusters Score: Raw -51885076.419707 + Penalty 56986.293493 = -51828090.126215 nChanged 931 Iteration 81Q (2400.785874 sec): 28 clusters Score: Raw -51885266.311353 + Penalty 56986.293493 = -51828280.017861 nChanged 945 Iteration 82Q (2404.132455 sec): 28 clusters Score: Raw -51885412.430133 + Penalty 56986.293493 = -51828426.136641 nChanged 964 Iteration 83Q (2407.411942 sec): 28 clusters Score: Raw -51885564.343258 + Penalty 56986.293493 = -51828578.049766 nChanged 1045 Iteration 84Q (2410.715015 sec): 28 clusters Score: Raw -51885713.852409 + Penalty 56986.293493 = -51828727.558917 nChanged 997 Iteration 85Q (2414.091311 sec): 28 clusters Score: Raw -51885842.108450 + Penalty 56986.293493 = -51828855.814957 nChanged 939 Iteration 86Q (2417.291612 sec): 28 clusters Score: Raw -51885955.043210 + Penalty 56986.293493 = -51828968.749718 nChanged 830 Iteration 87Q (2420.741248 sec): 28 clusters Score: Raw -51886057.842091 + Penalty 56986.293493 = -51829071.548598 nChanged 770 Iteration 88Q (2423.948147 sec): 28 clusters Score: Raw -51886148.901775 + Penalty 56986.293493 = -51829162.608282 nChanged 741 Iteration 89Q (2427.422534 sec): 28 clusters Score: Raw -51886228.558297 + Penalty 56986.293493 = -51829242.264805 nChanged 742 Iteration 90Q (2430.647203 sec): 28 clusters Score: Raw -51886305.121931 + Penalty 56986.293493 = -51829318.828438 nChanged 711 Iteration 91Q (2434.055543 sec): 28 clusters Score: Raw -51886371.953843 + Penalty 56986.293493 = -51829385.660350 nChanged 663 Iteration 92Q (2437.312714 sec): 28 clusters Score: Raw -51886433.364054 + Penalty 56986.293493 = -51829447.070562 nChanged 650 Iteration 93Q (2440.517962 sec): 28 clusters Score: Raw -51886491.963556 + Penalty 56986.293493 = -51829505.670063 nChanged 632 Iteration 94Q (2443.968833 sec): 28 clusters Score: Raw -51886547.960307 + Penalty 56986.293493 = -51829561.666814 nChanged 618 Iteration 95Q (2447.144628 sec): 28 clusters Score: Raw -51886606.516279 + Penalty 56986.293493 = -51829620.222787 nChanged 603 Iteration 96Q (2450.663495 sec): 28 clusters Score: Raw -51886668.935348 + Penalty 56986.293493 = -51829682.641855 nChanged 612 Iteration 97Q (2454.113032 sec): 28 clusters Score: Raw -51886729.285445 + Penalty 56986.293493 = -51829742.991953 nChanged 580 Iteration 98Q (2457.169700 sec): 28 clusters Score: Raw -51886785.835008 + Penalty 56986.293493 = -51829799.541515 nChanged 582 Writing temp clu file Because OldScore, -51829742.991953, is greater than current (better) Score,-51829799.541515 Compute initial score before splitting: Score: Raw -51886785.835008 + Penalty 56986.293493 = -51829799.541515 Trying to split cluster 1 (10813 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2457.342696 sec): 2 clusters Score: Raw -1301873.570495 + Penalty 1509.381964 = -1300364.188532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2457.411119 sec): 3 clusters Score: Raw -1295699.251616 + Penalty 3018.763928 = -1292680.487688 nChanged 4731 SP:Iteration 1F (2457.475854 sec): 3 clusters Score: Raw -1298409.899171 + Penalty 3018.763928 = -1295391.135244 nChanged 660 SP:Iteration 2F (2457.531653 sec): 3 clusters Score: Raw -1298727.819440 + Penalty 3018.763928 = -1295709.055513 nChanged 557 SP:Iteration 3F (2457.597670 sec): 3 clusters Score: Raw -1299013.277319 + Penalty 3018.763928 = -1295994.513392 nChanged 521 SP:Iteration 4Q (2457.667023 sec): 3 clusters Score: Raw -1299253.050076 + Penalty 3018.763928 = -1296234.286148 nChanged 484 SP:Iteration 5Q (2457.736205 sec): 3 clusters Score: Raw -1299500.418394 + Penalty 3018.763928 = -1296481.654466 nChanged 532 SP:Iteration 6Q (2457.808680 sec): 3 clusters Score: Raw -1299808.449567 + Penalty 3018.763928 = -1296789.685639 nChanged 527 SP:Iteration 7Q (2457.868981 sec): 3 clusters Score: Raw -1300119.089130 + Penalty 3018.763928 = -1297100.325202 nChanged 542 SP:Iteration 8F (2457.937932 sec): 3 clusters Score: Raw -1300454.204359 + Penalty 3018.763928 = -1297435.440431 nChanged 514 SP:Iteration 9Q (2458.007170 sec): 3 clusters Score: Raw -1300796.577817 + Penalty 3018.763928 = -1297777.813890 nChanged 497 SP:Iteration 10Q (2458.076516 sec): 3 clusters Score: Raw -1301147.861226 + Penalty 3018.763928 = -1298129.097298 nChanged 436 SP:Iteration 11Q (2458.154704 sec): 3 clusters Score: Raw -1301441.736921 + Penalty 3018.763928 = -1298422.972994 nChanged 401 SP:Iteration 12Q (2458.209857 sec): 3 clusters Score: Raw -1301673.745496 + Penalty 3018.763928 = -1298654.981568 nChanged 282 SP:Iteration 13Q (2458.276334 sec): 3 clusters Score: Raw -1301813.489619 + Penalty 3018.763928 = -1298794.725691 nChanged 214 SP:Iteration 14Q (2458.348189 sec): 3 clusters Score: Raw -1301899.791695 + Penalty 3018.763928 = -1298881.027767 nChanged 148 SP:Iteration 15Q (2458.399795 sec): 3 clusters Score: Raw -1301945.896671 + Penalty 3018.763928 = -1298927.132743 nChanged 109 SP:Iteration 16Q (2458.468673 sec): 3 clusters Score: Raw -1301974.832994 + Penalty 3018.763928 = -1298956.069066 nChanged 78 SP:Iteration 17Q (2458.534891 sec): 3 clusters Score: Raw -1301993.200835 + Penalty 3018.763928 = -1298974.436907 nChanged 62 SP:Iteration 18Q (2458.596568 sec): 3 clusters Score: Raw -1302005.096840 + Penalty 3018.763928 = -1298986.332912 nChanged 48 SP:Iteration 19Q (2458.661805 sec): 3 clusters Score: Raw -1302015.014815 + Penalty 3018.763928 = -1298996.250887 nChanged 41 SP:Iteration 20F (2458.728969 sec): 3 clusters Score: Raw -1302021.318253 + Penalty 3018.763928 = -1299002.554325 nChanged 33 SP:Iteration 21Q (2458.795339 sec): 3 clusters Score: Raw -1302027.051517 + Penalty 3018.763928 = -1299008.287589 nChanged 35 SP:Iteration 22Q (2458.865842 sec): 3 clusters Score: Raw -1302034.289433 + Penalty 3018.763928 = -1299015.525506 nChanged 27 SP:Iteration 23Q (2458.938425 sec): 3 clusters Score: Raw -1302038.381850 + Penalty 3018.763928 = -1299019.617922 nChanged 23 SP:Iteration 24Q (2458.987690 sec): 3 clusters Score: Raw -1302042.507901 + Penalty 3018.763928 = -1299023.743974 nChanged 30 SP:Iteration 25Q (2459.056877 sec): 3 clusters Score: Raw -1302048.154121 + Penalty 3018.763928 = -1299029.390193 nChanged 39 SP:Iteration 26Q (2459.121226 sec): 3 clusters Score: Raw -1302055.898403 + Penalty 3018.763928 = -1299037.134475 nChanged 30 SP:Iteration 27Q (2459.187089 sec): 3 clusters Score: Raw -1302061.462205 + Penalty 3018.763928 = -1299042.698277 nChanged 29 SP:Iteration 28Q (2459.254454 sec): 3 clusters Score: Raw -1302066.076188 + Penalty 3018.763928 = -1299047.312260 nChanged 26 SP:Iteration 29Q (2459.305668 sec): 3 clusters Score: Raw -1302070.442004 + Penalty 3018.763928 = -1299051.678076 nChanged 24 SP:Iteration 30Q (2459.381819 sec): 3 clusters Score: Raw -1302073.568577 + Penalty 3018.763928 = -1299054.804649 nChanged 15 SP:Iteration 31Q (2459.434368 sec): 3 clusters Score: Raw -1302075.350901 + Penalty 3018.763928 = -1299056.586973 nChanged 8 SP:Iteration 32Q (2459.498991 sec): 3 clusters Score: Raw -1302076.131323 + Penalty 3018.763928 = -1299057.367396 nChanged 4 SP:Iteration 33Q (2459.560305 sec): 3 clusters Score: Raw -1302076.570699 + Penalty 3018.763928 = -1299057.806771 nChanged 2 SP:Iteration 34Q (2459.630325 sec): 3 clusters Score: Raw -1302076.786192 + Penalty 3018.763928 = -1299058.022264 nChanged 5 SP:Iteration 35Q (2459.683504 sec): 3 clusters Score: Raw -1302077.440477 + Penalty 3018.763928 = -1299058.676549 nChanged 2 SP:Iteration 36Q (2459.744921 sec): 3 clusters Score: Raw -1302077.697155 + Penalty 3018.763928 = -1299058.933227 nChanged 2 SP:Iteration 37Q (2459.802893 sec): 3 clusters Score: Raw -1302077.938056 + Penalty 3018.763928 = -1299059.174128 nChanged 1 SP:Iteration 38Q (2459.860945 sec): 3 clusters Score: Raw -1302078.027200 + Penalty 3018.763928 = -1299059.263272 nChanged 2 SP:Iteration 39Q (2459.917692 sec): 3 clusters Score: Raw -1302078.107769 + Penalty 3018.763928 = -1299059.343841 nChanged 0 SP:Iteration 40F (2459.985937 sec): 3 clusters Score: Raw -1302078.107769 + Penalty 3018.763928 = -1299059.343841 nChanged 0 Trying to split cluster 2 (4531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2460.015902 sec): 2 clusters Score: Raw -528608.109578 + Penalty 1368.038416 = -527240.071162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2460.069675 sec): 3 clusters Score: Raw -526277.606544 + Penalty 2736.076832 = -523541.529712 nChanged 1841 SP:Iteration 1F (2460.110915 sec): 3 clusters Score: Raw -527293.248396 + Penalty 2736.076832 = -524557.171564 nChanged 366 SP:Iteration 2F (2460.162466 sec): 3 clusters Score: Raw -527507.824324 + Penalty 2736.076832 = -524771.747492 nChanged 260 SP:Iteration 3F (2460.214252 sec): 3 clusters Score: Raw -527663.793772 + Penalty 2736.076832 = -524927.716940 nChanged 218 SP:Iteration 4Q (2460.261062 sec): 3 clusters Score: Raw -527787.064363 + Penalty 2736.076832 = -525050.987531 nChanged 163 SP:Iteration 5Q (2460.316058 sec): 3 clusters Score: Raw -527886.482477 + Penalty 2736.076832 = -525150.405645 nChanged 149 SP:Iteration 6Q (2460.377721 sec): 3 clusters Score: Raw -527963.411079 + Penalty 2736.076832 = -525227.334247 nChanged 120 SP:Iteration 7Q (2460.436271 sec): 3 clusters Score: Raw -528020.151297 + Penalty 2736.076832 = -525284.074465 nChanged 120 SP:Iteration 8Q (2460.496117 sec): 3 clusters Score: Raw -528086.587956 + Penalty 2736.076832 = -525350.511124 nChanged 113 SP:Iteration 9Q (2460.547180 sec): 3 clusters Score: Raw -528146.337483 + Penalty 2736.076832 = -525410.260651 nChanged 106 SP:Iteration 10Q (2460.605463 sec): 3 clusters Score: Raw -528212.852703 + Penalty 2736.076832 = -525476.775871 nChanged 102 SP:Iteration 11Q (2460.661315 sec): 3 clusters Score: Raw -528259.431769 + Penalty 2736.076832 = -525523.354937 nChanged 89 SP:Iteration 12Q (2460.701480 sec): 3 clusters Score: Raw -528298.773035 + Penalty 2736.076832 = -525562.696203 nChanged 81 SP:Iteration 13Q (2460.760158 sec): 3 clusters Score: Raw -528339.782039 + Penalty 2736.076832 = -525603.705207 nChanged 80 SP:Iteration 14Q (2460.802072 sec): 3 clusters Score: Raw -528380.066802 + Penalty 2736.076832 = -525643.989970 nChanged 81 SP:Iteration 15Q (2460.860497 sec): 3 clusters Score: Raw -528419.123703 + Penalty 2736.076832 = -525683.046871 nChanged 73 SP:Iteration 16Q (2460.905455 sec): 3 clusters Score: Raw -528454.595547 + Penalty 2736.076832 = -525718.518715 nChanged 72 SP:Iteration 17Q (2460.955281 sec): 3 clusters Score: Raw -528484.310698 + Penalty 2736.076832 = -525748.233866 nChanged 67 SP:Iteration 18Q (2461.006435 sec): 3 clusters Score: Raw -528512.830837 + Penalty 2736.076832 = -525776.754005 nChanged 56 SP:Iteration 19Q (2461.048790 sec): 3 clusters Score: Raw -528538.951468 + Penalty 2736.076832 = -525802.874636 nChanged 55 SP:Iteration 20F (2461.097005 sec): 3 clusters Score: Raw -528564.078862 + Penalty 2736.076832 = -525828.002030 nChanged 48 SP:Iteration 21Q (2461.153183 sec): 3 clusters Score: Raw -528581.617932 + Penalty 2736.076832 = -525845.541099 nChanged 40 SP:Iteration 22Q (2461.192369 sec): 3 clusters Score: Raw -528594.565694 + Penalty 2736.076832 = -525858.488862 nChanged 25 SP:Iteration 23Q (2461.243192 sec): 3 clusters Score: Raw -528603.670314 + Penalty 2736.076832 = -525867.593482 nChanged 31 SP:Iteration 24Q (2461.286016 sec): 3 clusters Score: Raw -528612.296911 + Penalty 2736.076832 = -525876.220079 nChanged 27 SP:Iteration 25Q (2461.338863 sec): 3 clusters Score: Raw -528621.808820 + Penalty 2736.076832 = -525885.731988 nChanged 31 SP:Iteration 26Q (2461.395935 sec): 3 clusters Score: Raw -528634.380369 + Penalty 2736.076832 = -525898.303537 nChanged 37 SP:Iteration 27Q (2461.439688 sec): 3 clusters Score: Raw -528646.546267 + Penalty 2736.076832 = -525910.469435 nChanged 35 SP:Iteration 28Q (2461.494878 sec): 3 clusters Score: Raw -528662.109388 + Penalty 2736.076832 = -525926.032556 nChanged 41 SP:Iteration 29Q (2461.548397 sec): 3 clusters Score: Raw -528681.661179 + Penalty 2736.076832 = -525945.584347 nChanged 46 SP:Iteration 30Q (2461.602901 sec): 3 clusters Score: Raw -528701.130264 + Penalty 2736.076832 = -525965.053432 nChanged 41 SP:Iteration 31Q (2461.648510 sec): 3 clusters Score: Raw -528720.986235 + Penalty 2736.076832 = -525984.909403 nChanged 46 SP:Iteration 32Q (2461.692423 sec): 3 clusters Score: Raw -528744.814407 + Penalty 2736.076832 = -526008.737575 nChanged 43 SP:Iteration 33Q (2461.755184 sec): 3 clusters Score: Raw -528773.409852 + Penalty 2736.076832 = -526037.333020 nChanged 43 SP:Iteration 34Q (2461.802781 sec): 3 clusters Score: Raw -528797.297762 + Penalty 2736.076832 = -526061.220930 nChanged 37 SP:Iteration 35Q (2461.848778 sec): 3 clusters Score: Raw -528819.323667 + Penalty 2736.076832 = -526083.246835 nChanged 40 SP:Iteration 36Q (2461.908135 sec): 3 clusters Score: Raw -528846.474755 + Penalty 2736.076832 = -526110.397923 nChanged 39 SP:Iteration 37Q (2461.960938 sec): 3 clusters Score: Raw -528875.255447 + Penalty 2736.076832 = -526139.178614 nChanged 43 SP:Iteration 38Q (2462.005596 sec): 3 clusters Score: Raw -528904.131835 + Penalty 2736.076832 = -526168.055003 nChanged 40 SP:Iteration 39Q (2462.067068 sec): 3 clusters Score: Raw -528927.110838 + Penalty 2736.076832 = -526191.034006 nChanged 37 SP:Iteration 40F (2462.121207 sec): 3 clusters Score: Raw -528945.696262 + Penalty 2736.076832 = -526209.619430 nChanged 39 SP:Iteration 41Q (2462.161047 sec): 3 clusters Score: Raw -528967.197008 + Penalty 2736.076832 = -526231.120176 nChanged 29 SP:Iteration 42Q (2462.217139 sec): 3 clusters Score: Raw -528979.010334 + Penalty 2736.076832 = -526242.933502 nChanged 23 SP:Iteration 43Q (2462.258090 sec): 3 clusters Score: Raw -528987.967563 + Penalty 2736.076832 = -526251.890731 nChanged 21 SP:Iteration 44Q (2462.311914 sec): 3 clusters Score: Raw -528997.064349 + Penalty 2736.076832 = -526260.987517 nChanged 16 SP:Iteration 45Q (2462.364054 sec): 3 clusters Score: Raw -529004.987325 + Penalty 2736.076832 = -526268.910493 nChanged 16 SP:Iteration 46Q (2462.407022 sec): 3 clusters Score: Raw -529012.000279 + Penalty 2736.076832 = -526275.923447 nChanged 9 SP:Iteration 47Q (2462.458578 sec): 3 clusters Score: Raw -529016.173909 + Penalty 2736.076832 = -526280.097077 nChanged 5 SP:Iteration 48Q (2462.505924 sec): 3 clusters Score: Raw -529017.729513 + Penalty 2736.076832 = -526281.652681 nChanged 5 SP:Iteration 49Q (2462.556232 sec): 3 clusters Score: Raw -529019.471107 + Penalty 2736.076832 = -526283.394275 nChanged 10 SP:Iteration 50Q (2462.606196 sec): 3 clusters Score: Raw -529023.233005 + Penalty 2736.076832 = -526287.156173 nChanged 6 SP:Iteration 51Q (2462.655170 sec): 3 clusters Score: Raw -529026.493659 + Penalty 2736.076832 = -526290.416827 nChanged 8 SP:Iteration 52Q (2462.692549 sec): 3 clusters Score: Raw -529030.660571 + Penalty 2736.076832 = -526294.583739 nChanged 9 SP:Iteration 53Q (2462.745971 sec): 3 clusters Score: Raw -529033.560938 + Penalty 2736.076832 = -526297.484106 nChanged 9 SP:Iteration 54Q (2462.794983 sec): 3 clusters Score: Raw -529037.457985 + Penalty 2736.076832 = -526301.381153 nChanged 6 SP:Iteration 55Q (2462.842482 sec): 3 clusters Score: Raw -529039.500882 + Penalty 2736.076832 = -526303.424050 nChanged 4 SP:Iteration 56Q (2462.885628 sec): 3 clusters Score: Raw -529041.112475 + Penalty 2736.076832 = -526305.035643 nChanged 5 SP:Iteration 57Q (2462.935354 sec): 3 clusters Score: Raw -529042.456023 + Penalty 2736.076832 = -526306.379191 nChanged 3 SP:Iteration 58Q (2462.986031 sec): 3 clusters Score: Raw -529043.553564 + Penalty 2736.076832 = -526307.476732 nChanged 2 SP:Iteration 59Q (2463.032587 sec): 3 clusters Score: Raw -529044.061692 + Penalty 2736.076832 = -526307.984860 nChanged 1 SP:Iteration 60F (2463.084037 sec): 3 clusters Score: Raw -529044.445144 + Penalty 2736.076832 = -526308.368312 nChanged 1 SP:Iteration 61Q (2463.131153 sec): 3 clusters Score: Raw -529045.380404 + Penalty 2736.076832 = -526309.303572 nChanged 3 SP:Iteration 62Q (2463.185765 sec): 3 clusters Score: Raw -529046.337709 + Penalty 2736.076832 = -526310.260877 nChanged 4 SP:Iteration 63Q (2463.238470 sec): 3 clusters Score: Raw -529047.737756 + Penalty 2736.076832 = -526311.660924 nChanged 6 SP:Iteration 64Q (2463.292347 sec): 3 clusters Score: Raw -529049.691782 + Penalty 2736.076832 = -526313.614950 nChanged 7 SP:Iteration 65Q (2463.334085 sec): 3 clusters Score: Raw -529051.966826 + Penalty 2736.076832 = -526315.889994 nChanged 3 SP:Iteration 66Q (2463.386789 sec): 3 clusters Score: Raw -529053.675190 + Penalty 2736.076832 = -526317.598357 nChanged 3 SP:Iteration 67Q (2463.443687 sec): 3 clusters Score: Raw -529055.217847 + Penalty 2736.076832 = -526319.141015 nChanged 3 SP:Iteration 68Q (2463.488365 sec): 3 clusters Score: Raw -529056.182310 + Penalty 2736.076832 = -526320.105478 nChanged 5 SP:Iteration 69Q (2463.535865 sec): 3 clusters Score: Raw -529058.191581 + Penalty 2736.076832 = -526322.114749 nChanged 3 SP:Iteration 70Q (2463.574693 sec): 3 clusters Score: Raw -529059.162582 + Penalty 2736.076832 = -526323.085750 nChanged 1 SP:Iteration 71Q (2463.618343 sec): 3 clusters Score: Raw -529059.404302 + Penalty 2736.076832 = -526323.327470 nChanged 0 SP:Iteration 72F (2463.658514 sec): 3 clusters Score: Raw -529059.404302 + Penalty 2736.076832 = -526323.327470 nChanged 0 Trying to split cluster 3 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2463.680366 sec): 2 clusters Score: Raw -22403.028161 + Penalty 867.349938 = -21535.678223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2463.722656 sec): 3 clusters Score: Raw -22528.841483 + Penalty 1734.699876 = -20794.141608 nChanged 32 SP:Iteration 1F (2463.764686 sec): 3 clusters Score: Raw -22647.027408 + Penalty 1734.699876 = -20912.327532 nChanged 5 SP:Iteration 2Q (2463.814527 sec): 3 clusters Score: Raw -22670.896531 + Penalty 1734.699876 = -20936.196655 nChanged 4 SP:Iteration 3Q (2463.858703 sec): 3 clusters Score: Raw -22686.714335 + Penalty 1734.699876 = -20952.014459 nChanged 0 SP:Iteration 4F (2463.897876 sec): 3 clusters Score: Raw -22686.714335 + Penalty 1734.699876 = -20952.014459 nChanged 0 Trying to split cluster 4 (36139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2463.960940 sec): 2 clusters Score: Raw -4387756.752925 + Penalty 1705.458283 = -4386051.294642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2464.063062 sec): 3 clusters Score: Raw -4365157.922944 + Penalty 3410.916565 = -4361747.006379 nChanged 16837 SP:Iteration 1F (2464.168080 sec): 3 clusters Score: Raw -4374736.629821 + Penalty 3410.916565 = -4371325.713256 nChanged 1787 SP:Iteration 2Q (2464.280408 sec): 3 clusters Score: Raw -4375399.243334 + Penalty 3410.916565 = -4371988.326769 nChanged 1775 SP:Iteration 3Q (2464.389267 sec): 3 clusters Score: Raw -4376146.687234 + Penalty 3410.916565 = -4372735.770669 nChanged 1908 SP:Iteration 4F (2464.490488 sec): 3 clusters Score: Raw -4377048.770718 + Penalty 3410.916565 = -4373637.854152 nChanged 2019 SP:Iteration 5F (2464.596168 sec): 3 clusters Score: Raw -4378216.556140 + Penalty 3410.916565 = -4374805.639574 nChanged 2160 SP:Iteration 6F (2464.702806 sec): 3 clusters Score: Raw -4379655.464367 + Penalty 3410.916565 = -4376244.547802 nChanged 2122 SP:Iteration 7F (2464.799334 sec): 3 clusters Score: Raw -4381256.762177 + Penalty 3410.916565 = -4377845.845612 nChanged 2030 SP:Iteration 8F (2464.900102 sec): 3 clusters Score: Raw -4382953.707185 + Penalty 3410.916565 = -4379542.790620 nChanged 1650 SP:Iteration 9Q (2465.004470 sec): 3 clusters Score: Raw -4384355.287035 + Penalty 3410.916565 = -4380944.370470 nChanged 1205 SP:Iteration 10Q (2465.096498 sec): 3 clusters Score: Raw -4385336.056982 + Penalty 3410.916565 = -4381925.140417 nChanged 921 SP:Iteration 11Q (2465.193423 sec): 3 clusters Score: Raw -4385972.839228 + Penalty 3410.916565 = -4382561.922663 nChanged 690 SP:Iteration 12Q (2465.293420 sec): 3 clusters Score: Raw -4386393.623546 + Penalty 3410.916565 = -4382982.706981 nChanged 501 SP:Iteration 13Q (2465.393477 sec): 3 clusters Score: Raw -4386669.547765 + Penalty 3410.916565 = -4383258.631200 nChanged 426 SP:Iteration 14Q (2465.488151 sec): 3 clusters Score: Raw -4386894.532569 + Penalty 3410.916565 = -4383483.616004 nChanged 349 SP:Iteration 15Q (2465.577120 sec): 3 clusters Score: Raw -4387079.573375 + Penalty 3410.916565 = -4383668.656810 nChanged 304 SP:Iteration 16Q (2465.659974 sec): 3 clusters Score: Raw -4387236.943496 + Penalty 3410.916565 = -4383826.026930 nChanged 274 SP:Iteration 17Q (2465.762296 sec): 3 clusters Score: Raw -4387381.665259 + Penalty 3410.916565 = -4383970.748693 nChanged 220 SP:Iteration 18Q (2465.850731 sec): 3 clusters Score: Raw -4387494.804421 + Penalty 3410.916565 = -4384083.887855 nChanged 185 SP:Iteration 19Q (2465.945520 sec): 3 clusters Score: Raw -4387588.848429 + Penalty 3410.916565 = -4384177.931863 nChanged 148 SP:Iteration 20F (2466.048920 sec): 3 clusters Score: Raw -4387665.389836 + Penalty 3410.916565 = -4384254.473270 nChanged 124 SP:Iteration 21Q (2466.126933 sec): 3 clusters Score: Raw -4387730.596115 + Penalty 3410.916565 = -4384319.679549 nChanged 103 SP:Iteration 22Q (2466.215826 sec): 3 clusters Score: Raw -4387778.818105 + Penalty 3410.916565 = -4384367.901540 nChanged 92 SP:Iteration 23Q (2466.311901 sec): 3 clusters Score: Raw -4387826.315747 + Penalty 3410.916565 = -4384415.399181 nChanged 68 SP:Iteration 24Q (2466.397759 sec): 3 clusters Score: Raw -4387867.152642 + Penalty 3410.916565 = -4384456.236077 nChanged 70 SP:Iteration 25Q (2466.488700 sec): 3 clusters Score: Raw -4387911.344492 + Penalty 3410.916565 = -4384500.427926 nChanged 49 SP:Iteration 26Q (2466.581516 sec): 3 clusters Score: Raw -4387936.761583 + Penalty 3410.916565 = -4384525.845017 nChanged 28 SP:Iteration 27Q (2466.669786 sec): 3 clusters Score: Raw -4387951.561957 + Penalty 3410.916565 = -4384540.645391 nChanged 18 SP:Iteration 28Q (2466.765555 sec): 3 clusters Score: Raw -4387959.092286 + Penalty 3410.916565 = -4384548.175720 nChanged 17 SP:Iteration 29Q (2466.858464 sec): 3 clusters Score: Raw -4387968.360675 + Penalty 3410.916565 = -4384557.444109 nChanged 24 SP:Iteration 30Q (2466.935684 sec): 3 clusters Score: Raw -4387981.454244 + Penalty 3410.916565 = -4384570.537678 nChanged 19 SP:Iteration 31Q (2467.019007 sec): 3 clusters Score: Raw -4387990.624938 + Penalty 3410.916565 = -4384579.708373 nChanged 20 SP:Iteration 32Q (2467.117286 sec): 3 clusters Score: Raw -4388002.062883 + Penalty 3410.916565 = -4384591.146318 nChanged 16 SP:Iteration 33Q (2467.206721 sec): 3 clusters Score: Raw -4388009.303949 + Penalty 3410.916565 = -4384598.387384 nChanged 9 SP:Iteration 34Q (2467.282351 sec): 3 clusters Score: Raw -4388012.807108 + Penalty 3410.916565 = -4384601.890542 nChanged 3 SP:Iteration 35Q (2467.373078 sec): 3 clusters Score: Raw -4388013.726386 + Penalty 3410.916565 = -4384602.809821 nChanged 0 SP:Iteration 36F (2467.472192 sec): 3 clusters Score: Raw -4388013.726386 + Penalty 3410.916565 = -4384602.809821 nChanged 0 Trying to split cluster 5 (12883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2467.515664 sec): 2 clusters Score: Raw -1525350.423057 + Penalty 1537.845382 = -1523812.577674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2467.574719 sec): 3 clusters Score: Raw -1517902.703754 + Penalty 3075.690765 = -1514827.012989 nChanged 5656 SP:Iteration 1F (2467.634180 sec): 3 clusters Score: Raw -1521035.879436 + Penalty 3075.690765 = -1517960.188671 nChanged 835 SP:Iteration 2F (2467.688518 sec): 3 clusters Score: Raw -1521493.700820 + Penalty 3075.690765 = -1518418.010055 nChanged 782 SP:Iteration 3F (2467.760572 sec): 3 clusters Score: Raw -1521933.612062 + Penalty 3075.690765 = -1518857.921297 nChanged 747 SP:Iteration 4F (2467.827472 sec): 3 clusters Score: Raw -1522386.578641 + Penalty 3075.690765 = -1519310.887876 nChanged 756 SP:Iteration 5F (2467.887725 sec): 3 clusters Score: Raw -1522875.338125 + Penalty 3075.690765 = -1519799.647360 nChanged 737 SP:Iteration 6F (2467.950718 sec): 3 clusters Score: Raw -1523370.957898 + Penalty 3075.690765 = -1520295.267133 nChanged 692 SP:Iteration 7F (2468.019295 sec): 3 clusters Score: Raw -1523794.880357 + Penalty 3075.690765 = -1520719.189593 nChanged 566 SP:Iteration 8Q (2468.084872 sec): 3 clusters Score: Raw -1524113.640337 + Penalty 3075.690765 = -1521037.949572 nChanged 489 SP:Iteration 9Q (2468.141699 sec): 3 clusters Score: Raw -1524360.268931 + Penalty 3075.690765 = -1521284.578167 nChanged 379 SP:Iteration 10Q (2468.207286 sec): 3 clusters Score: Raw -1524526.495932 + Penalty 3075.690765 = -1521450.805167 nChanged 303 SP:Iteration 11Q (2468.282477 sec): 3 clusters Score: Raw -1524680.544609 + Penalty 3075.690765 = -1521604.853844 nChanged 271 SP:Iteration 12Q (2468.349742 sec): 3 clusters Score: Raw -1524842.952686 + Penalty 3075.690765 = -1521767.261921 nChanged 232 SP:Iteration 13Q (2468.410000 sec): 3 clusters Score: Raw -1524996.423927 + Penalty 3075.690765 = -1521920.733162 nChanged 194 SP:Iteration 14Q (2468.474178 sec): 3 clusters Score: Raw -1525090.110828 + Penalty 3075.690765 = -1522014.420063 nChanged 178 SP:Iteration 15Q (2468.533880 sec): 3 clusters Score: Raw -1525163.631711 + Penalty 3075.690765 = -1522087.940947 nChanged 158 SP:Iteration 16Q (2468.597649 sec): 3 clusters Score: Raw -1525214.684594 + Penalty 3075.690765 = -1522138.993829 nChanged 131 SP:Iteration 17Q (2468.660076 sec): 3 clusters Score: Raw -1525250.327598 + Penalty 3075.690765 = -1522174.636833 nChanged 106 SP:Iteration 18Q (2468.717396 sec): 3 clusters Score: Raw -1525275.399262 + Penalty 3075.690765 = -1522199.708497 nChanged 78 SP:Iteration 19Q (2468.782179 sec): 3 clusters Score: Raw -1525293.920928 + Penalty 3075.690765 = -1522218.230163 nChanged 77 SP:Iteration 20F (2468.854310 sec): 3 clusters Score: Raw -1525311.323148 + Penalty 3075.690765 = -1522235.632383 nChanged 77 SP:Iteration 21Q (2468.921112 sec): 3 clusters Score: Raw -1525329.179289 + Penalty 3075.690765 = -1522253.488524 nChanged 58 SP:Iteration 22Q (2468.973439 sec): 3 clusters Score: Raw -1525341.091548 + Penalty 3075.690765 = -1522265.400783 nChanged 42 SP:Iteration 23Q (2469.051229 sec): 3 clusters Score: Raw -1525347.469777 + Penalty 3075.690765 = -1522271.779012 nChanged 42 SP:Iteration 24Q (2469.100897 sec): 3 clusters Score: Raw -1525354.264601 + Penalty 3075.690765 = -1522278.573836 nChanged 39 SP:Iteration 25Q (2469.170583 sec): 3 clusters Score: Raw -1525358.907568 + Penalty 3075.690765 = -1522283.216803 nChanged 31 SP:Iteration 26Q (2469.230681 sec): 3 clusters Score: Raw -1525363.454962 + Penalty 3075.690765 = -1522287.764198 nChanged 36 SP:Iteration 27Q (2469.293474 sec): 3 clusters Score: Raw -1525369.600861 + Penalty 3075.690765 = -1522293.910096 nChanged 40 SP:Iteration 28Q (2469.350106 sec): 3 clusters Score: Raw -1525377.246477 + Penalty 3075.690765 = -1522301.555712 nChanged 45 SP:Iteration 29Q (2469.411104 sec): 3 clusters Score: Raw -1525384.118993 + Penalty 3075.690765 = -1522308.428228 nChanged 38 SP:Iteration 30Q (2469.473925 sec): 3 clusters Score: Raw -1525391.259992 + Penalty 3075.690765 = -1522315.569227 nChanged 36 SP:Iteration 31Q (2469.550488 sec): 3 clusters Score: Raw -1525397.247974 + Penalty 3075.690765 = -1522321.557209 nChanged 32 SP:Iteration 32Q (2469.610961 sec): 3 clusters Score: Raw -1525402.342105 + Penalty 3075.690765 = -1522326.651340 nChanged 20 SP:Iteration 33Q (2469.673342 sec): 3 clusters Score: Raw -1525404.638923 + Penalty 3075.690765 = -1522328.948158 nChanged 21 SP:Iteration 34Q (2469.724635 sec): 3 clusters Score: Raw -1525407.779936 + Penalty 3075.690765 = -1522332.089171 nChanged 30 SP:Iteration 35Q (2469.792328 sec): 3 clusters Score: Raw -1525411.978569 + Penalty 3075.690765 = -1522336.287804 nChanged 23 SP:Iteration 36Q (2469.861119 sec): 3 clusters Score: Raw -1525415.904375 + Penalty 3075.690765 = -1522340.213610 nChanged 28 SP:Iteration 37Q (2469.919667 sec): 3 clusters Score: Raw -1525422.078366 + Penalty 3075.690765 = -1522346.387601 nChanged 31 SP:Iteration 38Q (2469.976275 sec): 3 clusters Score: Raw -1525427.708185 + Penalty 3075.690765 = -1522352.017420 nChanged 27 SP:Iteration 39Q (2470.045714 sec): 3 clusters Score: Raw -1525432.350857 + Penalty 3075.690765 = -1522356.660092 nChanged 30 SP:Iteration 40F (2470.105180 sec): 3 clusters Score: Raw -1525436.866441 + Penalty 3075.690765 = -1522361.175677 nChanged 24 SP:Iteration 41Q (2470.182038 sec): 3 clusters Score: Raw -1525440.672593 + Penalty 3075.690765 = -1522364.981828 nChanged 23 SP:Iteration 42Q (2470.221691 sec): 3 clusters Score: Raw -1525443.637507 + Penalty 3075.690765 = -1522367.946743 nChanged 14 SP:Iteration 43Q (2470.287335 sec): 3 clusters Score: Raw -1525444.848156 + Penalty 3075.690765 = -1522369.157391 nChanged 9 SP:Iteration 44Q (2470.352001 sec): 3 clusters Score: Raw -1525445.491543 + Penalty 3075.690765 = -1522369.800778 nChanged 6 SP:Iteration 45Q (2470.417800 sec): 3 clusters Score: Raw -1525445.991829 + Penalty 3075.690765 = -1522370.301064 nChanged 6 SP:Iteration 46Q (2470.483012 sec): 3 clusters Score: Raw -1525446.488344 + Penalty 3075.690765 = -1522370.797579 nChanged 2 SP:Iteration 47Q (2470.550851 sec): 3 clusters Score: Raw -1525446.600466 + Penalty 3075.690765 = -1522370.909701 nChanged 2 SP:Iteration 48Q (2470.613978 sec): 3 clusters Score: Raw -1525446.681927 + Penalty 3075.690765 = -1522370.991162 nChanged 1 SP:Iteration 49Q (2470.670148 sec): 3 clusters Score: Raw -1525446.733210 + Penalty 3075.690765 = -1522371.042445 nChanged 0 SP:Iteration 50F (2470.730920 sec): 3 clusters Score: Raw -1525446.733210 + Penalty 3075.690765 = -1522371.042445 nChanged 0 Trying to split cluster 6 (1230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2470.764647 sec): 2 clusters Score: Raw -157864.403952 + Penalty 1156.150035 = -156708.253916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2470.805783 sec): 3 clusters Score: Raw -157403.414460 + Penalty 2312.300071 = -155091.114389 nChanged 410 SP:Iteration 1F (2470.839064 sec): 3 clusters Score: Raw -157721.729114 + Penalty 2312.300071 = -155409.429044 nChanged 92 SP:Iteration 2F (2470.881466 sec): 3 clusters Score: Raw -157804.199521 + Penalty 2312.300071 = -155491.899450 nChanged 59 SP:Iteration 3Q (2470.932173 sec): 3 clusters Score: Raw -157865.549460 + Penalty 2312.300071 = -155553.249389 nChanged 41 SP:Iteration 4Q (2470.963667 sec): 3 clusters Score: Raw -157901.973423 + Penalty 2312.300071 = -155589.673353 nChanged 24 SP:Iteration 5Q (2470.998166 sec): 3 clusters Score: Raw -157922.895537 + Penalty 2312.300071 = -155610.595467 nChanged 26 SP:Iteration 6Q (2471.040835 sec): 3 clusters Score: Raw -157947.544315 + Penalty 2312.300071 = -155635.244244 nChanged 19 SP:Iteration 7Q (2471.088141 sec): 3 clusters Score: Raw -157964.511947 + Penalty 2312.300071 = -155652.211876 nChanged 15 SP:Iteration 8Q (2471.140479 sec): 3 clusters Score: Raw -157976.647690 + Penalty 2312.300071 = -155664.347619 nChanged 14 SP:Iteration 9Q (2471.194442 sec): 3 clusters Score: Raw -157987.393310 + Penalty 2312.300071 = -155675.093240 nChanged 11 SP:Iteration 10Q (2471.236009 sec): 3 clusters Score: Raw -157996.758169 + Penalty 2312.300071 = -155684.458099 nChanged 12 SP:Iteration 11Q (2471.283477 sec): 3 clusters Score: Raw -158005.386267 + Penalty 2312.300071 = -155693.086196 nChanged 11 SP:Iteration 12Q (2471.328450 sec): 3 clusters Score: Raw -158013.891904 + Penalty 2312.300071 = -155701.591833 nChanged 9 SP:Iteration 13Q (2471.368596 sec): 3 clusters Score: Raw -158022.125359 + Penalty 2312.300071 = -155709.825288 nChanged 10 SP:Iteration 14Q (2471.403523 sec): 3 clusters Score: Raw -158030.380473 + Penalty 2312.300071 = -155718.080403 nChanged 11 SP:Iteration 15Q (2471.461824 sec): 3 clusters Score: Raw -158043.427272 + Penalty 2312.300071 = -155731.127201 nChanged 11 SP:Iteration 16Q (2471.495261 sec): 3 clusters Score: Raw -158054.359331 + Penalty 2312.300071 = -155742.059261 nChanged 9 SP:Iteration 17Q (2471.540270 sec): 3 clusters Score: Raw -158059.890097 + Penalty 2312.300071 = -155747.590026 nChanged 6 SP:Iteration 18Q (2471.573123 sec): 3 clusters Score: Raw -158064.330604 + Penalty 2312.300071 = -155752.030533 nChanged 9 SP:Iteration 19Q (2471.608533 sec): 3 clusters Score: Raw -158072.839638 + Penalty 2312.300071 = -155760.539567 nChanged 9 SP:Iteration 20F (2471.654783 sec): 3 clusters Score: Raw -158080.742635 + Penalty 2312.300071 = -155768.442564 nChanged 9 SP:Iteration 21Q (2471.702190 sec): 3 clusters Score: Raw -158086.299954 + Penalty 2312.300071 = -155773.999883 nChanged 4 SP:Iteration 22Q (2471.749781 sec): 3 clusters Score: Raw -158090.411342 + Penalty 2312.300071 = -155778.111272 nChanged 4 SP:Iteration 23Q (2471.792564 sec): 3 clusters Score: Raw -158092.931602 + Penalty 2312.300071 = -155780.631531 nChanged 4 SP:Iteration 24Q (2471.833936 sec): 3 clusters Score: Raw -158097.445470 + Penalty 2312.300071 = -155785.145399 nChanged 6 SP:Iteration 25Q (2471.878804 sec): 3 clusters Score: Raw -158103.144302 + Penalty 2312.300071 = -155790.844231 nChanged 9 SP:Iteration 26Q (2471.927986 sec): 3 clusters Score: Raw -158109.183766 + Penalty 2312.300071 = -155796.883696 nChanged 7 SP:Iteration 27Q (2471.967691 sec): 3 clusters Score: Raw -158115.536050 + Penalty 2312.300071 = -155803.235980 nChanged 2 SP:Iteration 28Q (2472.029402 sec): 3 clusters Score: Raw -158117.510329 + Penalty 2312.300071 = -155805.210258 nChanged 2 SP:Iteration 29Q (2472.056457 sec): 3 clusters Score: Raw -158120.275432 + Penalty 2312.300071 = -155807.975362 nChanged 0 SP:Iteration 30F (2472.094435 sec): 3 clusters Score: Raw -158120.275432 + Penalty 2312.300071 = -155807.975362 nChanged 0 Trying to split cluster 7 (15742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2472.144372 sec): 2 clusters Score: Raw -1908178.653424 + Penalty 1570.414232 = -1906608.239193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2472.216433 sec): 3 clusters Score: Raw -1898887.408735 + Penalty 3140.828463 = -1895746.580272 nChanged 7001 SP:Iteration 1F (2472.278012 sec): 3 clusters Score: Raw -1902766.344458 + Penalty 3140.828463 = -1899625.515995 nChanged 983 SP:Iteration 2F (2472.346629 sec): 3 clusters Score: Raw -1903242.436647 + Penalty 3140.828463 = -1900101.608184 nChanged 923 SP:Iteration 3F (2472.422018 sec): 3 clusters Score: Raw -1903713.659771 + Penalty 3140.828463 = -1900572.831308 nChanged 905 SP:Iteration 4F (2472.478961 sec): 3 clusters Score: Raw -1904205.100032 + Penalty 3140.828463 = -1901064.271569 nChanged 897 SP:Iteration 5F (2472.545545 sec): 3 clusters Score: Raw -1904760.213919 + Penalty 3140.828463 = -1901619.385456 nChanged 902 SP:Iteration 6F (2472.614309 sec): 3 clusters Score: Raw -1905338.203061 + Penalty 3140.828463 = -1902197.374598 nChanged 857 SP:Iteration 7F (2472.685970 sec): 3 clusters Score: Raw -1905936.183759 + Penalty 3140.828463 = -1902795.355295 nChanged 808 SP:Iteration 8F (2472.756661 sec): 3 clusters Score: Raw -1906483.088610 + Penalty 3140.828463 = -1903342.260147 nChanged 738 SP:Iteration 9Q (2472.823335 sec): 3 clusters Score: Raw -1906954.928346 + Penalty 3140.828463 = -1903814.099882 nChanged 570 SP:Iteration 10Q (2472.895184 sec): 3 clusters Score: Raw -1907287.610785 + Penalty 3140.828463 = -1904146.782322 nChanged 455 SP:Iteration 11Q (2472.964708 sec): 3 clusters Score: Raw -1907510.643468 + Penalty 3140.828463 = -1904369.815005 nChanged 368 SP:Iteration 12Q (2473.043687 sec): 3 clusters Score: Raw -1907674.922152 + Penalty 3140.828463 = -1904534.093689 nChanged 307 SP:Iteration 13Q (2473.105996 sec): 3 clusters Score: Raw -1907807.451786 + Penalty 3140.828463 = -1904666.623323 nChanged 255 SP:Iteration 14Q (2473.172647 sec): 3 clusters Score: Raw -1907913.291709 + Penalty 3140.828463 = -1904772.463246 nChanged 219 SP:Iteration 15Q (2473.248317 sec): 3 clusters Score: Raw -1907988.197526 + Penalty 3140.828463 = -1904847.369063 nChanged 180 SP:Iteration 16Q (2473.316841 sec): 3 clusters Score: Raw -1908045.313518 + Penalty 3140.828463 = -1904904.485054 nChanged 159 SP:Iteration 17Q (2473.378664 sec): 3 clusters Score: Raw -1908098.785935 + Penalty 3140.828463 = -1904957.957472 nChanged 171 SP:Iteration 18Q (2473.461136 sec): 3 clusters Score: Raw -1908163.445210 + Penalty 3140.828463 = -1905022.616747 nChanged 148 SP:Iteration 19Q (2473.517211 sec): 3 clusters Score: Raw -1908217.254753 + Penalty 3140.828463 = -1905076.426290 nChanged 148 SP:Iteration 20F (2473.585333 sec): 3 clusters Score: Raw -1908267.238392 + Penalty 3140.828463 = -1905126.409929 nChanged 153 SP:Iteration 21Q (2473.659303 sec): 3 clusters Score: Raw -1908314.001507 + Penalty 3140.828463 = -1905173.173044 nChanged 143 SP:Iteration 22Q (2473.721383 sec): 3 clusters Score: Raw -1908352.960260 + Penalty 3140.828463 = -1905212.131797 nChanged 120 SP:Iteration 23Q (2473.805411 sec): 3 clusters Score: Raw -1908387.756274 + Penalty 3140.828463 = -1905246.927811 nChanged 126 SP:Iteration 24Q (2473.877731 sec): 3 clusters Score: Raw -1908430.481968 + Penalty 3140.828463 = -1905289.653505 nChanged 114 SP:Iteration 25Q (2473.942105 sec): 3 clusters Score: Raw -1908466.580547 + Penalty 3140.828463 = -1905325.752084 nChanged 124 SP:Iteration 26Q (2474.024358 sec): 3 clusters Score: Raw -1908495.821562 + Penalty 3140.828463 = -1905354.993099 nChanged 90 SP:Iteration 27Q (2474.087825 sec): 3 clusters Score: Raw -1908515.241515 + Penalty 3140.828463 = -1905374.413052 nChanged 85 SP:Iteration 28Q (2474.168796 sec): 3 clusters Score: Raw -1908532.048878 + Penalty 3140.828463 = -1905391.220415 nChanged 74 SP:Iteration 29Q (2474.238244 sec): 3 clusters Score: Raw -1908543.805669 + Penalty 3140.828463 = -1905402.977206 nChanged 53 SP:Iteration 30Q (2474.298464 sec): 3 clusters Score: Raw -1908551.880849 + Penalty 3140.828463 = -1905411.052386 nChanged 47 SP:Iteration 31Q (2474.371980 sec): 3 clusters Score: Raw -1908559.149088 + Penalty 3140.828463 = -1905418.320625 nChanged 44 SP:Iteration 32Q (2474.432540 sec): 3 clusters Score: Raw -1908564.885458 + Penalty 3140.828463 = -1905424.056995 nChanged 35 SP:Iteration 33Q (2474.505116 sec): 3 clusters Score: Raw -1908568.249602 + Penalty 3140.828463 = -1905427.421139 nChanged 26 SP:Iteration 34Q (2474.568680 sec): 3 clusters Score: Raw -1908570.874876 + Penalty 3140.828463 = -1905430.046412 nChanged 24 SP:Iteration 35Q (2474.632139 sec): 3 clusters Score: Raw -1908573.353552 + Penalty 3140.828463 = -1905432.525089 nChanged 21 SP:Iteration 36Q (2474.704137 sec): 3 clusters Score: Raw -1908575.346629 + Penalty 3140.828463 = -1905434.518166 nChanged 15 SP:Iteration 37Q (2474.783779 sec): 3 clusters Score: Raw -1908576.339349 + Penalty 3140.828463 = -1905435.510886 nChanged 7 SP:Iteration 38Q (2474.842106 sec): 3 clusters Score: Raw -1908576.696594 + Penalty 3140.828463 = -1905435.868131 nChanged 6 SP:Iteration 39Q (2474.915376 sec): 3 clusters Score: Raw -1908577.049261 + Penalty 3140.828463 = -1905436.220798 nChanged 6 SP:Iteration 40F (2474.981246 sec): 3 clusters Score: Raw -1908577.497571 + Penalty 3140.828463 = -1905436.669108 nChanged 8 SP:Iteration 41Q (2475.053689 sec): 3 clusters Score: Raw -1908577.947031 + Penalty 3140.828463 = -1905437.118568 nChanged 6 SP:Iteration 42Q (2475.133451 sec): 3 clusters Score: Raw -1908578.406776 + Penalty 3140.828463 = -1905437.578313 nChanged 3 SP:Iteration 43Q (2475.201768 sec): 3 clusters Score: Raw -1908578.570112 + Penalty 3140.828463 = -1905437.741649 nChanged 3 SP:Iteration 44Q (2475.257580 sec): 3 clusters Score: Raw -1908578.768865 + Penalty 3140.828463 = -1905437.940402 nChanged 3 SP:Iteration 45Q (2475.328732 sec): 3 clusters Score: Raw -1908579.003128 + Penalty 3140.828463 = -1905438.174665 nChanged 3 SP:Iteration 46Q (2475.397867 sec): 3 clusters Score: Raw -1908579.310583 + Penalty 3140.828463 = -1905438.482120 nChanged 4 SP:Iteration 47Q (2475.469085 sec): 3 clusters Score: Raw -1908579.724565 + Penalty 3140.828463 = -1905438.896101 nChanged 5 SP:Iteration 48Q (2475.528496 sec): 3 clusters Score: Raw -1908579.970753 + Penalty 3140.828463 = -1905439.142290 nChanged 2 SP:Iteration 49Q (2475.602960 sec): 3 clusters Score: Raw -1908580.118713 + Penalty 3140.828463 = -1905439.290250 nChanged 3 SP:Iteration 50Q (2475.679879 sec): 3 clusters Score: Raw -1908580.352266 + Penalty 3140.828463 = -1905439.523803 nChanged 5 SP:Iteration 51Q (2475.739222 sec): 3 clusters Score: Raw -1908581.029340 + Penalty 3140.828463 = -1905440.200877 nChanged 7 SP:Iteration 52Q (2475.807751 sec): 3 clusters Score: Raw -1908581.816821 + Penalty 3140.828463 = -1905440.988358 nChanged 16 SP:Iteration 53Q (2475.872486 sec): 3 clusters Score: Raw -1908583.074509 + Penalty 3140.828463 = -1905442.246046 nChanged 11 SP:Iteration 54Q (2475.950830 sec): 3 clusters Score: Raw -1908584.191476 + Penalty 3140.828463 = -1905443.363012 nChanged 13 SP:Iteration 55Q (2476.002742 sec): 3 clusters Score: Raw -1908585.498509 + Penalty 3140.828463 = -1905444.670046 nChanged 16 SP:Iteration 56Q (2476.072191 sec): 3 clusters Score: Raw -1908587.148328 + Penalty 3140.828463 = -1905446.319865 nChanged 19 SP:Iteration 57Q (2476.148746 sec): 3 clusters Score: Raw -1908588.904496 + Penalty 3140.828463 = -1905448.076033 nChanged 12 SP:Iteration 58Q (2476.216532 sec): 3 clusters Score: Raw -1908589.974102 + Penalty 3140.828463 = -1905449.145639 nChanged 16 SP:Iteration 59Q (2476.278645 sec): 3 clusters Score: Raw -1908591.535266 + Penalty 3140.828463 = -1905450.706803 nChanged 9 SP:Iteration 60F (2476.346940 sec): 3 clusters Score: Raw -1908592.305328 + Penalty 3140.828463 = -1905451.476865 nChanged 8 SP:Iteration 61Q (2476.414072 sec): 3 clusters Score: Raw -1908593.042335 + Penalty 3140.828463 = -1905452.213872 nChanged 5 SP:Iteration 62Q (2476.483331 sec): 3 clusters Score: Raw -1908593.692924 + Penalty 3140.828463 = -1905452.864461 nChanged 8 SP:Iteration 63Q (2476.555707 sec): 3 clusters Score: Raw -1908594.618507 + Penalty 3140.828463 = -1905453.790044 nChanged 7 SP:Iteration 64Q (2476.625223 sec): 3 clusters Score: Raw -1908595.831073 + Penalty 3140.828463 = -1905455.002610 nChanged 14 SP:Iteration 65Q (2476.690264 sec): 3 clusters Score: Raw -1908597.287223 + Penalty 3140.828463 = -1905456.458760 nChanged 14 SP:Iteration 66Q (2476.768456 sec): 3 clusters Score: Raw -1908599.060696 + Penalty 3140.828463 = -1905458.232233 nChanged 14 SP:Iteration 67Q (2476.830063 sec): 3 clusters Score: Raw -1908600.185800 + Penalty 3140.828463 = -1905459.357337 nChanged 12 SP:Iteration 68Q (2476.902090 sec): 3 clusters Score: Raw -1908601.120574 + Penalty 3140.828463 = -1905460.292110 nChanged 12 SP:Iteration 69Q (2476.967394 sec): 3 clusters Score: Raw -1908602.152332 + Penalty 3140.828463 = -1905461.323869 nChanged 8 SP:Iteration 70Q (2477.030064 sec): 3 clusters Score: Raw -1908603.038966 + Penalty 3140.828463 = -1905462.210503 nChanged 14 SP:Iteration 71Q (2477.104364 sec): 3 clusters Score: Raw -1908605.068868 + Penalty 3140.828463 = -1905464.240405 nChanged 18 SP:Iteration 72Q (2477.173338 sec): 3 clusters Score: Raw -1908607.521916 + Penalty 3140.828463 = -1905466.693453 nChanged 21 SP:Iteration 73Q (2477.237123 sec): 3 clusters Score: Raw -1908610.015114 + Penalty 3140.828463 = -1905469.186651 nChanged 25 SP:Iteration 74Q (2477.311794 sec): 3 clusters Score: Raw -1908613.230521 + Penalty 3140.828463 = -1905472.402058 nChanged 32 SP:Iteration 75Q (2477.368369 sec): 3 clusters Score: Raw -1908617.424308 + Penalty 3140.828463 = -1905476.595845 nChanged 28 SP:Iteration 76Q (2477.452728 sec): 3 clusters Score: Raw -1908620.632961 + Penalty 3140.828463 = -1905479.804498 nChanged 29 SP:Iteration 77Q (2477.516050 sec): 3 clusters Score: Raw -1908624.613857 + Penalty 3140.828463 = -1905483.785394 nChanged 34 SP:Iteration 78Q (2477.574843 sec): 3 clusters Score: Raw -1908629.290213 + Penalty 3140.828463 = -1905488.461750 nChanged 30 SP:Iteration 79Q (2477.650763 sec): 3 clusters Score: Raw -1908632.818453 + Penalty 3140.828463 = -1905491.989990 nChanged 30 SP:Iteration 80F (2477.723826 sec): 3 clusters Score: Raw -1908637.127708 + Penalty 3140.828463 = -1905496.299245 nChanged 29 SP:Iteration 81Q (2477.794137 sec): 3 clusters Score: Raw -1908640.578132 + Penalty 3140.828463 = -1905499.749669 nChanged 20 SP:Iteration 82Q (2477.868719 sec): 3 clusters Score: Raw -1908642.708422 + Penalty 3140.828463 = -1905501.879959 nChanged 22 SP:Iteration 83Q (2477.937384 sec): 3 clusters Score: Raw -1908645.185745 + Penalty 3140.828463 = -1905504.357282 nChanged 26 SP:Iteration 84Q (2478.006767 sec): 3 clusters Score: Raw -1908647.956009 + Penalty 3140.828463 = -1905507.127546 nChanged 17 SP:Iteration 85Q (2478.063443 sec): 3 clusters Score: Raw -1908649.966104 + Penalty 3140.828463 = -1905509.137641 nChanged 25 SP:Iteration 86Q (2478.134510 sec): 3 clusters Score: Raw -1908653.003785 + Penalty 3140.828463 = -1905512.175322 nChanged 26 SP:Iteration 87Q (2478.211491 sec): 3 clusters Score: Raw -1908655.464966 + Penalty 3140.828463 = -1905514.636503 nChanged 29 SP:Iteration 88Q (2478.275907 sec): 3 clusters Score: Raw -1908658.456797 + Penalty 3140.828463 = -1905517.628334 nChanged 23 SP:Iteration 89Q (2478.349017 sec): 3 clusters Score: Raw -1908660.716790 + Penalty 3140.828463 = -1905519.888327 nChanged 16 SP:Iteration 90Q (2478.416628 sec): 3 clusters Score: Raw -1908662.400957 + Penalty 3140.828463 = -1905521.572494 nChanged 19 SP:Iteration 91Q (2478.474902 sec): 3 clusters Score: Raw -1908664.046735 + Penalty 3140.828463 = -1905523.218272 nChanged 14 SP:Iteration 92Q (2478.541666 sec): 3 clusters Score: Raw -1908665.193708 + Penalty 3140.828463 = -1905524.365245 nChanged 15 SP:Iteration 93Q (2478.606421 sec): 3 clusters Score: Raw -1908666.205783 + Penalty 3140.828463 = -1905525.377320 nChanged 14 SP:Iteration 94Q (2478.689666 sec): 3 clusters Score: Raw -1908667.093760 + Penalty 3140.828463 = -1905526.265297 nChanged 8 SP:Iteration 95Q (2478.763835 sec): 3 clusters Score: Raw -1908667.578774 + Penalty 3140.828463 = -1905526.750311 nChanged 4 SP:Iteration 96Q (2478.835727 sec): 3 clusters Score: Raw -1908667.858360 + Penalty 3140.828463 = -1905527.029897 nChanged 4 SP:Iteration 97Q (2478.904580 sec): 3 clusters Score: Raw -1908668.123712 + Penalty 3140.828463 = -1905527.295249 nChanged 4 SP:Iteration 98Q (2478.981478 sec): 3 clusters Score: Raw -1908668.377090 + Penalty 3140.828463 = -1905527.548627 nChanged 4 SP:Iteration 99Q (2479.039148 sec): 3 clusters Score: Raw -1908668.713195 + Penalty 3140.828463 = -1905527.884732 nChanged 3 SP:Iteration 100F (2479.109185 sec): 3 clusters Score: Raw -1908668.898591 + Penalty 3140.828463 = -1905528.070128 nChanged 5 SP:Iteration 101Q (2479.196501 sec): 3 clusters Score: Raw -1908669.415550 + Penalty 3140.828463 = -1905528.587087 nChanged 4 SP:Iteration 102Q (2479.254279 sec): 3 clusters Score: Raw -1908669.847922 + Penalty 3140.828463 = -1905529.019459 nChanged 4 SP:Iteration 103Q (2479.322038 sec): 3 clusters Score: Raw -1908670.110783 + Penalty 3140.828463 = -1905529.282320 nChanged 5 SP:Iteration 104Q (2479.390458 sec): 3 clusters Score: Raw -1908670.494328 + Penalty 3140.828463 = -1905529.665865 nChanged 5 SP:Iteration 105Q (2479.460198 sec): 3 clusters Score: Raw -1908671.046530 + Penalty 3140.828463 = -1905530.218067 nChanged 5 SP:Iteration 106Q (2479.522299 sec): 3 clusters Score: Raw -1908671.421125 + Penalty 3140.828463 = -1905530.592662 nChanged 7 SP:Iteration 107Q (2479.596667 sec): 3 clusters Score: Raw -1908671.957802 + Penalty 3140.828463 = -1905531.129338 nChanged 4 SP:Iteration 108Q (2479.652249 sec): 3 clusters Score: Raw -1908672.339494 + Penalty 3140.828463 = -1905531.511031 nChanged 5 SP:Iteration 109Q (2479.732758 sec): 3 clusters Score: Raw -1908672.801350 + Penalty 3140.828463 = -1905531.972887 nChanged 7 SP:Iteration 110Q (2479.794508 sec): 3 clusters Score: Raw -1908673.239278 + Penalty 3140.828463 = -1905532.410815 nChanged 3 SP:Iteration 111Q (2479.878754 sec): 3 clusters Score: Raw -1908673.441582 + Penalty 3140.828463 = -1905532.613118 nChanged 4 SP:Iteration 112Q (2479.944229 sec): 3 clusters Score: Raw -1908673.572113 + Penalty 3140.828463 = -1905532.743649 nChanged 2 SP:Iteration 113Q (2480.004106 sec): 3 clusters Score: Raw -1908673.638952 + Penalty 3140.828463 = -1905532.810489 nChanged 1 SP:Iteration 114Q (2480.083748 sec): 3 clusters Score: Raw -1908673.664120 + Penalty 3140.828463 = -1905532.835657 nChanged 1 SP:Iteration 115Q (2480.144809 sec): 3 clusters Score: Raw -1908673.709460 + Penalty 3140.828463 = -1905532.880997 nChanged 3 SP:Iteration 116Q (2480.218922 sec): 3 clusters Score: Raw -1908673.834958 + Penalty 3140.828463 = -1905533.006495 nChanged 2 SP:Iteration 117Q (2480.284245 sec): 3 clusters Score: Raw -1908673.924408 + Penalty 3140.828463 = -1905533.095945 nChanged 2 SP:Iteration 118Q (2480.343078 sec): 3 clusters Score: Raw -1908674.079938 + Penalty 3140.828463 = -1905533.251475 nChanged 0 SP:Iteration 119F (2480.411898 sec): 3 clusters Score: Raw -1908674.079938 + Penalty 3140.828463 = -1905533.251475 nChanged 0 Trying to split cluster 8 (113358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2480.579405 sec): 2 clusters Score: Raw -13967517.012035 + Penalty 1891.224763 = -13965625.787273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2480.810704 sec): 3 clusters Score: Raw -13893726.355996 + Penalty 3782.449525 = -13889943.906471 nChanged 54135 SP:Iteration 1F (2481.035609 sec): 3 clusters Score: Raw -13925495.899875 + Penalty 3782.449525 = -13921713.450350 nChanged 3981 SP:Iteration 2Q (2481.282166 sec): 3 clusters Score: Raw -13926612.570708 + Penalty 3782.449525 = -13922830.121183 nChanged 4440 SP:Iteration 3Q (2481.522389 sec): 3 clusters Score: Raw -13928043.770390 + Penalty 3782.449525 = -13924261.320865 nChanged 4917 SP:Iteration 4Q (2481.751476 sec): 3 clusters Score: Raw -13929868.513094 + Penalty 3782.449525 = -13926086.063569 nChanged 5430 SP:Iteration 5Q (2481.995602 sec): 3 clusters Score: Raw -13932202.101602 + Penalty 3782.449525 = -13928419.652077 nChanged 5981 SP:Iteration 6F (2482.252009 sec): 3 clusters Score: Raw -13935061.415080 + Penalty 3782.449525 = -13931278.965555 nChanged 6292 SP:Iteration 7F (2482.501870 sec): 3 clusters Score: Raw -13938362.174459 + Penalty 3782.449525 = -13934579.724933 nChanged 6332 SP:Iteration 8F (2482.753999 sec): 3 clusters Score: Raw -13941974.786308 + Penalty 3782.449525 = -13938192.336783 nChanged 6134 SP:Iteration 9F (2482.986902 sec): 3 clusters Score: Raw -13945477.349002 + Penalty 3782.449525 = -13941694.899477 nChanged 5548 SP:Iteration 10Q (2483.223291 sec): 3 clusters Score: Raw -13948614.387268 + Penalty 3782.449525 = -13944831.937743 nChanged 5012 SP:Iteration 11Q (2483.473174 sec): 3 clusters Score: Raw -13951513.856720 + Penalty 3782.449525 = -13947731.407195 nChanged 4489 SP:Iteration 12Q (2483.710743 sec): 3 clusters Score: Raw -13954178.406962 + Penalty 3782.449525 = -13950395.957436 nChanged 3752 SP:Iteration 13Q (2483.959893 sec): 3 clusters Score: Raw -13956153.453359 + Penalty 3782.449525 = -13952371.003834 nChanged 2803 SP:Iteration 14Q (2484.199185 sec): 3 clusters Score: Raw -13957485.395553 + Penalty 3782.449525 = -13953702.946028 nChanged 2120 SP:Iteration 15Q (2484.441446 sec): 3 clusters Score: Raw -13958473.787589 + Penalty 3782.449525 = -13954691.338064 nChanged 1884 SP:Iteration 16Q (2484.687409 sec): 3 clusters Score: Raw -13959375.007303 + Penalty 3782.449525 = -13955592.557778 nChanged 1820 SP:Iteration 17Q (2484.925381 sec): 3 clusters Score: Raw -13960209.500586 + Penalty 3782.449525 = -13956427.051061 nChanged 1748 SP:Iteration 18Q (2485.173602 sec): 3 clusters Score: Raw -13960932.638254 + Penalty 3782.449525 = -13957150.188729 nChanged 1626 SP:Iteration 19Q (2485.395352 sec): 3 clusters Score: Raw -13961536.508352 + Penalty 3782.449525 = -13957754.058827 nChanged 1465 SP:Iteration 20F (2485.645370 sec): 3 clusters Score: Raw -13962033.587916 + Penalty 3782.449525 = -13958251.138391 nChanged 1342 SP:Iteration 21Q (2485.876268 sec): 3 clusters Score: Raw -13962451.228017 + Penalty 3782.449525 = -13958668.778492 nChanged 1213 SP:Iteration 22Q (2486.106523 sec): 3 clusters Score: Raw -13962793.550096 + Penalty 3782.449525 = -13959011.100571 nChanged 1136 SP:Iteration 23Q (2486.342842 sec): 3 clusters Score: Raw -13963082.406111 + Penalty 3782.449525 = -13959299.956586 nChanged 1075 SP:Iteration 24Q (2486.566197 sec): 3 clusters Score: Raw -13963339.032639 + Penalty 3782.449525 = -13959556.583114 nChanged 1022 SP:Iteration 25Q (2486.791717 sec): 3 clusters Score: Raw -13963570.279005 + Penalty 3782.449525 = -13959787.829479 nChanged 943 SP:Iteration 26Q (2487.019543 sec): 3 clusters Score: Raw -13963762.614555 + Penalty 3782.449525 = -13959980.165030 nChanged 884 SP:Iteration 27Q (2487.250473 sec): 3 clusters Score: Raw -13963934.693731 + Penalty 3782.449525 = -13960152.244206 nChanged 846 SP:Iteration 28Q (2487.467662 sec): 3 clusters Score: Raw -13964089.270728 + Penalty 3782.449525 = -13960306.821203 nChanged 788 SP:Iteration 29Q (2487.681911 sec): 3 clusters Score: Raw -13964224.990773 + Penalty 3782.449525 = -13960442.541248 nChanged 731 SP:Iteration 30Q (2487.891033 sec): 3 clusters Score: Raw -13964347.156627 + Penalty 3782.449525 = -13960564.707102 nChanged 718 SP:Iteration 31Q (2488.112479 sec): 3 clusters Score: Raw -13964472.181656 + Penalty 3782.449525 = -13960689.732130 nChanged 693 SP:Iteration 32Q (2488.317013 sec): 3 clusters Score: Raw -13964598.840137 + Penalty 3782.449525 = -13960816.390612 nChanged 707 SP:Iteration 33Q (2488.531269 sec): 3 clusters Score: Raw -13964728.981365 + Penalty 3782.449525 = -13960946.531840 nChanged 700 SP:Iteration 34Q (2488.751257 sec): 3 clusters Score: Raw -13964854.202973 + Penalty 3782.449525 = -13961071.753448 nChanged 621 SP:Iteration 35Q (2488.969951 sec): 3 clusters Score: Raw -13964960.735908 + Penalty 3782.449525 = -13961178.286382 nChanged 612 SP:Iteration 36Q (2489.175051 sec): 3 clusters Score: Raw -13965064.221714 + Penalty 3782.449525 = -13961281.772189 nChanged 591 SP:Iteration 37Q (2489.373261 sec): 3 clusters Score: Raw -13965161.267854 + Penalty 3782.449525 = -13961378.818329 nChanged 559 SP:Iteration 38Q (2489.576232 sec): 3 clusters Score: Raw -13965250.140612 + Penalty 3782.449525 = -13961467.691087 nChanged 522 SP:Iteration 39Q (2489.784033 sec): 3 clusters Score: Raw -13965329.880284 + Penalty 3782.449525 = -13961547.430759 nChanged 505 SP:Iteration 40F (2490.013790 sec): 3 clusters Score: Raw -13965409.263797 + Penalty 3782.449525 = -13961626.814271 nChanged 484 SP:Iteration 41Q (2490.218492 sec): 3 clusters Score: Raw -13965488.036495 + Penalty 3782.449525 = -13961705.586970 nChanged 491 SP:Iteration 42Q (2490.429225 sec): 3 clusters Score: Raw -13965568.376737 + Penalty 3782.449525 = -13961785.927212 nChanged 444 SP:Iteration 43Q (2490.627131 sec): 3 clusters Score: Raw -13965635.456950 + Penalty 3782.449525 = -13961853.007425 nChanged 389 SP:Iteration 44Q (2490.824898 sec): 3 clusters Score: Raw -13965690.369908 + Penalty 3782.449525 = -13961907.920382 nChanged 398 SP:Iteration 45Q (2491.031045 sec): 3 clusters Score: Raw -13965745.860948 + Penalty 3782.449525 = -13961963.411423 nChanged 383 SP:Iteration 46Q (2491.231878 sec): 3 clusters Score: Raw -13965802.522879 + Penalty 3782.449525 = -13962020.073354 nChanged 349 SP:Iteration 47Q (2491.437486 sec): 3 clusters Score: Raw -13965853.668333 + Penalty 3782.449525 = -13962071.218808 nChanged 375 SP:Iteration 48Q (2491.635581 sec): 3 clusters Score: Raw -13965910.108005 + Penalty 3782.449525 = -13962127.658479 nChanged 370 SP:Iteration 49Q (2491.841952 sec): 3 clusters Score: Raw -13965965.472402 + Penalty 3782.449525 = -13962183.022876 nChanged 354 SP:Iteration 50Q (2492.038714 sec): 3 clusters Score: Raw -13966019.978754 + Penalty 3782.449525 = -13962237.529229 nChanged 358 SP:Iteration 51Q (2492.255739 sec): 3 clusters Score: Raw -13966075.021479 + Penalty 3782.449525 = -13962292.571954 nChanged 359 SP:Iteration 52Q (2492.467943 sec): 3 clusters Score: Raw -13966131.800408 + Penalty 3782.449525 = -13962349.350883 nChanged 348 SP:Iteration 53Q (2492.662620 sec): 3 clusters Score: Raw -13966189.130475 + Penalty 3782.449525 = -13962406.680950 nChanged 343 SP:Iteration 54Q (2492.875421 sec): 3 clusters Score: Raw -13966245.461022 + Penalty 3782.449525 = -13962463.011497 nChanged 327 SP:Iteration 55Q (2493.079395 sec): 3 clusters Score: Raw -13966294.577012 + Penalty 3782.449525 = -13962512.127487 nChanged 309 SP:Iteration 56Q (2493.276934 sec): 3 clusters Score: Raw -13966339.346700 + Penalty 3782.449525 = -13962556.897175 nChanged 282 SP:Iteration 57Q (2493.464031 sec): 3 clusters Score: Raw -13966376.781978 + Penalty 3782.449525 = -13962594.332453 nChanged 268 SP:Iteration 58Q (2493.670829 sec): 3 clusters Score: Raw -13966412.413631 + Penalty 3782.449525 = -13962629.964106 nChanged 249 SP:Iteration 59Q (2493.880016 sec): 3 clusters Score: Raw -13966443.808475 + Penalty 3782.449525 = -13962661.358950 nChanged 242 SP:Iteration 60F (2494.093249 sec): 3 clusters Score: Raw -13966475.297201 + Penalty 3782.449525 = -13962692.847676 nChanged 237 SP:Iteration 61Q (2494.272922 sec): 3 clusters Score: Raw -13966508.545783 + Penalty 3782.449525 = -13962726.096257 nChanged 220 SP:Iteration 62Q (2494.466751 sec): 3 clusters Score: Raw -13966538.068605 + Penalty 3782.449525 = -13962755.619080 nChanged 188 SP:Iteration 63Q (2494.657363 sec): 3 clusters Score: Raw -13966559.984783 + Penalty 3782.449525 = -13962777.535257 nChanged 163 SP:Iteration 64Q (2494.868972 sec): 3 clusters Score: Raw -13966577.602117 + Penalty 3782.449525 = -13962795.152591 nChanged 177 SP:Iteration 65Q (2495.063801 sec): 3 clusters Score: Raw -13966597.084539 + Penalty 3782.449525 = -13962814.635014 nChanged 160 SP:Iteration 66Q (2495.260119 sec): 3 clusters Score: Raw -13966613.642602 + Penalty 3782.449525 = -13962831.193077 nChanged 165 SP:Iteration 67Q (2495.461758 sec): 3 clusters Score: Raw -13966629.933440 + Penalty 3782.449525 = -13962847.483915 nChanged 130 SP:Iteration 68Q (2495.663719 sec): 3 clusters Score: Raw -13966641.704935 + Penalty 3782.449525 = -13962859.255410 nChanged 135 SP:Iteration 69Q (2495.856942 sec): 3 clusters Score: Raw -13966653.774936 + Penalty 3782.449525 = -13962871.325411 nChanged 144 SP:Iteration 70Q (2496.061928 sec): 3 clusters Score: Raw -13966668.449050 + Penalty 3782.449525 = -13962885.999525 nChanged 144 SP:Iteration 71Q (2496.248572 sec): 3 clusters Score: Raw -13966682.527635 + Penalty 3782.449525 = -13962900.078110 nChanged 137 SP:Iteration 72Q (2496.429358 sec): 3 clusters Score: Raw -13966697.524086 + Penalty 3782.449525 = -13962915.074561 nChanged 158 SP:Iteration 73Q (2496.622154 sec): 3 clusters Score: Raw -13966713.900338 + Penalty 3782.449525 = -13962931.450813 nChanged 139 SP:Iteration 74Q (2496.817163 sec): 3 clusters Score: Raw -13966729.170316 + Penalty 3782.449525 = -13962946.720790 nChanged 129 SP:Iteration 75Q (2497.004440 sec): 3 clusters Score: Raw -13966742.103243 + Penalty 3782.449525 = -13962959.653718 nChanged 97 SP:Iteration 76Q (2497.187725 sec): 3 clusters Score: Raw -13966752.377638 + Penalty 3782.449525 = -13962969.928113 nChanged 106 SP:Iteration 77Q (2497.373019 sec): 3 clusters Score: Raw -13966764.916956 + Penalty 3782.449525 = -13962982.467431 nChanged 110 SP:Iteration 78Q (2497.567485 sec): 3 clusters Score: Raw -13966777.318985 + Penalty 3782.449525 = -13962994.869460 nChanged 110 SP:Iteration 79Q (2497.755774 sec): 3 clusters Score: Raw -13966788.003374 + Penalty 3782.449525 = -13963005.553849 nChanged 94 SP:Iteration 80F (2497.979345 sec): 3 clusters Score: Raw -13966796.706584 + Penalty 3782.449525 = -13963014.257059 nChanged 97 SP:Iteration 81Q (2498.168616 sec): 3 clusters Score: Raw -13966805.572552 + Penalty 3782.449525 = -13963023.123027 nChanged 93 SP:Iteration 82Q (2498.369481 sec): 3 clusters Score: Raw -13966814.019056 + Penalty 3782.449525 = -13963031.569531 nChanged 77 SP:Iteration 83Q (2498.560291 sec): 3 clusters Score: Raw -13966821.536443 + Penalty 3782.449525 = -13963039.086918 nChanged 90 SP:Iteration 84Q (2498.751679 sec): 3 clusters Score: Raw -13966829.475790 + Penalty 3782.449525 = -13963047.026265 nChanged 92 SP:Iteration 85Q (2498.946449 sec): 3 clusters Score: Raw -13966838.977942 + Penalty 3782.449525 = -13963056.528417 nChanged 92 SP:Iteration 86Q (2499.134480 sec): 3 clusters Score: Raw -13966847.715684 + Penalty 3782.449525 = -13963065.266159 nChanged 93 SP:Iteration 87Q (2499.331474 sec): 3 clusters Score: Raw -13966858.074063 + Penalty 3782.449525 = -13963075.624537 nChanged 95 SP:Iteration 88Q (2499.528994 sec): 3 clusters Score: Raw -13966870.284392 + Penalty 3782.449525 = -13963087.834866 nChanged 104 SP:Iteration 89Q (2499.714605 sec): 3 clusters Score: Raw -13966882.929422 + Penalty 3782.449525 = -13963100.479896 nChanged 101 SP:Iteration 90Q (2499.901097 sec): 3 clusters Score: Raw -13966894.879864 + Penalty 3782.449525 = -13963112.430338 nChanged 102 SP:Iteration 91Q (2500.084486 sec): 3 clusters Score: Raw -13966907.487830 + Penalty 3782.449525 = -13963125.038305 nChanged 103 SP:Iteration 92Q (2500.263268 sec): 3 clusters Score: Raw -13966921.528556 + Penalty 3782.449525 = -13963139.079031 nChanged 117 SP:Iteration 93Q (2500.445847 sec): 3 clusters Score: Raw -13966937.714797 + Penalty 3782.449525 = -13963155.265272 nChanged 114 SP:Iteration 94Q (2500.629191 sec): 3 clusters Score: Raw -13966952.940090 + Penalty 3782.449525 = -13963170.490565 nChanged 109 SP:Iteration 95Q (2500.817832 sec): 3 clusters Score: Raw -13966967.341243 + Penalty 3782.449525 = -13963184.891717 nChanged 120 SP:Iteration 96Q (2501.012627 sec): 3 clusters Score: Raw -13966982.702446 + Penalty 3782.449525 = -13963200.252921 nChanged 122 SP:Iteration 97Q (2501.198944 sec): 3 clusters Score: Raw -13967001.538846 + Penalty 3782.449525 = -13963219.089321 nChanged 124 SP:Iteration 98Q (2501.384007 sec): 3 clusters Score: Raw -13967022.535507 + Penalty 3782.449525 = -13963240.085982 nChanged 148 SP:Iteration 99Q (2501.576088 sec): 3 clusters Score: Raw -13967049.393702 + Penalty 3782.449525 = -13963266.944177 nChanged 148 SP:Iteration 100F (2501.795325 sec): 3 clusters Score: Raw -13967077.152648 + Penalty 3782.449525 = -13963294.703123 nChanged 161 SP:Iteration 101Q (2501.995519 sec): 3 clusters Score: Raw -13967108.437934 + Penalty 3782.449525 = -13963325.988409 nChanged 146 SP:Iteration 102Q (2502.196245 sec): 3 clusters Score: Raw -13967137.912006 + Penalty 3782.449525 = -13963355.462481 nChanged 147 SP:Iteration 103Q (2502.396461 sec): 3 clusters Score: Raw -13967168.277754 + Penalty 3782.449525 = -13963385.828229 nChanged 153 SP:Iteration 104Q (2502.574136 sec): 3 clusters Score: Raw -13967202.629719 + Penalty 3782.449525 = -13963420.180194 nChanged 155 SP:Iteration 105Q (2502.769612 sec): 3 clusters Score: Raw -13967239.503185 + Penalty 3782.449525 = -13963457.053660 nChanged 173 SP:Iteration 106Q (2502.966652 sec): 3 clusters Score: Raw -13967274.147750 + Penalty 3782.449525 = -13963491.698225 nChanged 160 SP:Iteration 107Q (2503.162508 sec): 3 clusters Score: Raw -13967307.766470 + Penalty 3782.449525 = -13963525.316945 nChanged 134 SP:Iteration 108Q (2503.356516 sec): 3 clusters Score: Raw -13967334.177349 + Penalty 3782.449525 = -13963551.727824 nChanged 128 SP:Iteration 109Q (2503.557533 sec): 3 clusters Score: Raw -13967356.738528 + Penalty 3782.449525 = -13963574.289002 nChanged 111 SP:Iteration 110Q (2503.760684 sec): 3 clusters Score: Raw -13967374.945916 + Penalty 3782.449525 = -13963592.496391 nChanged 100 SP:Iteration 111Q (2503.964841 sec): 3 clusters Score: Raw -13967389.234927 + Penalty 3782.449525 = -13963606.785402 nChanged 75 SP:Iteration 112Q (2504.153721 sec): 3 clusters Score: Raw -13967400.443398 + Penalty 3782.449525 = -13963617.993873 nChanged 79 SP:Iteration 113Q (2504.335336 sec): 3 clusters Score: Raw -13967410.934376 + Penalty 3782.449525 = -13963628.484851 nChanged 65 SP:Iteration 114Q (2504.507504 sec): 3 clusters Score: Raw -13967418.904782 + Penalty 3782.449525 = -13963636.455256 nChanged 57 SP:Iteration 115Q (2504.694187 sec): 3 clusters Score: Raw -13967426.918156 + Penalty 3782.449525 = -13963644.468631 nChanged 50 SP:Iteration 116Q (2504.884855 sec): 3 clusters Score: Raw -13967435.951154 + Penalty 3782.449525 = -13963653.501629 nChanged 64 SP:Iteration 117Q (2505.083931 sec): 3 clusters Score: Raw -13967445.854200 + Penalty 3782.449525 = -13963663.404675 nChanged 53 SP:Iteration 118Q (2505.295285 sec): 3 clusters Score: Raw -13967454.153826 + Penalty 3782.449525 = -13963671.704301 nChanged 60 SP:Iteration 119Q (2505.492026 sec): 3 clusters Score: Raw -13967463.276020 + Penalty 3782.449525 = -13963680.826495 nChanged 64 SP:Iteration 120F (2505.735460 sec): 3 clusters Score: Raw -13967475.002011 + Penalty 3782.449525 = -13963692.552485 nChanged 74 SP:Iteration 121Q (2505.930026 sec): 3 clusters Score: Raw -13967486.660222 + Penalty 3782.449525 = -13963704.210697 nChanged 71 SP:Iteration 122Q (2506.125273 sec): 3 clusters Score: Raw -13967498.534296 + Penalty 3782.449525 = -13963716.084770 nChanged 61 SP:Iteration 123Q (2506.324984 sec): 3 clusters Score: Raw -13967508.215315 + Penalty 3782.449525 = -13963725.765790 nChanged 65 SP:Iteration 124Q (2506.492146 sec): 3 clusters Score: Raw -13967517.794177 + Penalty 3782.449525 = -13963735.344652 nChanged 63 SP:Iteration 125Q (2506.681606 sec): 3 clusters Score: Raw -13967527.473249 + Penalty 3782.449525 = -13963745.023724 nChanged 63 SP:Iteration 126Q (2506.873199 sec): 3 clusters Score: Raw -13967538.087235 + Penalty 3782.449525 = -13963755.637709 nChanged 61 SP:Iteration 127Q (2507.049667 sec): 3 clusters Score: Raw -13967548.876199 + Penalty 3782.449525 = -13963766.426673 nChanged 59 SP:Iteration 128Q (2507.222643 sec): 3 clusters Score: Raw -13967558.619340 + Penalty 3782.449525 = -13963776.169815 nChanged 49 SP:Iteration 129Q (2507.407819 sec): 3 clusters Score: Raw -13967566.357550 + Penalty 3782.449525 = -13963783.908025 nChanged 49 SP:Iteration 130Q (2507.591933 sec): 3 clusters Score: Raw -13967574.231422 + Penalty 3782.449525 = -13963791.781897 nChanged 58 SP:Iteration 131Q (2507.780960 sec): 3 clusters Score: Raw -13967584.539611 + Penalty 3782.449525 = -13963802.090086 nChanged 56 SP:Iteration 132Q (2507.965573 sec): 3 clusters Score: Raw -13967594.788806 + Penalty 3782.449525 = -13963812.339281 nChanged 41 SP:Iteration 133Q (2508.160965 sec): 3 clusters Score: Raw -13967601.368499 + Penalty 3782.449525 = -13963818.918974 nChanged 38 SP:Iteration 134Q (2508.346628 sec): 3 clusters Score: Raw -13967607.454267 + Penalty 3782.449525 = -13963825.004742 nChanged 47 SP:Iteration 135Q (2508.531480 sec): 3 clusters Score: Raw -13967616.080280 + Penalty 3782.449525 = -13963833.630755 nChanged 50 SP:Iteration 136Q (2508.730143 sec): 3 clusters Score: Raw -13967625.542598 + Penalty 3782.449525 = -13963843.093073 nChanged 44 SP:Iteration 137Q (2508.919134 sec): 3 clusters Score: Raw -13967633.731457 + Penalty 3782.449525 = -13963851.281932 nChanged 54 SP:Iteration 138Q (2509.116082 sec): 3 clusters Score: Raw -13967642.696156 + Penalty 3782.449525 = -13963860.246631 nChanged 46 SP:Iteration 139Q (2509.306106 sec): 3 clusters Score: Raw -13967650.323897 + Penalty 3782.449525 = -13963867.874372 nChanged 42 SP:Iteration 140F (2509.537694 sec): 3 clusters Score: Raw -13967657.525450 + Penalty 3782.449525 = -13963875.075925 nChanged 35 SP:Iteration 141Q (2509.729610 sec): 3 clusters Score: Raw -13967662.104746 + Penalty 3782.449525 = -13963879.655221 nChanged 33 SP:Iteration 142Q (2509.921960 sec): 3 clusters Score: Raw -13967667.177908 + Penalty 3782.449525 = -13963884.728382 nChanged 34 SP:Iteration 143Q (2510.114870 sec): 3 clusters Score: Raw -13967673.022286 + Penalty 3782.449525 = -13963890.572761 nChanged 50 SP:Iteration 144Q (2510.307457 sec): 3 clusters Score: Raw -13967683.448287 + Penalty 3782.449525 = -13963900.998762 nChanged 48 SP:Iteration 145Q (2510.500928 sec): 3 clusters Score: Raw -13967690.611999 + Penalty 3782.449525 = -13963908.162474 nChanged 29 SP:Iteration 146Q (2510.685675 sec): 3 clusters Score: Raw -13967696.098394 + Penalty 3782.449525 = -13963913.648869 nChanged 27 SP:Iteration 147Q (2510.853466 sec): 3 clusters Score: Raw -13967700.976370 + Penalty 3782.449525 = -13963918.526845 nChanged 18 SP:Iteration 148Q (2511.036959 sec): 3 clusters Score: Raw -13967704.572791 + Penalty 3782.449525 = -13963922.123266 nChanged 18 SP:Iteration 149Q (2511.226386 sec): 3 clusters Score: Raw -13967708.382200 + Penalty 3782.449525 = -13963925.932675 nChanged 29 SP:Iteration 150Q (2511.405903 sec): 3 clusters Score: Raw -13967713.683238 + Penalty 3782.449525 = -13963931.233712 nChanged 33 SP:Iteration 151Q (2511.606582 sec): 3 clusters Score: Raw -13967719.853895 + Penalty 3782.449525 = -13963937.404370 nChanged 22 SP:Iteration 152Q (2511.788190 sec): 3 clusters Score: Raw -13967723.684712 + Penalty 3782.449525 = -13963941.235187 nChanged 18 SP:Iteration 153Q (2511.970213 sec): 3 clusters Score: Raw -13967726.622158 + Penalty 3782.449525 = -13963944.172633 nChanged 16 SP:Iteration 154Q (2512.170631 sec): 3 clusters Score: Raw -13967729.740897 + Penalty 3782.449525 = -13963947.291372 nChanged 15 SP:Iteration 155Q (2512.372678 sec): 3 clusters Score: Raw -13967732.018312 + Penalty 3782.449525 = -13963949.568787 nChanged 12 SP:Iteration 156Q (2512.553235 sec): 3 clusters Score: Raw -13967733.873924 + Penalty 3782.449525 = -13963951.424399 nChanged 13 SP:Iteration 157Q (2512.728196 sec): 3 clusters Score: Raw -13967735.729480 + Penalty 3782.449525 = -13963953.279955 nChanged 8 SP:Iteration 158Q (2512.900771 sec): 3 clusters Score: Raw -13967736.688939 + Penalty 3782.449525 = -13963954.239414 nChanged 8 SP:Iteration 159Q (2513.067772 sec): 3 clusters Score: Raw -13967738.052581 + Penalty 3782.449525 = -13963955.603056 nChanged 11 SP:Iteration 160F (2513.291225 sec): 3 clusters Score: Raw -13967739.720816 + Penalty 3782.449525 = -13963957.271291 nChanged 10 SP:Iteration 161Q (2513.456971 sec): 3 clusters Score: Raw -13967740.697447 + Penalty 3782.449525 = -13963958.247922 nChanged 10 SP:Iteration 162Q (2513.621978 sec): 3 clusters Score: Raw -13967741.802283 + Penalty 3782.449525 = -13963959.352758 nChanged 9 SP:Iteration 163Q (2513.800379 sec): 3 clusters Score: Raw -13967742.593846 + Penalty 3782.449525 = -13963960.144321 nChanged 5 SP:Iteration 164Q (2513.976683 sec): 3 clusters Score: Raw -13967743.060268 + Penalty 3782.449525 = -13963960.610743 nChanged 1 SP:Iteration 165Q (2514.154448 sec): 3 clusters Score: Raw -13967743.245394 + Penalty 3782.449525 = -13963960.795869 nChanged 5 SP:Iteration 166Q (2514.336460 sec): 3 clusters Score: Raw -13967744.027991 + Penalty 3782.449525 = -13963961.578466 nChanged 6 SP:Iteration 167Q (2514.515046 sec): 3 clusters Score: Raw -13967744.823786 + Penalty 3782.449525 = -13963962.374260 nChanged 2 SP:Iteration 168Q (2514.694935 sec): 3 clusters Score: Raw -13967745.059453 + Penalty 3782.449525 = -13963962.609928 nChanged 2 SP:Iteration 169Q (2514.884776 sec): 3 clusters Score: Raw -13967745.555818 + Penalty 3782.449525 = -13963963.106293 nChanged 3 SP:Iteration 170Q (2515.051827 sec): 3 clusters Score: Raw -13967745.851093 + Penalty 3782.449525 = -13963963.401568 nChanged 3 SP:Iteration 171Q (2515.247048 sec): 3 clusters Score: Raw -13967746.057332 + Penalty 3782.449525 = -13963963.607806 nChanged 1 SP:Iteration 172Q (2515.431116 sec): 3 clusters Score: Raw -13967746.164302 + Penalty 3782.449525 = -13963963.714777 nChanged 1 SP:Iteration 173Q (2515.619314 sec): 3 clusters Score: Raw -13967746.268904 + Penalty 3782.449525 = -13963963.819379 nChanged 0 SP:Iteration 174F (2515.852198 sec): 3 clusters Score: Raw -13967746.268904 + Penalty 3782.449525 = -13963963.819379 nChanged 0 Trying to split cluster 9 (985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2515.879047 sec): 2 clusters Score: Raw -103710.453778 + Penalty 1120.054267 = -102590.399512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2515.921309 sec): 3 clusters Score: Raw -103383.417239 + Penalty 2240.108533 = -101143.308706 nChanged 284 SP:Iteration 1F (2515.980548 sec): 3 clusters Score: Raw -103684.586661 + Penalty 2240.108533 = -101444.478127 nChanged 109 SP:Iteration 2F (2516.014006 sec): 3 clusters Score: Raw -103888.058083 + Penalty 2240.108533 = -101647.949549 nChanged 72 SP:Iteration 3F (2516.057034 sec): 3 clusters Score: Raw -104005.516020 + Penalty 2240.108533 = -101765.407487 nChanged 57 SP:Iteration 4F (2516.107464 sec): 3 clusters Score: Raw -104091.383160 + Penalty 2240.108533 = -101851.274627 nChanged 41 SP:Iteration 5Q (2516.142472 sec): 3 clusters Score: Raw -104166.670626 + Penalty 2240.108533 = -101926.562092 nChanged 36 SP:Iteration 6Q (2516.185686 sec): 3 clusters Score: Raw -104242.301525 + Penalty 2240.108533 = -102002.192992 nChanged 28 SP:Iteration 7Q (2516.230796 sec): 3 clusters Score: Raw -104280.116357 + Penalty 2240.108533 = -102040.007824 nChanged 23 SP:Iteration 8Q (2516.274835 sec): 3 clusters Score: Raw -104305.711964 + Penalty 2240.108533 = -102065.603431 nChanged 16 SP:Iteration 9Q (2516.316647 sec): 3 clusters Score: Raw -104321.633522 + Penalty 2240.108533 = -102081.524989 nChanged 10 SP:Iteration 10Q (2516.361824 sec): 3 clusters Score: Raw -104336.048223 + Penalty 2240.108533 = -102095.939690 nChanged 7 SP:Iteration 11Q (2516.401998 sec): 3 clusters Score: Raw -104346.585560 + Penalty 2240.108533 = -102106.477026 nChanged 7 SP:Iteration 12Q (2516.448068 sec): 3 clusters Score: Raw -104355.756214 + Penalty 2240.108533 = -102115.647680 nChanged 2 SP:Iteration 13Q (2516.488009 sec): 3 clusters Score: Raw -104357.780448 + Penalty 2240.108533 = -102117.671914 nChanged 1 SP:Iteration 14Q (2516.536423 sec): 3 clusters Score: Raw -104358.185959 + Penalty 2240.108533 = -102118.077425 nChanged 0 SP:Iteration 15F (2516.587860 sec): 3 clusters Score: Raw -104358.185959 + Penalty 2240.108533 = -102118.077425 nChanged 0 Trying to split cluster 10 (19594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2516.628826 sec): 2 clusters Score: Raw -2353858.895328 + Penalty 1605.984035 = -2352252.911293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2516.715957 sec): 3 clusters Score: Raw -2342144.289463 + Penalty 3211.968070 = -2338932.321393 nChanged 8745 SP:Iteration 1F (2516.793383 sec): 3 clusters Score: Raw -2347095.180337 + Penalty 3211.968070 = -2343883.212268 nChanged 1089 SP:Iteration 2F (2516.866213 sec): 3 clusters Score: Raw -2347570.422102 + Penalty 3211.968070 = -2344358.454032 nChanged 1098 SP:Iteration 3F (2516.944820 sec): 3 clusters Score: Raw -2348061.912532 + Penalty 3211.968070 = -2344849.944462 nChanged 1090 SP:Iteration 4F (2517.024552 sec): 3 clusters Score: Raw -2348621.841161 + Penalty 3211.968070 = -2345409.873092 nChanged 1061 SP:Iteration 5F (2517.096805 sec): 3 clusters Score: Raw -2349199.245934 + Penalty 3211.968070 = -2345987.277864 nChanged 1056 SP:Iteration 6F (2517.167851 sec): 3 clusters Score: Raw -2349785.606588 + Penalty 3211.968070 = -2346573.638518 nChanged 942 SP:Iteration 7Q (2517.256997 sec): 3 clusters Score: Raw -2350338.622264 + Penalty 3211.968070 = -2347126.654195 nChanged 870 SP:Iteration 8Q (2517.321913 sec): 3 clusters Score: Raw -2350949.049003 + Penalty 3211.968070 = -2347737.080934 nChanged 829 SP:Iteration 9Q (2517.403836 sec): 3 clusters Score: Raw -2351557.690251 + Penalty 3211.968070 = -2348345.722181 nChanged 706 SP:Iteration 10Q (2517.482705 sec): 3 clusters Score: Raw -2352070.742450 + Penalty 3211.968070 = -2348858.774380 nChanged 596 SP:Iteration 11Q (2517.547524 sec): 3 clusters Score: Raw -2352435.968317 + Penalty 3211.968070 = -2349224.000247 nChanged 454 SP:Iteration 12Q (2517.616456 sec): 3 clusters Score: Raw -2352654.442896 + Penalty 3211.968070 = -2349442.474827 nChanged 342 SP:Iteration 13Q (2517.687812 sec): 3 clusters Score: Raw -2352804.251067 + Penalty 3211.968070 = -2349592.282997 nChanged 294 SP:Iteration 14Q (2517.769368 sec): 3 clusters Score: Raw -2352924.208089 + Penalty 3211.968070 = -2349712.240019 nChanged 261 SP:Iteration 15Q (2517.833460 sec): 3 clusters Score: Raw -2353021.982588 + Penalty 3211.968070 = -2349810.014519 nChanged 233 SP:Iteration 16Q (2517.921398 sec): 3 clusters Score: Raw -2353102.137134 + Penalty 3211.968070 = -2349890.169065 nChanged 204 SP:Iteration 17Q (2517.996723 sec): 3 clusters Score: Raw -2353166.864911 + Penalty 3211.968070 = -2349954.896841 nChanged 200 SP:Iteration 18Q (2518.063795 sec): 3 clusters Score: Raw -2353236.728497 + Penalty 3211.968070 = -2350024.760427 nChanged 208 SP:Iteration 19Q (2518.149784 sec): 3 clusters Score: Raw -2353310.678055 + Penalty 3211.968070 = -2350098.709985 nChanged 195 SP:Iteration 20F (2518.212696 sec): 3 clusters Score: Raw -2353387.384478 + Penalty 3211.968070 = -2350175.416408 nChanged 173 SP:Iteration 21Q (2518.298636 sec): 3 clusters Score: Raw -2353456.048367 + Penalty 3211.968070 = -2350244.080298 nChanged 182 SP:Iteration 22Q (2518.363083 sec): 3 clusters Score: Raw -2353536.432785 + Penalty 3211.968070 = -2350324.464715 nChanged 175 SP:Iteration 23Q (2518.446866 sec): 3 clusters Score: Raw -2353613.811108 + Penalty 3211.968070 = -2350401.843038 nChanged 153 SP:Iteration 24Q (2518.519266 sec): 3 clusters Score: Raw -2353676.313941 + Penalty 3211.968070 = -2350464.345872 nChanged 135 SP:Iteration 25Q (2518.601896 sec): 3 clusters Score: Raw -2353735.683525 + Penalty 3211.968070 = -2350523.715455 nChanged 125 SP:Iteration 26Q (2518.670315 sec): 3 clusters Score: Raw -2353786.382440 + Penalty 3211.968070 = -2350574.414371 nChanged 120 SP:Iteration 27Q (2518.736599 sec): 3 clusters Score: Raw -2353829.160602 + Penalty 3211.968070 = -2350617.192533 nChanged 118 SP:Iteration 28Q (2518.803523 sec): 3 clusters Score: Raw -2353876.679584 + Penalty 3211.968070 = -2350664.711514 nChanged 107 SP:Iteration 29Q (2518.870607 sec): 3 clusters Score: Raw -2353922.187547 + Penalty 3211.968070 = -2350710.219478 nChanged 98 SP:Iteration 30Q (2518.935066 sec): 3 clusters Score: Raw -2353973.591652 + Penalty 3211.968070 = -2350761.623583 nChanged 74 SP:Iteration 31Q (2519.016102 sec): 3 clusters Score: Raw -2354012.284026 + Penalty 3211.968070 = -2350800.315956 nChanged 72 SP:Iteration 32Q (2519.087303 sec): 3 clusters Score: Raw -2354048.227295 + Penalty 3211.968070 = -2350836.259225 nChanged 47 SP:Iteration 33Q (2519.150418 sec): 3 clusters Score: Raw -2354071.401117 + Penalty 3211.968070 = -2350859.433048 nChanged 50 SP:Iteration 34Q (2519.219792 sec): 3 clusters Score: Raw -2354090.854389 + Penalty 3211.968070 = -2350878.886319 nChanged 34 SP:Iteration 35Q (2519.304931 sec): 3 clusters Score: Raw -2354103.265799 + Penalty 3211.968070 = -2350891.297730 nChanged 30 SP:Iteration 36Q (2519.366254 sec): 3 clusters Score: Raw -2354116.707206 + Penalty 3211.968070 = -2350904.739136 nChanged 24 SP:Iteration 37Q (2519.450590 sec): 3 clusters Score: Raw -2354127.213769 + Penalty 3211.968070 = -2350915.245699 nChanged 19 SP:Iteration 38Q (2519.504620 sec): 3 clusters Score: Raw -2354133.966237 + Penalty 3211.968070 = -2350921.998168 nChanged 22 SP:Iteration 39Q (2519.576898 sec): 3 clusters Score: Raw -2354143.039074 + Penalty 3211.968070 = -2350931.071004 nChanged 24 SP:Iteration 40F (2519.655949 sec): 3 clusters Score: Raw -2354153.287574 + Penalty 3211.968070 = -2350941.319505 nChanged 27 SP:Iteration 41Q (2519.729250 sec): 3 clusters Score: Raw -2354164.662776 + Penalty 3211.968070 = -2350952.694706 nChanged 28 SP:Iteration 42Q (2519.801266 sec): 3 clusters Score: Raw -2354179.748141 + Penalty 3211.968070 = -2350967.780071 nChanged 34 SP:Iteration 43Q (2519.862260 sec): 3 clusters Score: Raw -2354193.874066 + Penalty 3211.968070 = -2350981.905997 nChanged 28 SP:Iteration 44Q (2519.930481 sec): 3 clusters Score: Raw -2354206.737254 + Penalty 3211.968070 = -2350994.769185 nChanged 38 SP:Iteration 45Q (2520.009732 sec): 3 clusters Score: Raw -2354222.785363 + Penalty 3211.968070 = -2351010.817293 nChanged 25 SP:Iteration 46Q (2520.075946 sec): 3 clusters Score: Raw -2354233.849631 + Penalty 3211.968070 = -2351021.881561 nChanged 22 SP:Iteration 47Q (2520.147866 sec): 3 clusters Score: Raw -2354242.800158 + Penalty 3211.968070 = -2351030.832088 nChanged 12 SP:Iteration 48Q (2520.221523 sec): 3 clusters Score: Raw -2354247.787614 + Penalty 3211.968070 = -2351035.819544 nChanged 12 SP:Iteration 49Q (2520.285704 sec): 3 clusters Score: Raw -2354252.924583 + Penalty 3211.968070 = -2351040.956514 nChanged 10 SP:Iteration 50Q (2520.351646 sec): 3 clusters Score: Raw -2354256.923776 + Penalty 3211.968070 = -2351044.955707 nChanged 9 SP:Iteration 51Q (2520.404356 sec): 3 clusters Score: Raw -2354259.690118 + Penalty 3211.968070 = -2351047.722048 nChanged 6 SP:Iteration 52Q (2520.481459 sec): 3 clusters Score: Raw -2354262.112804 + Penalty 3211.968070 = -2351050.144735 nChanged 5 SP:Iteration 53Q (2520.547848 sec): 3 clusters Score: Raw -2354263.324054 + Penalty 3211.968070 = -2351051.355984 nChanged 6 SP:Iteration 54Q (2520.614398 sec): 3 clusters Score: Raw -2354265.052879 + Penalty 3211.968070 = -2351053.084809 nChanged 5 SP:Iteration 55Q (2520.677613 sec): 3 clusters Score: Raw -2354267.151473 + Penalty 3211.968070 = -2351055.183403 nChanged 6 SP:Iteration 56Q (2520.728924 sec): 3 clusters Score: Raw -2354269.913105 + Penalty 3211.968070 = -2351057.945036 nChanged 7 SP:Iteration 57Q (2520.795797 sec): 3 clusters Score: Raw -2354272.663850 + Penalty 3211.968070 = -2351060.695780 nChanged 3 SP:Iteration 58Q (2520.870445 sec): 3 clusters Score: Raw -2354273.656172 + Penalty 3211.968070 = -2351061.688102 nChanged 4 SP:Iteration 59Q (2520.934183 sec): 3 clusters Score: Raw -2354274.738311 + Penalty 3211.968070 = -2351062.770241 nChanged 2 SP:Iteration 60F (2520.999532 sec): 3 clusters Score: Raw -2354275.845695 + Penalty 3211.968070 = -2351063.877625 nChanged 5 SP:Iteration 61Q (2521.073237 sec): 3 clusters Score: Raw -2354277.577137 + Penalty 3211.968070 = -2351065.609067 nChanged 3 SP:Iteration 62Q (2521.136925 sec): 3 clusters Score: Raw -2354278.083328 + Penalty 3211.968070 = -2351066.115258 nChanged 3 SP:Iteration 63Q (2521.199557 sec): 3 clusters Score: Raw -2354278.764370 + Penalty 3211.968070 = -2351066.796301 nChanged 3 SP:Iteration 64Q (2521.262354 sec): 3 clusters Score: Raw -2354280.043721 + Penalty 3211.968070 = -2351068.075651 nChanged 3 SP:Iteration 65Q (2521.317333 sec): 3 clusters Score: Raw -2354281.975854 + Penalty 3211.968070 = -2351070.007784 nChanged 4 SP:Iteration 66Q (2521.395451 sec): 3 clusters Score: Raw -2354283.692573 + Penalty 3211.968070 = -2351071.724503 nChanged 4 SP:Iteration 67Q (2521.457893 sec): 3 clusters Score: Raw -2354286.046884 + Penalty 3211.968070 = -2351074.078815 nChanged 8 SP:Iteration 68Q (2521.525742 sec): 3 clusters Score: Raw -2354289.912331 + Penalty 3211.968070 = -2351077.944261 nChanged 8 SP:Iteration 69Q (2521.589933 sec): 3 clusters Score: Raw -2354293.652448 + Penalty 3211.968070 = -2351081.684379 nChanged 7 SP:Iteration 70Q (2521.656767 sec): 3 clusters Score: Raw -2354296.773798 + Penalty 3211.968070 = -2351084.805728 nChanged 3 SP:Iteration 71Q (2521.717796 sec): 3 clusters Score: Raw -2354297.373601 + Penalty 3211.968070 = -2351085.405532 nChanged 1 SP:Iteration 72Q (2521.789609 sec): 3 clusters Score: Raw -2354297.552880 + Penalty 3211.968070 = -2351085.584811 nChanged 0 SP:Iteration 73F (2521.860018 sec): 3 clusters Score: Raw -2354297.552880 + Penalty 3211.968070 = -2351085.584811 nChanged 0 Trying to split cluster 11 (3307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2521.896501 sec): 2 clusters Score: Raw -383678.678819 + Penalty 1316.866966 = -382361.811853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2521.935542 sec): 3 clusters Score: Raw -382077.149267 + Penalty 2633.733932 = -379443.415335 nChanged 1264 SP:Iteration 1F (2521.979222 sec): 3 clusters Score: Raw -382832.952107 + Penalty 2633.733932 = -380199.218176 nChanged 251 SP:Iteration 2F (2522.026625 sec): 3 clusters Score: Raw -382997.180000 + Penalty 2633.733932 = -380363.446068 nChanged 174 SP:Iteration 3F (2522.079552 sec): 3 clusters Score: Raw -383108.490557 + Penalty 2633.733932 = -380474.756625 nChanged 158 SP:Iteration 4Q (2522.140526 sec): 3 clusters Score: Raw -383197.666262 + Penalty 2633.733932 = -380563.932330 nChanged 123 SP:Iteration 5Q (2522.191192 sec): 3 clusters Score: Raw -383277.061169 + Penalty 2633.733932 = -380643.327238 nChanged 122 SP:Iteration 6Q (2522.238363 sec): 3 clusters Score: Raw -383377.756493 + Penalty 2633.733932 = -380744.022561 nChanged 138 SP:Iteration 7Q (2522.288861 sec): 3 clusters Score: Raw -383496.677330 + Penalty 2633.733932 = -380862.943398 nChanged 146 SP:Iteration 8Q (2522.324062 sec): 3 clusters Score: Raw -383625.209774 + Penalty 2633.733932 = -380991.475842 nChanged 142 SP:Iteration 9Q (2522.378897 sec): 3 clusters Score: Raw -383732.258115 + Penalty 2633.733932 = -381098.524184 nChanged 112 SP:Iteration 10Q (2522.414291 sec): 3 clusters Score: Raw -383812.823565 + Penalty 2633.733932 = -381179.089634 nChanged 109 SP:Iteration 11Q (2522.471185 sec): 3 clusters Score: Raw -383882.337062 + Penalty 2633.733932 = -381248.603130 nChanged 87 SP:Iteration 12Q (2522.513626 sec): 3 clusters Score: Raw -383929.347519 + Penalty 2633.733932 = -381295.613587 nChanged 57 SP:Iteration 13Q (2522.562591 sec): 3 clusters Score: Raw -383957.489046 + Penalty 2633.733932 = -381323.755114 nChanged 40 SP:Iteration 14Q (2522.617252 sec): 3 clusters Score: Raw -383975.747507 + Penalty 2633.733932 = -381342.013575 nChanged 33 SP:Iteration 15Q (2522.658986 sec): 3 clusters Score: Raw -383989.784429 + Penalty 2633.733932 = -381356.050497 nChanged 32 SP:Iteration 16Q (2522.715381 sec): 3 clusters Score: Raw -384002.896019 + Penalty 2633.733932 = -381369.162088 nChanged 35 SP:Iteration 17Q (2522.750217 sec): 3 clusters Score: Raw -384018.725266 + Penalty 2633.733932 = -381384.991334 nChanged 31 SP:Iteration 18Q (2522.804871 sec): 3 clusters Score: Raw -384032.985091 + Penalty 2633.733932 = -381399.251159 nChanged 27 SP:Iteration 19Q (2522.860389 sec): 3 clusters Score: Raw -384045.753949 + Penalty 2633.733932 = -381412.020017 nChanged 21 SP:Iteration 20F (2522.898826 sec): 3 clusters Score: Raw -384053.781507 + Penalty 2633.733932 = -381420.047575 nChanged 14 SP:Iteration 21Q (2522.956181 sec): 3 clusters Score: Raw -384058.229864 + Penalty 2633.733932 = -381424.495933 nChanged 9 SP:Iteration 22Q (2522.997543 sec): 3 clusters Score: Raw -384060.162057 + Penalty 2633.733932 = -381426.428126 nChanged 6 SP:Iteration 23Q (2523.042909 sec): 3 clusters Score: Raw -384062.447829 + Penalty 2633.733932 = -381428.713897 nChanged 8 SP:Iteration 24Q (2523.090638 sec): 3 clusters Score: Raw -384064.519489 + Penalty 2633.733932 = -381430.785557 nChanged 4 SP:Iteration 25Q (2523.127722 sec): 3 clusters Score: Raw -384065.296389 + Penalty 2633.733932 = -381431.562457 nChanged 4 SP:Iteration 26Q (2523.180061 sec): 3 clusters Score: Raw -384066.586729 + Penalty 2633.733932 = -381432.852798 nChanged 3 SP:Iteration 27Q (2523.231054 sec): 3 clusters Score: Raw -384067.511290 + Penalty 2633.733932 = -381433.777358 nChanged 5 SP:Iteration 28Q (2523.277315 sec): 3 clusters Score: Raw -384069.332922 + Penalty 2633.733932 = -381435.598991 nChanged 1 SP:Iteration 29Q (2523.329067 sec): 3 clusters Score: Raw -384069.587357 + Penalty 2633.733932 = -381435.853425 nChanged 2 SP:Iteration 30Q (2523.373535 sec): 3 clusters Score: Raw -384070.237841 + Penalty 2633.733932 = -381436.503909 nChanged 1 SP:Iteration 31Q (2523.426168 sec): 3 clusters Score: Raw -384070.472675 + Penalty 2633.733932 = -381436.738744 nChanged 0 SP:Iteration 32F (2523.467352 sec): 3 clusters Score: Raw -384070.472675 + Penalty 2633.733932 = -381436.738744 nChanged 0 Trying to split cluster 12 (6136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2523.494812 sec): 2 clusters Score: Raw -735794.581940 + Penalty 1417.313356 = -734377.268585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2523.547522 sec): 3 clusters Score: Raw -732498.506878 + Penalty 2834.626711 = -729663.880166 nChanged 2543 SP:Iteration 1F (2523.595139 sec): 3 clusters Score: Raw -733882.105331 + Penalty 2834.626711 = -731047.478619 nChanged 430 SP:Iteration 2F (2523.654851 sec): 3 clusters Score: Raw -734100.106244 + Penalty 2834.626711 = -731265.479533 nChanged 317 SP:Iteration 3F (2523.703966 sec): 3 clusters Score: Raw -734279.472369 + Penalty 2834.626711 = -731444.845658 nChanged 310 SP:Iteration 4F (2523.741205 sec): 3 clusters Score: Raw -734487.307826 + Penalty 2834.626711 = -731652.681114 nChanged 305 SP:Iteration 5Q (2523.794692 sec): 3 clusters Score: Raw -734684.075308 + Penalty 2834.626711 = -731849.448596 nChanged 294 SP:Iteration 6Q (2523.852452 sec): 3 clusters Score: Raw -734899.080433 + Penalty 2834.626711 = -732064.453721 nChanged 298 SP:Iteration 7Q (2523.898405 sec): 3 clusters Score: Raw -735128.517779 + Penalty 2834.626711 = -732293.891068 nChanged 292 SP:Iteration 8Q (2523.943441 sec): 3 clusters Score: Raw -735329.871069 + Penalty 2834.626711 = -732495.244358 nChanged 268 SP:Iteration 9Q (2524.007567 sec): 3 clusters Score: Raw -735506.922192 + Penalty 2834.626711 = -732672.295481 nChanged 215 SP:Iteration 10Q (2524.062898 sec): 3 clusters Score: Raw -735632.382611 + Penalty 2834.626711 = -732797.755899 nChanged 163 SP:Iteration 11Q (2524.115859 sec): 3 clusters Score: Raw -735715.400123 + Penalty 2834.626711 = -732880.773411 nChanged 125 SP:Iteration 12Q (2524.175070 sec): 3 clusters Score: Raw -735779.656377 + Penalty 2834.626711 = -732945.029666 nChanged 103 SP:Iteration 13Q (2524.219541 sec): 3 clusters Score: Raw -735835.775068 + Penalty 2834.626711 = -733001.148356 nChanged 98 SP:Iteration 14Q (2524.274420 sec): 3 clusters Score: Raw -735894.977922 + Penalty 2834.626711 = -733060.351211 nChanged 80 SP:Iteration 15Q (2524.326334 sec): 3 clusters Score: Raw -735941.066759 + Penalty 2834.626711 = -733106.440048 nChanged 82 SP:Iteration 16Q (2524.370985 sec): 3 clusters Score: Raw -735993.741646 + Penalty 2834.626711 = -733159.114934 nChanged 75 SP:Iteration 17Q (2524.425803 sec): 3 clusters Score: Raw -736034.908191 + Penalty 2834.626711 = -733200.281479 nChanged 55 SP:Iteration 18Q (2524.486720 sec): 3 clusters Score: Raw -736059.840702 + Penalty 2834.626711 = -733225.213991 nChanged 51 SP:Iteration 19Q (2524.533175 sec): 3 clusters Score: Raw -736085.580769 + Penalty 2834.626711 = -733250.954057 nChanged 44 SP:Iteration 20F (2524.590643 sec): 3 clusters Score: Raw -736104.641416 + Penalty 2834.626711 = -733270.014705 nChanged 37 SP:Iteration 21Q (2524.645705 sec): 3 clusters Score: Raw -736121.429488 + Penalty 2834.626711 = -733286.802776 nChanged 38 SP:Iteration 22Q (2524.711568 sec): 3 clusters Score: Raw -736138.305487 + Penalty 2834.626711 = -733303.678776 nChanged 40 SP:Iteration 23Q (2524.764723 sec): 3 clusters Score: Raw -736155.110164 + Penalty 2834.626711 = -733320.483453 nChanged 26 SP:Iteration 24Q (2524.814336 sec): 3 clusters Score: Raw -736163.326248 + Penalty 2834.626711 = -733328.699537 nChanged 17 SP:Iteration 25Q (2524.871559 sec): 3 clusters Score: Raw -736167.992969 + Penalty 2834.626711 = -733333.366258 nChanged 14 SP:Iteration 26Q (2524.925979 sec): 3 clusters Score: Raw -736171.632162 + Penalty 2834.626711 = -733337.005451 nChanged 8 SP:Iteration 27Q (2524.968958 sec): 3 clusters Score: Raw -736173.660740 + Penalty 2834.626711 = -733339.034028 nChanged 8 SP:Iteration 28Q (2525.027152 sec): 3 clusters Score: Raw -736175.489960 + Penalty 2834.626711 = -733340.863248 nChanged 8 SP:Iteration 29Q (2525.071216 sec): 3 clusters Score: Raw -736176.867577 + Penalty 2834.626711 = -733342.240865 nChanged 6 SP:Iteration 30Q (2525.117650 sec): 3 clusters Score: Raw -736177.767630 + Penalty 2834.626711 = -733343.140918 nChanged 4 SP:Iteration 31Q (2525.174445 sec): 3 clusters Score: Raw -736178.501866 + Penalty 2834.626711 = -733343.875154 nChanged 3 SP:Iteration 32Q (2525.225407 sec): 3 clusters Score: Raw -736178.930040 + Penalty 2834.626711 = -733344.303329 nChanged 0 SP:Iteration 33F (2525.272904 sec): 3 clusters Score: Raw -736178.930040 + Penalty 2834.626711 = -733344.303329 nChanged 0 Trying to split cluster 13 (1134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2525.301736 sec): 2 clusters Score: Raw -144786.085859 + Penalty 1142.944804 = -143643.141055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2525.348906 sec): 3 clusters Score: Raw -144358.801733 + Penalty 2285.889607 = -142072.912125 nChanged 374 SP:Iteration 1F (2525.384320 sec): 3 clusters Score: Raw -144655.849909 + Penalty 2285.889607 = -142369.960302 nChanged 72 SP:Iteration 2F (2525.430733 sec): 3 clusters Score: Raw -144729.154227 + Penalty 2285.889607 = -142443.264619 nChanged 42 SP:Iteration 3Q (2525.473263 sec): 3 clusters Score: Raw -144764.339045 + Penalty 2285.889607 = -142478.449437 nChanged 22 SP:Iteration 4Q (2525.528641 sec): 3 clusters Score: Raw -144782.092733 + Penalty 2285.889607 = -142496.203126 nChanged 16 SP:Iteration 5Q (2525.564929 sec): 3 clusters Score: Raw -144797.666578 + Penalty 2285.889607 = -142511.776970 nChanged 15 SP:Iteration 6Q (2525.599505 sec): 3 clusters Score: Raw -144809.679031 + Penalty 2285.889607 = -142523.789423 nChanged 15 SP:Iteration 7Q (2525.648760 sec): 3 clusters Score: Raw -144823.384151 + Penalty 2285.889607 = -142537.494543 nChanged 9 SP:Iteration 8Q (2525.692456 sec): 3 clusters Score: Raw -144834.136025 + Penalty 2285.889607 = -142548.246418 nChanged 13 SP:Iteration 9Q (2525.739903 sec): 3 clusters Score: Raw -144844.575912 + Penalty 2285.889607 = -142558.686304 nChanged 5 SP:Iteration 10Q (2525.787942 sec): 3 clusters Score: Raw -144850.491427 + Penalty 2285.889607 = -142564.601820 nChanged 11 SP:Iteration 11Q (2525.830475 sec): 3 clusters Score: Raw -144861.039143 + Penalty 2285.889607 = -142575.149536 nChanged 7 SP:Iteration 12Q (2525.865097 sec): 3 clusters Score: Raw -144867.260614 + Penalty 2285.889607 = -142581.371006 nChanged 10 SP:Iteration 13Q (2525.910272 sec): 3 clusters Score: Raw -144877.564793 + Penalty 2285.889607 = -142591.675185 nChanged 7 SP:Iteration 14Q (2525.949488 sec): 3 clusters Score: Raw -144885.063831 + Penalty 2285.889607 = -142599.174224 nChanged 8 SP:Iteration 15Q (2525.980203 sec): 3 clusters Score: Raw -144889.640813 + Penalty 2285.889607 = -142603.751206 nChanged 7 SP:Iteration 16Q (2526.029822 sec): 3 clusters Score: Raw -144893.553227 + Penalty 2285.889607 = -142607.663620 nChanged 6 SP:Iteration 17Q (2526.070859 sec): 3 clusters Score: Raw -144898.977933 + Penalty 2285.889607 = -142613.088325 nChanged 5 SP:Iteration 18Q (2526.119702 sec): 3 clusters Score: Raw -144905.595693 + Penalty 2285.889607 = -142619.706086 nChanged 6 SP:Iteration 19Q (2526.158804 sec): 3 clusters Score: Raw -144909.106005 + Penalty 2285.889607 = -142623.216397 nChanged 7 SP:Iteration 20F (2526.201317 sec): 3 clusters Score: Raw -144914.921208 + Penalty 2285.889607 = -142629.031600 nChanged 7 SP:Iteration 21Q (2526.238152 sec): 3 clusters Score: Raw -144922.484043 + Penalty 2285.889607 = -142636.594436 nChanged 8 SP:Iteration 22Q (2526.286115 sec): 3 clusters Score: Raw -144933.107155 + Penalty 2285.889607 = -142647.217547 nChanged 9 SP:Iteration 23Q (2526.330327 sec): 3 clusters Score: Raw -144940.672018 + Penalty 2285.889607 = -142654.782410 nChanged 10 SP:Iteration 24Q (2526.370699 sec): 3 clusters Score: Raw -144946.858865 + Penalty 2285.889607 = -142660.969257 nChanged 5 SP:Iteration 25Q (2526.412309 sec): 3 clusters Score: Raw -144950.703896 + Penalty 2285.889607 = -142664.814289 nChanged 4 SP:Iteration 26Q (2526.462967 sec): 3 clusters Score: Raw -144953.958113 + Penalty 2285.889607 = -142668.068506 nChanged 0 SP:Iteration 27F (2526.507865 sec): 3 clusters Score: Raw -144953.958113 + Penalty 2285.889607 = -142668.068506 nChanged 0 Trying to split cluster 14 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2526.529676 sec): 2 clusters Score: Raw -17066.531228 + Penalty 855.187156 = -16211.344073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2526.572502 sec): 3 clusters Score: Raw -17263.592470 + Penalty 1710.374311 = -15553.218159 nChanged 30 SP:Iteration 1F (2526.627518 sec): 3 clusters Score: Raw -17362.536609 + Penalty 1710.374311 = -15652.162298 nChanged 13 SP:Iteration 2F (2526.670016 sec): 3 clusters Score: Raw -17418.193435 + Penalty 1710.374311 = -15707.819123 nChanged 9 SP:Iteration 3Q (2526.713682 sec): 3 clusters Score: Raw -17493.300733 + Penalty 1710.374311 = -15782.926421 nChanged 10 SP:Iteration 4F (2526.756137 sec): 3 clusters Score: Raw -17563.955949 + Penalty 1710.374311 = -15853.581637 nChanged 2 SP:Iteration 5Q (2526.805776 sec): 3 clusters Score: Raw -17579.117113 + Penalty 1710.374311 = -15868.742801 nChanged 1 SP:Iteration 6Q (2526.846240 sec): 3 clusters Score: Raw -17594.373754 + Penalty 1710.374311 = -15883.999442 nChanged 2 SP:Iteration 7Q (2526.887434 sec): 3 clusters Score: Raw -17608.562434 + Penalty 1710.374311 = -15898.188123 nChanged 1 SP:Iteration 8Q (2526.921282 sec): 3 clusters Score: Raw -17613.320787 + Penalty 1710.374311 = -15902.946476 nChanged 1 SP:Iteration 9Q (2526.968168 sec): 3 clusters Score: Raw -17616.669838 + Penalty 1710.374311 = -15906.295527 nChanged 0 SP:Iteration 10F (2527.015035 sec): 3 clusters Score: Raw -17616.669838 + Penalty 1710.374311 = -15906.295527 nChanged 0 Trying to split cluster 15 (14841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2527.061057 sec): 2 clusters Score: Raw -1672624.726514 + Penalty 1560.836696 = -1671063.889818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2527.128126 sec): 3 clusters Score: Raw -1663927.183333 + Penalty 3121.673392 = -1660805.509940 nChanged 6591 SP:Iteration 1F (2527.194419 sec): 3 clusters Score: Raw -1667815.893779 + Penalty 3121.673392 = -1664694.220386 nChanged 1111 SP:Iteration 2F (2527.263217 sec): 3 clusters Score: Raw -1668521.201266 + Penalty 3121.673392 = -1665399.527873 nChanged 1028 SP:Iteration 3F (2527.325991 sec): 3 clusters Score: Raw -1669171.466972 + Penalty 3121.673392 = -1666049.793580 nChanged 921 SP:Iteration 4F (2527.395701 sec): 3 clusters Score: Raw -1669693.557817 + Penalty 3121.673392 = -1666571.884424 nChanged 848 SP:Iteration 5F (2527.472401 sec): 3 clusters Score: Raw -1670172.578791 + Penalty 3121.673392 = -1667050.905399 nChanged 754 SP:Iteration 6F (2527.532561 sec): 3 clusters Score: Raw -1670571.481740 + Penalty 3121.673392 = -1667449.808348 nChanged 634 SP:Iteration 7Q (2527.597683 sec): 3 clusters Score: Raw -1670882.732227 + Penalty 3121.673392 = -1667761.058834 nChanged 545 SP:Iteration 8Q (2527.662753 sec): 3 clusters Score: Raw -1671112.796135 + Penalty 3121.673392 = -1667991.122743 nChanged 444 SP:Iteration 9Q (2527.729762 sec): 3 clusters Score: Raw -1671291.895761 + Penalty 3121.673392 = -1668170.222368 nChanged 378 SP:Iteration 10Q (2527.799618 sec): 3 clusters Score: Raw -1671429.126858 + Penalty 3121.673392 = -1668307.453465 nChanged 314 SP:Iteration 11Q (2527.870936 sec): 3 clusters Score: Raw -1671534.057217 + Penalty 3121.673392 = -1668412.383825 nChanged 281 SP:Iteration 12Q (2527.935913 sec): 3 clusters Score: Raw -1671645.731283 + Penalty 3121.673392 = -1668524.057891 nChanged 266 SP:Iteration 13Q (2527.990717 sec): 3 clusters Score: Raw -1671804.622252 + Penalty 3121.673392 = -1668682.948860 nChanged 273 SP:Iteration 14Q (2528.057630 sec): 3 clusters Score: Raw -1671979.494266 + Penalty 3121.673392 = -1668857.820874 nChanged 293 SP:Iteration 15Q (2528.118141 sec): 3 clusters Score: Raw -1672138.682636 + Penalty 3121.673392 = -1669017.009244 nChanged 284 SP:Iteration 16Q (2528.184773 sec): 3 clusters Score: Raw -1672269.589858 + Penalty 3121.673392 = -1669147.916465 nChanged 215 SP:Iteration 17Q (2528.249453 sec): 3 clusters Score: Raw -1672354.279716 + Penalty 3121.673392 = -1669232.606323 nChanged 192 SP:Iteration 18Q (2528.318111 sec): 3 clusters Score: Raw -1672419.693348 + Penalty 3121.673392 = -1669298.019956 nChanged 159 SP:Iteration 19Q (2528.396462 sec): 3 clusters Score: Raw -1672482.319929 + Penalty 3121.673392 = -1669360.646536 nChanged 170 SP:Iteration 20F (2528.454715 sec): 3 clusters Score: Raw -1672550.780583 + Penalty 3121.673392 = -1669429.107191 nChanged 157 SP:Iteration 21Q (2528.532408 sec): 3 clusters Score: Raw -1672614.273664 + Penalty 3121.673392 = -1669492.600272 nChanged 166 SP:Iteration 22Q (2528.589768 sec): 3 clusters Score: Raw -1672681.724128 + Penalty 3121.673392 = -1669560.050736 nChanged 162 SP:Iteration 23Q (2528.660780 sec): 3 clusters Score: Raw -1672729.493209 + Penalty 3121.673392 = -1669607.819817 nChanged 130 SP:Iteration 24Q (2528.729712 sec): 3 clusters Score: Raw -1672763.193444 + Penalty 3121.673392 = -1669641.520051 nChanged 115 SP:Iteration 25Q (2528.791500 sec): 3 clusters Score: Raw -1672786.591337 + Penalty 3121.673392 = -1669664.917945 nChanged 79 SP:Iteration 26Q (2528.858916 sec): 3 clusters Score: Raw -1672801.026050 + Penalty 3121.673392 = -1669679.352657 nChanged 65 SP:Iteration 27Q (2528.921214 sec): 3 clusters Score: Raw -1672811.488081 + Penalty 3121.673392 = -1669689.814688 nChanged 55 SP:Iteration 28Q (2528.993034 sec): 3 clusters Score: Raw -1672817.525732 + Penalty 3121.673392 = -1669695.852340 nChanged 43 SP:Iteration 29Q (2529.060965 sec): 3 clusters Score: Raw -1672821.872766 + Penalty 3121.673392 = -1669700.199374 nChanged 29 SP:Iteration 30Q (2529.112974 sec): 3 clusters Score: Raw -1672824.697640 + Penalty 3121.673392 = -1669703.024248 nChanged 27 SP:Iteration 31Q (2529.181223 sec): 3 clusters Score: Raw -1672828.465646 + Penalty 3121.673392 = -1669706.792254 nChanged 27 SP:Iteration 32Q (2529.235160 sec): 3 clusters Score: Raw -1672831.742792 + Penalty 3121.673392 = -1669710.069400 nChanged 26 SP:Iteration 33Q (2529.296294 sec): 3 clusters Score: Raw -1672835.112793 + Penalty 3121.673392 = -1669713.439401 nChanged 30 SP:Iteration 34Q (2529.360829 sec): 3 clusters Score: Raw -1672839.228775 + Penalty 3121.673392 = -1669717.555383 nChanged 30 SP:Iteration 35Q (2529.426665 sec): 3 clusters Score: Raw -1672842.489831 + Penalty 3121.673392 = -1669720.816438 nChanged 35 SP:Iteration 36Q (2529.485070 sec): 3 clusters Score: Raw -1672847.031958 + Penalty 3121.673392 = -1669725.358565 nChanged 34 SP:Iteration 37Q (2529.558510 sec): 3 clusters Score: Raw -1672850.923223 + Penalty 3121.673392 = -1669729.249830 nChanged 27 SP:Iteration 38Q (2529.618397 sec): 3 clusters Score: Raw -1672854.972841 + Penalty 3121.673392 = -1669733.299448 nChanged 28 SP:Iteration 39Q (2529.686229 sec): 3 clusters Score: Raw -1672857.948031 + Penalty 3121.673392 = -1669736.274639 nChanged 24 SP:Iteration 40F (2529.748614 sec): 3 clusters Score: Raw -1672860.704600 + Penalty 3121.673392 = -1669739.031207 nChanged 24 SP:Iteration 41Q (2529.818562 sec): 3 clusters Score: Raw -1672864.569274 + Penalty 3121.673392 = -1669742.895881 nChanged 29 SP:Iteration 42Q (2529.883711 sec): 3 clusters Score: Raw -1672868.137346 + Penalty 3121.673392 = -1669746.463954 nChanged 27 SP:Iteration 43Q (2529.952575 sec): 3 clusters Score: Raw -1672870.592534 + Penalty 3121.673392 = -1669748.919142 nChanged 19 SP:Iteration 44Q (2530.026980 sec): 3 clusters Score: Raw -1672872.380562 + Penalty 3121.673392 = -1669750.707169 nChanged 17 SP:Iteration 45Q (2530.090149 sec): 3 clusters Score: Raw -1672873.905271 + Penalty 3121.673392 = -1669752.231879 nChanged 9 SP:Iteration 46Q (2530.166681 sec): 3 clusters Score: Raw -1672874.572956 + Penalty 3121.673392 = -1669752.899563 nChanged 9 SP:Iteration 47Q (2530.234086 sec): 3 clusters Score: Raw -1672875.155300 + Penalty 3121.673392 = -1669753.481907 nChanged 8 SP:Iteration 48Q (2530.288522 sec): 3 clusters Score: Raw -1672875.602614 + Penalty 3121.673392 = -1669753.929221 nChanged 6 SP:Iteration 49Q (2530.354671 sec): 3 clusters Score: Raw -1672875.951866 + Penalty 3121.673392 = -1669754.278474 nChanged 4 SP:Iteration 50Q (2530.426631 sec): 3 clusters Score: Raw -1672876.360376 + Penalty 3121.673392 = -1669754.686984 nChanged 9 SP:Iteration 51Q (2530.496974 sec): 3 clusters Score: Raw -1672876.796255 + Penalty 3121.673392 = -1669755.122862 nChanged 7 SP:Iteration 52Q (2530.570790 sec): 3 clusters Score: Raw -1672877.280169 + Penalty 3121.673392 = -1669755.606776 nChanged 5 SP:Iteration 53Q (2530.629669 sec): 3 clusters Score: Raw -1672877.593370 + Penalty 3121.673392 = -1669755.919978 nChanged 3 SP:Iteration 54Q (2530.707784 sec): 3 clusters Score: Raw -1672877.757977 + Penalty 3121.673392 = -1669756.084585 nChanged 1 SP:Iteration 55Q (2530.770528 sec): 3 clusters Score: Raw -1672877.907636 + Penalty 3121.673392 = -1669756.234244 nChanged 3 SP:Iteration 56Q (2530.839041 sec): 3 clusters Score: Raw -1672878.040644 + Penalty 3121.673392 = -1669756.367251 nChanged 2 SP:Iteration 57Q (2530.900305 sec): 3 clusters Score: Raw -1672878.084332 + Penalty 3121.673392 = -1669756.410940 nChanged 0 SP:Iteration 58F (2530.978162 sec): 3 clusters Score: Raw -1672878.084332 + Penalty 3121.673392 = -1669756.410940 nChanged 0 Trying to split cluster 16 (48189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2531.071278 sec): 2 clusters Score: Raw -5887285.120123 + Penalty 1752.218984 = -5885532.901138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2531.191751 sec): 3 clusters Score: Raw -5856867.565788 + Penalty 3504.437969 = -5853363.127819 nChanged 22591 SP:Iteration 1F (2531.306134 sec): 3 clusters Score: Raw -5869524.682261 + Penalty 3504.437969 = -5866020.244292 nChanged 2071 SP:Iteration 2Q (2531.425240 sec): 3 clusters Score: Raw -5870204.571644 + Penalty 3504.437969 = -5866700.133675 nChanged 2162 SP:Iteration 3Q (2531.551302 sec): 3 clusters Score: Raw -5871010.200272 + Penalty 3504.437969 = -5867505.762303 nChanged 2311 SP:Iteration 4Q (2531.674617 sec): 3 clusters Score: Raw -5872008.733223 + Penalty 3504.437969 = -5868504.295254 nChanged 2568 SP:Iteration 5F (2531.787264 sec): 3 clusters Score: Raw -5873297.942164 + Penalty 3504.437969 = -5869793.504195 nChanged 2777 SP:Iteration 6F (2531.916864 sec): 3 clusters Score: Raw -5874902.779006 + Penalty 3504.437969 = -5871398.341037 nChanged 2946 SP:Iteration 7F (2532.045042 sec): 3 clusters Score: Raw -5876710.673556 + Penalty 3504.437969 = -5873206.235587 nChanged 2755 SP:Iteration 8F (2532.169904 sec): 3 clusters Score: Raw -5878407.711129 + Penalty 3504.437969 = -5874903.273160 nChanged 2349 SP:Iteration 9Q (2532.306609 sec): 3 clusters Score: Raw -5879762.028249 + Penalty 3504.437969 = -5876257.590280 nChanged 2003 SP:Iteration 10Q (2532.440852 sec): 3 clusters Score: Raw -5880819.354054 + Penalty 3504.437969 = -5877314.916085 nChanged 1664 SP:Iteration 11Q (2532.572333 sec): 3 clusters Score: Raw -5881670.983627 + Penalty 3504.437969 = -5878166.545658 nChanged 1355 SP:Iteration 12Q (2532.707689 sec): 3 clusters Score: Raw -5882292.334276 + Penalty 3504.437969 = -5878787.896308 nChanged 1070 SP:Iteration 13Q (2532.847120 sec): 3 clusters Score: Raw -5882705.175031 + Penalty 3504.437969 = -5879200.737062 nChanged 805 SP:Iteration 14Q (2532.987200 sec): 3 clusters Score: Raw -5883007.588387 + Penalty 3504.437969 = -5879503.150418 nChanged 703 SP:Iteration 15Q (2533.121485 sec): 3 clusters Score: Raw -5883260.782527 + Penalty 3504.437969 = -5879756.344559 nChanged 663 SP:Iteration 16Q (2533.253679 sec): 3 clusters Score: Raw -5883501.440502 + Penalty 3504.437969 = -5879997.002533 nChanged 680 SP:Iteration 17Q (2533.381266 sec): 3 clusters Score: Raw -5883751.143456 + Penalty 3504.437969 = -5880246.705487 nChanged 647 SP:Iteration 18Q (2533.498500 sec): 3 clusters Score: Raw -5884009.405016 + Penalty 3504.437969 = -5880504.967047 nChanged 696 SP:Iteration 19Q (2533.632536 sec): 3 clusters Score: Raw -5884307.087001 + Penalty 3504.437969 = -5880802.649032 nChanged 684 SP:Iteration 20F (2533.757986 sec): 3 clusters Score: Raw -5884610.160229 + Penalty 3504.437969 = -5881105.722260 nChanged 657 SP:Iteration 21Q (2533.879359 sec): 3 clusters Score: Raw -5884894.469159 + Penalty 3504.437969 = -5881390.031190 nChanged 621 SP:Iteration 22Q (2534.001789 sec): 3 clusters Score: Raw -5885164.189373 + Penalty 3504.437969 = -5881659.751404 nChanged 602 SP:Iteration 23Q (2534.130442 sec): 3 clusters Score: Raw -5885437.475639 + Penalty 3504.437969 = -5881933.037670 nChanged 593 SP:Iteration 24Q (2534.263694 sec): 3 clusters Score: Raw -5885698.669291 + Penalty 3504.437969 = -5882194.231322 nChanged 547 SP:Iteration 25Q (2534.386278 sec): 3 clusters Score: Raw -5885950.697257 + Penalty 3504.437969 = -5882446.259288 nChanged 519 SP:Iteration 26Q (2534.514826 sec): 3 clusters Score: Raw -5886186.132346 + Penalty 3504.437969 = -5882681.694377 nChanged 455 SP:Iteration 27Q (2534.642602 sec): 3 clusters Score: Raw -5886385.769069 + Penalty 3504.437969 = -5882881.331100 nChanged 415 SP:Iteration 28Q (2534.772668 sec): 3 clusters Score: Raw -5886568.015592 + Penalty 3504.437969 = -5883063.577623 nChanged 397 SP:Iteration 29Q (2534.890130 sec): 3 clusters Score: Raw -5886726.403846 + Penalty 3504.437969 = -5883221.965877 nChanged 342 SP:Iteration 30Q (2535.011027 sec): 3 clusters Score: Raw -5886852.852629 + Penalty 3504.437969 = -5883348.414660 nChanged 297 SP:Iteration 31Q (2535.129603 sec): 3 clusters Score: Raw -5886959.075186 + Penalty 3504.437969 = -5883454.637217 nChanged 289 SP:Iteration 32Q (2535.257597 sec): 3 clusters Score: Raw -5887056.318037 + Penalty 3504.437969 = -5883551.880068 nChanged 250 SP:Iteration 33Q (2535.369556 sec): 3 clusters Score: Raw -5887129.496239 + Penalty 3504.437969 = -5883625.058270 nChanged 220 SP:Iteration 34Q (2535.501301 sec): 3 clusters Score: Raw -5887193.145448 + Penalty 3504.437969 = -5883688.707479 nChanged 204 SP:Iteration 35Q (2535.610273 sec): 3 clusters Score: Raw -5887249.062053 + Penalty 3504.437969 = -5883744.624084 nChanged 177 SP:Iteration 36Q (2535.730579 sec): 3 clusters Score: Raw -5887298.279802 + Penalty 3504.437969 = -5883793.841833 nChanged 161 SP:Iteration 37Q (2535.853643 sec): 3 clusters Score: Raw -5887342.610571 + Penalty 3504.437969 = -5883838.172602 nChanged 163 SP:Iteration 38Q (2535.967245 sec): 3 clusters Score: Raw -5887382.579234 + Penalty 3504.437969 = -5883878.141265 nChanged 132 SP:Iteration 39Q (2536.094062 sec): 3 clusters Score: Raw -5887414.551301 + Penalty 3504.437969 = -5883910.113332 nChanged 119 SP:Iteration 40F (2536.228566 sec): 3 clusters Score: Raw -5887442.627152 + Penalty 3504.437969 = -5883938.189183 nChanged 101 SP:Iteration 41Q (2536.345003 sec): 3 clusters Score: Raw -5887462.900136 + Penalty 3504.437969 = -5883958.462167 nChanged 82 SP:Iteration 42Q (2536.462039 sec): 3 clusters Score: Raw -5887477.722252 + Penalty 3504.437969 = -5883973.284283 nChanged 56 SP:Iteration 43Q (2536.582241 sec): 3 clusters Score: Raw -5887488.358580 + Penalty 3504.437969 = -5883983.920611 nChanged 66 SP:Iteration 44Q (2536.698591 sec): 3 clusters Score: Raw -5887502.344463 + Penalty 3504.437969 = -5883997.906494 nChanged 70 SP:Iteration 45Q (2536.817487 sec): 3 clusters Score: Raw -5887516.083187 + Penalty 3504.437969 = -5884011.645218 nChanged 58 SP:Iteration 46Q (2536.926125 sec): 3 clusters Score: Raw -5887527.509799 + Penalty 3504.437969 = -5884023.071830 nChanged 58 SP:Iteration 47Q (2537.035906 sec): 3 clusters Score: Raw -5887536.751359 + Penalty 3504.437969 = -5884032.313390 nChanged 40 SP:Iteration 48Q (2537.160620 sec): 3 clusters Score: Raw -5887543.892167 + Penalty 3504.437969 = -5884039.454199 nChanged 39 SP:Iteration 49Q (2537.278962 sec): 3 clusters Score: Raw -5887550.559699 + Penalty 3504.437969 = -5884046.121730 nChanged 42 SP:Iteration 50Q (2537.395009 sec): 3 clusters Score: Raw -5887558.636659 + Penalty 3504.437969 = -5884054.198690 nChanged 41 SP:Iteration 51Q (2537.517037 sec): 3 clusters Score: Raw -5887566.927512 + Penalty 3504.437969 = -5884062.489543 nChanged 36 SP:Iteration 52Q (2537.616131 sec): 3 clusters Score: Raw -5887574.432543 + Penalty 3504.437969 = -5884069.994574 nChanged 38 SP:Iteration 53Q (2537.735535 sec): 3 clusters Score: Raw -5887582.263799 + Penalty 3504.437969 = -5884077.825830 nChanged 40 SP:Iteration 54Q (2537.848889 sec): 3 clusters Score: Raw -5887591.572089 + Penalty 3504.437969 = -5884087.134120 nChanged 38 SP:Iteration 55Q (2537.967197 sec): 3 clusters Score: Raw -5887599.223497 + Penalty 3504.437969 = -5884094.785528 nChanged 35 SP:Iteration 56Q (2538.073354 sec): 3 clusters Score: Raw -5887607.564945 + Penalty 3504.437969 = -5884103.126976 nChanged 36 SP:Iteration 57Q (2538.189308 sec): 3 clusters Score: Raw -5887615.680256 + Penalty 3504.437969 = -5884111.242287 nChanged 28 SP:Iteration 58Q (2538.273624 sec): 3 clusters Score: Raw -5887621.357812 + Penalty 3504.437969 = -5884116.919843 nChanged 30 SP:Iteration 59Q (2538.387507 sec): 3 clusters Score: Raw -5887625.908151 + Penalty 3504.437969 = -5884121.470182 nChanged 15 SP:Iteration 60F (2538.522485 sec): 3 clusters Score: Raw -5887627.713930 + Penalty 3504.437969 = -5884123.275961 nChanged 12 SP:Iteration 61Q (2538.636787 sec): 3 clusters Score: Raw -5887629.553313 + Penalty 3504.437969 = -5884125.115344 nChanged 13 SP:Iteration 62Q (2538.750731 sec): 3 clusters Score: Raw -5887631.308811 + Penalty 3504.437969 = -5884126.870842 nChanged 11 SP:Iteration 63Q (2538.857589 sec): 3 clusters Score: Raw -5887633.255559 + Penalty 3504.437969 = -5884128.817590 nChanged 14 SP:Iteration 64Q (2538.961055 sec): 3 clusters Score: Raw -5887635.280249 + Penalty 3504.437969 = -5884130.842280 nChanged 13 SP:Iteration 65Q (2539.070078 sec): 3 clusters Score: Raw -5887637.236568 + Penalty 3504.437969 = -5884132.798599 nChanged 12 SP:Iteration 66Q (2539.171204 sec): 3 clusters Score: Raw -5887639.147960 + Penalty 3504.437969 = -5884134.709991 nChanged 13 SP:Iteration 67Q (2539.297178 sec): 3 clusters Score: Raw -5887642.623288 + Penalty 3504.437969 = -5884138.185319 nChanged 15 SP:Iteration 68Q (2539.403254 sec): 3 clusters Score: Raw -5887645.923623 + Penalty 3504.437969 = -5884141.485655 nChanged 15 SP:Iteration 69Q (2539.519673 sec): 3 clusters Score: Raw -5887649.172857 + Penalty 3504.437969 = -5884144.734888 nChanged 13 SP:Iteration 70Q (2539.636620 sec): 3 clusters Score: Raw -5887652.155761 + Penalty 3504.437969 = -5884147.717793 nChanged 11 SP:Iteration 71Q (2539.735150 sec): 3 clusters Score: Raw -5887654.351988 + Penalty 3504.437969 = -5884149.914019 nChanged 13 SP:Iteration 72Q (2539.842867 sec): 3 clusters Score: Raw -5887656.650318 + Penalty 3504.437969 = -5884152.212349 nChanged 11 SP:Iteration 73Q (2539.945418 sec): 3 clusters Score: Raw -5887658.937684 + Penalty 3504.437969 = -5884154.499715 nChanged 14 SP:Iteration 74Q (2540.057272 sec): 3 clusters Score: Raw -5887662.211530 + Penalty 3504.437969 = -5884157.773561 nChanged 14 SP:Iteration 75Q (2540.159409 sec): 3 clusters Score: Raw -5887665.383591 + Penalty 3504.437969 = -5884160.945622 nChanged 11 SP:Iteration 76Q (2540.266130 sec): 3 clusters Score: Raw -5887667.358016 + Penalty 3504.437969 = -5884162.920047 nChanged 6 SP:Iteration 77Q (2540.374421 sec): 3 clusters Score: Raw -5887668.337978 + Penalty 3504.437969 = -5884163.900009 nChanged 8 SP:Iteration 78Q (2540.482510 sec): 3 clusters Score: Raw -5887669.669120 + Penalty 3504.437969 = -5884165.231151 nChanged 8 SP:Iteration 79Q (2540.593259 sec): 3 clusters Score: Raw -5887670.646341 + Penalty 3504.437969 = -5884166.208372 nChanged 10 SP:Iteration 80F (2540.712861 sec): 3 clusters Score: Raw -5887672.525931 + Penalty 3504.437969 = -5884168.087962 nChanged 6 SP:Iteration 81Q (2540.812096 sec): 3 clusters Score: Raw -5887673.935118 + Penalty 3504.437969 = -5884169.497149 nChanged 11 SP:Iteration 82Q (2540.919834 sec): 3 clusters Score: Raw -5887676.816067 + Penalty 3504.437969 = -5884172.378098 nChanged 17 SP:Iteration 83Q (2541.025881 sec): 3 clusters Score: Raw -5887680.127742 + Penalty 3504.437969 = -5884175.689773 nChanged 15 SP:Iteration 84Q (2541.128869 sec): 3 clusters Score: Raw -5887682.455677 + Penalty 3504.437969 = -5884178.017709 nChanged 11 SP:Iteration 85Q (2541.239002 sec): 3 clusters Score: Raw -5887684.133829 + Penalty 3504.437969 = -5884179.695860 nChanged 11 SP:Iteration 86Q (2541.337607 sec): 3 clusters Score: Raw -5887685.617960 + Penalty 3504.437969 = -5884181.179991 nChanged 10 SP:Iteration 87Q (2541.446245 sec): 3 clusters Score: Raw -5887687.038228 + Penalty 3504.437969 = -5884182.600259 nChanged 7 SP:Iteration 88Q (2541.554113 sec): 3 clusters Score: Raw -5887688.352918 + Penalty 3504.437969 = -5884183.914949 nChanged 5 SP:Iteration 89Q (2541.678636 sec): 3 clusters Score: Raw -5887689.639064 + Penalty 3504.437969 = -5884185.201095 nChanged 9 SP:Iteration 90Q (2541.784516 sec): 3 clusters Score: Raw -5887691.404273 + Penalty 3504.437969 = -5884186.966304 nChanged 10 SP:Iteration 91Q (2541.894828 sec): 3 clusters Score: Raw -5887692.699862 + Penalty 3504.437969 = -5884188.261893 nChanged 6 SP:Iteration 92Q (2542.021430 sec): 3 clusters Score: Raw -5887693.678999 + Penalty 3504.437969 = -5884189.241030 nChanged 6 SP:Iteration 93Q (2542.140232 sec): 3 clusters Score: Raw -5887694.872223 + Penalty 3504.437969 = -5884190.434254 nChanged 5 SP:Iteration 94Q (2542.257431 sec): 3 clusters Score: Raw -5887696.119818 + Penalty 3504.437969 = -5884191.681849 nChanged 4 SP:Iteration 95Q (2542.372767 sec): 3 clusters Score: Raw -5887696.720440 + Penalty 3504.437969 = -5884192.282471 nChanged 1 SP:Iteration 96Q (2542.485967 sec): 3 clusters Score: Raw -5887696.871610 + Penalty 3504.437969 = -5884192.433642 nChanged 1 SP:Iteration 97Q (2542.598725 sec): 3 clusters Score: Raw -5887697.152275 + Penalty 3504.437969 = -5884192.714307 nChanged 2 SP:Iteration 98Q (2542.712076 sec): 3 clusters Score: Raw -5887697.605748 + Penalty 3504.437969 = -5884193.167779 nChanged 4 SP:Iteration 99Q (2542.829293 sec): 3 clusters Score: Raw -5887698.715885 + Penalty 3504.437969 = -5884194.277916 nChanged 4 SP:Iteration 100F (2542.952595 sec): 3 clusters Score: Raw -5887699.857549 + Penalty 3504.437969 = -5884195.419580 nChanged 4 SP:Iteration 101Q (2543.072566 sec): 3 clusters Score: Raw -5887700.489922 + Penalty 3504.437969 = -5884196.051953 nChanged 5 SP:Iteration 102Q (2543.181786 sec): 3 clusters Score: Raw -5887701.224182 + Penalty 3504.437969 = -5884196.786213 nChanged 3 SP:Iteration 103Q (2543.280350 sec): 3 clusters Score: Raw -5887701.722284 + Penalty 3504.437969 = -5884197.284315 nChanged 0 SP:Iteration 104F (2543.416893 sec): 3 clusters Score: Raw -5887701.722284 + Penalty 3504.437969 = -5884197.284315 nChanged 0 Trying to split cluster 17 (36151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2543.492442 sec): 2 clusters Score: Raw -4223988.414357 + Penalty 1705.512232 = -4222282.902125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2543.602778 sec): 3 clusters Score: Raw -4201526.490656 + Penalty 3411.024464 = -4198115.466192 nChanged 16615 SP:Iteration 1F (2543.706235 sec): 3 clusters Score: Raw -4210838.905881 + Penalty 3411.024464 = -4207427.881417 nChanged 1574 SP:Iteration 2Q (2543.817228 sec): 3 clusters Score: Raw -4211302.422583 + Penalty 3411.024464 = -4207891.398118 nChanged 1487 SP:Iteration 3Q (2543.921523 sec): 3 clusters Score: Raw -4211811.928784 + Penalty 3411.024464 = -4208400.904320 nChanged 1554 SP:Iteration 4Q (2544.029782 sec): 3 clusters Score: Raw -4212388.481279 + Penalty 3411.024464 = -4208977.456814 nChanged 1649 SP:Iteration 5Q (2544.138163 sec): 3 clusters Score: Raw -4213134.486102 + Penalty 3411.024464 = -4209723.461638 nChanged 1928 SP:Iteration 6F (2544.245658 sec): 3 clusters Score: Raw -4214258.262790 + Penalty 3411.024464 = -4210847.238325 nChanged 2225 SP:Iteration 7F (2544.358354 sec): 3 clusters Score: Raw -4215803.705302 + Penalty 3411.024464 = -4212392.680838 nChanged 2407 SP:Iteration 8F (2544.470166 sec): 3 clusters Score: Raw -4217747.594176 + Penalty 3411.024464 = -4214336.569711 nChanged 2245 SP:Iteration 9F (2544.575026 sec): 3 clusters Score: Raw -4219642.961702 + Penalty 3411.024464 = -4216231.937237 nChanged 1768 SP:Iteration 10Q (2544.694949 sec): 3 clusters Score: Raw -4221137.454870 + Penalty 3411.024464 = -4217726.430406 nChanged 1313 SP:Iteration 11Q (2544.801025 sec): 3 clusters Score: Raw -4222252.847852 + Penalty 3411.024464 = -4218841.823388 nChanged 938 SP:Iteration 12Q (2544.907102 sec): 3 clusters Score: Raw -4223041.286183 + Penalty 3411.024464 = -4219630.261719 nChanged 640 SP:Iteration 13Q (2545.007590 sec): 3 clusters Score: Raw -4223541.277817 + Penalty 3411.024464 = -4220130.253353 nChanged 373 SP:Iteration 14Q (2545.095948 sec): 3 clusters Score: Raw -4223816.567866 + Penalty 3411.024464 = -4220405.543402 nChanged 252 SP:Iteration 15Q (2545.200233 sec): 3 clusters Score: Raw -4224005.070348 + Penalty 3411.024464 = -4220594.045884 nChanged 146 SP:Iteration 16Q (2545.298359 sec): 3 clusters Score: Raw -4224109.430474 + Penalty 3411.024464 = -4220698.406010 nChanged 106 SP:Iteration 17Q (2545.393903 sec): 3 clusters Score: Raw -4224178.770406 + Penalty 3411.024464 = -4220767.745942 nChanged 73 SP:Iteration 18Q (2545.492385 sec): 3 clusters Score: Raw -4224230.128099 + Penalty 3411.024464 = -4220819.103635 nChanged 46 SP:Iteration 19Q (2545.578509 sec): 3 clusters Score: Raw -4224261.443856 + Penalty 3411.024464 = -4220850.419392 nChanged 30 SP:Iteration 20F (2545.694831 sec): 3 clusters Score: Raw -4224276.741258 + Penalty 3411.024464 = -4220865.716794 nChanged 20 SP:Iteration 21Q (2545.792272 sec): 3 clusters Score: Raw -4224288.680295 + Penalty 3411.024464 = -4220877.655831 nChanged 12 SP:Iteration 22Q (2545.887348 sec): 3 clusters Score: Raw -4224296.507265 + Penalty 3411.024464 = -4220885.482801 nChanged 12 SP:Iteration 23Q (2545.982492 sec): 3 clusters Score: Raw -4224302.336871 + Penalty 3411.024464 = -4220891.312407 nChanged 14 SP:Iteration 24Q (2546.078843 sec): 3 clusters Score: Raw -4224311.751612 + Penalty 3411.024464 = -4220900.727148 nChanged 11 SP:Iteration 25Q (2546.167521 sec): 3 clusters Score: Raw -4224320.352131 + Penalty 3411.024464 = -4220909.327667 nChanged 10 SP:Iteration 26Q (2546.269481 sec): 3 clusters Score: Raw -4224325.648862 + Penalty 3411.024464 = -4220914.624398 nChanged 5 SP:Iteration 27Q (2546.369325 sec): 3 clusters Score: Raw -4224329.564851 + Penalty 3411.024464 = -4220918.540387 nChanged 0 SP:Iteration 28F (2546.480556 sec): 3 clusters Score: Raw -4224329.564851 + Penalty 3411.024464 = -4220918.540387 nChanged 0 Trying to split cluster 18 (452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2546.509579 sec): 2 clusters Score: Raw -51240.046686 + Penalty 993.473354 = -50246.573331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2546.560163 sec): 3 clusters Score: Raw -51198.117404 + Penalty 1986.946708 = -49211.170695 nChanged 107 SP:Iteration 1F (2546.602896 sec): 3 clusters Score: Raw -51365.035268 + Penalty 1986.946708 = -49378.088560 nChanged 47 SP:Iteration 2F (2546.648489 sec): 3 clusters Score: Raw -51468.743905 + Penalty 1986.946708 = -49481.797196 nChanged 29 SP:Iteration 3F (2546.696447 sec): 3 clusters Score: Raw -51534.776611 + Penalty 1986.946708 = -49547.829903 nChanged 17 SP:Iteration 4Q (2546.740520 sec): 3 clusters Score: Raw -51571.413245 + Penalty 1986.946708 = -49584.466536 nChanged 8 SP:Iteration 5Q (2546.781725 sec): 3 clusters Score: Raw -51587.971544 + Penalty 1986.946708 = -49601.024836 nChanged 8 SP:Iteration 6Q (2546.819077 sec): 3 clusters Score: Raw -51603.881470 + Penalty 1986.946708 = -49616.934761 nChanged 3 SP:Iteration 7Q (2546.878530 sec): 3 clusters Score: Raw -51609.297743 + Penalty 1986.946708 = -49622.351035 nChanged 1 SP:Iteration 8Q (2546.924741 sec): 3 clusters Score: Raw -51613.456776 + Penalty 1986.946708 = -49626.510067 nChanged 2 SP:Iteration 9Q (2546.964904 sec): 3 clusters Score: Raw -51619.662899 + Penalty 1986.946708 = -49632.716191 nChanged 0 SP:Iteration 10F (2547.001356 sec): 3 clusters Score: Raw -51619.662899 + Penalty 1986.946708 = -49632.716191 nChanged 0 Trying to split cluster 19 (11508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2547.050271 sec): 2 clusters Score: Raw -1371296.599487 + Penalty 1519.504630 = -1369777.094857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2547.114854 sec): 3 clusters Score: Raw -1364709.700300 + Penalty 3039.009261 = -1361670.691039 nChanged 4966 SP:Iteration 1F (2547.172113 sec): 3 clusters Score: Raw -1367457.940421 + Penalty 3039.009261 = -1364418.931160 nChanged 799 SP:Iteration 2F (2547.239424 sec): 3 clusters Score: Raw -1367844.245852 + Penalty 3039.009261 = -1364805.236591 nChanged 698 SP:Iteration 3F (2547.303835 sec): 3 clusters Score: Raw -1368299.707018 + Penalty 3039.009261 = -1365260.697758 nChanged 770 SP:Iteration 4F (2547.359424 sec): 3 clusters Score: Raw -1368898.248324 + Penalty 3039.009261 = -1365859.239063 nChanged 768 SP:Iteration 5F (2547.434636 sec): 3 clusters Score: Raw -1369480.023815 + Penalty 3039.009261 = -1366441.014554 nChanged 746 SP:Iteration 6F (2547.497441 sec): 3 clusters Score: Raw -1370016.549901 + Penalty 3039.009261 = -1366977.540641 nChanged 643 SP:Iteration 7F (2547.568527 sec): 3 clusters Score: Raw -1370411.855933 + Penalty 3039.009261 = -1367372.846672 nChanged 490 SP:Iteration 8Q (2547.639199 sec): 3 clusters Score: Raw -1370680.144988 + Penalty 3039.009261 = -1367641.135727 nChanged 376 SP:Iteration 9Q (2547.707565 sec): 3 clusters Score: Raw -1370852.731355 + Penalty 3039.009261 = -1367813.722095 nChanged 291 SP:Iteration 10Q (2547.764138 sec): 3 clusters Score: Raw -1370962.707779 + Penalty 3039.009261 = -1367923.698518 nChanged 234 SP:Iteration 11Q (2547.838826 sec): 3 clusters Score: Raw -1371041.145591 + Penalty 3039.009261 = -1368002.136331 nChanged 201 SP:Iteration 12Q (2547.889334 sec): 3 clusters Score: Raw -1371098.594484 + Penalty 3039.009261 = -1368059.585224 nChanged 157 SP:Iteration 13Q (2547.950298 sec): 3 clusters Score: Raw -1371136.511169 + Penalty 3039.009261 = -1368097.501908 nChanged 124 SP:Iteration 14Q (2548.017707 sec): 3 clusters Score: Raw -1371162.274256 + Penalty 3039.009261 = -1368123.264996 nChanged 85 SP:Iteration 15Q (2548.063816 sec): 3 clusters Score: Raw -1371176.635874 + Penalty 3039.009261 = -1368137.626613 nChanged 77 SP:Iteration 16Q (2548.128814 sec): 3 clusters Score: Raw -1371187.138875 + Penalty 3039.009261 = -1368148.129614 nChanged 56 SP:Iteration 17Q (2548.194839 sec): 3 clusters Score: Raw -1371194.932469 + Penalty 3039.009261 = -1368155.923209 nChanged 46 SP:Iteration 18Q (2548.254851 sec): 3 clusters Score: Raw -1371201.352507 + Penalty 3039.009261 = -1368162.343247 nChanged 36 SP:Iteration 19Q (2548.312301 sec): 3 clusters Score: Raw -1371205.836517 + Penalty 3039.009261 = -1368166.827257 nChanged 34 SP:Iteration 20F (2548.383320 sec): 3 clusters Score: Raw -1371209.782464 + Penalty 3039.009261 = -1368170.773204 nChanged 29 SP:Iteration 21Q (2548.435581 sec): 3 clusters Score: Raw -1371212.352099 + Penalty 3039.009261 = -1368173.342839 nChanged 22 SP:Iteration 22Q (2548.495145 sec): 3 clusters Score: Raw -1371214.654215 + Penalty 3039.009261 = -1368175.644954 nChanged 21 SP:Iteration 23Q (2548.558972 sec): 3 clusters Score: Raw -1371217.005365 + Penalty 3039.009261 = -1368177.996104 nChanged 21 SP:Iteration 24Q (2548.622801 sec): 3 clusters Score: Raw -1371218.659696 + Penalty 3039.009261 = -1368179.650435 nChanged 15 SP:Iteration 25Q (2548.674937 sec): 3 clusters Score: Raw -1371220.111619 + Penalty 3039.009261 = -1368181.102359 nChanged 11 SP:Iteration 26Q (2548.733941 sec): 3 clusters Score: Raw -1371221.128469 + Penalty 3039.009261 = -1368182.119209 nChanged 8 SP:Iteration 27Q (2548.802463 sec): 3 clusters Score: Raw -1371221.763855 + Penalty 3039.009261 = -1368182.754595 nChanged 5 SP:Iteration 28Q (2548.856557 sec): 3 clusters Score: Raw -1371222.156655 + Penalty 3039.009261 = -1368183.147394 nChanged 8 SP:Iteration 29Q (2548.914635 sec): 3 clusters Score: Raw -1371223.189422 + Penalty 3039.009261 = -1368184.180162 nChanged 12 SP:Iteration 30Q (2548.986321 sec): 3 clusters Score: Raw -1371224.605594 + Penalty 3039.009261 = -1368185.596333 nChanged 13 SP:Iteration 31Q (2549.044723 sec): 3 clusters Score: Raw -1371225.695067 + Penalty 3039.009261 = -1368186.685806 nChanged 12 SP:Iteration 32Q (2549.100654 sec): 3 clusters Score: Raw -1371226.611026 + Penalty 3039.009261 = -1368187.601766 nChanged 8 SP:Iteration 33Q (2549.177233 sec): 3 clusters Score: Raw -1371227.458958 + Penalty 3039.009261 = -1368188.449698 nChanged 10 SP:Iteration 34Q (2549.226235 sec): 3 clusters Score: Raw -1371228.763342 + Penalty 3039.009261 = -1368189.754082 nChanged 12 SP:Iteration 35Q (2549.289167 sec): 3 clusters Score: Raw -1371229.676057 + Penalty 3039.009261 = -1368190.666797 nChanged 12 SP:Iteration 36Q (2549.345265 sec): 3 clusters Score: Raw -1371230.625288 + Penalty 3039.009261 = -1368191.616027 nChanged 7 SP:Iteration 37Q (2549.422819 sec): 3 clusters Score: Raw -1371231.225189 + Penalty 3039.009261 = -1368192.215928 nChanged 11 SP:Iteration 38Q (2549.476145 sec): 3 clusters Score: Raw -1371232.116896 + Penalty 3039.009261 = -1368193.107636 nChanged 5 SP:Iteration 39Q (2549.538735 sec): 3 clusters Score: Raw -1371232.544665 + Penalty 3039.009261 = -1368193.535404 nChanged 3 SP:Iteration 40F (2549.600182 sec): 3 clusters Score: Raw -1371232.758015 + Penalty 3039.009261 = -1368193.748754 nChanged 3 SP:Iteration 41Q (2549.657470 sec): 3 clusters Score: Raw -1371232.932078 + Penalty 3039.009261 = -1368193.922818 nChanged 2 SP:Iteration 42Q (2549.725013 sec): 3 clusters Score: Raw -1371233.070871 + Penalty 3039.009261 = -1368194.061611 nChanged 1 SP:Iteration 43Q (2549.793235 sec): 3 clusters Score: Raw -1371233.105636 + Penalty 3039.009261 = -1368194.096375 nChanged 0 SP:Iteration 44F (2549.857634 sec): 3 clusters Score: Raw -1371233.105636 + Penalty 3039.009261 = -1368194.096375 nChanged 0 Trying to split cluster 20 (1116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2549.877840 sec): 2 clusters Score: Raw -128070.511459 + Penalty 1140.344748 = -126930.166711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2549.922314 sec): 3 clusters Score: Raw -127725.587761 + Penalty 2280.689496 = -125444.898264 nChanged 338 SP:Iteration 1F (2549.954511 sec): 3 clusters Score: Raw -127999.474650 + Penalty 2280.689496 = -125718.785154 nChanged 88 SP:Iteration 2F (2550.006756 sec): 3 clusters Score: Raw -128093.682800 + Penalty 2280.689496 = -125812.993304 nChanged 46 SP:Iteration 3Q (2550.050441 sec): 3 clusters Score: Raw -128134.929628 + Penalty 2280.689496 = -125854.240131 nChanged 29 SP:Iteration 4Q (2550.092216 sec): 3 clusters Score: Raw -128160.295137 + Penalty 2280.689496 = -125879.605640 nChanged 15 SP:Iteration 5Q (2550.138373 sec): 3 clusters Score: Raw -128174.602785 + Penalty 2280.689496 = -125893.913288 nChanged 19 SP:Iteration 6Q (2550.178785 sec): 3 clusters Score: Raw -128189.672868 + Penalty 2280.689496 = -125908.983371 nChanged 13 SP:Iteration 7Q (2550.218611 sec): 3 clusters Score: Raw -128201.697339 + Penalty 2280.689496 = -125921.007843 nChanged 10 SP:Iteration 8Q (2550.261892 sec): 3 clusters Score: Raw -128210.611794 + Penalty 2280.689496 = -125929.922298 nChanged 9 SP:Iteration 9Q (2550.304263 sec): 3 clusters Score: Raw -128216.893561 + Penalty 2280.689496 = -125936.204064 nChanged 8 SP:Iteration 10Q (2550.346216 sec): 3 clusters Score: Raw -128222.747015 + Penalty 2280.689496 = -125942.057519 nChanged 3 SP:Iteration 11Q (2550.402850 sec): 3 clusters Score: Raw -128225.289308 + Penalty 2280.689496 = -125944.599812 nChanged 4 SP:Iteration 12Q (2550.447290 sec): 3 clusters Score: Raw -128229.113573 + Penalty 2280.689496 = -125948.424077 nChanged 1 SP:Iteration 13Q (2550.484204 sec): 3 clusters Score: Raw -128230.523009 + Penalty 2280.689496 = -125949.833513 nChanged 3 SP:Iteration 14Q (2550.535153 sec): 3 clusters Score: Raw -128233.894322 + Penalty 2280.689496 = -125953.204826 nChanged 3 SP:Iteration 15Q (2550.564129 sec): 3 clusters Score: Raw -128236.854826 + Penalty 2280.689496 = -125956.165330 nChanged 2 SP:Iteration 16Q (2550.617888 sec): 3 clusters Score: Raw -128239.038089 + Penalty 2280.689496 = -125958.348593 nChanged 2 SP:Iteration 17Q (2550.649618 sec): 3 clusters Score: Raw -128240.661530 + Penalty 2280.689496 = -125959.972034 nChanged 4 SP:Iteration 18Q (2550.687270 sec): 3 clusters Score: Raw -128243.681978 + Penalty 2280.689496 = -125962.992482 nChanged 6 SP:Iteration 19Q (2550.719161 sec): 3 clusters Score: Raw -128248.921835 + Penalty 2280.689496 = -125968.232339 nChanged 5 SP:Iteration 20F (2550.752928 sec): 3 clusters Score: Raw -128252.067965 + Penalty 2280.689496 = -125971.378469 nChanged 5 SP:Iteration 21Q (2550.793461 sec): 3 clusters Score: Raw -128257.390787 + Penalty 2280.689496 = -125976.701290 nChanged 5 SP:Iteration 22Q (2550.833230 sec): 3 clusters Score: Raw -128261.196391 + Penalty 2280.689496 = -125980.506894 nChanged 4 SP:Iteration 23Q (2550.887795 sec): 3 clusters Score: Raw -128264.078186 + Penalty 2280.689496 = -125983.388690 nChanged 3 SP:Iteration 24Q (2550.925953 sec): 3 clusters Score: Raw -128265.857995 + Penalty 2280.689496 = -125985.168498 nChanged 2 SP:Iteration 25Q (2550.963979 sec): 3 clusters Score: Raw -128267.034707 + Penalty 2280.689496 = -125986.345210 nChanged 0 SP:Iteration 26F (2551.010465 sec): 3 clusters Score: Raw -128267.034707 + Penalty 2280.689496 = -125986.345210 nChanged 0 Trying to split cluster 21 (69096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2551.119992 sec): 2 clusters Score: Raw -8449123.212784 + Penalty 1810.778470 = -8447312.434315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2551.280233 sec): 3 clusters Score: Raw -8404743.911405 + Penalty 3621.556939 = -8401122.354466 nChanged 32700 SP:Iteration 1F (2551.428998 sec): 3 clusters Score: Raw -8423791.098872 + Penalty 3621.556939 = -8420169.541932 nChanged 3409 SP:Iteration 2Q (2551.689555 sec): 3 clusters Score: Raw -8425232.869192 + Penalty 3621.556939 = -8421611.312253 nChanged 3929 SP:Iteration 3F (2551.849563 sec): 3 clusters Score: Raw -8427244.513644 + Penalty 3621.556939 = -8423622.956704 nChanged 4437 SP:Iteration 4F (2552.008480 sec): 3 clusters Score: Raw -8429715.758962 + Penalty 3621.556939 = -8426094.202023 nChanged 4530 SP:Iteration 5F (2552.160724 sec): 3 clusters Score: Raw -8432442.705100 + Penalty 3621.556939 = -8428821.148161 nChanged 4344 SP:Iteration 6F (2552.312498 sec): 3 clusters Score: Raw -8435001.789617 + Penalty 3621.556939 = -8431380.232678 nChanged 3793 SP:Iteration 7F (2552.460126 sec): 3 clusters Score: Raw -8437167.990765 + Penalty 3621.556939 = -8433546.433826 nChanged 3180 SP:Iteration 8Q (2552.620815 sec): 3 clusters Score: Raw -8438971.118285 + Penalty 3621.556939 = -8435349.561346 nChanged 2693 SP:Iteration 9Q (2552.772816 sec): 3 clusters Score: Raw -8440557.906168 + Penalty 3621.556939 = -8436936.349229 nChanged 2293 SP:Iteration 10Q (2552.939480 sec): 3 clusters Score: Raw -8441913.473228 + Penalty 3621.556939 = -8438291.916288 nChanged 1909 SP:Iteration 11Q (2553.101179 sec): 3 clusters Score: Raw -8443002.340270 + Penalty 3621.556939 = -8439380.783330 nChanged 1562 SP:Iteration 12Q (2553.264359 sec): 3 clusters Score: Raw -8443764.656141 + Penalty 3621.556939 = -8440143.099201 nChanged 1193 SP:Iteration 13Q (2553.427434 sec): 3 clusters Score: Raw -8444307.690010 + Penalty 3621.556939 = -8440686.133070 nChanged 1045 SP:Iteration 14Q (2553.581875 sec): 3 clusters Score: Raw -8444742.118989 + Penalty 3621.556939 = -8441120.562050 nChanged 959 SP:Iteration 15Q (2553.726457 sec): 3 clusters Score: Raw -8445103.849935 + Penalty 3621.556939 = -8441482.292995 nChanged 924 SP:Iteration 16Q (2553.886049 sec): 3 clusters Score: Raw -8445439.398786 + Penalty 3621.556939 = -8441817.841846 nChanged 896 SP:Iteration 17Q (2554.035118 sec): 3 clusters Score: Raw -8445773.320285 + Penalty 3621.556939 = -8442151.763346 nChanged 881 SP:Iteration 18Q (2554.183809 sec): 3 clusters Score: Raw -8446119.110160 + Penalty 3621.556939 = -8442497.553221 nChanged 887 SP:Iteration 19Q (2554.321379 sec): 3 clusters Score: Raw -8446478.839354 + Penalty 3621.556939 = -8442857.282415 nChanged 845 SP:Iteration 20F (2554.483779 sec): 3 clusters Score: Raw -8446819.039728 + Penalty 3621.556939 = -8443197.482789 nChanged 786 SP:Iteration 21Q (2554.636581 sec): 3 clusters Score: Raw -8447120.281869 + Penalty 3621.556939 = -8443498.724930 nChanged 691 SP:Iteration 22Q (2554.777076 sec): 3 clusters Score: Raw -8447398.057427 + Penalty 3621.556939 = -8443776.500487 nChanged 659 SP:Iteration 23Q (2554.919932 sec): 3 clusters Score: Raw -8447669.222173 + Penalty 3621.556939 = -8444047.665234 nChanged 607 SP:Iteration 24Q (2555.073603 sec): 3 clusters Score: Raw -8447918.034519 + Penalty 3621.556939 = -8444296.477580 nChanged 542 SP:Iteration 25Q (2555.220994 sec): 3 clusters Score: Raw -8448141.260005 + Penalty 3621.556939 = -8444519.703066 nChanged 525 SP:Iteration 26Q (2555.368589 sec): 3 clusters Score: Raw -8448372.256640 + Penalty 3621.556939 = -8444750.699701 nChanged 491 SP:Iteration 27Q (2555.514700 sec): 3 clusters Score: Raw -8448588.220916 + Penalty 3621.556939 = -8444966.663977 nChanged 442 SP:Iteration 28Q (2555.660840 sec): 3 clusters Score: Raw -8448782.459181 + Penalty 3621.556939 = -8445160.902242 nChanged 368 SP:Iteration 29Q (2555.802354 sec): 3 clusters Score: Raw -8448937.978641 + Penalty 3621.556939 = -8445316.421701 nChanged 284 SP:Iteration 30Q (2555.950901 sec): 3 clusters Score: Raw -8449054.979855 + Penalty 3621.556939 = -8445433.422916 nChanged 247 SP:Iteration 31Q (2556.092872 sec): 3 clusters Score: Raw -8449153.573938 + Penalty 3621.556939 = -8445532.016999 nChanged 223 SP:Iteration 32Q (2556.234586 sec): 3 clusters Score: Raw -8449235.378090 + Penalty 3621.556939 = -8445613.821150 nChanged 175 SP:Iteration 33Q (2556.377240 sec): 3 clusters Score: Raw -8449295.994318 + Penalty 3621.556939 = -8445674.437379 nChanged 143 SP:Iteration 34Q (2556.509352 sec): 3 clusters Score: Raw -8449337.270355 + Penalty 3621.556939 = -8445715.713416 nChanged 113 SP:Iteration 35Q (2556.644388 sec): 3 clusters Score: Raw -8449371.452873 + Penalty 3621.556939 = -8445749.895933 nChanged 112 SP:Iteration 36Q (2556.782898 sec): 3 clusters Score: Raw -8449407.895034 + Penalty 3621.556939 = -8445786.338094 nChanged 110 SP:Iteration 37Q (2556.922606 sec): 3 clusters Score: Raw -8449438.713380 + Penalty 3621.556939 = -8445817.156441 nChanged 81 SP:Iteration 38Q (2557.059091 sec): 3 clusters Score: Raw -8449461.432598 + Penalty 3621.556939 = -8445839.875658 nChanged 68 SP:Iteration 39Q (2557.187932 sec): 3 clusters Score: Raw -8449478.506763 + Penalty 3621.556939 = -8445856.949824 nChanged 48 SP:Iteration 40F (2557.334547 sec): 3 clusters Score: Raw -8449491.670459 + Penalty 3621.556939 = -8445870.113520 nChanged 50 SP:Iteration 41Q (2557.481311 sec): 3 clusters Score: Raw -8449504.172919 + Penalty 3621.556939 = -8445882.615980 nChanged 37 SP:Iteration 42Q (2557.610014 sec): 3 clusters Score: Raw -8449512.857089 + Penalty 3621.556939 = -8445891.300149 nChanged 38 SP:Iteration 43Q (2557.747765 sec): 3 clusters Score: Raw -8449524.223601 + Penalty 3621.556939 = -8445902.666661 nChanged 34 SP:Iteration 44Q (2557.887768 sec): 3 clusters Score: Raw -8449532.393452 + Penalty 3621.556939 = -8445910.836513 nChanged 30 SP:Iteration 45Q (2558.031983 sec): 3 clusters Score: Raw -8449539.029840 + Penalty 3621.556939 = -8445917.472900 nChanged 23 SP:Iteration 46Q (2558.162184 sec): 3 clusters Score: Raw -8449546.788042 + Penalty 3621.556939 = -8445925.231102 nChanged 28 SP:Iteration 47Q (2558.296464 sec): 3 clusters Score: Raw -8449553.810329 + Penalty 3621.556939 = -8445932.253390 nChanged 18 SP:Iteration 48Q (2558.426127 sec): 3 clusters Score: Raw -8449557.947332 + Penalty 3621.556939 = -8445936.390393 nChanged 22 SP:Iteration 49Q (2558.545390 sec): 3 clusters Score: Raw -8449564.696462 + Penalty 3621.556939 = -8445943.139523 nChanged 21 SP:Iteration 50Q (2558.677351 sec): 3 clusters Score: Raw -8449569.207713 + Penalty 3621.556939 = -8445947.650774 nChanged 7 SP:Iteration 51Q (2558.801312 sec): 3 clusters Score: Raw -8449570.645848 + Penalty 3621.556939 = -8445949.088909 nChanged 2 SP:Iteration 52Q (2558.929312 sec): 3 clusters Score: Raw -8449571.109711 + Penalty 3621.556939 = -8445949.552771 nChanged 2 SP:Iteration 53Q (2559.050011 sec): 3 clusters Score: Raw -8449571.735299 + Penalty 3621.556939 = -8445950.178360 nChanged 4 SP:Iteration 54Q (2559.174996 sec): 3 clusters Score: Raw -8449572.615600 + Penalty 3621.556939 = -8445951.058661 nChanged 5 SP:Iteration 55Q (2559.287541 sec): 3 clusters Score: Raw -8449574.185641 + Penalty 3621.556939 = -8445952.628702 nChanged 9 SP:Iteration 56Q (2559.424985 sec): 3 clusters Score: Raw -8449576.133167 + Penalty 3621.556939 = -8445954.576228 nChanged 6 SP:Iteration 57Q (2559.572204 sec): 3 clusters Score: Raw -8449577.853396 + Penalty 3621.556939 = -8445956.296456 nChanged 7 SP:Iteration 58Q (2559.704202 sec): 3 clusters Score: Raw -8449580.650294 + Penalty 3621.556939 = -8445959.093354 nChanged 9 SP:Iteration 59Q (2559.845848 sec): 3 clusters Score: Raw -8449583.318851 + Penalty 3621.556939 = -8445961.761911 nChanged 10 SP:Iteration 60F (2560.005727 sec): 3 clusters Score: Raw -8449585.349981 + Penalty 3621.556939 = -8445963.793042 nChanged 7 SP:Iteration 61Q (2560.147096 sec): 3 clusters Score: Raw -8449586.450330 + Penalty 3621.556939 = -8445964.893391 nChanged 7 SP:Iteration 62Q (2560.282277 sec): 3 clusters Score: Raw -8449587.944036 + Penalty 3621.556939 = -8445966.387097 nChanged 6 SP:Iteration 63Q (2560.417276 sec): 3 clusters Score: Raw -8449589.084378 + Penalty 3621.556939 = -8445967.527439 nChanged 5 SP:Iteration 64Q (2560.539762 sec): 3 clusters Score: Raw -8449590.102307 + Penalty 3621.556939 = -8445968.545367 nChanged 4 SP:Iteration 65Q (2560.669709 sec): 3 clusters Score: Raw -8449591.026693 + Penalty 3621.556939 = -8445969.469754 nChanged 5 SP:Iteration 66Q (2560.792606 sec): 3 clusters Score: Raw -8449591.643513 + Penalty 3621.556939 = -8445970.086574 nChanged 7 SP:Iteration 67Q (2560.908016 sec): 3 clusters Score: Raw -8449593.032367 + Penalty 3621.556939 = -8445971.475428 nChanged 6 SP:Iteration 68Q (2561.046546 sec): 3 clusters Score: Raw -8449594.736099 + Penalty 3621.556939 = -8445973.179160 nChanged 6 SP:Iteration 69Q (2561.160631 sec): 3 clusters Score: Raw -8449596.087148 + Penalty 3621.556939 = -8445974.530209 nChanged 4 SP:Iteration 70Q (2561.276150 sec): 3 clusters Score: Raw -8449597.135185 + Penalty 3621.556939 = -8445975.578245 nChanged 4 SP:Iteration 71Q (2561.404951 sec): 3 clusters Score: Raw -8449597.738922 + Penalty 3621.556939 = -8445976.181983 nChanged 3 SP:Iteration 72Q (2561.522849 sec): 3 clusters Score: Raw -8449598.334820 + Penalty 3621.556939 = -8445976.777881 nChanged 0 SP:Iteration 73F (2561.671021 sec): 3 clusters Score: Raw -8449598.334820 + Penalty 3621.556939 = -8445976.777881 nChanged 0 Trying to split cluster 22 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2561.695929 sec): 2 clusters Score: Raw -46674.066467 + Penalty 984.227402 = -45689.839065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2561.735158 sec): 3 clusters Score: Raw -46654.900837 + Penalty 1968.454804 = -44686.446033 nChanged 100 SP:Iteration 1F (2561.772394 sec): 3 clusters Score: Raw -46839.057015 + Penalty 1968.454804 = -44870.602211 nChanged 25 SP:Iteration 2F (2561.808862 sec): 3 clusters Score: Raw -46887.216870 + Penalty 1968.454804 = -44918.762066 nChanged 13 SP:Iteration 3Q (2561.836603 sec): 3 clusters Score: Raw -46914.686593 + Penalty 1968.454804 = -44946.231789 nChanged 7 SP:Iteration 4Q (2561.872860 sec): 3 clusters Score: Raw -46928.314039 + Penalty 1968.454804 = -44959.859235 nChanged 3 SP:Iteration 5Q (2561.909194 sec): 3 clusters Score: Raw -46931.664190 + Penalty 1968.454804 = -44963.209386 nChanged 2 SP:Iteration 6Q (2561.945580 sec): 3 clusters Score: Raw -46935.388385 + Penalty 1968.454804 = -44966.933581 nChanged 3 SP:Iteration 7Q (2561.981817 sec): 3 clusters Score: Raw -46942.279388 + Penalty 1968.454804 = -44973.824584 nChanged 2 SP:Iteration 8Q (2562.030032 sec): 3 clusters Score: Raw -46944.669165 + Penalty 1968.454804 = -44976.214361 nChanged 1 SP:Iteration 9Q (2562.077788 sec): 3 clusters Score: Raw -46945.467687 + Penalty 1968.454804 = -44977.012883 nChanged 1 SP:Iteration 10Q (2562.113701 sec): 3 clusters Score: Raw -46946.544514 + Penalty 1968.454804 = -44978.089710 nChanged 0 SP:Iteration 11F (2562.164720 sec): 3 clusters Score: Raw -46946.544514 + Penalty 1968.454804 = -44978.089710 nChanged 0 Trying to split cluster 23 (12031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2562.204944 sec): 2 clusters Score: Raw -1468026.317824 + Penalty 1526.726814 = -1466499.591010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2562.258792 sec): 3 clusters Score: Raw -1461089.538799 + Penalty 3053.453628 = -1458036.085172 nChanged 5200 SP:Iteration 1F (2562.317547 sec): 3 clusters Score: Raw -1463937.781908 + Penalty 3053.453628 = -1460884.328280 nChanged 737 SP:Iteration 2F (2562.383467 sec): 3 clusters Score: Raw -1464283.915954 + Penalty 3053.453628 = -1461230.462326 nChanged 640 SP:Iteration 3F (2562.451348 sec): 3 clusters Score: Raw -1464615.176488 + Penalty 3053.453628 = -1461561.722861 nChanged 577 SP:Iteration 4Q (2562.505961 sec): 3 clusters Score: Raw -1464955.937178 + Penalty 3053.453628 = -1461902.483551 nChanged 563 SP:Iteration 5Q (2562.569780 sec): 3 clusters Score: Raw -1465314.851691 + Penalty 3053.453628 = -1462261.398064 nChanged 600 SP:Iteration 6Q (2562.633997 sec): 3 clusters Score: Raw -1465708.583050 + Penalty 3053.453628 = -1462655.129423 nChanged 597 SP:Iteration 7Q (2562.694200 sec): 3 clusters Score: Raw -1466105.808222 + Penalty 3053.453628 = -1463052.354595 nChanged 565 SP:Iteration 8Q (2562.765744 sec): 3 clusters Score: Raw -1466472.829332 + Penalty 3053.453628 = -1463419.375705 nChanged 514 SP:Iteration 9Q (2562.818243 sec): 3 clusters Score: Raw -1466813.614557 + Penalty 3053.453628 = -1463760.160930 nChanged 462 SP:Iteration 10Q (2562.872901 sec): 3 clusters Score: Raw -1467112.769361 + Penalty 3053.453628 = -1464059.315733 nChanged 410 SP:Iteration 11Q (2562.946511 sec): 3 clusters Score: Raw -1467379.218412 + Penalty 3053.453628 = -1464325.764784 nChanged 335 SP:Iteration 12Q (2563.008849 sec): 3 clusters Score: Raw -1467595.405542 + Penalty 3053.453628 = -1464541.951915 nChanged 298 SP:Iteration 13Q (2563.071277 sec): 3 clusters Score: Raw -1467795.813787 + Penalty 3053.453628 = -1464742.360160 nChanged 247 SP:Iteration 14Q (2563.121952 sec): 3 clusters Score: Raw -1467951.111377 + Penalty 3053.453628 = -1464897.657749 nChanged 187 SP:Iteration 15Q (2563.191901 sec): 3 clusters Score: Raw -1468059.992368 + Penalty 3053.453628 = -1465006.538740 nChanged 142 SP:Iteration 16Q (2563.250467 sec): 3 clusters Score: Raw -1468143.259992 + Penalty 3053.453628 = -1465089.806364 nChanged 108 SP:Iteration 17Q (2563.300041 sec): 3 clusters Score: Raw -1468203.329268 + Penalty 3053.453628 = -1465149.875640 nChanged 82 SP:Iteration 18Q (2563.359928 sec): 3 clusters Score: Raw -1468244.273769 + Penalty 3053.453628 = -1465190.820142 nChanged 72 SP:Iteration 19Q (2563.420645 sec): 3 clusters Score: Raw -1468284.623462 + Penalty 3053.453628 = -1465231.169834 nChanged 58 SP:Iteration 20F (2563.488887 sec): 3 clusters Score: Raw -1468315.807629 + Penalty 3053.453628 = -1465262.354002 nChanged 48 SP:Iteration 21Q (2563.544117 sec): 3 clusters Score: Raw -1468339.146752 + Penalty 3053.453628 = -1465285.693125 nChanged 42 SP:Iteration 22Q (2563.601434 sec): 3 clusters Score: Raw -1468359.505157 + Penalty 3053.453628 = -1465306.051529 nChanged 30 SP:Iteration 23Q (2563.662903 sec): 3 clusters Score: Raw -1468371.857161 + Penalty 3053.453628 = -1465318.403533 nChanged 22 SP:Iteration 24Q (2563.714525 sec): 3 clusters Score: Raw -1468378.640519 + Penalty 3053.453628 = -1465325.186891 nChanged 10 SP:Iteration 25Q (2563.764497 sec): 3 clusters Score: Raw -1468383.838117 + Penalty 3053.453628 = -1465330.384489 nChanged 10 SP:Iteration 26Q (2563.822872 sec): 3 clusters Score: Raw -1468387.759289 + Penalty 3053.453628 = -1465334.305661 nChanged 10 SP:Iteration 27Q (2563.881984 sec): 3 clusters Score: Raw -1468393.230829 + Penalty 3053.453628 = -1465339.777201 nChanged 9 SP:Iteration 28Q (2563.940129 sec): 3 clusters Score: Raw -1468396.763795 + Penalty 3053.453628 = -1465343.310167 nChanged 6 SP:Iteration 29Q (2564.006507 sec): 3 clusters Score: Raw -1468399.004754 + Penalty 3053.453628 = -1465345.551127 nChanged 6 SP:Iteration 30Q (2564.064218 sec): 3 clusters Score: Raw -1468402.409677 + Penalty 3053.453628 = -1465348.956049 nChanged 6 SP:Iteration 31Q (2564.122367 sec): 3 clusters Score: Raw -1468405.889662 + Penalty 3053.453628 = -1465352.436035 nChanged 7 SP:Iteration 32Q (2564.189471 sec): 3 clusters Score: Raw -1468409.203261 + Penalty 3053.453628 = -1465355.749633 nChanged 5 SP:Iteration 33Q (2564.236769 sec): 3 clusters Score: Raw -1468411.201006 + Penalty 3053.453628 = -1465357.747378 nChanged 5 SP:Iteration 34Q (2564.295484 sec): 3 clusters Score: Raw -1468413.078059 + Penalty 3053.453628 = -1465359.624431 nChanged 4 SP:Iteration 35Q (2564.355552 sec): 3 clusters Score: Raw -1468415.051469 + Penalty 3053.453628 = -1465361.597842 nChanged 5 SP:Iteration 36Q (2564.419012 sec): 3 clusters Score: Raw -1468416.731399 + Penalty 3053.453628 = -1465363.277771 nChanged 3 SP:Iteration 37Q (2564.477137 sec): 3 clusters Score: Raw -1468417.988053 + Penalty 3053.453628 = -1465364.534426 nChanged 4 SP:Iteration 38Q (2564.539334 sec): 3 clusters Score: Raw -1468420.088766 + Penalty 3053.453628 = -1465366.635138 nChanged 4 SP:Iteration 39Q (2564.606482 sec): 3 clusters Score: Raw -1468421.748056 + Penalty 3053.453628 = -1465368.294428 nChanged 3 SP:Iteration 40F (2564.672436 sec): 3 clusters Score: Raw -1468423.102074 + Penalty 3053.453628 = -1465369.648447 nChanged 3 SP:Iteration 41Q (2564.725646 sec): 3 clusters Score: Raw -1468424.518324 + Penalty 3053.453628 = -1465371.064697 nChanged 2 SP:Iteration 42Q (2564.778706 sec): 3 clusters Score: Raw -1468425.139917 + Penalty 3053.453628 = -1465371.686289 nChanged 2 SP:Iteration 43Q (2564.832280 sec): 3 clusters Score: Raw -1468426.058274 + Penalty 3053.453628 = -1465372.604646 nChanged 3 SP:Iteration 44Q (2564.897055 sec): 3 clusters Score: Raw -1468427.108464 + Penalty 3053.453628 = -1465373.654836 nChanged 3 SP:Iteration 45Q (2564.957010 sec): 3 clusters Score: Raw -1468428.525636 + Penalty 3053.453628 = -1465375.072009 nChanged 4 SP:Iteration 46Q (2565.025019 sec): 3 clusters Score: Raw -1468430.118148 + Penalty 3053.453628 = -1465376.664521 nChanged 4 SP:Iteration 47Q (2565.082812 sec): 3 clusters Score: Raw -1468431.904163 + Penalty 3053.453628 = -1465378.450535 nChanged 4 SP:Iteration 48Q (2565.147193 sec): 3 clusters Score: Raw -1468432.870544 + Penalty 3053.453628 = -1465379.416916 nChanged 3 SP:Iteration 49Q (2565.192776 sec): 3 clusters Score: Raw -1468433.924289 + Penalty 3053.453628 = -1465380.470662 nChanged 1 SP:Iteration 50Q (2565.245776 sec): 3 clusters Score: Raw -1468434.482455 + Penalty 3053.453628 = -1465381.028827 nChanged 0 SP:Iteration 51F (2565.308258 sec): 3 clusters Score: Raw -1468434.482455 + Penalty 3053.453628 = -1465381.028827 nChanged 0 Trying to split cluster 24 (2707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2565.348649 sec): 2 clusters Score: Raw -350148.088850 + Penalty 1284.334397 = -348863.754453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2565.398229 sec): 3 clusters Score: Raw -348941.509086 + Penalty 2568.668794 = -346372.840292 nChanged 1011 SP:Iteration 1F (2565.444076 sec): 3 clusters Score: Raw -349564.041192 + Penalty 2568.668794 = -346995.372398 nChanged 189 SP:Iteration 2F (2565.480576 sec): 3 clusters Score: Raw -349700.022186 + Penalty 2568.668794 = -347131.353392 nChanged 134 SP:Iteration 3Q (2565.531010 sec): 3 clusters Score: Raw -349799.156306 + Penalty 2568.668794 = -347230.487511 nChanged 98 SP:Iteration 4Q (2565.570605 sec): 3 clusters Score: Raw -349862.790155 + Penalty 2568.668794 = -347294.121361 nChanged 77 SP:Iteration 5Q (2565.619330 sec): 3 clusters Score: Raw -349914.329853 + Penalty 2568.668794 = -347345.661058 nChanged 79 SP:Iteration 6Q (2565.661540 sec): 3 clusters Score: Raw -349966.183830 + Penalty 2568.668794 = -347397.515036 nChanged 71 SP:Iteration 7Q (2565.703864 sec): 3 clusters Score: Raw -350012.742379 + Penalty 2568.668794 = -347444.073585 nChanged 55 SP:Iteration 8Q (2565.737353 sec): 3 clusters Score: Raw -350042.118580 + Penalty 2568.668794 = -347473.449786 nChanged 50 SP:Iteration 9Q (2565.787618 sec): 3 clusters Score: Raw -350072.795957 + Penalty 2568.668794 = -347504.127163 nChanged 47 SP:Iteration 10Q (2565.828932 sec): 3 clusters Score: Raw -350106.085747 + Penalty 2568.668794 = -347537.416953 nChanged 47 SP:Iteration 11Q (2565.861091 sec): 3 clusters Score: Raw -350138.803824 + Penalty 2568.668794 = -347570.135030 nChanged 46 SP:Iteration 12Q (2565.902356 sec): 3 clusters Score: Raw -350165.010116 + Penalty 2568.668794 = -347596.341322 nChanged 47 SP:Iteration 13Q (2565.954306 sec): 3 clusters Score: Raw -350195.350839 + Penalty 2568.668794 = -347626.682045 nChanged 51 SP:Iteration 14Q (2566.007962 sec): 3 clusters Score: Raw -350232.252156 + Penalty 2568.668794 = -347663.583362 nChanged 47 SP:Iteration 15Q (2566.060264 sec): 3 clusters Score: Raw -350267.169725 + Penalty 2568.668794 = -347698.500931 nChanged 36 SP:Iteration 16Q (2566.101512 sec): 3 clusters Score: Raw -350292.334826 + Penalty 2568.668794 = -347723.666032 nChanged 29 SP:Iteration 17Q (2566.139109 sec): 3 clusters Score: Raw -350307.910127 + Penalty 2568.668794 = -347739.241333 nChanged 20 SP:Iteration 18Q (2566.191967 sec): 3 clusters Score: Raw -350317.965128 + Penalty 2568.668794 = -347749.296334 nChanged 16 SP:Iteration 19Q (2566.234830 sec): 3 clusters Score: Raw -350324.065843 + Penalty 2568.668794 = -347755.397049 nChanged 11 SP:Iteration 20F (2566.272595 sec): 3 clusters Score: Raw -350330.964185 + Penalty 2568.668794 = -347762.295391 nChanged 17 SP:Iteration 21Q (2566.316205 sec): 3 clusters Score: Raw -350338.406021 + Penalty 2568.668794 = -347769.737226 nChanged 13 SP:Iteration 22Q (2566.372769 sec): 3 clusters Score: Raw -350345.134942 + Penalty 2568.668794 = -347776.466148 nChanged 10 SP:Iteration 23Q (2566.415342 sec): 3 clusters Score: Raw -350353.385582 + Penalty 2568.668794 = -347784.716788 nChanged 14 SP:Iteration 24Q (2566.460176 sec): 3 clusters Score: Raw -350366.285960 + Penalty 2568.668794 = -347797.617165 nChanged 16 SP:Iteration 25Q (2566.503567 sec): 3 clusters Score: Raw -350379.809691 + Penalty 2568.668794 = -347811.140897 nChanged 20 SP:Iteration 26Q (2566.556912 sec): 3 clusters Score: Raw -350395.738592 + Penalty 2568.668794 = -347827.069798 nChanged 18 SP:Iteration 27Q (2566.593212 sec): 3 clusters Score: Raw -350410.401555 + Penalty 2568.668794 = -347841.732761 nChanged 10 SP:Iteration 28Q (2566.642730 sec): 3 clusters Score: Raw -350418.217495 + Penalty 2568.668794 = -347849.548701 nChanged 19 SP:Iteration 29Q (2566.689749 sec): 3 clusters Score: Raw -350427.753130 + Penalty 2568.668794 = -347859.084336 nChanged 16 SP:Iteration 30Q (2566.725830 sec): 3 clusters Score: Raw -350437.808254 + Penalty 2568.668794 = -347869.139460 nChanged 11 SP:Iteration 31Q (2566.755146 sec): 3 clusters Score: Raw -350444.308826 + Penalty 2568.668794 = -347875.640032 nChanged 11 SP:Iteration 32Q (2566.791462 sec): 3 clusters Score: Raw -350450.490298 + Penalty 2568.668794 = -347881.821504 nChanged 10 SP:Iteration 33Q (2566.835975 sec): 3 clusters Score: Raw -350458.404446 + Penalty 2568.668794 = -347889.735652 nChanged 9 SP:Iteration 34Q (2566.897062 sec): 3 clusters Score: Raw -350464.028632 + Penalty 2568.668794 = -347895.359838 nChanged 8 SP:Iteration 35Q (2566.937725 sec): 3 clusters Score: Raw -350467.546746 + Penalty 2568.668794 = -347898.877952 nChanged 3 SP:Iteration 36Q (2566.977442 sec): 3 clusters Score: Raw -350468.835552 + Penalty 2568.668794 = -347900.166758 nChanged 0 SP:Iteration 37F (2567.019378 sec): 3 clusters Score: Raw -350468.835552 + Penalty 2568.668794 = -347900.166758 nChanged 0 Trying to split cluster 25 (2497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2567.049525 sec): 2 clusters Score: Raw -316529.738274 + Penalty 1271.212360 = -315258.525914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2567.088405 sec): 3 clusters Score: Raw -315385.073165 + Penalty 2542.424719 = -312842.648446 nChanged 925 SP:Iteration 1F (2567.133092 sec): 3 clusters Score: Raw -316075.302585 + Penalty 2542.424719 = -313532.877866 nChanged 221 SP:Iteration 2F (2567.169594 sec): 3 clusters Score: Raw -316243.081599 + Penalty 2542.424719 = -313700.656880 nChanged 140 SP:Iteration 3F (2567.214935 sec): 3 clusters Score: Raw -316334.909281 + Penalty 2542.424719 = -313792.484562 nChanged 92 SP:Iteration 4Q (2567.259706 sec): 3 clusters Score: Raw -316395.446458 + Penalty 2542.424719 = -313853.021739 nChanged 72 SP:Iteration 5Q (2567.306604 sec): 3 clusters Score: Raw -316446.095038 + Penalty 2542.424719 = -313903.670318 nChanged 72 SP:Iteration 6Q (2567.353670 sec): 3 clusters Score: Raw -316498.325444 + Penalty 2542.424719 = -313955.900725 nChanged 57 SP:Iteration 7Q (2567.398451 sec): 3 clusters Score: Raw -316540.254029 + Penalty 2542.424719 = -313997.829310 nChanged 48 SP:Iteration 8Q (2567.444363 sec): 3 clusters Score: Raw -316577.197141 + Penalty 2542.424719 = -314034.772422 nChanged 48 SP:Iteration 9Q (2567.494356 sec): 3 clusters Score: Raw -316618.914480 + Penalty 2542.424719 = -314076.489761 nChanged 54 SP:Iteration 10Q (2567.543030 sec): 3 clusters Score: Raw -316655.243835 + Penalty 2542.424719 = -314112.819116 nChanged 42 SP:Iteration 11Q (2567.603145 sec): 3 clusters Score: Raw -316694.869826 + Penalty 2542.424719 = -314152.445106 nChanged 43 SP:Iteration 12Q (2567.638553 sec): 3 clusters Score: Raw -316724.255333 + Penalty 2542.424719 = -314181.830614 nChanged 30 SP:Iteration 13Q (2567.685950 sec): 3 clusters Score: Raw -316738.610650 + Penalty 2542.424719 = -314196.185931 nChanged 28 SP:Iteration 14Q (2567.727497 sec): 3 clusters Score: Raw -316754.577774 + Penalty 2542.424719 = -314212.153055 nChanged 18 SP:Iteration 15Q (2567.762823 sec): 3 clusters Score: Raw -316765.908652 + Penalty 2542.424719 = -314223.483932 nChanged 25 SP:Iteration 16Q (2567.806610 sec): 3 clusters Score: Raw -316784.538297 + Penalty 2542.424719 = -314242.113577 nChanged 29 SP:Iteration 17Q (2567.851452 sec): 3 clusters Score: Raw -316802.850229 + Penalty 2542.424719 = -314260.425509 nChanged 23 SP:Iteration 18Q (2567.897245 sec): 3 clusters Score: Raw -316813.275808 + Penalty 2542.424719 = -314270.851089 nChanged 14 SP:Iteration 19Q (2567.949805 sec): 3 clusters Score: Raw -316820.101909 + Penalty 2542.424719 = -314277.677190 nChanged 12 SP:Iteration 20F (2567.988204 sec): 3 clusters Score: Raw -316825.651722 + Penalty 2542.424719 = -314283.227002 nChanged 6 SP:Iteration 21Q (2568.024040 sec): 3 clusters Score: Raw -316827.918724 + Penalty 2542.424719 = -314285.494005 nChanged 4 SP:Iteration 22Q (2568.085072 sec): 3 clusters Score: Raw -316830.487899 + Penalty 2542.424719 = -314288.063180 nChanged 3 SP:Iteration 23Q (2568.126604 sec): 3 clusters Score: Raw -316832.667925 + Penalty 2542.424719 = -314290.243206 nChanged 7 SP:Iteration 24Q (2568.170622 sec): 3 clusters Score: Raw -316834.564480 + Penalty 2542.424719 = -314292.139760 nChanged 2 SP:Iteration 25Q (2568.220524 sec): 3 clusters Score: Raw -316835.338793 + Penalty 2542.424719 = -314292.914074 nChanged 4 SP:Iteration 26Q (2568.261626 sec): 3 clusters Score: Raw -316837.431276 + Penalty 2542.424719 = -314295.006556 nChanged 4 SP:Iteration 27Q (2568.300840 sec): 3 clusters Score: Raw -316838.650076 + Penalty 2542.424719 = -314296.225356 nChanged 3 SP:Iteration 28Q (2568.345766 sec): 3 clusters Score: Raw -316839.756042 + Penalty 2542.424719 = -314297.331322 nChanged 3 SP:Iteration 29Q (2568.389849 sec): 3 clusters Score: Raw -316840.690552 + Penalty 2542.424719 = -314298.265832 nChanged 3 SP:Iteration 30Q (2568.434329 sec): 3 clusters Score: Raw -316841.731560 + Penalty 2542.424719 = -314299.306841 nChanged 4 SP:Iteration 31Q (2568.478419 sec): 3 clusters Score: Raw -316843.480873 + Penalty 2542.424719 = -314301.056154 nChanged 4 SP:Iteration 32Q (2568.521355 sec): 3 clusters Score: Raw -316845.135440 + Penalty 2542.424719 = -314302.710720 nChanged 4 SP:Iteration 33Q (2568.578985 sec): 3 clusters Score: Raw -316846.587475 + Penalty 2542.424719 = -314304.162755 nChanged 4 SP:Iteration 34Q (2568.618946 sec): 3 clusters Score: Raw -316847.349324 + Penalty 2542.424719 = -314304.924604 nChanged 1 SP:Iteration 35Q (2568.663594 sec): 3 clusters Score: Raw -316847.750975 + Penalty 2542.424719 = -314305.326255 nChanged 2 SP:Iteration 36Q (2568.708724 sec): 3 clusters Score: Raw -316848.905164 + Penalty 2542.424719 = -314306.480445 nChanged 0 SP:Iteration 37F (2568.758077 sec): 3 clusters Score: Raw -316848.905164 + Penalty 2542.424719 = -314306.480445 nChanged 0 Trying to split cluster 26 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2568.780779 sec): 2 clusters Score: Raw -30357.608828 + Penalty 936.843554 = -29420.765274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2568.813356 sec): 3 clusters Score: Raw -30446.630341 + Penalty 1873.687108 = -28572.943233 nChanged 80 SP:Iteration 1F (2568.849174 sec): 3 clusters Score: Raw -30819.921830 + Penalty 1873.687108 = -28946.234721 nChanged 39 SP:Iteration 2F (2568.892718 sec): 3 clusters Score: Raw -31005.942748 + Penalty 1873.687108 = -29132.255639 nChanged 16 SP:Iteration 3F (2568.924462 sec): 3 clusters Score: Raw -31089.029489 + Penalty 1873.687108 = -29215.342381 nChanged 7 SP:Iteration 4Q (2568.978604 sec): 3 clusters Score: Raw -31118.186439 + Penalty 1873.687108 = -29244.499330 nChanged 5 SP:Iteration 5Q (2569.007755 sec): 3 clusters Score: Raw -31146.669727 + Penalty 1873.687108 = -29272.982618 nChanged 3 SP:Iteration 6Q (2569.049708 sec): 3 clusters Score: Raw -31157.586389 + Penalty 1873.687108 = -29283.899280 nChanged 2 SP:Iteration 7Q (2569.091313 sec): 3 clusters Score: Raw -31166.579034 + Penalty 1873.687108 = -29292.891926 nChanged 0 SP:Iteration 8F (2569.132948 sec): 3 clusters Score: Raw -31166.579034 + Penalty 1873.687108 = -29292.891926 nChanged 0 Trying to split cluster 27 (11680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2569.169535 sec): 2 clusters Score: Raw -1424140.053831 + Penalty 1521.915404 = -1422618.138427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2569.241494 sec): 3 clusters Score: Raw -1417369.678809 + Penalty 3043.830808 = -1414325.848000 nChanged 5122 SP:Iteration 1F (2569.288890 sec): 3 clusters Score: Raw -1420039.009265 + Penalty 3043.830808 = -1416995.178457 nChanged 693 SP:Iteration 2F (2569.352627 sec): 3 clusters Score: Raw -1420310.010110 + Penalty 3043.830808 = -1417266.179302 nChanged 577 SP:Iteration 3Q (2569.416418 sec): 3 clusters Score: Raw -1420519.595790 + Penalty 3043.830808 = -1417475.764981 nChanged 482 SP:Iteration 4Q (2569.477668 sec): 3 clusters Score: Raw -1420692.543999 + Penalty 3043.830808 = -1417648.713191 nChanged 433 SP:Iteration 5Q (2569.535696 sec): 3 clusters Score: Raw -1420839.397682 + Penalty 3043.830808 = -1417795.566873 nChanged 374 SP:Iteration 6Q (2569.599810 sec): 3 clusters Score: Raw -1420983.905342 + Penalty 3043.830808 = -1417940.074534 nChanged 390 SP:Iteration 7Q (2569.662986 sec): 3 clusters Score: Raw -1421154.382043 + Penalty 3043.830808 = -1418110.551235 nChanged 417 SP:Iteration 8Q (2569.737468 sec): 3 clusters Score: Raw -1421358.954523 + Penalty 3043.830808 = -1418315.123715 nChanged 483 SP:Iteration 9Q (2569.793156 sec): 3 clusters Score: Raw -1421646.932578 + Penalty 3043.830808 = -1418603.101770 nChanged 532 SP:Iteration 10Q (2569.866524 sec): 3 clusters Score: Raw -1421976.257292 + Penalty 3043.830808 = -1418932.426484 nChanged 519 SP:Iteration 11Q (2569.932326 sec): 3 clusters Score: Raw -1422315.005750 + Penalty 3043.830808 = -1419271.174941 nChanged 486 SP:Iteration 12Q (2569.983059 sec): 3 clusters Score: Raw -1422641.182258 + Penalty 3043.830808 = -1419597.351449 nChanged 471 SP:Iteration 13Q (2570.045778 sec): 3 clusters Score: Raw -1422977.645320 + Penalty 3043.830808 = -1419933.814512 nChanged 419 SP:Iteration 14Q (2570.113375 sec): 3 clusters Score: Raw -1423275.377164 + Penalty 3043.830808 = -1420231.546356 nChanged 360 SP:Iteration 15Q (2570.165852 sec): 3 clusters Score: Raw -1423549.394774 + Penalty 3043.830808 = -1420505.563966 nChanged 294 SP:Iteration 16Q (2570.229497 sec): 3 clusters Score: Raw -1423771.220755 + Penalty 3043.830808 = -1420727.389947 nChanged 203 SP:Iteration 17Q (2570.292798 sec): 3 clusters Score: Raw -1423926.388987 + Penalty 3043.830808 = -1420882.558178 nChanged 161 SP:Iteration 18Q (2570.359404 sec): 3 clusters Score: Raw -1424050.275977 + Penalty 3043.830808 = -1421006.445169 nChanged 116 SP:Iteration 19Q (2570.421833 sec): 3 clusters Score: Raw -1424137.555802 + Penalty 3043.830808 = -1421093.724993 nChanged 81 SP:Iteration 20F (2570.485617 sec): 3 clusters Score: Raw -1424191.100757 + Penalty 3043.830808 = -1421147.269949 nChanged 59 SP:Iteration 21Q (2570.536401 sec): 3 clusters Score: Raw -1424228.490016 + Penalty 3043.830808 = -1421184.659208 nChanged 50 SP:Iteration 22Q (2570.599810 sec): 3 clusters Score: Raw -1424261.280896 + Penalty 3043.830808 = -1421217.450088 nChanged 44 SP:Iteration 23Q (2570.673166 sec): 3 clusters Score: Raw -1424294.286276 + Penalty 3043.830808 = -1421250.455468 nChanged 47 SP:Iteration 24Q (2570.727515 sec): 3 clusters Score: Raw -1424329.202917 + Penalty 3043.830808 = -1421285.372108 nChanged 33 SP:Iteration 25Q (2570.796656 sec): 3 clusters Score: Raw -1424353.410541 + Penalty 3043.830808 = -1421309.579732 nChanged 27 SP:Iteration 26Q (2570.854920 sec): 3 clusters Score: Raw -1424371.360990 + Penalty 3043.830808 = -1421327.530182 nChanged 21 SP:Iteration 27Q (2570.909244 sec): 3 clusters Score: Raw -1424386.657528 + Penalty 3043.830808 = -1421342.826720 nChanged 20 SP:Iteration 28Q (2570.964037 sec): 3 clusters Score: Raw -1424398.374140 + Penalty 3043.830808 = -1421354.543331 nChanged 14 SP:Iteration 29Q (2571.010669 sec): 3 clusters Score: Raw -1424405.850776 + Penalty 3043.830808 = -1421362.019968 nChanged 13 SP:Iteration 30Q (2571.063941 sec): 3 clusters Score: Raw -1424415.230690 + Penalty 3043.830808 = -1421371.399882 nChanged 11 SP:Iteration 31Q (2571.117839 sec): 3 clusters Score: Raw -1424422.116940 + Penalty 3043.830808 = -1421378.286132 nChanged 8 SP:Iteration 32Q (2571.186296 sec): 3 clusters Score: Raw -1424424.979256 + Penalty 3043.830808 = -1421381.148447 nChanged 3 SP:Iteration 33Q (2571.240178 sec): 3 clusters Score: Raw -1424426.821643 + Penalty 3043.830808 = -1421382.990834 nChanged 3 SP:Iteration 34Q (2571.295493 sec): 3 clusters Score: Raw -1424428.499350 + Penalty 3043.830808 = -1421384.668541 nChanged 3 SP:Iteration 35Q (2571.358193 sec): 3 clusters Score: Raw -1424429.716491 + Penalty 3043.830808 = -1421385.885683 nChanged 0 SP:Iteration 36F (2571.429345 sec): 3 clusters Score: Raw -1424429.716491 + Penalty 3043.830808 = -1421385.885683 nChanged 0 Iteration 99Q (2574.781490 sec): 28 clusters Score: Raw -51886842.885236 + Penalty 56986.293493 = -51829856.591744 nChanged 571 Iteration 100F (2582.745143 sec): 28 clusters Score: Raw -51886903.218705 + Penalty 56986.293493 = -51829916.925212 nChanged 619 Iteration 101Q (2585.923368 sec): 28 clusters Score: Raw -51886968.110345 + Penalty 56986.293493 = -51829981.816852 nChanged 650 Iteration 102Q (2589.063660 sec): 28 clusters Score: Raw -51887033.452730 + Penalty 56986.293493 = -51830047.159237 nChanged 604 Iteration 103Q (2592.296768 sec): 28 clusters Score: Raw -51887099.769993 + Penalty 56986.293493 = -51830113.476500 nChanged 606 Iteration 104Q (2595.566949 sec): 28 clusters Score: Raw -51887166.604562 + Penalty 56986.293493 = -51830180.311069 nChanged 599 Iteration 105Q (2598.526118 sec): 28 clusters Score: Raw -51887232.140621 + Penalty 56986.293493 = -51830245.847128 nChanged 575 Iteration 106Q (2601.500277 sec): 28 clusters Score: Raw -51887294.865279 + Penalty 56986.293493 = -51830308.571787 nChanged 534 Iteration 107Q (2604.868085 sec): 28 clusters Score: Raw -51887349.856510 + Penalty 56986.293493 = -51830363.563017 nChanged 508 Iteration 108Q (2608.068196 sec): 28 clusters Score: Raw -51887399.029739 + Penalty 56986.293493 = -51830412.736247 nChanged 513 Iteration 109Q (2610.996030 sec): 28 clusters Score: Raw -51887446.783571 + Penalty 56986.293493 = -51830460.490079 nChanged 520 Iteration 110Q (2614.086291 sec): 28 clusters Score: Raw -51887494.969340 + Penalty 56986.293493 = -51830508.675847 nChanged 515 Iteration 111Q (2617.384878 sec): 28 clusters Score: Raw -51887542.787599 + Penalty 56986.293493 = -51830556.494106 nChanged 489 Iteration 112Q (2620.593824 sec): 28 clusters Score: Raw -51887587.392083 + Penalty 56986.293493 = -51830601.098590 nChanged 476 Iteration 113Q (2623.932013 sec): 28 clusters Score: Raw -51887627.339002 + Penalty 56986.293493 = -51830641.045510 nChanged 451 Iteration 114Q (2627.153870 sec): 28 clusters Score: Raw -51887662.643048 + Penalty 56986.293493 = -51830676.349555 nChanged 438 Iteration 115Q (2630.347919 sec): 28 clusters Score: Raw -51887695.141029 + Penalty 56986.293493 = -51830708.847536 nChanged 402 Iteration 116Q (2633.335256 sec): 28 clusters Score: Raw -51887725.417364 + Penalty 56986.293493 = -51830739.123872 nChanged 363 Iteration 117Q (2636.393124 sec): 28 clusters Score: Raw -51887751.757214 + Penalty 56986.293493 = -51830765.463721 nChanged 340 Iteration 118Q (2639.659246 sec): 28 clusters Score: Raw -51887773.697252 + Penalty 56986.293493 = -51830787.403759 nChanged 319 Iteration 119Q (2642.950229 sec): 28 clusters Score: Raw -51887793.186052 + Penalty 56986.293493 = -51830806.892559 nChanged 279 Iteration 120F (2650.979808 sec): 28 clusters Score: Raw -51887811.682350 + Penalty 56986.293493 = -51830825.388857 nChanged 292 Iteration 121Q (2654.295981 sec): 28 clusters Score: Raw -51887831.797371 + Penalty 56986.293493 = -51830845.503879 nChanged 283 Iteration 122Q (2657.587015 sec): 28 clusters Score: Raw -51887851.280701 + Penalty 56986.293493 = -51830864.987208 nChanged 253 Iteration 123Q (2660.898386 sec): 28 clusters Score: Raw -51887869.620097 + Penalty 56986.293493 = -51830883.326605 nChanged 224 Iteration 124Q (2664.136036 sec): 28 clusters Score: Raw -51887884.206736 + Penalty 56986.293493 = -51830897.913243 nChanged 221 Iteration 125Q (2667.233115 sec): 28 clusters Score: Raw -51887898.152932 + Penalty 56986.293493 = -51830911.859439 nChanged 192 Iteration 126Q (2670.103642 sec): 28 clusters Score: Raw -51887910.771493 + Penalty 56986.293493 = -51830924.478001 nChanged 202 Iteration 127Q (2673.403641 sec): 28 clusters Score: Raw -51887924.146472 + Penalty 56986.293493 = -51830937.852980 nChanged 196 Iteration 128Q (2676.536709 sec): 28 clusters Score: Raw -51887935.064322 + Penalty 56986.293493 = -51830948.770829 nChanged 187 Iteration 129Q (2679.809770 sec): 28 clusters Score: Raw -51887944.766143 + Penalty 56986.293493 = -51830958.472650 nChanged 148 Iteration 130Q (2683.176003 sec): 28 clusters Score: Raw -51887952.451462 + Penalty 56986.293493 = -51830966.157969 nChanged 139 Iteration 131Q (2686.279582 sec): 28 clusters Score: Raw -51887959.620790 + Penalty 56986.293493 = -51830973.327297 nChanged 126 Iteration 132Q (2689.311666 sec): 28 clusters Score: Raw -51887965.902631 + Penalty 56986.293493 = -51830979.609139 nChanged 113 Iteration 133Q (2692.590123 sec): 28 clusters Score: Raw -51887971.636671 + Penalty 56986.293493 = -51830985.343178 nChanged 102 Iteration 134Q (2695.880585 sec): 28 clusters Score: Raw -51887976.876541 + Penalty 56986.293493 = -51830990.583049 nChanged 92 Iteration 135Q (2698.973888 sec): 28 clusters Score: Raw -51887981.709563 + Penalty 56986.293493 = -51830995.416071 nChanged 73 Iteration 136Q (2702.058698 sec): 28 clusters Score: Raw -51887986.204302 + Penalty 56986.293493 = -51830999.910809 nChanged 76 Iteration 137Q (2705.057743 sec): 28 clusters Score: Raw -51887990.621762 + Penalty 56986.293493 = -51831004.328269 nChanged 68 Iteration 138Q (2708.325707 sec): 28 clusters Score: Raw -51887995.033619 + Penalty 56986.293493 = -51831008.740126 nChanged 69 Writing temp clu file Because OldScore, -51831004.328269, is greater than current (better) Score,-51831008.740126 Compute initial score before splitting: Score: Raw -51887995.033619 + Penalty 56986.293493 = -51831008.740126 Trying to split cluster 1 (10839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2708.479419 sec): 2 clusters Score: Raw -1304817.556657 + Penalty 1509.772228 = -1303307.784429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2708.548331 sec): 3 clusters Score: Raw -1298733.311594 + Penalty 3019.544456 = -1295713.767137 nChanged 4608 SP:Iteration 1F (2708.612498 sec): 3 clusters Score: Raw -1301277.066704 + Penalty 3019.544456 = -1298257.522248 nChanged 700 SP:Iteration 2F (2708.664195 sec): 3 clusters Score: Raw -1301600.515235 + Penalty 3019.544456 = -1298580.970778 nChanged 598 SP:Iteration 3F (2708.726713 sec): 3 clusters Score: Raw -1301857.787352 + Penalty 3019.544456 = -1298838.242895 nChanged 510 SP:Iteration 4Q (2708.792502 sec): 3 clusters Score: Raw -1302088.469217 + Penalty 3019.544456 = -1299068.924760 nChanged 497 SP:Iteration 5Q (2708.862193 sec): 3 clusters Score: Raw -1302318.331028 + Penalty 3019.544456 = -1299298.786572 nChanged 439 SP:Iteration 6Q (2708.935816 sec): 3 clusters Score: Raw -1302522.787700 + Penalty 3019.544456 = -1299503.243243 nChanged 424 SP:Iteration 7Q (2708.992406 sec): 3 clusters Score: Raw -1302721.564997 + Penalty 3019.544456 = -1299702.020541 nChanged 429 SP:Iteration 8Q (2709.057997 sec): 3 clusters Score: Raw -1302925.299745 + Penalty 3019.544456 = -1299905.755289 nChanged 398 SP:Iteration 9Q (2709.120298 sec): 3 clusters Score: Raw -1303107.586379 + Penalty 3019.544456 = -1300088.041922 nChanged 360 SP:Iteration 10Q (2709.191900 sec): 3 clusters Score: Raw -1303279.130818 + Penalty 3019.544456 = -1300259.586361 nChanged 355 SP:Iteration 11Q (2709.251322 sec): 3 clusters Score: Raw -1303449.686602 + Penalty 3019.544456 = -1300430.142146 nChanged 341 SP:Iteration 12Q (2709.306000 sec): 3 clusters Score: Raw -1303625.910928 + Penalty 3019.544456 = -1300606.366471 nChanged 336 SP:Iteration 13Q (2709.363219 sec): 3 clusters Score: Raw -1303813.946051 + Penalty 3019.544456 = -1300794.401595 nChanged 310 SP:Iteration 14Q (2709.428238 sec): 3 clusters Score: Raw -1303997.938557 + Penalty 3019.544456 = -1300978.394101 nChanged 273 SP:Iteration 15Q (2709.494254 sec): 3 clusters Score: Raw -1304175.498619 + Penalty 3019.544456 = -1301155.954163 nChanged 252 SP:Iteration 16Q (2709.563628 sec): 3 clusters Score: Raw -1304333.024752 + Penalty 3019.544456 = -1301313.480296 nChanged 243 SP:Iteration 17Q (2709.617884 sec): 3 clusters Score: Raw -1304504.414633 + Penalty 3019.544456 = -1301484.870177 nChanged 210 SP:Iteration 18Q (2709.679883 sec): 3 clusters Score: Raw -1304636.176393 + Penalty 3019.544456 = -1301616.631936 nChanged 177 SP:Iteration 19Q (2709.738966 sec): 3 clusters Score: Raw -1304734.131097 + Penalty 3019.544456 = -1301714.586640 nChanged 144 SP:Iteration 20F (2709.792605 sec): 3 clusters Score: Raw -1304807.263156 + Penalty 3019.544456 = -1301787.718699 nChanged 116 SP:Iteration 21Q (2709.860298 sec): 3 clusters Score: Raw -1304863.402935 + Penalty 3019.544456 = -1301843.858479 nChanged 107 SP:Iteration 22Q (2709.910189 sec): 3 clusters Score: Raw -1304920.820458 + Penalty 3019.544456 = -1301901.276002 nChanged 87 SP:Iteration 23Q (2709.958569 sec): 3 clusters Score: Raw -1304969.364646 + Penalty 3019.544456 = -1301949.820190 nChanged 85 SP:Iteration 24Q (2710.014691 sec): 3 clusters Score: Raw -1305016.419482 + Penalty 3019.544456 = -1301996.875025 nChanged 76 SP:Iteration 25Q (2710.073684 sec): 3 clusters Score: Raw -1305058.995835 + Penalty 3019.544456 = -1302039.451379 nChanged 64 SP:Iteration 26Q (2710.141382 sec): 3 clusters Score: Raw -1305091.571263 + Penalty 3019.544456 = -1302072.026807 nChanged 48 SP:Iteration 27Q (2710.206311 sec): 3 clusters Score: Raw -1305118.708083 + Penalty 3019.544456 = -1302099.163626 nChanged 42 SP:Iteration 28Q (2710.270518 sec): 3 clusters Score: Raw -1305137.501474 + Penalty 3019.544456 = -1302117.957017 nChanged 31 SP:Iteration 29Q (2710.315765 sec): 3 clusters Score: Raw -1305150.946591 + Penalty 3019.544456 = -1302131.402134 nChanged 25 SP:Iteration 30Q (2710.376251 sec): 3 clusters Score: Raw -1305162.266201 + Penalty 3019.544456 = -1302142.721745 nChanged 21 SP:Iteration 31Q (2710.434220 sec): 3 clusters Score: Raw -1305167.915222 + Penalty 3019.544456 = -1302148.370766 nChanged 13 SP:Iteration 32Q (2710.484008 sec): 3 clusters Score: Raw -1305173.037687 + Penalty 3019.544456 = -1302153.493231 nChanged 16 SP:Iteration 33Q (2710.550627 sec): 3 clusters Score: Raw -1305178.800078 + Penalty 3019.544456 = -1302159.255621 nChanged 13 SP:Iteration 34Q (2710.605944 sec): 3 clusters Score: Raw -1305182.715333 + Penalty 3019.544456 = -1302163.170877 nChanged 13 SP:Iteration 35Q (2710.668049 sec): 3 clusters Score: Raw -1305186.908160 + Penalty 3019.544456 = -1302167.363703 nChanged 14 SP:Iteration 36Q (2710.707886 sec): 3 clusters Score: Raw -1305193.684313 + Penalty 3019.544456 = -1302174.139856 nChanged 13 SP:Iteration 37Q (2710.766781 sec): 3 clusters Score: Raw -1305197.702149 + Penalty 3019.544456 = -1302178.157692 nChanged 16 SP:Iteration 38Q (2710.834614 sec): 3 clusters Score: Raw -1305202.430774 + Penalty 3019.544456 = -1302182.886318 nChanged 12 SP:Iteration 39Q (2710.883387 sec): 3 clusters Score: Raw -1305207.154156 + Penalty 3019.544456 = -1302187.609699 nChanged 18 SP:Iteration 40F (2710.945526 sec): 3 clusters Score: Raw -1305215.186646 + Penalty 3019.544456 = -1302195.642190 nChanged 24 SP:Iteration 41Q (2711.011158 sec): 3 clusters Score: Raw -1305224.854054 + Penalty 3019.544456 = -1302205.309598 nChanged 24 SP:Iteration 42Q (2711.067393 sec): 3 clusters Score: Raw -1305237.488705 + Penalty 3019.544456 = -1302217.944248 nChanged 24 SP:Iteration 43Q (2711.133365 sec): 3 clusters Score: Raw -1305250.260011 + Penalty 3019.544456 = -1302230.715555 nChanged 25 SP:Iteration 44Q (2711.183165 sec): 3 clusters Score: Raw -1305263.445144 + Penalty 3019.544456 = -1302243.900687 nChanged 22 SP:Iteration 45Q (2711.238396 sec): 3 clusters Score: Raw -1305276.225599 + Penalty 3019.544456 = -1302256.681142 nChanged 25 SP:Iteration 46Q (2711.291333 sec): 3 clusters Score: Raw -1305291.792336 + Penalty 3019.544456 = -1302272.247880 nChanged 21 SP:Iteration 47Q (2711.349555 sec): 3 clusters Score: Raw -1305306.561276 + Penalty 3019.544456 = -1302287.016820 nChanged 21 SP:Iteration 48Q (2711.387856 sec): 3 clusters Score: Raw -1305317.785231 + Penalty 3019.544456 = -1302298.240775 nChanged 16 SP:Iteration 49Q (2711.438527 sec): 3 clusters Score: Raw -1305326.963771 + Penalty 3019.544456 = -1302307.419314 nChanged 14 SP:Iteration 50Q (2711.502301 sec): 3 clusters Score: Raw -1305336.641889 + Penalty 3019.544456 = -1302317.097432 nChanged 10 SP:Iteration 51Q (2711.564910 sec): 3 clusters Score: Raw -1305341.286097 + Penalty 3019.544456 = -1302321.741641 nChanged 12 SP:Iteration 52Q (2711.611651 sec): 3 clusters Score: Raw -1305346.095981 + Penalty 3019.544456 = -1302326.551524 nChanged 5 SP:Iteration 53Q (2711.674489 sec): 3 clusters Score: Raw -1305347.497642 + Penalty 3019.544456 = -1302327.953186 nChanged 5 SP:Iteration 54Q (2711.726324 sec): 3 clusters Score: Raw -1305348.910253 + Penalty 3019.544456 = -1302329.365797 nChanged 1 SP:Iteration 55Q (2711.781302 sec): 3 clusters Score: Raw -1305349.103237 + Penalty 3019.544456 = -1302329.558781 nChanged 1 SP:Iteration 56Q (2711.836620 sec): 3 clusters Score: Raw -1305349.491343 + Penalty 3019.544456 = -1302329.946887 nChanged 3 SP:Iteration 57Q (2711.880052 sec): 3 clusters Score: Raw -1305350.382710 + Penalty 3019.544456 = -1302330.838253 nChanged 0 SP:Iteration 58F (2711.949438 sec): 3 clusters Score: Raw -1305350.382710 + Penalty 3019.544456 = -1302330.838253 nChanged 0 Trying to split cluster 2 (4395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2711.975937 sec): 2 clusters Score: Raw -512945.194283 + Penalty 1363.086207 = -511582.108076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2712.030688 sec): 3 clusters Score: Raw -510679.375090 + Penalty 2726.172413 = -507953.202676 nChanged 1773 SP:Iteration 1F (2712.078838 sec): 3 clusters Score: Raw -511676.463542 + Penalty 2726.172413 = -508950.291128 nChanged 343 SP:Iteration 2F (2712.139482 sec): 3 clusters Score: Raw -511888.261688 + Penalty 2726.172413 = -509162.089275 nChanged 246 SP:Iteration 3F (2712.195267 sec): 3 clusters Score: Raw -512019.390546 + Penalty 2726.172413 = -509293.218132 nChanged 165 SP:Iteration 4Q (2712.250022 sec): 3 clusters Score: Raw -512095.314564 + Penalty 2726.172413 = -509369.142151 nChanged 136 SP:Iteration 5Q (2712.294892 sec): 3 clusters Score: Raw -512157.380023 + Penalty 2726.172413 = -509431.207610 nChanged 131 SP:Iteration 6Q (2712.350996 sec): 3 clusters Score: Raw -512220.100492 + Penalty 2726.172413 = -509493.928079 nChanged 126 SP:Iteration 7Q (2712.393203 sec): 3 clusters Score: Raw -512282.266746 + Penalty 2726.172413 = -509556.094332 nChanged 121 SP:Iteration 8Q (2712.442023 sec): 3 clusters Score: Raw -512346.143876 + Penalty 2726.172413 = -509619.971462 nChanged 120 SP:Iteration 9Q (2712.501765 sec): 3 clusters Score: Raw -512418.014533 + Penalty 2726.172413 = -509691.842120 nChanged 120 SP:Iteration 10Q (2712.548087 sec): 3 clusters Score: Raw -512478.659752 + Penalty 2726.172413 = -509752.487339 nChanged 123 SP:Iteration 11Q (2712.592941 sec): 3 clusters Score: Raw -512542.500546 + Penalty 2726.172413 = -509816.328133 nChanged 114 SP:Iteration 12Q (2712.632919 sec): 3 clusters Score: Raw -512601.130452 + Penalty 2726.172413 = -509874.958039 nChanged 101 SP:Iteration 13Q (2712.691890 sec): 3 clusters Score: Raw -512659.305432 + Penalty 2726.172413 = -509933.133019 nChanged 93 SP:Iteration 14Q (2712.743951 sec): 3 clusters Score: Raw -512706.073598 + Penalty 2726.172413 = -509979.901185 nChanged 73 SP:Iteration 15Q (2712.785229 sec): 3 clusters Score: Raw -512744.645073 + Penalty 2726.172413 = -510018.472660 nChanged 57 SP:Iteration 16Q (2712.841599 sec): 3 clusters Score: Raw -512775.935163 + Penalty 2726.172413 = -510049.762750 nChanged 66 SP:Iteration 17Q (2712.881992 sec): 3 clusters Score: Raw -512818.649040 + Penalty 2726.172413 = -510092.476627 nChanged 66 SP:Iteration 18Q (2712.940074 sec): 3 clusters Score: Raw -512867.436585 + Penalty 2726.172413 = -510141.264172 nChanged 60 SP:Iteration 19Q (2712.981521 sec): 3 clusters Score: Raw -512910.738387 + Penalty 2726.172413 = -510184.565974 nChanged 54 SP:Iteration 20F (2713.039255 sec): 3 clusters Score: Raw -512941.880660 + Penalty 2726.172413 = -510215.708247 nChanged 47 SP:Iteration 21Q (2713.075480 sec): 3 clusters Score: Raw -512971.889509 + Penalty 2726.172413 = -510245.717096 nChanged 37 SP:Iteration 22Q (2713.128148 sec): 3 clusters Score: Raw -512996.435405 + Penalty 2726.172413 = -510270.262992 nChanged 31 SP:Iteration 23Q (2713.188154 sec): 3 clusters Score: Raw -513023.110755 + Penalty 2726.172413 = -510296.938341 nChanged 36 SP:Iteration 24Q (2713.237896 sec): 3 clusters Score: Raw -513054.300384 + Penalty 2726.172413 = -510328.127971 nChanged 26 SP:Iteration 25Q (2713.286370 sec): 3 clusters Score: Raw -513074.597848 + Penalty 2726.172413 = -510348.425434 nChanged 18 SP:Iteration 26Q (2713.328063 sec): 3 clusters Score: Raw -513085.726657 + Penalty 2726.172413 = -510359.554244 nChanged 15 SP:Iteration 27Q (2713.375429 sec): 3 clusters Score: Raw -513098.490225 + Penalty 2726.172413 = -510372.317811 nChanged 14 SP:Iteration 28Q (2713.426464 sec): 3 clusters Score: Raw -513109.367854 + Penalty 2726.172413 = -510383.195441 nChanged 10 SP:Iteration 29Q (2713.482533 sec): 3 clusters Score: Raw -513117.577852 + Penalty 2726.172413 = -510391.405438 nChanged 7 SP:Iteration 30Q (2713.523522 sec): 3 clusters Score: Raw -513121.865883 + Penalty 2726.172413 = -510395.693470 nChanged 6 SP:Iteration 31Q (2713.570900 sec): 3 clusters Score: Raw -513129.308505 + Penalty 2726.172413 = -510403.136092 nChanged 8 SP:Iteration 32Q (2713.617159 sec): 3 clusters Score: Raw -513136.438760 + Penalty 2726.172413 = -510410.266347 nChanged 9 SP:Iteration 33Q (2713.662503 sec): 3 clusters Score: Raw -513139.993931 + Penalty 2726.172413 = -510413.821518 nChanged 4 SP:Iteration 34Q (2713.719768 sec): 3 clusters Score: Raw -513144.110497 + Penalty 2726.172413 = -510417.938084 nChanged 7 SP:Iteration 35Q (2713.767484 sec): 3 clusters Score: Raw -513149.295009 + Penalty 2726.172413 = -510423.122596 nChanged 14 SP:Iteration 36Q (2713.813327 sec): 3 clusters Score: Raw -513159.653534 + Penalty 2726.172413 = -510433.481120 nChanged 9 SP:Iteration 37Q (2713.872550 sec): 3 clusters Score: Raw -513164.913574 + Penalty 2726.172413 = -510438.741161 nChanged 6 SP:Iteration 38Q (2713.925931 sec): 3 clusters Score: Raw -513170.572717 + Penalty 2726.172413 = -510444.400304 nChanged 8 SP:Iteration 39Q (2713.975234 sec): 3 clusters Score: Raw -513179.535108 + Penalty 2726.172413 = -510453.362694 nChanged 6 SP:Iteration 40F (2714.018535 sec): 3 clusters Score: Raw -513187.942513 + Penalty 2726.172413 = -510461.770100 nChanged 7 SP:Iteration 41Q (2714.054864 sec): 3 clusters Score: Raw -513196.064622 + Penalty 2726.172413 = -510469.892209 nChanged 11 SP:Iteration 42Q (2714.111585 sec): 3 clusters Score: Raw -513207.628268 + Penalty 2726.172413 = -510481.455854 nChanged 12 SP:Iteration 43Q (2714.149351 sec): 3 clusters Score: Raw -513218.946438 + Penalty 2726.172413 = -510492.774024 nChanged 10 SP:Iteration 44Q (2714.196406 sec): 3 clusters Score: Raw -513224.481779 + Penalty 2726.172413 = -510498.309366 nChanged 3 SP:Iteration 45Q (2714.243832 sec): 3 clusters Score: Raw -513226.974016 + Penalty 2726.172413 = -510500.801603 nChanged 3 SP:Iteration 46Q (2714.294620 sec): 3 clusters Score: Raw -513231.268072 + Penalty 2726.172413 = -510505.095658 nChanged 2 SP:Iteration 47Q (2714.352600 sec): 3 clusters Score: Raw -513232.385497 + Penalty 2726.172413 = -510506.213084 nChanged 3 SP:Iteration 48Q (2714.400358 sec): 3 clusters Score: Raw -513233.891496 + Penalty 2726.172413 = -510507.719083 nChanged 3 SP:Iteration 49Q (2714.444319 sec): 3 clusters Score: Raw -513237.016127 + Penalty 2726.172413 = -510510.843714 nChanged 3 SP:Iteration 50Q (2714.488435 sec): 3 clusters Score: Raw -513240.642040 + Penalty 2726.172413 = -510514.469627 nChanged 3 SP:Iteration 51Q (2714.543581 sec): 3 clusters Score: Raw -513244.737875 + Penalty 2726.172413 = -510518.565462 nChanged 4 SP:Iteration 52Q (2714.584655 sec): 3 clusters Score: Raw -513247.742124 + Penalty 2726.172413 = -510521.569711 nChanged 5 SP:Iteration 53Q (2714.626218 sec): 3 clusters Score: Raw -513252.672262 + Penalty 2726.172413 = -510526.499849 nChanged 5 SP:Iteration 54Q (2714.674543 sec): 3 clusters Score: Raw -513257.294411 + Penalty 2726.172413 = -510531.121997 nChanged 6 SP:Iteration 55Q (2714.731814 sec): 3 clusters Score: Raw -513261.935495 + Penalty 2726.172413 = -510535.763081 nChanged 1 SP:Iteration 56Q (2714.768229 sec): 3 clusters Score: Raw -513263.432140 + Penalty 2726.172413 = -510537.259727 nChanged 5 SP:Iteration 57Q (2714.812203 sec): 3 clusters Score: Raw -513267.185260 + Penalty 2726.172413 = -510541.012846 nChanged 7 SP:Iteration 58Q (2714.858629 sec): 3 clusters Score: Raw -513275.185111 + Penalty 2726.172413 = -510549.012698 nChanged 8 SP:Iteration 59Q (2714.903333 sec): 3 clusters Score: Raw -513281.330958 + Penalty 2726.172413 = -510555.158545 nChanged 4 SP:Iteration 60F (2714.949962 sec): 3 clusters Score: Raw -513282.924546 + Penalty 2726.172413 = -510556.752133 nChanged 1 SP:Iteration 61Q (2714.997512 sec): 3 clusters Score: Raw -513283.301845 + Penalty 2726.172413 = -510557.129432 nChanged 0 SP:Iteration 62F (2715.041534 sec): 3 clusters Score: Raw -513283.301845 + Penalty 2726.172413 = -510557.129432 nChanged 0 Trying to split cluster 3 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2715.063434 sec): 2 clusters Score: Raw -22511.622583 + Penalty 868.129316 = -21643.493267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2715.106549 sec): 3 clusters Score: Raw -22660.439159 + Penalty 1736.258632 = -20924.180527 nChanged 30 SP:Iteration 1F (2715.148114 sec): 3 clusters Score: Raw -22767.516591 + Penalty 1736.258632 = -21031.257959 nChanged 8 SP:Iteration 2Q (2715.187471 sec): 3 clusters Score: Raw -22804.447825 + Penalty 1736.258632 = -21068.189193 nChanged 3 SP:Iteration 3Q (2715.240566 sec): 3 clusters Score: Raw -22811.505984 + Penalty 1736.258632 = -21075.247352 nChanged 1 SP:Iteration 4Q (2715.290204 sec): 3 clusters Score: Raw -22814.032994 + Penalty 1736.258632 = -21077.774362 nChanged 0 SP:Iteration 5F (2715.334462 sec): 3 clusters Score: Raw -22814.032994 + Penalty 1736.258632 = -21077.774362 nChanged 0 Trying to split cluster 4 (29054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2715.384220 sec): 2 clusters Score: Raw -3530084.083064 + Penalty 1669.998110 = -3528414.084954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2715.484343 sec): 3 clusters Score: Raw -3512226.295499 + Penalty 3339.996220 = -3508886.299279 nChanged 13235 SP:Iteration 1F (2715.567679 sec): 3 clusters Score: Raw -3519751.214446 + Penalty 3339.996220 = -3516411.218225 nChanged 1405 SP:Iteration 2Q (2715.660049 sec): 3 clusters Score: Raw -3520337.239521 + Penalty 3339.996220 = -3516997.243301 nChanged 1488 SP:Iteration 3F (2715.744927 sec): 3 clusters Score: Raw -3521049.411592 + Penalty 3339.996220 = -3517709.415372 nChanged 1607 SP:Iteration 4F (2715.835898 sec): 3 clusters Score: Raw -3521983.634912 + Penalty 3339.996220 = -3518643.638692 nChanged 1723 SP:Iteration 5F (2715.931264 sec): 3 clusters Score: Raw -3523050.822384 + Penalty 3339.996220 = -3519710.826164 nChanged 1738 SP:Iteration 6F (2716.022175 sec): 3 clusters Score: Raw -3524170.578364 + Penalty 3339.996220 = -3520830.582144 nChanged 1629 SP:Iteration 7F (2716.103537 sec): 3 clusters Score: Raw -3525255.158870 + Penalty 3339.996220 = -3521915.162650 nChanged 1541 SP:Iteration 8F (2716.191680 sec): 3 clusters Score: Raw -3526225.512019 + Penalty 3339.996220 = -3522885.515799 nChanged 1313 SP:Iteration 9Q (2716.289658 sec): 3 clusters Score: Raw -3526893.718000 + Penalty 3339.996220 = -3523553.721780 nChanged 912 SP:Iteration 10Q (2716.379323 sec): 3 clusters Score: Raw -3527219.393630 + Penalty 3339.996220 = -3523879.397410 nChanged 613 SP:Iteration 11Q (2716.485478 sec): 3 clusters Score: Raw -3527398.938632 + Penalty 3339.996220 = -3524058.942412 nChanged 446 SP:Iteration 12Q (2716.580504 sec): 3 clusters Score: Raw -3527499.455454 + Penalty 3339.996220 = -3524159.459234 nChanged 296 SP:Iteration 13Q (2716.674818 sec): 3 clusters Score: Raw -3527561.353541 + Penalty 3339.996220 = -3524221.357321 nChanged 239 SP:Iteration 14Q (2716.757591 sec): 3 clusters Score: Raw -3527606.381028 + Penalty 3339.996220 = -3524266.384808 nChanged 207 SP:Iteration 15Q (2716.858214 sec): 3 clusters Score: Raw -3527637.674948 + Penalty 3339.996220 = -3524297.678728 nChanged 158 SP:Iteration 16Q (2716.956955 sec): 3 clusters Score: Raw -3527661.258558 + Penalty 3339.996220 = -3524321.262338 nChanged 149 SP:Iteration 17Q (2717.058529 sec): 3 clusters Score: Raw -3527682.755332 + Penalty 3339.996220 = -3524342.759112 nChanged 140 SP:Iteration 18Q (2717.157103 sec): 3 clusters Score: Raw -3527700.031570 + Penalty 3339.996220 = -3524360.035350 nChanged 128 SP:Iteration 19Q (2717.254636 sec): 3 clusters Score: Raw -3527717.494418 + Penalty 3339.996220 = -3524377.498198 nChanged 140 SP:Iteration 20F (2717.353223 sec): 3 clusters Score: Raw -3527737.665857 + Penalty 3339.996220 = -3524397.669637 nChanged 147 SP:Iteration 21Q (2717.451981 sec): 3 clusters Score: Raw -3527759.661340 + Penalty 3339.996220 = -3524419.665120 nChanged 140 SP:Iteration 22Q (2717.549188 sec): 3 clusters Score: Raw -3527782.436307 + Penalty 3339.996220 = -3524442.440087 nChanged 150 SP:Iteration 23Q (2717.651688 sec): 3 clusters Score: Raw -3527802.657406 + Penalty 3339.996220 = -3524462.661186 nChanged 129 SP:Iteration 24Q (2717.749780 sec): 3 clusters Score: Raw -3527817.896036 + Penalty 3339.996220 = -3524477.899816 nChanged 123 SP:Iteration 25Q (2717.835047 sec): 3 clusters Score: Raw -3527833.055252 + Penalty 3339.996220 = -3524493.059032 nChanged 111 SP:Iteration 26Q (2717.945846 sec): 3 clusters Score: Raw -3527845.430746 + Penalty 3339.996220 = -3524505.434526 nChanged 99 SP:Iteration 27Q (2718.043969 sec): 3 clusters Score: Raw -3527855.351221 + Penalty 3339.996220 = -3524515.355001 nChanged 83 SP:Iteration 28Q (2718.134260 sec): 3 clusters Score: Raw -3527862.024441 + Penalty 3339.996220 = -3524522.028221 nChanged 78 SP:Iteration 29Q (2718.234710 sec): 3 clusters Score: Raw -3527868.239135 + Penalty 3339.996220 = -3524528.242915 nChanged 74 SP:Iteration 30Q (2718.331509 sec): 3 clusters Score: Raw -3527874.481828 + Penalty 3339.996220 = -3524534.485608 nChanged 85 SP:Iteration 31Q (2718.423487 sec): 3 clusters Score: Raw -3527882.444731 + Penalty 3339.996220 = -3524542.448511 nChanged 86 SP:Iteration 32Q (2718.532443 sec): 3 clusters Score: Raw -3527892.221716 + Penalty 3339.996220 = -3524552.225496 nChanged 79 SP:Iteration 33Q (2718.630007 sec): 3 clusters Score: Raw -3527900.785273 + Penalty 3339.996220 = -3524560.789053 nChanged 94 SP:Iteration 34Q (2718.713756 sec): 3 clusters Score: Raw -3527909.759342 + Penalty 3339.996220 = -3524569.763122 nChanged 88 SP:Iteration 35Q (2718.803585 sec): 3 clusters Score: Raw -3527918.953718 + Penalty 3339.996220 = -3524578.957497 nChanged 97 SP:Iteration 36Q (2718.908193 sec): 3 clusters Score: Raw -3527928.541398 + Penalty 3339.996220 = -3524588.545178 nChanged 93 SP:Iteration 37Q (2718.990534 sec): 3 clusters Score: Raw -3527937.654379 + Penalty 3339.996220 = -3524597.658159 nChanged 91 SP:Iteration 38Q (2719.094903 sec): 3 clusters Score: Raw -3527946.009887 + Penalty 3339.996220 = -3524606.013666 nChanged 77 SP:Iteration 39Q (2719.193458 sec): 3 clusters Score: Raw -3527953.650967 + Penalty 3339.996220 = -3524613.654747 nChanged 79 SP:Iteration 40F (2719.281412 sec): 3 clusters Score: Raw -3527960.944578 + Penalty 3339.996220 = -3524620.948358 nChanged 82 SP:Iteration 41Q (2719.371740 sec): 3 clusters Score: Raw -3527968.859210 + Penalty 3339.996220 = -3524628.862990 nChanged 86 SP:Iteration 42Q (2719.480530 sec): 3 clusters Score: Raw -3527977.905577 + Penalty 3339.996220 = -3524637.909357 nChanged 82 SP:Iteration 43Q (2719.574885 sec): 3 clusters Score: Raw -3527986.348695 + Penalty 3339.996220 = -3524646.352474 nChanged 89 SP:Iteration 44Q (2719.676290 sec): 3 clusters Score: Raw -3527996.236299 + Penalty 3339.996220 = -3524656.240079 nChanged 100 SP:Iteration 45Q (2719.774414 sec): 3 clusters Score: Raw -3528009.972245 + Penalty 3339.996220 = -3524669.976025 nChanged 119 SP:Iteration 46Q (2719.864294 sec): 3 clusters Score: Raw -3528027.732777 + Penalty 3339.996220 = -3524687.736557 nChanged 130 SP:Iteration 47Q (2719.966632 sec): 3 clusters Score: Raw -3528043.883993 + Penalty 3339.996220 = -3524703.887773 nChanged 117 SP:Iteration 48Q (2720.065676 sec): 3 clusters Score: Raw -3528058.330036 + Penalty 3339.996220 = -3524718.333816 nChanged 115 SP:Iteration 49Q (2720.172132 sec): 3 clusters Score: Raw -3528072.224276 + Penalty 3339.996220 = -3524732.228056 nChanged 127 SP:Iteration 50Q (2720.270087 sec): 3 clusters Score: Raw -3528087.439180 + Penalty 3339.996220 = -3524747.442960 nChanged 129 SP:Iteration 51Q (2720.371825 sec): 3 clusters Score: Raw -3528105.394583 + Penalty 3339.996220 = -3524765.398363 nChanged 132 SP:Iteration 52Q (2720.469701 sec): 3 clusters Score: Raw -3528122.182453 + Penalty 3339.996220 = -3524782.186233 nChanged 135 SP:Iteration 53Q (2720.567268 sec): 3 clusters Score: Raw -3528140.802970 + Penalty 3339.996220 = -3524800.806750 nChanged 143 SP:Iteration 54Q (2720.663057 sec): 3 clusters Score: Raw -3528160.765255 + Penalty 3339.996220 = -3524820.769035 nChanged 159 SP:Iteration 55Q (2720.763581 sec): 3 clusters Score: Raw -3528181.254026 + Penalty 3339.996220 = -3524841.257805 nChanged 152 SP:Iteration 56Q (2720.860777 sec): 3 clusters Score: Raw -3528202.494150 + Penalty 3339.996220 = -3524862.497930 nChanged 166 SP:Iteration 57Q (2720.955995 sec): 3 clusters Score: Raw -3528230.241111 + Penalty 3339.996220 = -3524890.244891 nChanged 178 SP:Iteration 58Q (2721.051582 sec): 3 clusters Score: Raw -3528262.018005 + Penalty 3339.996220 = -3524922.021785 nChanged 186 SP:Iteration 59Q (2721.153840 sec): 3 clusters Score: Raw -3528300.094560 + Penalty 3339.996220 = -3524960.098339 nChanged 215 SP:Iteration 60F (2721.251824 sec): 3 clusters Score: Raw -3528348.771446 + Penalty 3339.996220 = -3525008.775226 nChanged 215 SP:Iteration 61Q (2721.348339 sec): 3 clusters Score: Raw -3528392.771327 + Penalty 3339.996220 = -3525052.775107 nChanged 230 SP:Iteration 62Q (2721.450090 sec): 3 clusters Score: Raw -3528447.174186 + Penalty 3339.996220 = -3525107.177966 nChanged 239 SP:Iteration 63Q (2721.549078 sec): 3 clusters Score: Raw -3528502.989511 + Penalty 3339.996220 = -3525162.993291 nChanged 248 SP:Iteration 64Q (2721.642369 sec): 3 clusters Score: Raw -3528564.561222 + Penalty 3339.996220 = -3525224.565002 nChanged 252 SP:Iteration 65Q (2721.734083 sec): 3 clusters Score: Raw -3528633.658020 + Penalty 3339.996220 = -3525293.661799 nChanged 274 SP:Iteration 66Q (2721.834250 sec): 3 clusters Score: Raw -3528720.579080 + Penalty 3339.996220 = -3525380.582860 nChanged 259 SP:Iteration 67Q (2721.935158 sec): 3 clusters Score: Raw -3528802.476904 + Penalty 3339.996220 = -3525462.480684 nChanged 268 SP:Iteration 68Q (2722.035308 sec): 3 clusters Score: Raw -3528904.418168 + Penalty 3339.996220 = -3525564.421948 nChanged 282 SP:Iteration 69Q (2722.134211 sec): 3 clusters Score: Raw -3529001.955828 + Penalty 3339.996220 = -3525661.959608 nChanged 269 SP:Iteration 70Q (2722.232333 sec): 3 clusters Score: Raw -3529109.455888 + Penalty 3339.996220 = -3525769.459668 nChanged 282 SP:Iteration 71Q (2722.324368 sec): 3 clusters Score: Raw -3529227.439605 + Penalty 3339.996220 = -3525887.443385 nChanged 271 SP:Iteration 72Q (2722.419470 sec): 3 clusters Score: Raw -3529339.693646 + Penalty 3339.996220 = -3525999.697426 nChanged 264 SP:Iteration 73Q (2722.518141 sec): 3 clusters Score: Raw -3529432.599308 + Penalty 3339.996220 = -3526092.603088 nChanged 229 SP:Iteration 74Q (2722.612858 sec): 3 clusters Score: Raw -3529510.453879 + Penalty 3339.996220 = -3526170.457659 nChanged 199 SP:Iteration 75Q (2722.705957 sec): 3 clusters Score: Raw -3529570.589298 + Penalty 3339.996220 = -3526230.593078 nChanged 177 SP:Iteration 76Q (2722.802226 sec): 3 clusters Score: Raw -3529619.591190 + Penalty 3339.996220 = -3526279.594970 nChanged 170 SP:Iteration 77Q (2722.896930 sec): 3 clusters Score: Raw -3529672.371174 + Penalty 3339.996220 = -3526332.374954 nChanged 156 SP:Iteration 78Q (2722.990895 sec): 3 clusters Score: Raw -3529717.609021 + Penalty 3339.996220 = -3526377.612801 nChanged 151 SP:Iteration 79Q (2723.083115 sec): 3 clusters Score: Raw -3529756.502643 + Penalty 3339.996220 = -3526416.506423 nChanged 130 SP:Iteration 80F (2723.179284 sec): 3 clusters Score: Raw -3529793.607886 + Penalty 3339.996220 = -3526453.611666 nChanged 121 SP:Iteration 81Q (2723.269071 sec): 3 clusters Score: Raw -3529823.600707 + Penalty 3339.996220 = -3526483.604487 nChanged 119 SP:Iteration 82Q (2723.350742 sec): 3 clusters Score: Raw -3529848.786409 + Penalty 3339.996220 = -3526508.790189 nChanged 114 SP:Iteration 83Q (2723.443273 sec): 3 clusters Score: Raw -3529875.101933 + Penalty 3339.996220 = -3526535.105713 nChanged 113 SP:Iteration 84Q (2723.546849 sec): 3 clusters Score: Raw -3529899.524714 + Penalty 3339.996220 = -3526559.528494 nChanged 99 SP:Iteration 85Q (2723.624226 sec): 3 clusters Score: Raw -3529917.530775 + Penalty 3339.996220 = -3526577.534555 nChanged 94 SP:Iteration 86Q (2723.707718 sec): 3 clusters Score: Raw -3529936.149595 + Penalty 3339.996220 = -3526596.153375 nChanged 103 SP:Iteration 87Q (2723.788414 sec): 3 clusters Score: Raw -3529955.741045 + Penalty 3339.996220 = -3526615.744825 nChanged 90 SP:Iteration 88Q (2723.889444 sec): 3 clusters Score: Raw -3529972.048479 + Penalty 3339.996220 = -3526632.052259 nChanged 93 SP:Iteration 89Q (2723.984499 sec): 3 clusters Score: Raw -3529987.280058 + Penalty 3339.996220 = -3526647.283838 nChanged 90 SP:Iteration 90Q (2724.075758 sec): 3 clusters Score: Raw -3530003.179851 + Penalty 3339.996220 = -3526663.183631 nChanged 85 SP:Iteration 91Q (2724.162600 sec): 3 clusters Score: Raw -3530018.559856 + Penalty 3339.996220 = -3526678.563635 nChanged 67 SP:Iteration 92Q (2724.260869 sec): 3 clusters Score: Raw -3530027.967975 + Penalty 3339.996220 = -3526687.971754 nChanged 57 SP:Iteration 93Q (2724.332944 sec): 3 clusters Score: Raw -3530035.376893 + Penalty 3339.996220 = -3526695.380673 nChanged 53 SP:Iteration 94Q (2724.415601 sec): 3 clusters Score: Raw -3530042.677465 + Penalty 3339.996220 = -3526702.681244 nChanged 50 SP:Iteration 95Q (2724.515038 sec): 3 clusters Score: Raw -3530049.770568 + Penalty 3339.996220 = -3526709.774348 nChanged 44 SP:Iteration 96Q (2724.596904 sec): 3 clusters Score: Raw -3530055.200985 + Penalty 3339.996220 = -3526715.204765 nChanged 33 SP:Iteration 97Q (2724.684803 sec): 3 clusters Score: Raw -3530059.355789 + Penalty 3339.996220 = -3526719.359569 nChanged 32 SP:Iteration 98Q (2724.771760 sec): 3 clusters Score: Raw -3530063.107007 + Penalty 3339.996220 = -3526723.110787 nChanged 36 SP:Iteration 99Q (2724.855594 sec): 3 clusters Score: Raw -3530067.134024 + Penalty 3339.996220 = -3526727.137803 nChanged 34 SP:Iteration 100F (2724.958155 sec): 3 clusters Score: Raw -3530071.210026 + Penalty 3339.996220 = -3526731.213806 nChanged 36 SP:Iteration 101Q (2725.034679 sec): 3 clusters Score: Raw -3530074.914450 + Penalty 3339.996220 = -3526734.918230 nChanged 27 SP:Iteration 102Q (2725.122042 sec): 3 clusters Score: Raw -3530077.803726 + Penalty 3339.996220 = -3526737.807506 nChanged 28 SP:Iteration 103Q (2725.213519 sec): 3 clusters Score: Raw -3530081.025929 + Penalty 3339.996220 = -3526741.029709 nChanged 28 SP:Iteration 104Q (2725.299781 sec): 3 clusters Score: Raw -3530083.725974 + Penalty 3339.996220 = -3526743.729754 nChanged 27 SP:Iteration 105Q (2725.386349 sec): 3 clusters Score: Raw -3530086.535982 + Penalty 3339.996220 = -3526746.539762 nChanged 25 SP:Iteration 106Q (2725.477511 sec): 3 clusters Score: Raw -3530089.389968 + Penalty 3339.996220 = -3526749.393748 nChanged 29 SP:Iteration 107Q (2725.561998 sec): 3 clusters Score: Raw -3530092.984922 + Penalty 3339.996220 = -3526752.988702 nChanged 24 SP:Iteration 108Q (2725.645575 sec): 3 clusters Score: Raw -3530095.769794 + Penalty 3339.996220 = -3526755.773574 nChanged 24 SP:Iteration 109Q (2725.741326 sec): 3 clusters Score: Raw -3530098.056385 + Penalty 3339.996220 = -3526758.060164 nChanged 19 SP:Iteration 110Q (2725.825333 sec): 3 clusters Score: Raw -3530099.897012 + Penalty 3339.996220 = -3526759.900792 nChanged 16 SP:Iteration 111Q (2725.905802 sec): 3 clusters Score: Raw -3530100.884987 + Penalty 3339.996220 = -3526760.888767 nChanged 7 SP:Iteration 112Q (2725.981998 sec): 3 clusters Score: Raw -3530101.270407 + Penalty 3339.996220 = -3526761.274187 nChanged 7 SP:Iteration 113Q (2726.075253 sec): 3 clusters Score: Raw -3530101.849125 + Penalty 3339.996220 = -3526761.852905 nChanged 10 SP:Iteration 114Q (2726.142462 sec): 3 clusters Score: Raw -3530102.838736 + Penalty 3339.996220 = -3526762.842516 nChanged 10 SP:Iteration 115Q (2726.226301 sec): 3 clusters Score: Raw -3530103.756637 + Penalty 3339.996220 = -3526763.760417 nChanged 12 SP:Iteration 116Q (2726.314304 sec): 3 clusters Score: Raw -3530104.648429 + Penalty 3339.996220 = -3526764.652209 nChanged 13 SP:Iteration 117Q (2726.404042 sec): 3 clusters Score: Raw -3530106.109458 + Penalty 3339.996220 = -3526766.113238 nChanged 20 SP:Iteration 118Q (2726.483901 sec): 3 clusters Score: Raw -3530108.340794 + Penalty 3339.996220 = -3526768.344574 nChanged 22 SP:Iteration 119Q (2726.570909 sec): 3 clusters Score: Raw -3530110.908241 + Penalty 3339.996220 = -3526770.912021 nChanged 20 SP:Iteration 120F (2726.666630 sec): 3 clusters Score: Raw -3530112.808327 + Penalty 3339.996220 = -3526772.812106 nChanged 17 SP:Iteration 121Q (2726.754461 sec): 3 clusters Score: Raw -3530114.728728 + Penalty 3339.996220 = -3526774.732508 nChanged 15 SP:Iteration 122Q (2726.829536 sec): 3 clusters Score: Raw -3530116.426778 + Penalty 3339.996220 = -3526776.430558 nChanged 21 SP:Iteration 123Q (2726.917520 sec): 3 clusters Score: Raw -3530118.546571 + Penalty 3339.996220 = -3526778.550351 nChanged 21 SP:Iteration 124Q (2726.999995 sec): 3 clusters Score: Raw -3530120.792015 + Penalty 3339.996220 = -3526780.795795 nChanged 28 SP:Iteration 125Q (2727.084053 sec): 3 clusters Score: Raw -3530123.889092 + Penalty 3339.996220 = -3526783.892872 nChanged 31 SP:Iteration 126Q (2727.164201 sec): 3 clusters Score: Raw -3530127.170412 + Penalty 3339.996220 = -3526787.174191 nChanged 28 SP:Iteration 127Q (2727.253828 sec): 3 clusters Score: Raw -3530129.689752 + Penalty 3339.996220 = -3526789.693532 nChanged 23 SP:Iteration 128Q (2727.346325 sec): 3 clusters Score: Raw -3530131.531785 + Penalty 3339.996220 = -3526791.535565 nChanged 16 SP:Iteration 129Q (2727.427667 sec): 3 clusters Score: Raw -3530133.208040 + Penalty 3339.996220 = -3526793.211820 nChanged 10 SP:Iteration 130Q (2727.504927 sec): 3 clusters Score: Raw -3530134.046183 + Penalty 3339.996220 = -3526794.049963 nChanged 12 SP:Iteration 131Q (2727.591329 sec): 3 clusters Score: Raw -3530135.418650 + Penalty 3339.996220 = -3526795.422430 nChanged 16 SP:Iteration 132Q (2727.664923 sec): 3 clusters Score: Raw -3530137.041535 + Penalty 3339.996220 = -3526797.045315 nChanged 14 SP:Iteration 133Q (2727.749118 sec): 3 clusters Score: Raw -3530138.387123 + Penalty 3339.996220 = -3526798.390903 nChanged 14 SP:Iteration 134Q (2727.837662 sec): 3 clusters Score: Raw -3530139.518954 + Penalty 3339.996220 = -3526799.522734 nChanged 14 SP:Iteration 135Q (2727.919077 sec): 3 clusters Score: Raw -3530140.615765 + Penalty 3339.996220 = -3526800.619545 nChanged 9 SP:Iteration 136Q (2727.997183 sec): 3 clusters Score: Raw -3530141.358802 + Penalty 3339.996220 = -3526801.362582 nChanged 8 SP:Iteration 137Q (2728.079925 sec): 3 clusters Score: Raw -3530142.003904 + Penalty 3339.996220 = -3526802.007684 nChanged 13 SP:Iteration 138Q (2728.163912 sec): 3 clusters Score: Raw -3530143.184971 + Penalty 3339.996220 = -3526803.188751 nChanged 5 SP:Iteration 139Q (2728.248365 sec): 3 clusters Score: Raw -3530143.646107 + Penalty 3339.996220 = -3526803.649887 nChanged 8 SP:Iteration 140F (2728.336198 sec): 3 clusters Score: Raw -3530144.216421 + Penalty 3339.996220 = -3526804.220201 nChanged 10 SP:Iteration 141Q (2728.424501 sec): 3 clusters Score: Raw -3530145.100566 + Penalty 3339.996220 = -3526805.104346 nChanged 13 SP:Iteration 142Q (2728.508943 sec): 3 clusters Score: Raw -3530146.390270 + Penalty 3339.996220 = -3526806.394050 nChanged 21 SP:Iteration 143Q (2728.591522 sec): 3 clusters Score: Raw -3530149.152311 + Penalty 3339.996220 = -3526809.156091 nChanged 34 SP:Iteration 144Q (2728.663766 sec): 3 clusters Score: Raw -3530153.045952 + Penalty 3339.996220 = -3526813.049732 nChanged 35 SP:Iteration 145Q (2728.748173 sec): 3 clusters Score: Raw -3530158.544624 + Penalty 3339.996220 = -3526818.548404 nChanged 40 SP:Iteration 146Q (2728.829793 sec): 3 clusters Score: Raw -3530164.833991 + Penalty 3339.996220 = -3526824.837771 nChanged 44 SP:Iteration 147Q (2728.909567 sec): 3 clusters Score: Raw -3530171.743978 + Penalty 3339.996220 = -3526831.747758 nChanged 44 SP:Iteration 148Q (2728.995819 sec): 3 clusters Score: Raw -3530179.343028 + Penalty 3339.996220 = -3526839.346808 nChanged 42 SP:Iteration 149Q (2729.094166 sec): 3 clusters Score: Raw -3530186.947657 + Penalty 3339.996220 = -3526846.951437 nChanged 48 SP:Iteration 150Q (2729.183458 sec): 3 clusters Score: Raw -3530194.728035 + Penalty 3339.996220 = -3526854.731815 nChanged 50 SP:Iteration 151Q (2729.277107 sec): 3 clusters Score: Raw -3530202.891469 + Penalty 3339.996220 = -3526862.895249 nChanged 42 SP:Iteration 152Q (2729.364488 sec): 3 clusters Score: Raw -3530211.567304 + Penalty 3339.996220 = -3526871.571084 nChanged 41 SP:Iteration 153Q (2729.454371 sec): 3 clusters Score: Raw -3530218.859481 + Penalty 3339.996220 = -3526878.863261 nChanged 39 SP:Iteration 154Q (2729.546397 sec): 3 clusters Score: Raw -3530223.956938 + Penalty 3339.996220 = -3526883.960718 nChanged 34 SP:Iteration 155Q (2729.630507 sec): 3 clusters Score: Raw -3530228.469777 + Penalty 3339.996220 = -3526888.473557 nChanged 31 SP:Iteration 156Q (2729.727744 sec): 3 clusters Score: Raw -3530233.842941 + Penalty 3339.996220 = -3526893.846721 nChanged 31 SP:Iteration 157Q (2729.817804 sec): 3 clusters Score: Raw -3530238.700252 + Penalty 3339.996220 = -3526898.704032 nChanged 31 SP:Iteration 158Q (2729.893609 sec): 3 clusters Score: Raw -3530243.813475 + Penalty 3339.996220 = -3526903.817255 nChanged 31 SP:Iteration 159Q (2729.992468 sec): 3 clusters Score: Raw -3530248.374207 + Penalty 3339.996220 = -3526908.377987 nChanged 25 SP:Iteration 160F (2730.082707 sec): 3 clusters Score: Raw -3530251.737399 + Penalty 3339.996220 = -3526911.741179 nChanged 32 SP:Iteration 161Q (2730.184338 sec): 3 clusters Score: Raw -3530256.924833 + Penalty 3339.996220 = -3526916.928613 nChanged 32 SP:Iteration 162Q (2730.277569 sec): 3 clusters Score: Raw -3530261.775935 + Penalty 3339.996220 = -3526921.779714 nChanged 23 SP:Iteration 163Q (2730.370700 sec): 3 clusters Score: Raw -3530265.415161 + Penalty 3339.996220 = -3526925.418940 nChanged 27 SP:Iteration 164Q (2730.463534 sec): 3 clusters Score: Raw -3530269.605615 + Penalty 3339.996220 = -3526929.609395 nChanged 32 SP:Iteration 165Q (2730.552796 sec): 3 clusters Score: Raw -3530274.622454 + Penalty 3339.996220 = -3526934.626234 nChanged 19 SP:Iteration 166Q (2730.647015 sec): 3 clusters Score: Raw -3530276.589891 + Penalty 3339.996220 = -3526936.593671 nChanged 12 SP:Iteration 167Q (2730.738477 sec): 3 clusters Score: Raw -3530277.992134 + Penalty 3339.996220 = -3526937.995914 nChanged 11 SP:Iteration 168Q (2730.820938 sec): 3 clusters Score: Raw -3530279.554338 + Penalty 3339.996220 = -3526939.558118 nChanged 11 SP:Iteration 169Q (2730.919658 sec): 3 clusters Score: Raw -3530281.098190 + Penalty 3339.996220 = -3526941.101970 nChanged 13 SP:Iteration 170Q (2730.992323 sec): 3 clusters Score: Raw -3530282.532980 + Penalty 3339.996220 = -3526942.536760 nChanged 7 SP:Iteration 171Q (2731.090101 sec): 3 clusters Score: Raw -3530283.103895 + Penalty 3339.996220 = -3526943.107675 nChanged 7 SP:Iteration 172Q (2731.174369 sec): 3 clusters Score: Raw -3530283.602648 + Penalty 3339.996220 = -3526943.606427 nChanged 7 SP:Iteration 173Q (2731.270236 sec): 3 clusters Score: Raw -3530283.992195 + Penalty 3339.996220 = -3526943.995975 nChanged 4 SP:Iteration 174Q (2731.360829 sec): 3 clusters Score: Raw -3530284.396232 + Penalty 3339.996220 = -3526944.400012 nChanged 6 SP:Iteration 175Q (2731.450317 sec): 3 clusters Score: Raw -3530284.899981 + Penalty 3339.996220 = -3526944.903761 nChanged 5 SP:Iteration 176Q (2731.539256 sec): 3 clusters Score: Raw -3530285.474181 + Penalty 3339.996220 = -3526945.477960 nChanged 4 SP:Iteration 177Q (2731.623282 sec): 3 clusters Score: Raw -3530285.819767 + Penalty 3339.996220 = -3526945.823547 nChanged 4 SP:Iteration 178Q (2731.712230 sec): 3 clusters Score: Raw -3530286.059906 + Penalty 3339.996220 = -3526946.063686 nChanged 2 SP:Iteration 179Q (2731.801246 sec): 3 clusters Score: Raw -3530286.234084 + Penalty 3339.996220 = -3526946.237864 nChanged 4 SP:Iteration 180F (2731.898773 sec): 3 clusters Score: Raw -3530286.919397 + Penalty 3339.996220 = -3526946.923177 nChanged 5 SP:Iteration 181Q (2731.986276 sec): 3 clusters Score: Raw -3530287.481910 + Penalty 3339.996220 = -3526947.485690 nChanged 7 SP:Iteration 182Q (2732.076014 sec): 3 clusters Score: Raw -3530288.229371 + Penalty 3339.996220 = -3526948.233150 nChanged 3 SP:Iteration 183Q (2732.162590 sec): 3 clusters Score: Raw -3530288.930197 + Penalty 3339.996220 = -3526948.933976 nChanged 6 SP:Iteration 184Q (2732.248702 sec): 3 clusters Score: Raw -3530289.710956 + Penalty 3339.996220 = -3526949.714736 nChanged 7 SP:Iteration 185Q (2732.334528 sec): 3 clusters Score: Raw -3530290.468499 + Penalty 3339.996220 = -3526950.472279 nChanged 7 SP:Iteration 186Q (2732.418746 sec): 3 clusters Score: Raw -3530291.222505 + Penalty 3339.996220 = -3526951.226285 nChanged 9 SP:Iteration 187Q (2732.502658 sec): 3 clusters Score: Raw -3530292.016643 + Penalty 3339.996220 = -3526952.020423 nChanged 11 SP:Iteration 188Q (2732.590660 sec): 3 clusters Score: Raw -3530293.286051 + Penalty 3339.996220 = -3526953.289831 nChanged 7 SP:Iteration 189Q (2732.675320 sec): 3 clusters Score: Raw -3530294.228519 + Penalty 3339.996220 = -3526954.232299 nChanged 6 SP:Iteration 190Q (2732.763128 sec): 3 clusters Score: Raw -3530294.777850 + Penalty 3339.996220 = -3526954.781630 nChanged 8 SP:Iteration 191Q (2732.850320 sec): 3 clusters Score: Raw -3530295.668325 + Penalty 3339.996220 = -3526955.672105 nChanged 7 SP:Iteration 192Q (2732.937076 sec): 3 clusters Score: Raw -3530296.455864 + Penalty 3339.996220 = -3526956.459644 nChanged 6 SP:Iteration 193Q (2733.018908 sec): 3 clusters Score: Raw -3530296.952701 + Penalty 3339.996220 = -3526956.956481 nChanged 4 SP:Iteration 194Q (2733.105292 sec): 3 clusters Score: Raw -3530297.466130 + Penalty 3339.996220 = -3526957.469910 nChanged 4 SP:Iteration 195Q (2733.190100 sec): 3 clusters Score: Raw -3530297.853040 + Penalty 3339.996220 = -3526957.856820 nChanged 3 SP:Iteration 196Q (2733.279073 sec): 3 clusters Score: Raw -3530298.074476 + Penalty 3339.996220 = -3526958.078256 nChanged 3 SP:Iteration 197Q (2733.365392 sec): 3 clusters Score: Raw -3530298.398892 + Penalty 3339.996220 = -3526958.402672 nChanged 3 SP:Iteration 198Q (2733.444575 sec): 3 clusters Score: Raw -3530298.787793 + Penalty 3339.996220 = -3526958.791573 nChanged 6 SP:Iteration 199Q (2733.539126 sec): 3 clusters Score: Raw -3530299.590634 + Penalty 3339.996220 = -3526959.594414 nChanged 7 SP:Iteration 200F (2733.647218 sec): 3 clusters Score: Raw -3530300.384705 + Penalty 3339.996220 = -3526960.388485 nChanged 10 SP:Iteration 201Q (2733.739572 sec): 3 clusters Score: Raw -3530301.474873 + Penalty 3339.996220 = -3526961.478653 nChanged 9 SP:Iteration 202Q (2733.826468 sec): 3 clusters Score: Raw -3530302.654777 + Penalty 3339.996220 = -3526962.658557 nChanged 14 SP:Iteration 203Q (2733.904900 sec): 3 clusters Score: Raw -3530304.613483 + Penalty 3339.996220 = -3526964.617263 nChanged 14 SP:Iteration 204Q (2734.000253 sec): 3 clusters Score: Raw -3530306.944993 + Penalty 3339.996220 = -3526966.948773 nChanged 16 SP:Iteration 205Q (2734.092400 sec): 3 clusters Score: Raw -3530309.167128 + Penalty 3339.996220 = -3526969.170908 nChanged 16 SP:Iteration 206Q (2734.180412 sec): 3 clusters Score: Raw -3530310.865100 + Penalty 3339.996220 = -3526970.868880 nChanged 9 SP:Iteration 207Q (2734.263609 sec): 3 clusters Score: Raw -3530311.987568 + Penalty 3339.996220 = -3526971.991348 nChanged 12 SP:Iteration 208Q (2734.349017 sec): 3 clusters Score: Raw -3530313.365736 + Penalty 3339.996220 = -3526973.369516 nChanged 7 SP:Iteration 209Q (2734.437947 sec): 3 clusters Score: Raw -3530314.402684 + Penalty 3339.996220 = -3526974.406464 nChanged 10 SP:Iteration 210Q (2734.526274 sec): 3 clusters Score: Raw -3530315.538329 + Penalty 3339.996220 = -3526975.542109 nChanged 10 SP:Iteration 211Q (2734.614886 sec): 3 clusters Score: Raw -3530316.621456 + Penalty 3339.996220 = -3526976.625236 nChanged 8 SP:Iteration 212Q (2734.703656 sec): 3 clusters Score: Raw -3530317.444173 + Penalty 3339.996220 = -3526977.447953 nChanged 6 SP:Iteration 213Q (2734.786771 sec): 3 clusters Score: Raw -3530317.848024 + Penalty 3339.996220 = -3526977.851804 nChanged 1 SP:Iteration 214Q (2734.862101 sec): 3 clusters Score: Raw -3530317.920573 + Penalty 3339.996220 = -3526977.924353 nChanged 0 SP:Iteration 215F (2734.972951 sec): 3 clusters Score: Raw -3530317.920573 + Penalty 3339.996220 = -3526977.924353 nChanged 0 Trying to split cluster 5 (13273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2735.017027 sec): 2 clusters Score: Raw -1571863.158622 + Penalty 1542.691666 = -1570320.466956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2735.089557 sec): 3 clusters Score: Raw -1564148.105859 + Penalty 3085.383332 = -1561062.722527 nChanged 5848 SP:Iteration 1F (2735.161317 sec): 3 clusters Score: Raw -1567462.389181 + Penalty 3085.383332 = -1564377.005849 nChanged 797 SP:Iteration 2F (2735.221129 sec): 3 clusters Score: Raw -1567803.670118 + Penalty 3085.383332 = -1564718.286786 nChanged 669 SP:Iteration 3F (2735.303297 sec): 3 clusters Score: Raw -1568058.894740 + Penalty 3085.383332 = -1564973.511408 nChanged 566 SP:Iteration 4Q (2735.363582 sec): 3 clusters Score: Raw -1568292.073553 + Penalty 3085.383332 = -1565206.690220 nChanged 549 SP:Iteration 5Q (2735.432238 sec): 3 clusters Score: Raw -1568548.703724 + Penalty 3085.383332 = -1565463.320392 nChanged 591 SP:Iteration 6Q (2735.517550 sec): 3 clusters Score: Raw -1568821.465514 + Penalty 3085.383332 = -1565736.082182 nChanged 555 SP:Iteration 7Q (2735.581449 sec): 3 clusters Score: Raw -1569084.982707 + Penalty 3085.383332 = -1565999.599375 nChanged 543 SP:Iteration 8Q (2735.653493 sec): 3 clusters Score: Raw -1569360.116622 + Penalty 3085.383332 = -1566274.733290 nChanged 516 SP:Iteration 9Q (2735.735916 sec): 3 clusters Score: Raw -1569643.010514 + Penalty 3085.383332 = -1566557.627182 nChanged 515 SP:Iteration 10Q (2735.808371 sec): 3 clusters Score: Raw -1569925.176612 + Penalty 3085.383332 = -1566839.793280 nChanged 485 SP:Iteration 11Q (2735.870254 sec): 3 clusters Score: Raw -1570179.162839 + Penalty 3085.383332 = -1567093.779507 nChanged 428 SP:Iteration 12Q (2735.951570 sec): 3 clusters Score: Raw -1570372.431108 + Penalty 3085.383332 = -1567287.047776 nChanged 315 SP:Iteration 13Q (2736.022652 sec): 3 clusters Score: Raw -1570484.423684 + Penalty 3085.383332 = -1567399.040352 nChanged 234 SP:Iteration 14Q (2736.083026 sec): 3 clusters Score: Raw -1570555.469058 + Penalty 3085.383332 = -1567470.085726 nChanged 201 SP:Iteration 15Q (2736.155571 sec): 3 clusters Score: Raw -1570603.300644 + Penalty 3085.383332 = -1567517.917312 nChanged 152 SP:Iteration 16Q (2736.230221 sec): 3 clusters Score: Raw -1570635.646466 + Penalty 3085.383332 = -1567550.263134 nChanged 118 SP:Iteration 17Q (2736.293270 sec): 3 clusters Score: Raw -1570658.846598 + Penalty 3085.383332 = -1567573.463266 nChanged 103 SP:Iteration 18Q (2736.373925 sec): 3 clusters Score: Raw -1570682.247593 + Penalty 3085.383332 = -1567596.864261 nChanged 98 SP:Iteration 19Q (2736.447307 sec): 3 clusters Score: Raw -1570703.014652 + Penalty 3085.383332 = -1567617.631320 nChanged 89 SP:Iteration 20F (2736.517446 sec): 3 clusters Score: Raw -1570720.350287 + Penalty 3085.383332 = -1567634.966955 nChanged 95 SP:Iteration 21Q (2736.590106 sec): 3 clusters Score: Raw -1570737.368138 + Penalty 3085.383332 = -1567651.984806 nChanged 78 SP:Iteration 22Q (2736.663365 sec): 3 clusters Score: Raw -1570751.823076 + Penalty 3085.383332 = -1567666.439744 nChanged 75 SP:Iteration 23Q (2736.721941 sec): 3 clusters Score: Raw -1570765.354760 + Penalty 3085.383332 = -1567679.971428 nChanged 80 SP:Iteration 24Q (2736.795026 sec): 3 clusters Score: Raw -1570780.025070 + Penalty 3085.383332 = -1567694.641738 nChanged 89 SP:Iteration 25Q (2736.861190 sec): 3 clusters Score: Raw -1570797.374339 + Penalty 3085.383332 = -1567711.991007 nChanged 97 SP:Iteration 26Q (2736.923501 sec): 3 clusters Score: Raw -1570818.312015 + Penalty 3085.383332 = -1567732.928683 nChanged 102 SP:Iteration 27Q (2736.988992 sec): 3 clusters Score: Raw -1570840.325445 + Penalty 3085.383332 = -1567754.942113 nChanged 74 SP:Iteration 28Q (2737.058831 sec): 3 clusters Score: Raw -1570856.695235 + Penalty 3085.383332 = -1567771.311903 nChanged 90 SP:Iteration 29Q (2737.116059 sec): 3 clusters Score: Raw -1570877.313027 + Penalty 3085.383332 = -1567791.929695 nChanged 98 SP:Iteration 30Q (2737.178947 sec): 3 clusters Score: Raw -1570896.978144 + Penalty 3085.383332 = -1567811.594812 nChanged 86 SP:Iteration 31Q (2737.246496 sec): 3 clusters Score: Raw -1570915.127326 + Penalty 3085.383332 = -1567829.743994 nChanged 81 SP:Iteration 32Q (2737.325446 sec): 3 clusters Score: Raw -1570937.774884 + Penalty 3085.383332 = -1567852.391552 nChanged 99 SP:Iteration 33Q (2737.394554 sec): 3 clusters Score: Raw -1570965.656594 + Penalty 3085.383332 = -1567880.273262 nChanged 92 SP:Iteration 34Q (2737.462544 sec): 3 clusters Score: Raw -1570988.384300 + Penalty 3085.383332 = -1567903.000968 nChanged 107 SP:Iteration 35Q (2737.516792 sec): 3 clusters Score: Raw -1571021.657023 + Penalty 3085.383332 = -1567936.273691 nChanged 133 SP:Iteration 36Q (2737.586852 sec): 3 clusters Score: Raw -1571065.780247 + Penalty 3085.383332 = -1567980.396915 nChanged 138 SP:Iteration 37Q (2737.640724 sec): 3 clusters Score: Raw -1571108.357851 + Penalty 3085.383332 = -1568022.974519 nChanged 132 SP:Iteration 38Q (2737.711735 sec): 3 clusters Score: Raw -1571152.049921 + Penalty 3085.383332 = -1568066.666589 nChanged 143 SP:Iteration 39Q (2737.773295 sec): 3 clusters Score: Raw -1571200.534962 + Penalty 3085.383332 = -1568115.151630 nChanged 132 SP:Iteration 40F (2737.834341 sec): 3 clusters Score: Raw -1571243.049027 + Penalty 3085.383332 = -1568157.665695 nChanged 123 SP:Iteration 41Q (2737.902186 sec): 3 clusters Score: Raw -1571284.385901 + Penalty 3085.383332 = -1568199.002569 nChanged 127 SP:Iteration 42Q (2737.963637 sec): 3 clusters Score: Raw -1571327.472001 + Penalty 3085.383332 = -1568242.088669 nChanged 117 SP:Iteration 43Q (2738.018068 sec): 3 clusters Score: Raw -1571373.574283 + Penalty 3085.383332 = -1568288.190951 nChanged 128 SP:Iteration 44Q (2738.077921 sec): 3 clusters Score: Raw -1571419.839709 + Penalty 3085.383332 = -1568334.456377 nChanged 117 SP:Iteration 45Q (2738.140057 sec): 3 clusters Score: Raw -1571462.995760 + Penalty 3085.383332 = -1568377.612428 nChanged 126 SP:Iteration 46Q (2738.203573 sec): 3 clusters Score: Raw -1571523.033479 + Penalty 3085.383332 = -1568437.650147 nChanged 125 SP:Iteration 47Q (2738.279709 sec): 3 clusters Score: Raw -1571582.885282 + Penalty 3085.383332 = -1568497.501950 nChanged 117 SP:Iteration 48Q (2738.336536 sec): 3 clusters Score: Raw -1571649.473833 + Penalty 3085.383332 = -1568564.090501 nChanged 129 SP:Iteration 49Q (2738.392058 sec): 3 clusters Score: Raw -1571718.398273 + Penalty 3085.383332 = -1568633.014941 nChanged 117 SP:Iteration 50Q (2738.453420 sec): 3 clusters Score: Raw -1571773.651308 + Penalty 3085.383332 = -1568688.267976 nChanged 121 SP:Iteration 51Q (2738.522590 sec): 3 clusters Score: Raw -1571835.280120 + Penalty 3085.383332 = -1568749.896788 nChanged 100 SP:Iteration 52Q (2738.576860 sec): 3 clusters Score: Raw -1571876.445570 + Penalty 3085.383332 = -1568791.062238 nChanged 90 SP:Iteration 53Q (2738.640334 sec): 3 clusters Score: Raw -1571911.062737 + Penalty 3085.383332 = -1568825.679405 nChanged 66 SP:Iteration 54Q (2738.715478 sec): 3 clusters Score: Raw -1571933.921696 + Penalty 3085.383332 = -1568848.538364 nChanged 65 SP:Iteration 55Q (2738.768297 sec): 3 clusters Score: Raw -1571962.987037 + Penalty 3085.383332 = -1568877.603705 nChanged 67 SP:Iteration 56Q (2738.837325 sec): 3 clusters Score: Raw -1571987.868252 + Penalty 3085.383332 = -1568902.484920 nChanged 61 SP:Iteration 57Q (2738.899834 sec): 3 clusters Score: Raw -1572012.029045 + Penalty 3085.383332 = -1568926.645713 nChanged 54 SP:Iteration 58Q (2738.961253 sec): 3 clusters Score: Raw -1572032.712698 + Penalty 3085.383332 = -1568947.329366 nChanged 49 SP:Iteration 59Q (2739.019060 sec): 3 clusters Score: Raw -1572057.711199 + Penalty 3085.383332 = -1568972.327867 nChanged 50 SP:Iteration 60F (2739.094135 sec): 3 clusters Score: Raw -1572081.088306 + Penalty 3085.383332 = -1568995.704974 nChanged 59 SP:Iteration 61Q (2739.149231 sec): 3 clusters Score: Raw -1572112.392566 + Penalty 3085.383332 = -1569027.009234 nChanged 57 SP:Iteration 62Q (2739.209916 sec): 3 clusters Score: Raw -1572135.412027 + Penalty 3085.383332 = -1569050.028695 nChanged 36 SP:Iteration 63Q (2739.280935 sec): 3 clusters Score: Raw -1572151.700769 + Penalty 3085.383332 = -1569066.317437 nChanged 37 SP:Iteration 64Q (2739.337439 sec): 3 clusters Score: Raw -1572165.189629 + Penalty 3085.383332 = -1569079.806297 nChanged 34 SP:Iteration 65Q (2739.408146 sec): 3 clusters Score: Raw -1572179.085802 + Penalty 3085.383332 = -1569093.702470 nChanged 30 SP:Iteration 66Q (2739.456525 sec): 3 clusters Score: Raw -1572191.779331 + Penalty 3085.383332 = -1569106.395999 nChanged 19 SP:Iteration 67Q (2739.523396 sec): 3 clusters Score: Raw -1572198.209472 + Penalty 3085.383332 = -1569112.826140 nChanged 14 SP:Iteration 68Q (2739.577946 sec): 3 clusters Score: Raw -1572204.013981 + Penalty 3085.383332 = -1569118.630649 nChanged 8 SP:Iteration 69Q (2739.634698 sec): 3 clusters Score: Raw -1572207.706942 + Penalty 3085.383332 = -1569122.323609 nChanged 11 SP:Iteration 70Q (2739.694765 sec): 3 clusters Score: Raw -1572211.884258 + Penalty 3085.383332 = -1569126.500926 nChanged 14 SP:Iteration 71Q (2739.765832 sec): 3 clusters Score: Raw -1572216.421512 + Penalty 3085.383332 = -1569131.038180 nChanged 7 SP:Iteration 72Q (2739.820182 sec): 3 clusters Score: Raw -1572218.727358 + Penalty 3085.383332 = -1569133.344026 nChanged 4 SP:Iteration 73Q (2739.887921 sec): 3 clusters Score: Raw -1572219.489785 + Penalty 3085.383332 = -1569134.106453 nChanged 1 SP:Iteration 74Q (2739.948724 sec): 3 clusters Score: Raw -1572219.683267 + Penalty 3085.383332 = -1569134.299935 nChanged 2 SP:Iteration 75Q (2740.008624 sec): 3 clusters Score: Raw -1572220.340270 + Penalty 3085.383332 = -1569134.956938 nChanged 2 SP:Iteration 76Q (2740.072201 sec): 3 clusters Score: Raw -1572220.844648 + Penalty 3085.383332 = -1569135.461316 nChanged 1 SP:Iteration 77Q (2740.134713 sec): 3 clusters Score: Raw -1572221.022755 + Penalty 3085.383332 = -1569135.639423 nChanged 1 SP:Iteration 78Q (2740.203463 sec): 3 clusters Score: Raw -1572221.275496 + Penalty 3085.383332 = -1569135.892164 nChanged 2 SP:Iteration 79Q (2740.259062 sec): 3 clusters Score: Raw -1572222.164889 + Penalty 3085.383332 = -1569136.781557 nChanged 2 SP:Iteration 80F (2740.312783 sec): 3 clusters Score: Raw -1572222.626313 + Penalty 3085.383332 = -1569137.242981 nChanged 4 SP:Iteration 81Q (2740.380038 sec): 3 clusters Score: Raw -1572223.428846 + Penalty 3085.383332 = -1569138.045514 nChanged 2 SP:Iteration 82Q (2740.441022 sec): 3 clusters Score: Raw -1572223.596964 + Penalty 3085.383332 = -1569138.213632 nChanged 0 SP:Iteration 83F (2740.506746 sec): 3 clusters Score: Raw -1572223.596964 + Penalty 3085.383332 = -1569138.213632 nChanged 0 Trying to split cluster 6 (1231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2740.530248 sec): 2 clusters Score: Raw -157989.429251 + Penalty 1156.282096 = -156833.147156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2740.577912 sec): 3 clusters Score: Raw -157564.075891 + Penalty 2312.564191 = -155251.511700 nChanged 390 SP:Iteration 1F (2740.621815 sec): 3 clusters Score: Raw -157876.605764 + Penalty 2312.564191 = -155564.041573 nChanged 88 SP:Iteration 2F (2740.663831 sec): 3 clusters Score: Raw -157950.560028 + Penalty 2312.564191 = -155637.995837 nChanged 48 SP:Iteration 3Q (2740.706069 sec): 3 clusters Score: Raw -157989.264044 + Penalty 2312.564191 = -155676.699853 nChanged 30 SP:Iteration 4Q (2740.748614 sec): 3 clusters Score: Raw -158018.504559 + Penalty 2312.564191 = -155705.940368 nChanged 26 SP:Iteration 5Q (2740.790756 sec): 3 clusters Score: Raw -158043.394272 + Penalty 2312.564191 = -155730.830081 nChanged 18 SP:Iteration 6Q (2740.835675 sec): 3 clusters Score: Raw -158057.576290 + Penalty 2312.564191 = -155745.012099 nChanged 13 SP:Iteration 7Q (2740.880140 sec): 3 clusters Score: Raw -158068.035565 + Penalty 2312.564191 = -155755.471374 nChanged 10 SP:Iteration 8Q (2740.915097 sec): 3 clusters Score: Raw -158077.129890 + Penalty 2312.564191 = -155764.565699 nChanged 9 SP:Iteration 9Q (2740.955394 sec): 3 clusters Score: Raw -158085.366581 + Penalty 2312.564191 = -155772.802390 nChanged 5 SP:Iteration 10Q (2741.008022 sec): 3 clusters Score: Raw -158089.266163 + Penalty 2312.564191 = -155776.701972 nChanged 5 SP:Iteration 11Q (2741.048770 sec): 3 clusters Score: Raw -158093.057489 + Penalty 2312.564191 = -155780.493298 nChanged 7 SP:Iteration 12Q (2741.103155 sec): 3 clusters Score: Raw -158099.828715 + Penalty 2312.564191 = -155787.264524 nChanged 8 SP:Iteration 13Q (2741.135882 sec): 3 clusters Score: Raw -158108.470542 + Penalty 2312.564191 = -155795.906351 nChanged 7 SP:Iteration 14Q (2741.175212 sec): 3 clusters Score: Raw -158112.828636 + Penalty 2312.564191 = -155800.264445 nChanged 5 SP:Iteration 15Q (2741.227885 sec): 3 clusters Score: Raw -158115.266985 + Penalty 2312.564191 = -155802.702794 nChanged 4 SP:Iteration 16Q (2741.274984 sec): 3 clusters Score: Raw -158116.993450 + Penalty 2312.564191 = -155804.429258 nChanged 2 SP:Iteration 17Q (2741.311849 sec): 3 clusters Score: Raw -158118.417852 + Penalty 2312.564191 = -155805.853661 nChanged 7 SP:Iteration 18Q (2741.349127 sec): 3 clusters Score: Raw -158124.024013 + Penalty 2312.564191 = -155811.459822 nChanged 5 SP:Iteration 19Q (2741.404188 sec): 3 clusters Score: Raw -158128.622333 + Penalty 2312.564191 = -155816.058142 nChanged 9 SP:Iteration 20F (2741.450589 sec): 3 clusters Score: Raw -158140.863680 + Penalty 2312.564191 = -155828.299489 nChanged 9 SP:Iteration 21Q (2741.487355 sec): 3 clusters Score: Raw -158147.678355 + Penalty 2312.564191 = -155835.114164 nChanged 7 SP:Iteration 22Q (2741.523897 sec): 3 clusters Score: Raw -158156.668601 + Penalty 2312.564191 = -155844.104410 nChanged 9 SP:Iteration 23Q (2741.558679 sec): 3 clusters Score: Raw -158162.778006 + Penalty 2312.564191 = -155850.213815 nChanged 9 SP:Iteration 24Q (2741.606205 sec): 3 clusters Score: Raw -158168.049596 + Penalty 2312.564191 = -155855.485405 nChanged 7 SP:Iteration 25Q (2741.635567 sec): 3 clusters Score: Raw -158174.331711 + Penalty 2312.564191 = -155861.767520 nChanged 9 SP:Iteration 26Q (2741.679705 sec): 3 clusters Score: Raw -158183.394631 + Penalty 2312.564191 = -155870.830440 nChanged 5 SP:Iteration 27Q (2741.725323 sec): 3 clusters Score: Raw -158187.198041 + Penalty 2312.564191 = -155874.633850 nChanged 0 SP:Iteration 28F (2741.760319 sec): 3 clusters Score: Raw -158187.198041 + Penalty 2312.564191 = -155874.633850 nChanged 0 Trying to split cluster 7 (17403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2741.807738 sec): 2 clusters Score: Raw -2110237.767707 + Penalty 1586.714656 = -2108651.053051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2741.896081 sec): 3 clusters Score: Raw -2099901.617915 + Penalty 3173.429312 = -2096728.188603 nChanged 7751 SP:Iteration 1F (2741.955147 sec): 3 clusters Score: Raw -2104052.281680 + Penalty 3173.429312 = -2100878.852368 nChanged 939 SP:Iteration 2F (2742.029103 sec): 3 clusters Score: Raw -2104397.725014 + Penalty 3173.429312 = -2101224.295701 nChanged 818 SP:Iteration 3Q (2742.101719 sec): 3 clusters Score: Raw -2104735.495776 + Penalty 3173.429312 = -2101562.066464 nChanged 791 SP:Iteration 4Q (2742.175154 sec): 3 clusters Score: Raw -2105124.694079 + Penalty 3173.429312 = -2101951.264767 nChanged 819 SP:Iteration 5Q (2742.244274 sec): 3 clusters Score: Raw -2105548.780545 + Penalty 3173.429312 = -2102375.351233 nChanged 828 SP:Iteration 6Q (2742.318657 sec): 3 clusters Score: Raw -2106072.435078 + Penalty 3173.429312 = -2102899.005766 nChanged 877 SP:Iteration 7F (2742.395217 sec): 3 clusters Score: Raw -2106680.722888 + Penalty 3173.429312 = -2103507.293575 nChanged 912 SP:Iteration 8F (2742.461406 sec): 3 clusters Score: Raw -2107363.612826 + Penalty 3173.429312 = -2104190.183513 nChanged 931 SP:Iteration 9F (2742.538462 sec): 3 clusters Score: Raw -2108105.451001 + Penalty 3173.429312 = -2104932.021689 nChanged 879 SP:Iteration 10F (2742.601052 sec): 3 clusters Score: Raw -2108711.783263 + Penalty 3173.429312 = -2105538.353950 nChanged 650 SP:Iteration 11Q (2742.676657 sec): 3 clusters Score: Raw -2109084.501023 + Penalty 3173.429312 = -2105911.071711 nChanged 520 SP:Iteration 12Q (2742.748458 sec): 3 clusters Score: Raw -2109335.471601 + Penalty 3173.429312 = -2106162.042289 nChanged 411 SP:Iteration 13Q (2742.810718 sec): 3 clusters Score: Raw -2109528.434363 + Penalty 3173.429312 = -2106355.005051 nChanged 378 SP:Iteration 14Q (2742.873535 sec): 3 clusters Score: Raw -2109701.329317 + Penalty 3173.429312 = -2106527.900005 nChanged 342 SP:Iteration 15Q (2742.951173 sec): 3 clusters Score: Raw -2109871.374213 + Penalty 3173.429312 = -2106697.944901 nChanged 320 SP:Iteration 16Q (2743.017841 sec): 3 clusters Score: Raw -2110022.773092 + Penalty 3173.429312 = -2106849.343780 nChanged 321 SP:Iteration 17Q (2743.088869 sec): 3 clusters Score: Raw -2110175.803096 + Penalty 3173.429312 = -2107002.373784 nChanged 284 SP:Iteration 18Q (2743.157337 sec): 3 clusters Score: Raw -2110304.324019 + Penalty 3173.429312 = -2107130.894706 nChanged 279 SP:Iteration 19Q (2743.227913 sec): 3 clusters Score: Raw -2110435.162393 + Penalty 3173.429312 = -2107261.733081 nChanged 274 SP:Iteration 20F (2743.307251 sec): 3 clusters Score: Raw -2110549.206661 + Penalty 3173.429312 = -2107375.777348 nChanged 218 SP:Iteration 21Q (2743.361892 sec): 3 clusters Score: Raw -2110629.899144 + Penalty 3173.429312 = -2107456.469832 nChanged 190 SP:Iteration 22Q (2743.446068 sec): 3 clusters Score: Raw -2110696.193660 + Penalty 3173.429312 = -2107522.764347 nChanged 156 SP:Iteration 23Q (2743.518096 sec): 3 clusters Score: Raw -2110738.200105 + Penalty 3173.429312 = -2107564.770792 nChanged 118 SP:Iteration 24Q (2743.585319 sec): 3 clusters Score: Raw -2110763.825287 + Penalty 3173.429312 = -2107590.395975 nChanged 112 SP:Iteration 25Q (2743.658149 sec): 3 clusters Score: Raw -2110788.818700 + Penalty 3173.429312 = -2107615.389388 nChanged 96 SP:Iteration 26Q (2743.717606 sec): 3 clusters Score: Raw -2110807.312287 + Penalty 3173.429312 = -2107633.882974 nChanged 77 SP:Iteration 27Q (2743.790850 sec): 3 clusters Score: Raw -2110818.064688 + Penalty 3173.429312 = -2107644.635375 nChanged 54 SP:Iteration 28Q (2743.858001 sec): 3 clusters Score: Raw -2110824.631259 + Penalty 3173.429312 = -2107651.201947 nChanged 46 SP:Iteration 29Q (2743.925918 sec): 3 clusters Score: Raw -2110828.453143 + Penalty 3173.429312 = -2107655.023831 nChanged 21 SP:Iteration 30Q (2744.002800 sec): 3 clusters Score: Raw -2110830.186165 + Penalty 3173.429312 = -2107656.756852 nChanged 13 SP:Iteration 31Q (2744.076693 sec): 3 clusters Score: Raw -2110831.175022 + Penalty 3173.429312 = -2107657.745710 nChanged 9 SP:Iteration 32Q (2744.140606 sec): 3 clusters Score: Raw -2110831.985706 + Penalty 3173.429312 = -2107658.556394 nChanged 8 SP:Iteration 33Q (2744.203817 sec): 3 clusters Score: Raw -2110832.515328 + Penalty 3173.429312 = -2107659.086015 nChanged 7 SP:Iteration 34Q (2744.269308 sec): 3 clusters Score: Raw -2110832.820827 + Penalty 3173.429312 = -2107659.391515 nChanged 0 SP:Iteration 35F (2744.340469 sec): 3 clusters Score: Raw -2110832.820827 + Penalty 3173.429312 = -2107659.391515 nChanged 0 Trying to split cluster 8 (113111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2744.521967 sec): 2 clusters Score: Raw -13937649.583595 + Penalty 1890.870299 = -13935758.713296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2744.762237 sec): 3 clusters Score: Raw -13863860.162054 + Penalty 3781.740598 = -13860078.421456 nChanged 54061 SP:Iteration 1F (2744.995823 sec): 3 clusters Score: Raw -13896101.546777 + Penalty 3781.740598 = -13892319.806179 nChanged 4552 SP:Iteration 2Q (2745.245011 sec): 3 clusters Score: Raw -13897778.321069 + Penalty 3781.740598 = -13893996.580471 nChanged 5793 SP:Iteration 3F (2745.475035 sec): 3 clusters Score: Raw -13900542.206608 + Penalty 3781.740598 = -13896760.466010 nChanged 7410 SP:Iteration 4F (2745.708929 sec): 3 clusters Score: Raw -13905094.177660 + Penalty 3781.740598 = -13901312.437062 nChanged 8819 SP:Iteration 5F (2745.954010 sec): 3 clusters Score: Raw -13911812.284503 + Penalty 3781.740598 = -13908030.543905 nChanged 9188 SP:Iteration 6F (2746.171362 sec): 3 clusters Score: Raw -13919744.032736 + Penalty 3781.740598 = -13915962.292138 nChanged 8041 SP:Iteration 7F (2746.407138 sec): 3 clusters Score: Raw -13926975.988808 + Penalty 3781.740598 = -13923194.248210 nChanged 5693 SP:Iteration 8F (2746.629011 sec): 3 clusters Score: Raw -13931977.475769 + Penalty 3781.740598 = -13928195.735172 nChanged 3566 SP:Iteration 9Q (2746.846306 sec): 3 clusters Score: Raw -13934997.052258 + Penalty 3781.740598 = -13931215.311660 nChanged 2015 SP:Iteration 10Q (2747.053396 sec): 3 clusters Score: Raw -13936575.750951 + Penalty 3781.740598 = -13932794.010353 nChanged 1070 SP:Iteration 11Q (2747.252031 sec): 3 clusters Score: Raw -13937362.834895 + Penalty 3781.740598 = -13933581.094297 nChanged 555 SP:Iteration 12Q (2747.431636 sec): 3 clusters Score: Raw -13937728.337905 + Penalty 3781.740598 = -13933946.597307 nChanged 328 SP:Iteration 13Q (2747.624836 sec): 3 clusters Score: Raw -13937930.796852 + Penalty 3781.740598 = -13934149.056254 nChanged 234 SP:Iteration 14Q (2747.792660 sec): 3 clusters Score: Raw -13938063.944090 + Penalty 3781.740598 = -13934282.203492 nChanged 160 SP:Iteration 15Q (2747.967618 sec): 3 clusters Score: Raw -13938153.462048 + Penalty 3781.740598 = -13934371.721451 nChanged 111 SP:Iteration 16Q (2748.156310 sec): 3 clusters Score: Raw -13938216.717061 + Penalty 3781.740598 = -13934434.976463 nChanged 94 SP:Iteration 17Q (2748.344720 sec): 3 clusters Score: Raw -13938263.047262 + Penalty 3781.740598 = -13934481.306664 nChanged 58 SP:Iteration 18Q (2748.529867 sec): 3 clusters Score: Raw -13938286.294046 + Penalty 3781.740598 = -13934504.553448 nChanged 43 SP:Iteration 19Q (2748.705034 sec): 3 clusters Score: Raw -13938303.897332 + Penalty 3781.740598 = -13934522.156734 nChanged 34 SP:Iteration 20F (2748.940296 sec): 3 clusters Score: Raw -13938317.964908 + Penalty 3781.740598 = -13934536.224311 nChanged 28 SP:Iteration 21Q (2749.122326 sec): 3 clusters Score: Raw -13938325.756416 + Penalty 3781.740598 = -13934544.015819 nChanged 17 SP:Iteration 22Q (2749.323827 sec): 3 clusters Score: Raw -13938331.985306 + Penalty 3781.740598 = -13934550.244709 nChanged 16 SP:Iteration 23Q (2749.510074 sec): 3 clusters Score: Raw -13938336.550594 + Penalty 3781.740598 = -13934554.809996 nChanged 17 SP:Iteration 24Q (2749.683355 sec): 3 clusters Score: Raw -13938341.796285 + Penalty 3781.740598 = -13934560.055687 nChanged 22 SP:Iteration 25Q (2749.856423 sec): 3 clusters Score: Raw -13938347.465941 + Penalty 3781.740598 = -13934565.725343 nChanged 15 SP:Iteration 26Q (2750.027512 sec): 3 clusters Score: Raw -13938351.762104 + Penalty 3781.740598 = -13934570.021506 nChanged 12 SP:Iteration 27Q (2750.200599 sec): 3 clusters Score: Raw -13938354.215168 + Penalty 3781.740598 = -13934572.474570 nChanged 9 SP:Iteration 28Q (2750.373373 sec): 3 clusters Score: Raw -13938356.373080 + Penalty 3781.740598 = -13934574.632483 nChanged 4 SP:Iteration 29Q (2750.540193 sec): 3 clusters Score: Raw -13938357.238849 + Penalty 3781.740598 = -13934575.498251 nChanged 1 SP:Iteration 30Q (2750.694787 sec): 3 clusters Score: Raw -13938357.364700 + Penalty 3781.740598 = -13934575.624102 nChanged 1 SP:Iteration 31Q (2750.873644 sec): 3 clusters Score: Raw -13938357.514390 + Penalty 3781.740598 = -13934575.773792 nChanged 1 SP:Iteration 32Q (2751.045964 sec): 3 clusters Score: Raw -13938357.717188 + Penalty 3781.740598 = -13934575.976590 nChanged 0 SP:Iteration 33F (2751.252201 sec): 3 clusters Score: Raw -13938357.717188 + Penalty 3781.740598 = -13934575.976590 nChanged 0 Trying to split cluster 9 (987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2751.277914 sec): 2 clusters Score: Raw -103915.550385 + Penalty 1120.383881 = -102795.166504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2751.335295 sec): 3 clusters Score: Raw -103696.525679 + Penalty 2240.767763 = -101455.757916 nChanged 313 SP:Iteration 1F (2751.374306 sec): 3 clusters Score: Raw -104158.220154 + Penalty 2240.767763 = -101917.452391 nChanged 107 SP:Iteration 2F (2751.415241 sec): 3 clusters Score: Raw -104339.686303 + Penalty 2240.767763 = -102098.918540 nChanged 68 SP:Iteration 3F (2751.457453 sec): 3 clusters Score: Raw -104451.076670 + Penalty 2240.767763 = -102210.308907 nChanged 44 SP:Iteration 4Q (2751.499330 sec): 3 clusters Score: Raw -104513.307192 + Penalty 2240.767763 = -102272.539429 nChanged 26 SP:Iteration 5Q (2751.549470 sec): 3 clusters Score: Raw -104559.780061 + Penalty 2240.767763 = -102319.012298 nChanged 20 SP:Iteration 6Q (2751.584581 sec): 3 clusters Score: Raw -104584.552400 + Penalty 2240.767763 = -102343.784638 nChanged 10 SP:Iteration 7Q (2751.628302 sec): 3 clusters Score: Raw -104593.297788 + Penalty 2240.767763 = -102352.530025 nChanged 8 SP:Iteration 8Q (2751.677714 sec): 3 clusters Score: Raw -104602.749969 + Penalty 2240.767763 = -102361.982206 nChanged 3 SP:Iteration 9Q (2751.715577 sec): 3 clusters Score: Raw -104605.742223 + Penalty 2240.767763 = -102364.974460 nChanged 5 SP:Iteration 10Q (2751.772702 sec): 3 clusters Score: Raw -104616.369272 + Penalty 2240.767763 = -102375.601509 nChanged 7 SP:Iteration 11Q (2751.804095 sec): 3 clusters Score: Raw -104627.419572 + Penalty 2240.767763 = -102386.651809 nChanged 10 SP:Iteration 12Q (2751.845072 sec): 3 clusters Score: Raw -104635.709596 + Penalty 2240.767763 = -102394.941833 nChanged 6 SP:Iteration 13Q (2751.888444 sec): 3 clusters Score: Raw -104645.149288 + Penalty 2240.767763 = -102404.381525 nChanged 4 SP:Iteration 14Q (2751.931735 sec): 3 clusters Score: Raw -104647.374616 + Penalty 2240.767763 = -102406.606854 nChanged 1 SP:Iteration 15Q (2751.986137 sec): 3 clusters Score: Raw -104647.808883 + Penalty 2240.767763 = -102407.041120 nChanged 1 SP:Iteration 16Q (2752.032294 sec): 3 clusters Score: Raw -104648.205918 + Penalty 2240.767763 = -102407.438155 nChanged 0 SP:Iteration 17F (2752.070500 sec): 3 clusters Score: Raw -104648.205918 + Penalty 2240.767763 = -102407.438155 nChanged 0 Trying to split cluster 10 (19810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2752.132493 sec): 2 clusters Score: Raw -2379208.505286 + Penalty 1607.765598 = -2377600.739688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2752.208212 sec): 3 clusters Score: Raw -2367241.411856 + Penalty 3215.531195 = -2364025.880661 nChanged 8945 SP:Iteration 1F (2752.283119 sec): 3 clusters Score: Raw -2372239.837552 + Penalty 3215.531195 = -2369024.306357 nChanged 1043 SP:Iteration 2F (2752.359105 sec): 3 clusters Score: Raw -2372604.587183 + Penalty 3215.531195 = -2369389.055988 nChanged 891 SP:Iteration 3Q (2752.437060 sec): 3 clusters Score: Raw -2372912.046347 + Penalty 3215.531195 = -2369696.515151 nChanged 878 SP:Iteration 4Q (2752.522430 sec): 3 clusters Score: Raw -2373271.295838 + Penalty 3215.531195 = -2370055.764643 nChanged 966 SP:Iteration 5Q (2752.610262 sec): 3 clusters Score: Raw -2373729.435466 + Penalty 3215.531195 = -2370513.904270 nChanged 1077 SP:Iteration 6F (2752.684954 sec): 3 clusters Score: Raw -2374378.493734 + Penalty 3215.531195 = -2371162.962539 nChanged 1187 SP:Iteration 7F (2752.745992 sec): 3 clusters Score: Raw -2375199.011193 + Penalty 3215.531195 = -2371983.479997 nChanged 1180 SP:Iteration 8F (2752.836508 sec): 3 clusters Score: Raw -2376096.426980 + Penalty 3215.531195 = -2372880.895785 nChanged 1063 SP:Iteration 9F (2752.901192 sec): 3 clusters Score: Raw -2376953.293519 + Penalty 3215.531195 = -2373737.762323 nChanged 884 SP:Iteration 10Q (2752.981502 sec): 3 clusters Score: Raw -2377731.683271 + Penalty 3215.531195 = -2374516.152076 nChanged 683 SP:Iteration 11Q (2753.053282 sec): 3 clusters Score: Raw -2378354.986569 + Penalty 3215.531195 = -2375139.455374 nChanged 484 SP:Iteration 12Q (2753.121979 sec): 3 clusters Score: Raw -2378767.296048 + Penalty 3215.531195 = -2375551.764853 nChanged 312 SP:Iteration 13Q (2753.196334 sec): 3 clusters Score: Raw -2379014.163779 + Penalty 3215.531195 = -2375798.632584 nChanged 227 SP:Iteration 14Q (2753.260444 sec): 3 clusters Score: Raw -2379162.024427 + Penalty 3215.531195 = -2375946.493232 nChanged 150 SP:Iteration 15Q (2753.326337 sec): 3 clusters Score: Raw -2379252.065045 + Penalty 3215.531195 = -2376036.533850 nChanged 116 SP:Iteration 16Q (2753.396429 sec): 3 clusters Score: Raw -2379329.424418 + Penalty 3215.531195 = -2376113.893223 nChanged 100 SP:Iteration 17Q (2753.464318 sec): 3 clusters Score: Raw -2379384.972389 + Penalty 3215.531195 = -2376169.441194 nChanged 74 SP:Iteration 18Q (2753.545752 sec): 3 clusters Score: Raw -2379427.308399 + Penalty 3215.531195 = -2376211.777204 nChanged 60 SP:Iteration 19Q (2753.614447 sec): 3 clusters Score: Raw -2379457.124406 + Penalty 3215.531195 = -2376241.593210 nChanged 43 SP:Iteration 20F (2753.682365 sec): 3 clusters Score: Raw -2379476.493665 + Penalty 3215.531195 = -2376260.962469 nChanged 40 SP:Iteration 21Q (2753.756176 sec): 3 clusters Score: Raw -2379495.077857 + Penalty 3215.531195 = -2376279.546662 nChanged 39 SP:Iteration 22Q (2753.832057 sec): 3 clusters Score: Raw -2379513.701550 + Penalty 3215.531195 = -2376298.170355 nChanged 24 SP:Iteration 23Q (2753.903313 sec): 3 clusters Score: Raw -2379525.739081 + Penalty 3215.531195 = -2376310.207886 nChanged 21 SP:Iteration 24Q (2753.978691 sec): 3 clusters Score: Raw -2379535.910538 + Penalty 3215.531195 = -2376320.379343 nChanged 23 SP:Iteration 25Q (2754.048476 sec): 3 clusters Score: Raw -2379548.876814 + Penalty 3215.531195 = -2376333.345619 nChanged 21 SP:Iteration 26Q (2754.123091 sec): 3 clusters Score: Raw -2379560.336125 + Penalty 3215.531195 = -2376344.804930 nChanged 18 SP:Iteration 27Q (2754.188995 sec): 3 clusters Score: Raw -2379569.946391 + Penalty 3215.531195 = -2376354.415196 nChanged 17 SP:Iteration 28Q (2754.259181 sec): 3 clusters Score: Raw -2379577.650207 + Penalty 3215.531195 = -2376362.119012 nChanged 15 SP:Iteration 29Q (2754.324246 sec): 3 clusters Score: Raw -2379587.066069 + Penalty 3215.531195 = -2376371.534874 nChanged 17 SP:Iteration 30Q (2754.398786 sec): 3 clusters Score: Raw -2379594.034160 + Penalty 3215.531195 = -2376378.502964 nChanged 19 SP:Iteration 31Q (2754.468602 sec): 3 clusters Score: Raw -2379601.648287 + Penalty 3215.531195 = -2376386.117091 nChanged 12 SP:Iteration 32Q (2754.542235 sec): 3 clusters Score: Raw -2379606.969964 + Penalty 3215.531195 = -2376391.438769 nChanged 12 SP:Iteration 33Q (2754.616330 sec): 3 clusters Score: Raw -2379612.476238 + Penalty 3215.531195 = -2376396.945043 nChanged 4 SP:Iteration 34Q (2754.682497 sec): 3 clusters Score: Raw -2379614.825696 + Penalty 3215.531195 = -2376399.294500 nChanged 6 SP:Iteration 35Q (2754.754264 sec): 3 clusters Score: Raw -2379617.864190 + Penalty 3215.531195 = -2376402.332995 nChanged 10 SP:Iteration 36Q (2754.822922 sec): 3 clusters Score: Raw -2379620.875944 + Penalty 3215.531195 = -2376405.344749 nChanged 7 SP:Iteration 37Q (2754.892155 sec): 3 clusters Score: Raw -2379623.375998 + Penalty 3215.531195 = -2376407.844803 nChanged 8 SP:Iteration 38Q (2754.961735 sec): 3 clusters Score: Raw -2379626.826635 + Penalty 3215.531195 = -2376411.295440 nChanged 9 SP:Iteration 39Q (2755.036208 sec): 3 clusters Score: Raw -2379630.718110 + Penalty 3215.531195 = -2376415.186915 nChanged 3 SP:Iteration 40F (2755.117611 sec): 3 clusters Score: Raw -2379631.559509 + Penalty 3215.531195 = -2376416.028314 nChanged 3 SP:Iteration 41Q (2755.186874 sec): 3 clusters Score: Raw -2379632.761902 + Penalty 3215.531195 = -2376417.230707 nChanged 1 SP:Iteration 42Q (2755.252990 sec): 3 clusters Score: Raw -2379633.066619 + Penalty 3215.531195 = -2376417.535424 nChanged 0 SP:Iteration 43F (2755.325181 sec): 3 clusters Score: Raw -2379633.066619 + Penalty 3215.531195 = -2376417.535424 nChanged 0 Trying to split cluster 11 (3301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2755.356907 sec): 2 clusters Score: Raw -382872.381604 + Penalty 1316.571869 = -381555.809736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2755.397255 sec): 3 clusters Score: Raw -381320.741148 + Penalty 2633.143738 = -378687.597410 nChanged 1269 SP:Iteration 1F (2755.451628 sec): 3 clusters Score: Raw -382059.266726 + Penalty 2633.143738 = -379426.122988 nChanged 267 SP:Iteration 2F (2755.485780 sec): 3 clusters Score: Raw -382239.589701 + Penalty 2633.143738 = -379606.445964 nChanged 190 SP:Iteration 3F (2755.540476 sec): 3 clusters Score: Raw -382387.951035 + Penalty 2633.143738 = -379754.807298 nChanged 156 SP:Iteration 4Q (2755.584857 sec): 3 clusters Score: Raw -382496.037566 + Penalty 2633.143738 = -379862.893828 nChanged 124 SP:Iteration 5Q (2755.629635 sec): 3 clusters Score: Raw -382579.398087 + Penalty 2633.143738 = -379946.254349 nChanged 123 SP:Iteration 6Q (2755.680586 sec): 3 clusters Score: Raw -382669.156469 + Penalty 2633.143738 = -380036.012731 nChanged 116 SP:Iteration 7Q (2755.722608 sec): 3 clusters Score: Raw -382745.918546 + Penalty 2633.143738 = -380112.774808 nChanged 99 SP:Iteration 8Q (2755.775840 sec): 3 clusters Score: Raw -382812.830376 + Penalty 2633.143738 = -380179.686638 nChanged 99 SP:Iteration 9Q (2755.830966 sec): 3 clusters Score: Raw -382874.321454 + Penalty 2633.143738 = -380241.177716 nChanged 87 SP:Iteration 10Q (2755.877285 sec): 3 clusters Score: Raw -382927.323819 + Penalty 2633.143738 = -380294.180081 nChanged 63 SP:Iteration 11Q (2755.932442 sec): 3 clusters Score: Raw -382962.563715 + Penalty 2633.143738 = -380329.419978 nChanged 47 SP:Iteration 12Q (2755.982405 sec): 3 clusters Score: Raw -382986.688816 + Penalty 2633.143738 = -380353.545078 nChanged 43 SP:Iteration 13Q (2756.031584 sec): 3 clusters Score: Raw -383005.669721 + Penalty 2633.143738 = -380372.525983 nChanged 32 SP:Iteration 14Q (2756.073528 sec): 3 clusters Score: Raw -383022.670687 + Penalty 2633.143738 = -380389.526949 nChanged 24 SP:Iteration 15Q (2756.123021 sec): 3 clusters Score: Raw -383035.105911 + Penalty 2633.143738 = -380401.962173 nChanged 26 SP:Iteration 16Q (2756.165139 sec): 3 clusters Score: Raw -383047.895183 + Penalty 2633.143738 = -380414.751445 nChanged 23 SP:Iteration 17Q (2756.208852 sec): 3 clusters Score: Raw -383058.920819 + Penalty 2633.143738 = -380425.777082 nChanged 15 SP:Iteration 18Q (2756.247725 sec): 3 clusters Score: Raw -383065.155281 + Penalty 2633.143738 = -380432.011543 nChanged 8 SP:Iteration 19Q (2756.287369 sec): 3 clusters Score: Raw -383068.783840 + Penalty 2633.143738 = -380435.640102 nChanged 5 SP:Iteration 20F (2756.343716 sec): 3 clusters Score: Raw -383070.371797 + Penalty 2633.143738 = -380437.228059 nChanged 7 SP:Iteration 21Q (2756.382694 sec): 3 clusters Score: Raw -383072.912166 + Penalty 2633.143738 = -380439.768428 nChanged 9 SP:Iteration 22Q (2756.434274 sec): 3 clusters Score: Raw -383075.429389 + Penalty 2633.143738 = -380442.285651 nChanged 4 SP:Iteration 23Q (2756.487801 sec): 3 clusters Score: Raw -383076.547853 + Penalty 2633.143738 = -380443.404115 nChanged 4 SP:Iteration 24Q (2756.522747 sec): 3 clusters Score: Raw -383078.051814 + Penalty 2633.143738 = -380444.908076 nChanged 3 SP:Iteration 25Q (2756.576724 sec): 3 clusters Score: Raw -383079.082169 + Penalty 2633.143738 = -380445.938432 nChanged 2 SP:Iteration 26Q (2756.614988 sec): 3 clusters Score: Raw -383081.059161 + Penalty 2633.143738 = -380447.915423 nChanged 4 SP:Iteration 27Q (2756.658306 sec): 3 clusters Score: Raw -383083.119503 + Penalty 2633.143738 = -380449.975765 nChanged 6 SP:Iteration 28Q (2756.711572 sec): 3 clusters Score: Raw -383086.716184 + Penalty 2633.143738 = -380453.572446 nChanged 6 SP:Iteration 29Q (2756.748705 sec): 3 clusters Score: Raw -383089.152543 + Penalty 2633.143738 = -380456.008805 nChanged 6 SP:Iteration 30Q (2756.796860 sec): 3 clusters Score: Raw -383091.666403 + Penalty 2633.143738 = -380458.522665 nChanged 7 SP:Iteration 31Q (2756.847120 sec): 3 clusters Score: Raw -383094.771911 + Penalty 2633.143738 = -380461.628173 nChanged 6 SP:Iteration 32Q (2756.898438 sec): 3 clusters Score: Raw -383097.671082 + Penalty 2633.143738 = -380464.527345 nChanged 5 SP:Iteration 33Q (2756.935662 sec): 3 clusters Score: Raw -383099.803350 + Penalty 2633.143738 = -380466.659612 nChanged 5 SP:Iteration 34Q (2756.976386 sec): 3 clusters Score: Raw -383102.483451 + Penalty 2633.143738 = -380469.339713 nChanged 8 SP:Iteration 35Q (2757.019835 sec): 3 clusters Score: Raw -383107.875950 + Penalty 2633.143738 = -380474.732212 nChanged 11 SP:Iteration 36Q (2757.079706 sec): 3 clusters Score: Raw -383112.932618 + Penalty 2633.143738 = -380479.788880 nChanged 10 SP:Iteration 37Q (2757.123784 sec): 3 clusters Score: Raw -383118.752288 + Penalty 2633.143738 = -380485.608550 nChanged 9 SP:Iteration 38Q (2757.171434 sec): 3 clusters Score: Raw -383124.905004 + Penalty 2633.143738 = -380491.761266 nChanged 13 SP:Iteration 39Q (2757.208687 sec): 3 clusters Score: Raw -383133.282222 + Penalty 2633.143738 = -380500.138484 nChanged 13 SP:Iteration 40F (2757.260782 sec): 3 clusters Score: Raw -383140.631078 + Penalty 2633.143738 = -380507.487341 nChanged 8 SP:Iteration 41Q (2757.312285 sec): 3 clusters Score: Raw -383144.599205 + Penalty 2633.143738 = -380511.455467 nChanged 7 SP:Iteration 42Q (2757.349910 sec): 3 clusters Score: Raw -383149.083074 + Penalty 2633.143738 = -380515.939336 nChanged 4 SP:Iteration 43Q (2757.410834 sec): 3 clusters Score: Raw -383151.714907 + Penalty 2633.143738 = -380518.571169 nChanged 4 SP:Iteration 44Q (2757.448932 sec): 3 clusters Score: Raw -383154.641506 + Penalty 2633.143738 = -380521.497768 nChanged 6 SP:Iteration 45Q (2757.493406 sec): 3 clusters Score: Raw -383157.171007 + Penalty 2633.143738 = -380524.027269 nChanged 5 SP:Iteration 46Q (2757.547649 sec): 3 clusters Score: Raw -383160.681075 + Penalty 2633.143738 = -380527.537337 nChanged 4 SP:Iteration 47Q (2757.590418 sec): 3 clusters Score: Raw -383162.545028 + Penalty 2633.143738 = -380529.401290 nChanged 4 SP:Iteration 48Q (2757.634423 sec): 3 clusters Score: Raw -383163.990077 + Penalty 2633.143738 = -380530.846339 nChanged 4 SP:Iteration 49Q (2757.683922 sec): 3 clusters Score: Raw -383165.351862 + Penalty 2633.143738 = -380532.208124 nChanged 3 SP:Iteration 50Q (2757.738412 sec): 3 clusters Score: Raw -383166.657667 + Penalty 2633.143738 = -380533.513929 nChanged 2 SP:Iteration 51Q (2757.777819 sec): 3 clusters Score: Raw -383167.315528 + Penalty 2633.143738 = -380534.171790 nChanged 0 SP:Iteration 52F (2757.839309 sec): 3 clusters Score: Raw -383167.315528 + Penalty 2633.143738 = -380534.171790 nChanged 0 Trying to split cluster 12 (6156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2757.858049 sec): 2 clusters Score: Raw -740438.123115 + Penalty 1417.842155 = -739020.280959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2757.906051 sec): 3 clusters Score: Raw -737133.991565 + Penalty 2835.684311 = -734298.307254 nChanged 2604 SP:Iteration 1F (2757.957376 sec): 3 clusters Score: Raw -738521.858209 + Penalty 2835.684311 = -735686.173898 nChanged 436 SP:Iteration 2F (2758.012293 sec): 3 clusters Score: Raw -738744.358678 + Penalty 2835.684311 = -735908.674367 nChanged 356 SP:Iteration 3F (2758.066610 sec): 3 clusters Score: Raw -738937.915151 + Penalty 2835.684311 = -736102.230840 nChanged 319 SP:Iteration 4F (2758.118214 sec): 3 clusters Score: Raw -739122.994533 + Penalty 2835.684311 = -736287.310222 nChanged 342 SP:Iteration 5F (2758.162811 sec): 3 clusters Score: Raw -739343.423037 + Penalty 2835.684311 = -736507.738727 nChanged 337 SP:Iteration 6F (2758.215106 sec): 3 clusters Score: Raw -739577.034960 + Penalty 2835.684311 = -736741.350649 nChanged 326 SP:Iteration 7F (2758.267820 sec): 3 clusters Score: Raw -739819.323270 + Penalty 2835.684311 = -736983.638959 nChanged 294 SP:Iteration 8Q (2758.332016 sec): 3 clusters Score: Raw -740030.660859 + Penalty 2835.684311 = -737194.976548 nChanged 234 SP:Iteration 9Q (2758.388130 sec): 3 clusters Score: Raw -740216.793338 + Penalty 2835.684311 = -737381.109027 nChanged 207 SP:Iteration 10Q (2758.439076 sec): 3 clusters Score: Raw -740384.525473 + Penalty 2835.684311 = -737548.841162 nChanged 163 SP:Iteration 11Q (2758.488774 sec): 3 clusters Score: Raw -740540.210788 + Penalty 2835.684311 = -737704.526478 nChanged 125 SP:Iteration 12Q (2758.531506 sec): 3 clusters Score: Raw -740656.539815 + Penalty 2835.684311 = -737820.855504 nChanged 105 SP:Iteration 13Q (2758.581496 sec): 3 clusters Score: Raw -740751.424445 + Penalty 2835.684311 = -737915.740134 nChanged 77 SP:Iteration 14Q (2758.632671 sec): 3 clusters Score: Raw -740802.887463 + Penalty 2835.684311 = -737967.203152 nChanged 44 SP:Iteration 15Q (2758.684126 sec): 3 clusters Score: Raw -740825.051471 + Penalty 2835.684311 = -737989.367160 nChanged 25 SP:Iteration 16Q (2758.736093 sec): 3 clusters Score: Raw -740838.296379 + Penalty 2835.684311 = -738002.612069 nChanged 19 SP:Iteration 17Q (2758.796385 sec): 3 clusters Score: Raw -740848.112562 + Penalty 2835.684311 = -738012.428251 nChanged 20 SP:Iteration 18Q (2758.833877 sec): 3 clusters Score: Raw -740858.754983 + Penalty 2835.684311 = -738023.070672 nChanged 13 SP:Iteration 19Q (2758.892654 sec): 3 clusters Score: Raw -740863.730572 + Penalty 2835.684311 = -738028.046261 nChanged 12 SP:Iteration 20F (2758.936869 sec): 3 clusters Score: Raw -740869.081393 + Penalty 2835.684311 = -738033.397082 nChanged 11 SP:Iteration 21Q (2758.986713 sec): 3 clusters Score: Raw -740872.940405 + Penalty 2835.684311 = -738037.256095 nChanged 11 SP:Iteration 22Q (2759.036523 sec): 3 clusters Score: Raw -740877.571767 + Penalty 2835.684311 = -738041.887456 nChanged 11 SP:Iteration 23Q (2759.082499 sec): 3 clusters Score: Raw -740880.658665 + Penalty 2835.684311 = -738044.974354 nChanged 4 SP:Iteration 24Q (2759.129410 sec): 3 clusters Score: Raw -740882.014018 + Penalty 2835.684311 = -738046.329707 nChanged 5 SP:Iteration 25Q (2759.175259 sec): 3 clusters Score: Raw -740883.867594 + Penalty 2835.684311 = -738048.183283 nChanged 2 SP:Iteration 26Q (2759.226463 sec): 3 clusters Score: Raw -740884.442988 + Penalty 2835.684311 = -738048.758677 nChanged 1 SP:Iteration 27Q (2759.275595 sec): 3 clusters Score: Raw -740884.595043 + Penalty 2835.684311 = -738048.910733 nChanged 0 SP:Iteration 28F (2759.326773 sec): 3 clusters Score: Raw -740884.595043 + Penalty 2835.684311 = -738048.910733 nChanged 0 Trying to split cluster 13 (1419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2759.357636 sec): 2 clusters Score: Raw -181254.116355 + Penalty 1179.377498 = -180074.738858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2759.392496 sec): 3 clusters Score: Raw -180692.345844 + Penalty 2358.754995 = -178333.590848 nChanged 459 SP:Iteration 1F (2759.435589 sec): 3 clusters Score: Raw -181044.024292 + Penalty 2358.754995 = -178685.269297 nChanged 116 SP:Iteration 2F (2759.479637 sec): 3 clusters Score: Raw -181154.222646 + Penalty 2358.754995 = -178795.467651 nChanged 89 SP:Iteration 3F (2759.517654 sec): 3 clusters Score: Raw -181243.184036 + Penalty 2358.754995 = -178884.429041 nChanged 61 SP:Iteration 4Q (2759.561515 sec): 3 clusters Score: Raw -181294.545268 + Penalty 2358.754995 = -178935.790273 nChanged 47 SP:Iteration 5Q (2759.607486 sec): 3 clusters Score: Raw -181338.814134 + Penalty 2358.754995 = -178980.059139 nChanged 40 SP:Iteration 6Q (2759.663564 sec): 3 clusters Score: Raw -181369.249133 + Penalty 2358.754995 = -179010.494137 nChanged 20 SP:Iteration 7Q (2759.706554 sec): 3 clusters Score: Raw -181382.975289 + Penalty 2358.754995 = -179024.220294 nChanged 27 SP:Iteration 8Q (2759.741938 sec): 3 clusters Score: Raw -181402.712611 + Penalty 2358.754995 = -179043.957615 nChanged 20 SP:Iteration 9Q (2759.783710 sec): 3 clusters Score: Raw -181417.109757 + Penalty 2358.754995 = -179058.354762 nChanged 14 SP:Iteration 10Q (2759.824585 sec): 3 clusters Score: Raw -181424.639285 + Penalty 2358.754995 = -179065.884290 nChanged 13 SP:Iteration 11Q (2759.867779 sec): 3 clusters Score: Raw -181431.713314 + Penalty 2358.754995 = -179072.958319 nChanged 10 SP:Iteration 12Q (2759.906955 sec): 3 clusters Score: Raw -181438.683139 + Penalty 2358.754995 = -179079.928144 nChanged 15 SP:Iteration 13Q (2759.950597 sec): 3 clusters Score: Raw -181449.468101 + Penalty 2358.754995 = -179090.713106 nChanged 19 SP:Iteration 14Q (2759.994116 sec): 3 clusters Score: Raw -181462.804132 + Penalty 2358.754995 = -179104.049137 nChanged 22 SP:Iteration 15Q (2760.037594 sec): 3 clusters Score: Raw -181482.238414 + Penalty 2358.754995 = -179123.483419 nChanged 15 SP:Iteration 16Q (2760.080836 sec): 3 clusters Score: Raw -181495.473238 + Penalty 2358.754995 = -179136.718243 nChanged 22 SP:Iteration 17Q (2760.125651 sec): 3 clusters Score: Raw -181511.871936 + Penalty 2358.754995 = -179153.116941 nChanged 19 SP:Iteration 18Q (2760.167636 sec): 3 clusters Score: Raw -181524.808860 + Penalty 2358.754995 = -179166.053865 nChanged 17 SP:Iteration 19Q (2760.210809 sec): 3 clusters Score: Raw -181536.728185 + Penalty 2358.754995 = -179177.973190 nChanged 17 SP:Iteration 20F (2760.254793 sec): 3 clusters Score: Raw -181550.843402 + Penalty 2358.754995 = -179192.088407 nChanged 13 SP:Iteration 21Q (2760.298156 sec): 3 clusters Score: Raw -181567.438476 + Penalty 2358.754995 = -179208.683481 nChanged 15 SP:Iteration 22Q (2760.341685 sec): 3 clusters Score: Raw -181585.045354 + Penalty 2358.754995 = -179226.290359 nChanged 15 SP:Iteration 23Q (2760.383643 sec): 3 clusters Score: Raw -181598.984945 + Penalty 2358.754995 = -179240.229950 nChanged 20 SP:Iteration 24Q (2760.427022 sec): 3 clusters Score: Raw -181617.450215 + Penalty 2358.754995 = -179258.695220 nChanged 17 SP:Iteration 25Q (2760.467980 sec): 3 clusters Score: Raw -181629.678821 + Penalty 2358.754995 = -179270.923826 nChanged 15 SP:Iteration 26Q (2760.511410 sec): 3 clusters Score: Raw -181645.857488 + Penalty 2358.754995 = -179287.102493 nChanged 19 SP:Iteration 27Q (2760.554827 sec): 3 clusters Score: Raw -181669.268177 + Penalty 2358.754995 = -179310.513182 nChanged 16 SP:Iteration 28Q (2760.610555 sec): 3 clusters Score: Raw -181684.015051 + Penalty 2358.754995 = -179325.260056 nChanged 16 SP:Iteration 29Q (2760.659187 sec): 3 clusters Score: Raw -181699.859223 + Penalty 2358.754995 = -179341.104228 nChanged 13 SP:Iteration 30Q (2760.694207 sec): 3 clusters Score: Raw -181716.069804 + Penalty 2358.754995 = -179357.314809 nChanged 14 SP:Iteration 31Q (2760.737207 sec): 3 clusters Score: Raw -181732.282021 + Penalty 2358.754995 = -179373.527026 nChanged 15 SP:Iteration 32Q (2760.779841 sec): 3 clusters Score: Raw -181748.630055 + Penalty 2358.754995 = -179389.875060 nChanged 11 SP:Iteration 33Q (2760.820455 sec): 3 clusters Score: Raw -181758.122743 + Penalty 2358.754995 = -179399.367748 nChanged 9 SP:Iteration 34Q (2760.860981 sec): 3 clusters Score: Raw -181767.431395 + Penalty 2358.754995 = -179408.676399 nChanged 10 SP:Iteration 35Q (2760.904383 sec): 3 clusters Score: Raw -181779.685495 + Penalty 2358.754995 = -179420.930500 nChanged 11 SP:Iteration 36Q (2760.947723 sec): 3 clusters Score: Raw -181791.048387 + Penalty 2358.754995 = -179432.293392 nChanged 8 SP:Iteration 37Q (2760.996455 sec): 3 clusters Score: Raw -181796.859883 + Penalty 2358.754995 = -179438.104888 nChanged 4 SP:Iteration 38Q (2761.036460 sec): 3 clusters Score: Raw -181800.316629 + Penalty 2358.754995 = -179441.561634 nChanged 1 SP:Iteration 39Q (2761.085614 sec): 3 clusters Score: Raw -181802.108398 + Penalty 2358.754995 = -179443.353403 nChanged 4 SP:Iteration 40F (2761.135416 sec): 3 clusters Score: Raw -181807.308784 + Penalty 2358.754995 = -179448.553789 nChanged 4 SP:Iteration 41Q (2761.177580 sec): 3 clusters Score: Raw -181814.910875 + Penalty 2358.754995 = -179456.155880 nChanged 4 SP:Iteration 42Q (2761.228358 sec): 3 clusters Score: Raw -181818.326742 + Penalty 2358.754995 = -179459.571747 nChanged 4 SP:Iteration 43Q (2761.282447 sec): 3 clusters Score: Raw -181821.685193 + Penalty 2358.754995 = -179462.930198 nChanged 3 SP:Iteration 44Q (2761.320741 sec): 3 clusters Score: Raw -181823.632142 + Penalty 2358.754995 = -179464.877146 nChanged 4 SP:Iteration 45Q (2761.370806 sec): 3 clusters Score: Raw -181826.462021 + Penalty 2358.754995 = -179467.707026 nChanged 2 SP:Iteration 46Q (2761.427809 sec): 3 clusters Score: Raw -181827.347690 + Penalty 2358.754995 = -179468.592695 nChanged 1 SP:Iteration 47Q (2761.470618 sec): 3 clusters Score: Raw -181828.037474 + Penalty 2358.754995 = -179469.282479 nChanged 1 SP:Iteration 48Q (2761.527235 sec): 3 clusters Score: Raw -181828.362960 + Penalty 2358.754995 = -179469.607964 nChanged 0 SP:Iteration 49F (2761.569631 sec): 3 clusters Score: Raw -181828.362960 + Penalty 2358.754995 = -179469.607964 nChanged 0 Trying to split cluster 14 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2761.591957 sec): 2 clusters Score: Raw -17066.531228 + Penalty 855.187156 = -16211.344073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2761.640079 sec): 3 clusters Score: Raw -17248.168972 + Penalty 1710.374311 = -15537.794661 nChanged 43 SP:Iteration 1F (2761.694272 sec): 3 clusters Score: Raw -17418.893342 + Penalty 1710.374311 = -15708.519031 nChanged 5 SP:Iteration 2Q (2761.731877 sec): 3 clusters Score: Raw -17444.726782 + Penalty 1710.374311 = -15734.352470 nChanged 4 SP:Iteration 3Q (2761.778953 sec): 3 clusters Score: Raw -17466.759646 + Penalty 1710.374311 = -15756.385335 nChanged 0 SP:Iteration 4F (2761.825204 sec): 3 clusters Score: Raw -17466.759646 + Penalty 1710.374311 = -15756.385335 nChanged 0 Trying to split cluster 15 (15072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2761.882730 sec): 2 clusters Score: Raw -1699140.477741 + Penalty 1563.346524 = -1697577.131216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2761.937595 sec): 3 clusters Score: Raw -1690240.485789 + Penalty 3126.693049 = -1687113.792740 nChanged 6726 SP:Iteration 1F (2762.022551 sec): 3 clusters Score: Raw -1694109.240607 + Penalty 3126.693049 = -1690982.547558 nChanged 1036 SP:Iteration 2F (2762.093119 sec): 3 clusters Score: Raw -1694701.895607 + Penalty 3126.693049 = -1691575.202558 nChanged 967 SP:Iteration 3F (2762.160137 sec): 3 clusters Score: Raw -1695277.385597 + Penalty 3126.693049 = -1692150.692548 nChanged 945 SP:Iteration 4F (2762.233182 sec): 3 clusters Score: Raw -1695822.824100 + Penalty 3126.693049 = -1692696.131051 nChanged 859 SP:Iteration 5F (2762.313535 sec): 3 clusters Score: Raw -1696303.768783 + Penalty 3126.693049 = -1693177.075734 nChanged 758 SP:Iteration 6F (2762.400992 sec): 3 clusters Score: Raw -1696700.490146 + Penalty 3126.693049 = -1693573.797097 nChanged 692 SP:Iteration 7Q (2762.475816 sec): 3 clusters Score: Raw -1697040.746662 + Penalty 3126.693049 = -1693914.053613 nChanged 582 SP:Iteration 8Q (2762.551609 sec): 3 clusters Score: Raw -1697285.537954 + Penalty 3126.693049 = -1694158.844905 nChanged 469 SP:Iteration 9Q (2762.627848 sec): 3 clusters Score: Raw -1697464.167072 + Penalty 3126.693049 = -1694337.474023 nChanged 357 SP:Iteration 10Q (2762.699049 sec): 3 clusters Score: Raw -1697604.245090 + Penalty 3126.693049 = -1694477.552041 nChanged 332 SP:Iteration 11Q (2762.773397 sec): 3 clusters Score: Raw -1697734.200945 + Penalty 3126.693049 = -1694607.507896 nChanged 292 SP:Iteration 12Q (2762.846713 sec): 3 clusters Score: Raw -1697856.341887 + Penalty 3126.693049 = -1694729.648838 nChanged 251 SP:Iteration 13Q (2762.907180 sec): 3 clusters Score: Raw -1697940.727876 + Penalty 3126.693049 = -1694814.034827 nChanged 225 SP:Iteration 14Q (2762.987918 sec): 3 clusters Score: Raw -1698004.038274 + Penalty 3126.693049 = -1694877.345225 nChanged 181 SP:Iteration 15Q (2763.069381 sec): 3 clusters Score: Raw -1698050.872502 + Penalty 3126.693049 = -1694924.179453 nChanged 166 SP:Iteration 16Q (2763.148720 sec): 3 clusters Score: Raw -1698097.481942 + Penalty 3126.693049 = -1694970.788893 nChanged 165 SP:Iteration 17Q (2763.227321 sec): 3 clusters Score: Raw -1698150.123117 + Penalty 3126.693049 = -1695023.430068 nChanged 190 SP:Iteration 18Q (2763.302864 sec): 3 clusters Score: Raw -1698220.345769 + Penalty 3126.693049 = -1695093.652720 nChanged 201 SP:Iteration 19Q (2763.370840 sec): 3 clusters Score: Raw -1698295.006010 + Penalty 3126.693049 = -1695168.312961 nChanged 211 SP:Iteration 20F (2763.449330 sec): 3 clusters Score: Raw -1698362.003381 + Penalty 3126.693049 = -1695235.310332 nChanged 193 SP:Iteration 21Q (2763.525519 sec): 3 clusters Score: Raw -1698416.243793 + Penalty 3126.693049 = -1695289.550744 nChanged 169 SP:Iteration 22Q (2763.602318 sec): 3 clusters Score: Raw -1698464.762179 + Penalty 3126.693049 = -1695338.069130 nChanged 177 SP:Iteration 23Q (2763.678343 sec): 3 clusters Score: Raw -1698524.489161 + Penalty 3126.693049 = -1695397.796112 nChanged 186 SP:Iteration 24Q (2763.747588 sec): 3 clusters Score: Raw -1698580.619915 + Penalty 3126.693049 = -1695453.926866 nChanged 181 SP:Iteration 25Q (2763.822667 sec): 3 clusters Score: Raw -1698639.027663 + Penalty 3126.693049 = -1695512.334614 nChanged 175 SP:Iteration 26Q (2763.897097 sec): 3 clusters Score: Raw -1698705.479341 + Penalty 3126.693049 = -1695578.786292 nChanged 172 SP:Iteration 27Q (2763.971634 sec): 3 clusters Score: Raw -1698781.042564 + Penalty 3126.693049 = -1695654.349515 nChanged 171 SP:Iteration 28Q (2764.041589 sec): 3 clusters Score: Raw -1698866.385115 + Penalty 3126.693049 = -1695739.692066 nChanged 170 SP:Iteration 29Q (2764.119258 sec): 3 clusters Score: Raw -1698948.628836 + Penalty 3126.693049 = -1695821.935787 nChanged 172 SP:Iteration 30Q (2764.197848 sec): 3 clusters Score: Raw -1699021.107054 + Penalty 3126.693049 = -1695894.414005 nChanged 172 SP:Iteration 31Q (2764.274343 sec): 3 clusters Score: Raw -1699098.821648 + Penalty 3126.693049 = -1695972.128599 nChanged 165 SP:Iteration 32Q (2764.352499 sec): 3 clusters Score: Raw -1699174.759294 + Penalty 3126.693049 = -1696048.066245 nChanged 158 SP:Iteration 33Q (2764.430556 sec): 3 clusters Score: Raw -1699227.523468 + Penalty 3126.693049 = -1696100.830419 nChanged 141 SP:Iteration 34Q (2764.507748 sec): 3 clusters Score: Raw -1699264.326689 + Penalty 3126.693049 = -1696137.633640 nChanged 102 SP:Iteration 35Q (2764.587397 sec): 3 clusters Score: Raw -1699293.228351 + Penalty 3126.693049 = -1696166.535302 nChanged 85 SP:Iteration 36Q (2764.665913 sec): 3 clusters Score: Raw -1699315.291751 + Penalty 3126.693049 = -1696188.598702 nChanged 72 SP:Iteration 37Q (2764.727178 sec): 3 clusters Score: Raw -1699329.042855 + Penalty 3126.693049 = -1696202.349806 nChanged 63 SP:Iteration 38Q (2764.816755 sec): 3 clusters Score: Raw -1699339.958648 + Penalty 3126.693049 = -1696213.265599 nChanged 45 SP:Iteration 39Q (2764.889946 sec): 3 clusters Score: Raw -1699346.212900 + Penalty 3126.693049 = -1696219.519851 nChanged 34 SP:Iteration 40F (2764.966987 sec): 3 clusters Score: Raw -1699351.945755 + Penalty 3126.693049 = -1696225.252706 nChanged 24 SP:Iteration 41Q (2765.042013 sec): 3 clusters Score: Raw -1699355.431692 + Penalty 3126.693049 = -1696228.738643 nChanged 28 SP:Iteration 42Q (2765.116105 sec): 3 clusters Score: Raw -1699359.135898 + Penalty 3126.693049 = -1696232.442849 nChanged 24 SP:Iteration 43Q (2765.190253 sec): 3 clusters Score: Raw -1699361.582986 + Penalty 3126.693049 = -1696234.889937 nChanged 21 SP:Iteration 44Q (2765.254731 sec): 3 clusters Score: Raw -1699364.109069 + Penalty 3126.693049 = -1696237.416020 nChanged 22 SP:Iteration 45Q (2765.338893 sec): 3 clusters Score: Raw -1699366.586901 + Penalty 3126.693049 = -1696239.893852 nChanged 20 SP:Iteration 46Q (2765.410884 sec): 3 clusters Score: Raw -1699368.264238 + Penalty 3126.693049 = -1696241.571189 nChanged 21 SP:Iteration 47Q (2765.477903 sec): 3 clusters Score: Raw -1699370.268251 + Penalty 3126.693049 = -1696243.575202 nChanged 19 SP:Iteration 48Q (2765.543557 sec): 3 clusters Score: Raw -1699372.228202 + Penalty 3126.693049 = -1696245.535153 nChanged 18 SP:Iteration 49Q (2765.606749 sec): 3 clusters Score: Raw -1699374.360416 + Penalty 3126.693049 = -1696247.667367 nChanged 13 SP:Iteration 50Q (2765.693390 sec): 3 clusters Score: Raw -1699375.264779 + Penalty 3126.693049 = -1696248.571730 nChanged 15 SP:Iteration 51Q (2765.761243 sec): 3 clusters Score: Raw -1699377.226158 + Penalty 3126.693049 = -1696250.533109 nChanged 21 SP:Iteration 52Q (2765.835403 sec): 3 clusters Score: Raw -1699380.031764 + Penalty 3126.693049 = -1696253.338715 nChanged 22 SP:Iteration 53Q (2765.908877 sec): 3 clusters Score: Raw -1699382.260339 + Penalty 3126.693049 = -1696255.567290 nChanged 18 SP:Iteration 54Q (2765.982194 sec): 3 clusters Score: Raw -1699383.930749 + Penalty 3126.693049 = -1696257.237700 nChanged 19 SP:Iteration 55Q (2766.062454 sec): 3 clusters Score: Raw -1699385.738660 + Penalty 3126.693049 = -1696259.045611 nChanged 18 SP:Iteration 56Q (2766.129288 sec): 3 clusters Score: Raw -1699387.595566 + Penalty 3126.693049 = -1696260.902517 nChanged 11 SP:Iteration 57Q (2766.205915 sec): 3 clusters Score: Raw -1699388.291972 + Penalty 3126.693049 = -1696261.598923 nChanged 11 SP:Iteration 58Q (2766.280274 sec): 3 clusters Score: Raw -1699389.124776 + Penalty 3126.693049 = -1696262.431727 nChanged 7 SP:Iteration 59Q (2766.350546 sec): 3 clusters Score: Raw -1699389.569734 + Penalty 3126.693049 = -1696262.876685 nChanged 4 SP:Iteration 60F (2766.427708 sec): 3 clusters Score: Raw -1699389.940479 + Penalty 3126.693049 = -1696263.247430 nChanged 4 SP:Iteration 61Q (2766.506365 sec): 3 clusters Score: Raw -1699390.144426 + Penalty 3126.693049 = -1696263.451377 nChanged 4 SP:Iteration 62Q (2766.578472 sec): 3 clusters Score: Raw -1699390.976235 + Penalty 3126.693049 = -1696264.283186 nChanged 9 SP:Iteration 63Q (2766.663186 sec): 3 clusters Score: Raw -1699392.175261 + Penalty 3126.693049 = -1696265.482212 nChanged 8 SP:Iteration 64Q (2766.727316 sec): 3 clusters Score: Raw -1699392.713853 + Penalty 3126.693049 = -1696266.020804 nChanged 4 SP:Iteration 65Q (2766.807617 sec): 3 clusters Score: Raw -1699392.936965 + Penalty 3126.693049 = -1696266.243916 nChanged 3 SP:Iteration 66Q (2766.882215 sec): 3 clusters Score: Raw -1699393.156954 + Penalty 3126.693049 = -1696266.463905 nChanged 3 SP:Iteration 67Q (2766.950427 sec): 3 clusters Score: Raw -1699393.344286 + Penalty 3126.693049 = -1696266.651237 nChanged 2 SP:Iteration 68Q (2767.007613 sec): 3 clusters Score: Raw -1699393.583210 + Penalty 3126.693049 = -1696266.890161 nChanged 1 SP:Iteration 69Q (2767.092159 sec): 3 clusters Score: Raw -1699393.631973 + Penalty 3126.693049 = -1696266.938924 nChanged 1 SP:Iteration 70Q (2767.165108 sec): 3 clusters Score: Raw -1699393.674909 + Penalty 3126.693049 = -1696266.981860 nChanged 2 SP:Iteration 71Q (2767.237465 sec): 3 clusters Score: Raw -1699393.792712 + Penalty 3126.693049 = -1696267.099663 nChanged 0 SP:Iteration 72F (2767.303901 sec): 3 clusters Score: Raw -1699393.792712 + Penalty 3126.693049 = -1696267.099663 nChanged 0 Trying to split cluster 16 (48141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2767.402151 sec): 2 clusters Score: Raw -5881457.982648 + Penalty 1752.057041 = -5879705.925607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2767.529906 sec): 3 clusters Score: Raw -5851207.566269 + Penalty 3504.114082 = -5847703.452187 nChanged 22417 SP:Iteration 1F (2767.670504 sec): 3 clusters Score: Raw -5864107.052616 + Penalty 3504.114082 = -5860602.938534 nChanged 2190 SP:Iteration 2Q (2767.805291 sec): 3 clusters Score: Raw -5864927.212225 + Penalty 3504.114082 = -5861423.098143 nChanged 2368 SP:Iteration 3Q (2767.935958 sec): 3 clusters Score: Raw -5865979.209635 + Penalty 3504.114082 = -5862475.095553 nChanged 2661 SP:Iteration 4F (2768.079543 sec): 3 clusters Score: Raw -5867343.379863 + Penalty 3504.114082 = -5863839.265781 nChanged 2898 SP:Iteration 5F (2768.198775 sec): 3 clusters Score: Raw -5869025.017014 + Penalty 3504.114082 = -5865520.902931 nChanged 2953 SP:Iteration 6F (2768.335398 sec): 3 clusters Score: Raw -5870989.218659 + Penalty 3504.114082 = -5867485.104576 nChanged 2805 SP:Iteration 7F (2768.460222 sec): 3 clusters Score: Raw -5872885.999116 + Penalty 3504.114082 = -5869381.885034 nChanged 2522 SP:Iteration 8F (2768.576641 sec): 3 clusters Score: Raw -5874474.810061 + Penalty 3504.114082 = -5870970.695979 nChanged 2007 SP:Iteration 9Q (2768.701162 sec): 3 clusters Score: Raw -5875543.991084 + Penalty 3504.114082 = -5872039.877002 nChanged 1514 SP:Iteration 10Q (2768.838841 sec): 3 clusters Score: Raw -5876177.063292 + Penalty 3504.114082 = -5872672.949210 nChanged 1074 SP:Iteration 11Q (2768.971962 sec): 3 clusters Score: Raw -5876539.367758 + Penalty 3504.114082 = -5873035.253676 nChanged 795 SP:Iteration 12Q (2769.096306 sec): 3 clusters Score: Raw -5876785.725400 + Penalty 3504.114082 = -5873281.611318 nChanged 639 SP:Iteration 13Q (2769.211778 sec): 3 clusters Score: Raw -5876963.092076 + Penalty 3504.114082 = -5873458.977994 nChanged 564 SP:Iteration 14Q (2769.339026 sec): 3 clusters Score: Raw -5877104.861742 + Penalty 3504.114082 = -5873600.747660 nChanged 533 SP:Iteration 15Q (2769.490689 sec): 3 clusters Score: Raw -5877244.049681 + Penalty 3504.114082 = -5873739.935599 nChanged 557 SP:Iteration 16Q (2769.630589 sec): 3 clusters Score: Raw -5877399.656129 + Penalty 3504.114082 = -5873895.542047 nChanged 610 SP:Iteration 17Q (2769.775396 sec): 3 clusters Score: Raw -5877585.115519 + Penalty 3504.114082 = -5874081.001437 nChanged 654 SP:Iteration 18Q (2769.914746 sec): 3 clusters Score: Raw -5877790.326216 + Penalty 3504.114082 = -5874286.212134 nChanged 671 SP:Iteration 19Q (2770.048038 sec): 3 clusters Score: Raw -5878017.638284 + Penalty 3504.114082 = -5874513.524202 nChanged 670 SP:Iteration 20F (2770.172748 sec): 3 clusters Score: Raw -5878269.239141 + Penalty 3504.114082 = -5874765.125059 nChanged 691 SP:Iteration 21Q (2770.292621 sec): 3 clusters Score: Raw -5878547.420432 + Penalty 3504.114082 = -5875043.306349 nChanged 675 SP:Iteration 22Q (2770.408328 sec): 3 clusters Score: Raw -5878822.875407 + Penalty 3504.114082 = -5875318.761325 nChanged 674 SP:Iteration 23Q (2770.524999 sec): 3 clusters Score: Raw -5879127.279082 + Penalty 3504.114082 = -5875623.165000 nChanged 673 SP:Iteration 24Q (2770.635676 sec): 3 clusters Score: Raw -5879446.256070 + Penalty 3504.114082 = -5875942.141988 nChanged 672 SP:Iteration 25Q (2770.758582 sec): 3 clusters Score: Raw -5879791.895562 + Penalty 3504.114082 = -5876287.781480 nChanged 636 SP:Iteration 26Q (2770.875026 sec): 3 clusters Score: Raw -5880141.533120 + Penalty 3504.114082 = -5876637.419038 nChanged 584 SP:Iteration 27Q (2770.985905 sec): 3 clusters Score: Raw -5880485.064596 + Penalty 3504.114082 = -5876980.950514 nChanged 529 SP:Iteration 28Q (2771.109283 sec): 3 clusters Score: Raw -5880824.421571 + Penalty 3504.114082 = -5877320.307489 nChanged 466 SP:Iteration 29Q (2771.227528 sec): 3 clusters Score: Raw -5881097.092375 + Penalty 3504.114082 = -5877592.978292 nChanged 335 SP:Iteration 30Q (2771.349742 sec): 3 clusters Score: Raw -5881278.915772 + Penalty 3504.114082 = -5877774.801690 nChanged 275 SP:Iteration 31Q (2771.459663 sec): 3 clusters Score: Raw -5881414.914475 + Penalty 3504.114082 = -5877910.800393 nChanged 228 SP:Iteration 32Q (2771.583051 sec): 3 clusters Score: Raw -5881517.471500 + Penalty 3504.114082 = -5878013.357417 nChanged 182 SP:Iteration 33Q (2771.708447 sec): 3 clusters Score: Raw -5881597.729447 + Penalty 3504.114082 = -5878093.615365 nChanged 163 SP:Iteration 34Q (2771.836223 sec): 3 clusters Score: Raw -5881665.199367 + Penalty 3504.114082 = -5878161.085285 nChanged 130 SP:Iteration 35Q (2771.963980 sec): 3 clusters Score: Raw -5881715.189221 + Penalty 3504.114082 = -5878211.075139 nChanged 106 SP:Iteration 36Q (2772.086489 sec): 3 clusters Score: Raw -5881751.485773 + Penalty 3504.114082 = -5878247.371691 nChanged 85 SP:Iteration 37Q (2772.206696 sec): 3 clusters Score: Raw -5881777.973741 + Penalty 3504.114082 = -5878273.859658 nChanged 61 SP:Iteration 38Q (2772.319056 sec): 3 clusters Score: Raw -5881794.522330 + Penalty 3504.114082 = -5878290.408248 nChanged 40 SP:Iteration 39Q (2772.427302 sec): 3 clusters Score: Raw -5881805.703712 + Penalty 3504.114082 = -5878301.589629 nChanged 35 SP:Iteration 40F (2772.550539 sec): 3 clusters Score: Raw -5881815.174799 + Penalty 3504.114082 = -5878311.060717 nChanged 37 SP:Iteration 41Q (2772.666660 sec): 3 clusters Score: Raw -5881826.782102 + Penalty 3504.114082 = -5878322.668020 nChanged 27 SP:Iteration 42Q (2772.782803 sec): 3 clusters Score: Raw -5881831.609926 + Penalty 3504.114082 = -5878327.495844 nChanged 21 SP:Iteration 43Q (2772.900607 sec): 3 clusters Score: Raw -5881836.152731 + Penalty 3504.114082 = -5878332.038649 nChanged 20 SP:Iteration 44Q (2773.011521 sec): 3 clusters Score: Raw -5881839.952251 + Penalty 3504.114082 = -5878335.838169 nChanged 15 SP:Iteration 45Q (2773.120164 sec): 3 clusters Score: Raw -5881842.074636 + Penalty 3504.114082 = -5878337.960554 nChanged 14 SP:Iteration 46Q (2773.236001 sec): 3 clusters Score: Raw -5881844.907949 + Penalty 3504.114082 = -5878340.793867 nChanged 16 SP:Iteration 47Q (2773.350086 sec): 3 clusters Score: Raw -5881847.142563 + Penalty 3504.114082 = -5878343.028481 nChanged 7 SP:Iteration 48Q (2773.464077 sec): 3 clusters Score: Raw -5881848.026340 + Penalty 3504.114082 = -5878343.912258 nChanged 8 SP:Iteration 49Q (2773.574935 sec): 3 clusters Score: Raw -5881849.192528 + Penalty 3504.114082 = -5878345.078445 nChanged 8 SP:Iteration 50Q (2773.684643 sec): 3 clusters Score: Raw -5881850.372534 + Penalty 3504.114082 = -5878346.258452 nChanged 8 SP:Iteration 51Q (2773.795954 sec): 3 clusters Score: Raw -5881852.608838 + Penalty 3504.114082 = -5878348.494756 nChanged 13 SP:Iteration 52Q (2773.921053 sec): 3 clusters Score: Raw -5881855.011401 + Penalty 3504.114082 = -5878350.897319 nChanged 11 SP:Iteration 53Q (2774.040510 sec): 3 clusters Score: Raw -5881857.369756 + Penalty 3504.114082 = -5878353.255673 nChanged 11 SP:Iteration 54Q (2774.160390 sec): 3 clusters Score: Raw -5881859.708247 + Penalty 3504.114082 = -5878355.594165 nChanged 7 SP:Iteration 55Q (2774.278346 sec): 3 clusters Score: Raw -5881860.951214 + Penalty 3504.114082 = -5878356.837132 nChanged 6 SP:Iteration 56Q (2774.381496 sec): 3 clusters Score: Raw -5881862.301543 + Penalty 3504.114082 = -5878358.187461 nChanged 8 SP:Iteration 57Q (2774.497795 sec): 3 clusters Score: Raw -5881863.873653 + Penalty 3504.114082 = -5878359.759571 nChanged 7 SP:Iteration 58Q (2774.597700 sec): 3 clusters Score: Raw -5881865.480813 + Penalty 3504.114082 = -5878361.366730 nChanged 12 SP:Iteration 59Q (2774.708752 sec): 3 clusters Score: Raw -5881868.402910 + Penalty 3504.114082 = -5878364.288828 nChanged 15 SP:Iteration 60F (2774.843700 sec): 3 clusters Score: Raw -5881871.942716 + Penalty 3504.114082 = -5878367.828634 nChanged 12 SP:Iteration 61Q (2774.954280 sec): 3 clusters Score: Raw -5881874.211184 + Penalty 3504.114082 = -5878370.097102 nChanged 12 SP:Iteration 62Q (2775.064760 sec): 3 clusters Score: Raw -5881876.902422 + Penalty 3504.114082 = -5878372.788340 nChanged 13 SP:Iteration 63Q (2775.171128 sec): 3 clusters Score: Raw -5881879.528211 + Penalty 3504.114082 = -5878375.414128 nChanged 10 SP:Iteration 64Q (2775.284579 sec): 3 clusters Score: Raw -5881881.878124 + Penalty 3504.114082 = -5878377.764041 nChanged 12 SP:Iteration 65Q (2775.395668 sec): 3 clusters Score: Raw -5881884.339564 + Penalty 3504.114082 = -5878380.225482 nChanged 11 SP:Iteration 66Q (2775.504010 sec): 3 clusters Score: Raw -5881886.876122 + Penalty 3504.114082 = -5878382.762039 nChanged 7 SP:Iteration 67Q (2775.618985 sec): 3 clusters Score: Raw -5881889.443114 + Penalty 3504.114082 = -5878385.329032 nChanged 9 SP:Iteration 68Q (2775.729318 sec): 3 clusters Score: Raw -5881891.784205 + Penalty 3504.114082 = -5878387.670123 nChanged 8 SP:Iteration 69Q (2775.839832 sec): 3 clusters Score: Raw -5881893.754740 + Penalty 3504.114082 = -5878389.640658 nChanged 9 SP:Iteration 70Q (2775.955554 sec): 3 clusters Score: Raw -5881895.845406 + Penalty 3504.114082 = -5878391.731324 nChanged 7 SP:Iteration 71Q (2776.052512 sec): 3 clusters Score: Raw -5881897.346933 + Penalty 3504.114082 = -5878393.232850 nChanged 9 SP:Iteration 72Q (2776.164120 sec): 3 clusters Score: Raw -5881898.932497 + Penalty 3504.114082 = -5878394.818415 nChanged 7 SP:Iteration 73Q (2776.285847 sec): 3 clusters Score: Raw -5881899.720725 + Penalty 3504.114082 = -5878395.606643 nChanged 4 SP:Iteration 74Q (2776.400612 sec): 3 clusters Score: Raw -5881900.934277 + Penalty 3504.114082 = -5878396.820194 nChanged 7 SP:Iteration 75Q (2776.512709 sec): 3 clusters Score: Raw -5881901.769433 + Penalty 3504.114082 = -5878397.655351 nChanged 2 SP:Iteration 76Q (2776.631638 sec): 3 clusters Score: Raw -5881901.942295 + Penalty 3504.114082 = -5878397.828213 nChanged 0 SP:Iteration 77F (2776.754581 sec): 3 clusters Score: Raw -5881901.942295 + Penalty 3504.114082 = -5878397.828213 nChanged 0 Trying to split cluster 17 (36544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2776.833393 sec): 2 clusters Score: Raw -4272377.572131 + Penalty 1707.269248 = -4270670.302884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2776.934216 sec): 3 clusters Score: Raw -4249451.974235 + Penalty 3414.538495 = -4246037.435740 nChanged 16985 SP:Iteration 1F (2777.052836 sec): 3 clusters Score: Raw -4258779.025717 + Penalty 3414.538495 = -4255364.487222 nChanged 1464 SP:Iteration 2Q (2777.161635 sec): 3 clusters Score: Raw -4259189.333104 + Penalty 3414.538495 = -4255774.794609 nChanged 1407 SP:Iteration 3Q (2777.273860 sec): 3 clusters Score: Raw -4259621.246688 + Penalty 3414.538495 = -4256206.708193 nChanged 1445 SP:Iteration 4Q (2777.395926 sec): 3 clusters Score: Raw -4260134.430448 + Penalty 3414.538495 = -4256719.891953 nChanged 1538 SP:Iteration 5Q (2777.514175 sec): 3 clusters Score: Raw -4260774.642055 + Penalty 3414.538495 = -4257360.103560 nChanged 1755 SP:Iteration 6Q (2777.620640 sec): 3 clusters Score: Raw -4261676.277518 + Penalty 3414.538495 = -4258261.739023 nChanged 2074 SP:Iteration 7F (2777.724267 sec): 3 clusters Score: Raw -4262910.955352 + Penalty 3414.538495 = -4259496.416856 nChanged 2297 SP:Iteration 8F (2777.825877 sec): 3 clusters Score: Raw -4264544.719571 + Penalty 3414.538495 = -4261130.181076 nChanged 2424 SP:Iteration 9F (2777.923781 sec): 3 clusters Score: Raw -4266545.756264 + Penalty 3414.538495 = -4263131.217769 nChanged 2265 SP:Iteration 10F (2778.022311 sec): 3 clusters Score: Raw -4268515.431410 + Penalty 3414.538495 = -4265100.892915 nChanged 1720 SP:Iteration 11Q (2778.161835 sec): 3 clusters Score: Raw -4269990.551256 + Penalty 3414.538495 = -4266576.012760 nChanged 1199 SP:Iteration 12Q (2778.294551 sec): 3 clusters Score: Raw -4270985.991781 + Penalty 3414.538495 = -4267571.453286 nChanged 800 SP:Iteration 13Q (2778.404273 sec): 3 clusters Score: Raw -4271578.274165 + Penalty 3414.538495 = -4268163.735669 nChanged 515 SP:Iteration 14Q (2778.512691 sec): 3 clusters Score: Raw -4271893.441283 + Penalty 3414.538495 = -4268478.902787 nChanged 332 SP:Iteration 15Q (2778.611979 sec): 3 clusters Score: Raw -4272071.018235 + Penalty 3414.538495 = -4268656.479740 nChanged 257 SP:Iteration 16Q (2778.707170 sec): 3 clusters Score: Raw -4272203.591642 + Penalty 3414.538495 = -4268789.053147 nChanged 179 SP:Iteration 17Q (2778.798485 sec): 3 clusters Score: Raw -4272289.184655 + Penalty 3414.538495 = -4268874.646160 nChanged 149 SP:Iteration 18Q (2778.896948 sec): 3 clusters Score: Raw -4272360.802047 + Penalty 3414.538495 = -4268946.263551 nChanged 134 SP:Iteration 19Q (2778.989800 sec): 3 clusters Score: Raw -4272428.162369 + Penalty 3414.538495 = -4269013.623874 nChanged 107 SP:Iteration 20F (2779.102259 sec): 3 clusters Score: Raw -4272472.553285 + Penalty 3414.538495 = -4269058.014790 nChanged 71 SP:Iteration 21Q (2779.194834 sec): 3 clusters Score: Raw -4272500.692130 + Penalty 3414.538495 = -4269086.153635 nChanged 51 SP:Iteration 22Q (2779.281744 sec): 3 clusters Score: Raw -4272524.497717 + Penalty 3414.538495 = -4269109.959221 nChanged 53 SP:Iteration 23Q (2779.356833 sec): 3 clusters Score: Raw -4272551.708531 + Penalty 3414.538495 = -4269137.170036 nChanged 59 SP:Iteration 24Q (2779.451864 sec): 3 clusters Score: Raw -4272585.408991 + Penalty 3414.538495 = -4269170.870496 nChanged 54 SP:Iteration 25Q (2779.545287 sec): 3 clusters Score: Raw -4272615.775025 + Penalty 3414.538495 = -4269201.236530 nChanged 46 SP:Iteration 26Q (2779.634410 sec): 3 clusters Score: Raw -4272636.225803 + Penalty 3414.538495 = -4269221.687308 nChanged 27 SP:Iteration 27Q (2779.725486 sec): 3 clusters Score: Raw -4272648.621489 + Penalty 3414.538495 = -4269234.082994 nChanged 14 SP:Iteration 28Q (2779.815994 sec): 3 clusters Score: Raw -4272655.670163 + Penalty 3414.538495 = -4269241.131668 nChanged 16 SP:Iteration 29Q (2779.910651 sec): 3 clusters Score: Raw -4272662.405166 + Penalty 3414.538495 = -4269247.866671 nChanged 16 SP:Iteration 30Q (2779.995496 sec): 3 clusters Score: Raw -4272669.775921 + Penalty 3414.538495 = -4269255.237426 nChanged 15 SP:Iteration 31Q (2780.096285 sec): 3 clusters Score: Raw -4272676.525249 + Penalty 3414.538495 = -4269261.986754 nChanged 17 SP:Iteration 32Q (2780.190962 sec): 3 clusters Score: Raw -4272683.195125 + Penalty 3414.538495 = -4269268.656629 nChanged 12 SP:Iteration 33Q (2780.285500 sec): 3 clusters Score: Raw -4272690.044525 + Penalty 3414.538495 = -4269275.506029 nChanged 10 SP:Iteration 34Q (2780.379927 sec): 3 clusters Score: Raw -4272693.653620 + Penalty 3414.538495 = -4269279.115124 nChanged 9 SP:Iteration 35Q (2780.479860 sec): 3 clusters Score: Raw -4272697.840151 + Penalty 3414.538495 = -4269283.301656 nChanged 8 SP:Iteration 36Q (2780.580208 sec): 3 clusters Score: Raw -4272700.635659 + Penalty 3414.538495 = -4269286.097164 nChanged 5 SP:Iteration 37Q (2780.679431 sec): 3 clusters Score: Raw -4272702.903905 + Penalty 3414.538495 = -4269288.365410 nChanged 7 SP:Iteration 38Q (2780.774160 sec): 3 clusters Score: Raw -4272705.531471 + Penalty 3414.538495 = -4269290.992976 nChanged 7 SP:Iteration 39Q (2780.869765 sec): 3 clusters Score: Raw -4272708.304701 + Penalty 3414.538495 = -4269293.766205 nChanged 3 SP:Iteration 40F (2780.974745 sec): 3 clusters Score: Raw -4272709.186158 + Penalty 3414.538495 = -4269294.647663 nChanged 0 Trying to split cluster 18 (441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2781.001574 sec): 2 clusters Score: Raw -50030.023489 + Penalty 989.469792 = -49040.553696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2781.052663 sec): 3 clusters Score: Raw -50029.727624 + Penalty 1978.939585 = -48050.788039 nChanged 104 SP:Iteration 1F (2781.099794 sec): 3 clusters Score: Raw -50181.344638 + Penalty 1978.939585 = -48202.405053 nChanged 24 SP:Iteration 2F (2781.130409 sec): 3 clusters Score: Raw -50217.067974 + Penalty 1978.939585 = -48238.128390 nChanged 10 SP:Iteration 3Q (2781.177051 sec): 3 clusters Score: Raw -50233.994354 + Penalty 1978.939585 = -48255.054770 nChanged 5 SP:Iteration 4Q (2781.222596 sec): 3 clusters Score: Raw -50239.883458 + Penalty 1978.939585 = -48260.943874 nChanged 5 SP:Iteration 5Q (2781.269840 sec): 3 clusters Score: Raw -50248.661314 + Penalty 1978.939585 = -48269.721730 nChanged 2 SP:Iteration 6Q (2781.312863 sec): 3 clusters Score: Raw -50250.610087 + Penalty 1978.939585 = -48271.670503 nChanged 0 SP:Iteration 7F (2781.357958 sec): 3 clusters Score: Raw -50250.610087 + Penalty 1978.939585 = -48271.670503 nChanged 0 Trying to split cluster 19 (11507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2781.398365 sec): 2 clusters Score: Raw -1371125.288771 + Penalty 1519.490509 = -1369605.798262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2781.463369 sec): 3 clusters Score: Raw -1364629.427640 + Penalty 3038.981018 = -1361590.446622 nChanged 4992 SP:Iteration 1F (2781.527067 sec): 3 clusters Score: Raw -1367391.086959 + Penalty 3038.981018 = -1364352.105941 nChanged 817 SP:Iteration 2F (2781.594379 sec): 3 clusters Score: Raw -1367851.856014 + Penalty 3038.981018 = -1364812.874996 nChanged 742 SP:Iteration 3F (2781.647636 sec): 3 clusters Score: Raw -1368212.636418 + Penalty 3038.981018 = -1365173.655400 nChanged 641 SP:Iteration 4F (2781.713710 sec): 3 clusters Score: Raw -1368497.378410 + Penalty 3038.981018 = -1365458.397392 nChanged 534 SP:Iteration 5Q (2781.779820 sec): 3 clusters Score: Raw -1368718.326931 + Penalty 3038.981018 = -1365679.345913 nChanged 468 SP:Iteration 6Q (2781.846730 sec): 3 clusters Score: Raw -1368927.786677 + Penalty 3038.981018 = -1365888.805659 nChanged 434 SP:Iteration 7Q (2781.919398 sec): 3 clusters Score: Raw -1369108.356958 + Penalty 3038.981018 = -1366069.375940 nChanged 386 SP:Iteration 8Q (2781.988896 sec): 3 clusters Score: Raw -1369285.755293 + Penalty 3038.981018 = -1366246.774275 nChanged 376 SP:Iteration 9Q (2782.051962 sec): 3 clusters Score: Raw -1369459.393977 + Penalty 3038.981018 = -1366420.412958 nChanged 342 SP:Iteration 10Q (2782.124057 sec): 3 clusters Score: Raw -1369632.661594 + Penalty 3038.981018 = -1366593.680576 nChanged 338 SP:Iteration 11Q (2782.194319 sec): 3 clusters Score: Raw -1369832.212329 + Penalty 3038.981018 = -1366793.231311 nChanged 336 SP:Iteration 12Q (2782.258455 sec): 3 clusters Score: Raw -1370038.005573 + Penalty 3038.981018 = -1366999.024555 nChanged 319 SP:Iteration 13Q (2782.325859 sec): 3 clusters Score: Raw -1370244.592413 + Penalty 3038.981018 = -1367205.611395 nChanged 330 SP:Iteration 14Q (2782.383369 sec): 3 clusters Score: Raw -1370476.423761 + Penalty 3038.981018 = -1367437.442743 nChanged 291 SP:Iteration 15Q (2782.449791 sec): 3 clusters Score: Raw -1370697.415172 + Penalty 3038.981018 = -1367658.434154 nChanged 251 SP:Iteration 16Q (2782.519585 sec): 3 clusters Score: Raw -1370865.255490 + Penalty 3038.981018 = -1367826.274472 nChanged 219 SP:Iteration 17Q (2782.590476 sec): 3 clusters Score: Raw -1371008.024077 + Penalty 3038.981018 = -1367969.043059 nChanged 171 SP:Iteration 18Q (2782.653050 sec): 3 clusters Score: Raw -1371113.545061 + Penalty 3038.981018 = -1368074.564043 nChanged 160 SP:Iteration 19Q (2782.709764 sec): 3 clusters Score: Raw -1371206.148095 + Penalty 3038.981018 = -1368167.167077 nChanged 143 SP:Iteration 20F (2782.773293 sec): 3 clusters Score: Raw -1371283.176545 + Penalty 3038.981018 = -1368244.195527 nChanged 116 SP:Iteration 21Q (2782.842061 sec): 3 clusters Score: Raw -1371343.825099 + Penalty 3038.981018 = -1368304.844081 nChanged 127 SP:Iteration 22Q (2782.896502 sec): 3 clusters Score: Raw -1371408.973114 + Penalty 3038.981018 = -1368369.992096 nChanged 105 SP:Iteration 23Q (2782.959218 sec): 3 clusters Score: Raw -1371466.325698 + Penalty 3038.981018 = -1368427.344680 nChanged 89 SP:Iteration 24Q (2783.035720 sec): 3 clusters Score: Raw -1371517.619620 + Penalty 3038.981018 = -1368478.638602 nChanged 80 SP:Iteration 25Q (2783.100849 sec): 3 clusters Score: Raw -1371565.513500 + Penalty 3038.981018 = -1368526.532482 nChanged 51 SP:Iteration 26Q (2783.170146 sec): 3 clusters Score: Raw -1371598.721823 + Penalty 3038.981018 = -1368559.740805 nChanged 52 SP:Iteration 27Q (2783.236947 sec): 3 clusters Score: Raw -1371635.559739 + Penalty 3038.981018 = -1368596.578721 nChanged 46 SP:Iteration 28Q (2783.295952 sec): 3 clusters Score: Raw -1371662.132422 + Penalty 3038.981018 = -1368623.151404 nChanged 44 SP:Iteration 29Q (2783.357859 sec): 3 clusters Score: Raw -1371687.499547 + Penalty 3038.981018 = -1368648.518529 nChanged 40 SP:Iteration 30Q (2783.431230 sec): 3 clusters Score: Raw -1371711.728199 + Penalty 3038.981018 = -1368672.747181 nChanged 37 SP:Iteration 31Q (2783.485236 sec): 3 clusters Score: Raw -1371726.561970 + Penalty 3038.981018 = -1368687.580952 nChanged 30 SP:Iteration 32Q (2783.556195 sec): 3 clusters Score: Raw -1371738.412795 + Penalty 3038.981018 = -1368699.431777 nChanged 21 SP:Iteration 33Q (2783.623975 sec): 3 clusters Score: Raw -1371747.427837 + Penalty 3038.981018 = -1368708.446819 nChanged 20 SP:Iteration 34Q (2783.679157 sec): 3 clusters Score: Raw -1371756.188959 + Penalty 3038.981018 = -1368717.207941 nChanged 24 SP:Iteration 35Q (2783.749602 sec): 3 clusters Score: Raw -1371765.711659 + Penalty 3038.981018 = -1368726.730641 nChanged 19 SP:Iteration 36Q (2783.802907 sec): 3 clusters Score: Raw -1371774.888407 + Penalty 3038.981018 = -1368735.907389 nChanged 20 SP:Iteration 37Q (2783.866394 sec): 3 clusters Score: Raw -1371784.560478 + Penalty 3038.981018 = -1368745.579460 nChanged 19 SP:Iteration 38Q (2783.925298 sec): 3 clusters Score: Raw -1371792.402920 + Penalty 3038.981018 = -1368753.421902 nChanged 12 SP:Iteration 39Q (2783.978132 sec): 3 clusters Score: Raw -1371796.967354 + Penalty 3038.981018 = -1368757.986336 nChanged 9 SP:Iteration 40F (2784.041882 sec): 3 clusters Score: Raw -1371799.603900 + Penalty 3038.981018 = -1368760.622882 nChanged 7 SP:Iteration 41Q (2784.100822 sec): 3 clusters Score: Raw -1371801.474603 + Penalty 3038.981018 = -1368762.493585 nChanged 7 SP:Iteration 42Q (2784.168771 sec): 3 clusters Score: Raw -1371802.960615 + Penalty 3038.981018 = -1368763.979597 nChanged 2 SP:Iteration 43Q (2784.220624 sec): 3 clusters Score: Raw -1371803.172007 + Penalty 3038.981018 = -1368764.190989 nChanged 1 SP:Iteration 44Q (2784.283233 sec): 3 clusters Score: Raw -1371803.350964 + Penalty 3038.981018 = -1368764.369946 nChanged 0 SP:Iteration 45F (2784.340322 sec): 3 clusters Score: Raw -1371803.350964 + Penalty 3038.981018 = -1368764.369946 nChanged 0 Trying to split cluster 20 (1107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2784.373528 sec): 2 clusters Score: Raw -127019.166741 + Penalty 1139.028952 = -125880.137790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2784.415667 sec): 3 clusters Score: Raw -126640.215164 + Penalty 2278.057903 = -124362.157261 nChanged 344 SP:Iteration 1F (2784.449423 sec): 3 clusters Score: Raw -126905.134335 + Penalty 2278.057903 = -124627.076432 nChanged 82 SP:Iteration 2F (2784.488751 sec): 3 clusters Score: Raw -126982.059058 + Penalty 2278.057903 = -124704.001155 nChanged 48 SP:Iteration 3Q (2784.533158 sec): 3 clusters Score: Raw -127017.518204 + Penalty 2278.057903 = -124739.460301 nChanged 23 SP:Iteration 4Q (2784.576965 sec): 3 clusters Score: Raw -127037.413860 + Penalty 2278.057903 = -124759.355957 nChanged 18 SP:Iteration 5Q (2784.620758 sec): 3 clusters Score: Raw -127051.836006 + Penalty 2278.057903 = -124773.778102 nChanged 11 SP:Iteration 6Q (2784.666380 sec): 3 clusters Score: Raw -127060.023507 + Penalty 2278.057903 = -124781.965604 nChanged 10 SP:Iteration 7Q (2784.714634 sec): 3 clusters Score: Raw -127066.881182 + Penalty 2278.057903 = -124788.823279 nChanged 7 SP:Iteration 8Q (2784.753024 sec): 3 clusters Score: Raw -127073.915784 + Penalty 2278.057903 = -124795.857880 nChanged 7 SP:Iteration 9Q (2784.795756 sec): 3 clusters Score: Raw -127078.980101 + Penalty 2278.057903 = -124800.922198 nChanged 6 SP:Iteration 10Q (2784.845594 sec): 3 clusters Score: Raw -127082.374553 + Penalty 2278.057903 = -124804.316650 nChanged 3 SP:Iteration 11Q (2784.883467 sec): 3 clusters Score: Raw -127084.740575 + Penalty 2278.057903 = -124806.682672 nChanged 4 SP:Iteration 12Q (2784.922186 sec): 3 clusters Score: Raw -127086.329109 + Penalty 2278.057903 = -124808.271206 nChanged 7 SP:Iteration 13Q (2784.970006 sec): 3 clusters Score: Raw -127090.665292 + Penalty 2278.057903 = -124812.607389 nChanged 7 SP:Iteration 14Q (2785.009908 sec): 3 clusters Score: Raw -127093.924728 + Penalty 2278.057903 = -124815.866825 nChanged 2 SP:Iteration 15Q (2785.056880 sec): 3 clusters Score: Raw -127096.628105 + Penalty 2278.057903 = -124818.570201 nChanged 6 SP:Iteration 16Q (2785.098665 sec): 3 clusters Score: Raw -127100.315165 + Penalty 2278.057903 = -124822.257262 nChanged 3 SP:Iteration 17Q (2785.133543 sec): 3 clusters Score: Raw -127102.338792 + Penalty 2278.057903 = -124824.280889 nChanged 2 SP:Iteration 18Q (2785.178381 sec): 3 clusters Score: Raw -127105.235412 + Penalty 2278.057903 = -124827.177509 nChanged 4 SP:Iteration 19Q (2785.220494 sec): 3 clusters Score: Raw -127108.091116 + Penalty 2278.057903 = -124830.033213 nChanged 5 SP:Iteration 20F (2785.260546 sec): 3 clusters Score: Raw -127110.350114 + Penalty 2278.057903 = -124832.292211 nChanged 4 SP:Iteration 21Q (2785.302256 sec): 3 clusters Score: Raw -127112.562347 + Penalty 2278.057903 = -124834.504444 nChanged 4 SP:Iteration 22Q (2785.346699 sec): 3 clusters Score: Raw -127115.083175 + Penalty 2278.057903 = -124837.025272 nChanged 5 SP:Iteration 23Q (2785.398081 sec): 3 clusters Score: Raw -127117.684333 + Penalty 2278.057903 = -124839.626430 nChanged 3 SP:Iteration 24Q (2785.445926 sec): 3 clusters Score: Raw -127118.961473 + Penalty 2278.057903 = -124840.903570 nChanged 3 SP:Iteration 25Q (2785.485081 sec): 3 clusters Score: Raw -127121.050343 + Penalty 2278.057903 = -124842.992440 nChanged 5 SP:Iteration 26Q (2785.521484 sec): 3 clusters Score: Raw -127124.739090 + Penalty 2278.057903 = -124846.681186 nChanged 7 SP:Iteration 27Q (2785.575691 sec): 3 clusters Score: Raw -127128.323276 + Penalty 2278.057903 = -124850.265373 nChanged 1 SP:Iteration 28Q (2785.609879 sec): 3 clusters Score: Raw -127128.534785 + Penalty 2278.057903 = -124850.476882 nChanged 0 SP:Iteration 29F (2785.651143 sec): 3 clusters Score: Raw -127128.534785 + Penalty 2278.057903 = -124850.476882 nChanged 0 Trying to split cluster 21 (71036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2785.783402 sec): 2 clusters Score: Raw -8684856.562588 + Penalty 1815.278086 = -8683041.284502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2785.938856 sec): 3 clusters Score: Raw -8639231.500066 + Penalty 3630.556173 = -8635600.943893 nChanged 33716 SP:Iteration 1F (2786.099040 sec): 3 clusters Score: Raw -8658608.227317 + Penalty 3630.556173 = -8654977.671145 nChanged 2735 SP:Iteration 2Q (2786.270021 sec): 3 clusters Score: Raw -8659402.153328 + Penalty 3630.556173 = -8655771.597156 nChanged 2845 SP:Iteration 3Q (2786.431363 sec): 3 clusters Score: Raw -8660384.036054 + Penalty 3630.556173 = -8656753.479881 nChanged 3214 SP:Iteration 4Q (2786.617435 sec): 3 clusters Score: Raw -8661721.348732 + Penalty 3630.556173 = -8658090.792560 nChanged 3688 SP:Iteration 5F (2786.781225 sec): 3 clusters Score: Raw -8663627.412926 + Penalty 3630.556173 = -8659996.856754 nChanged 4201 SP:Iteration 6F (2786.953058 sec): 3 clusters Score: Raw -8666215.188492 + Penalty 3630.556173 = -8662584.632319 nChanged 4604 SP:Iteration 7F (2787.119251 sec): 3 clusters Score: Raw -8669465.951898 + Penalty 3630.556173 = -8665835.395725 nChanged 4554 SP:Iteration 8F (2787.283979 sec): 3 clusters Score: Raw -8672826.566856 + Penalty 3630.556173 = -8669196.010683 nChanged 3858 SP:Iteration 9F (2787.466878 sec): 3 clusters Score: Raw -8675702.596482 + Penalty 3630.556173 = -8672072.040309 nChanged 3029 SP:Iteration 10Q (2787.634943 sec): 3 clusters Score: Raw -8677709.927561 + Penalty 3630.556173 = -8674079.371389 nChanged 2277 SP:Iteration 11Q (2787.793491 sec): 3 clusters Score: Raw -8679051.511258 + Penalty 3630.556173 = -8675420.955085 nChanged 1708 SP:Iteration 12Q (2787.955004 sec): 3 clusters Score: Raw -8679963.912064 + Penalty 3630.556173 = -8676333.355892 nChanged 1377 SP:Iteration 13Q (2788.120395 sec): 3 clusters Score: Raw -8680684.448471 + Penalty 3630.556173 = -8677053.892298 nChanged 1199 SP:Iteration 14Q (2788.279535 sec): 3 clusters Score: Raw -8681283.999892 + Penalty 3630.556173 = -8677653.443719 nChanged 1089 SP:Iteration 15Q (2788.437224 sec): 3 clusters Score: Raw -8681816.582611 + Penalty 3630.556173 = -8678186.026439 nChanged 997 SP:Iteration 16Q (2788.591413 sec): 3 clusters Score: Raw -8682302.824273 + Penalty 3630.556173 = -8678672.268101 nChanged 905 SP:Iteration 17Q (2788.742466 sec): 3 clusters Score: Raw -8682769.248027 + Penalty 3630.556173 = -8679138.691854 nChanged 835 SP:Iteration 18Q (2788.888957 sec): 3 clusters Score: Raw -8683227.726476 + Penalty 3630.556173 = -8679597.170304 nChanged 738 SP:Iteration 19Q (2789.053746 sec): 3 clusters Score: Raw -8683645.071874 + Penalty 3630.556173 = -8680014.515701 nChanged 650 SP:Iteration 20F (2789.208733 sec): 3 clusters Score: Raw -8684007.230759 + Penalty 3630.556173 = -8680376.674586 nChanged 517 SP:Iteration 21Q (2789.364121 sec): 3 clusters Score: Raw -8684291.546327 + Penalty 3630.556173 = -8680660.990155 nChanged 412 SP:Iteration 22Q (2789.499009 sec): 3 clusters Score: Raw -8684509.014339 + Penalty 3630.556173 = -8680878.458166 nChanged 312 SP:Iteration 23Q (2789.646072 sec): 3 clusters Score: Raw -8684681.184750 + Penalty 3630.556173 = -8681050.628577 nChanged 249 SP:Iteration 24Q (2789.788053 sec): 3 clusters Score: Raw -8684820.547095 + Penalty 3630.556173 = -8681189.990922 nChanged 227 SP:Iteration 25Q (2789.929684 sec): 3 clusters Score: Raw -8684952.451507 + Penalty 3630.556173 = -8681321.895335 nChanged 157 SP:Iteration 26Q (2790.072954 sec): 3 clusters Score: Raw -8685032.809314 + Penalty 3630.556173 = -8681402.253142 nChanged 120 SP:Iteration 27Q (2790.206537 sec): 3 clusters Score: Raw -8685099.689844 + Penalty 3630.556173 = -8681469.133671 nChanged 93 SP:Iteration 28Q (2790.359099 sec): 3 clusters Score: Raw -8685150.548900 + Penalty 3630.556173 = -8681519.992728 nChanged 78 SP:Iteration 29Q (2790.542527 sec): 3 clusters Score: Raw -8685196.315154 + Penalty 3630.556173 = -8681565.758981 nChanged 56 SP:Iteration 30Q (2790.678026 sec): 3 clusters Score: Raw -8685222.753462 + Penalty 3630.556173 = -8681592.197290 nChanged 47 SP:Iteration 31Q (2790.840910 sec): 3 clusters Score: Raw -8685241.765605 + Penalty 3630.556173 = -8681611.209432 nChanged 32 SP:Iteration 32Q (2790.997794 sec): 3 clusters Score: Raw -8685254.321620 + Penalty 3630.556173 = -8681623.765447 nChanged 30 SP:Iteration 33Q (2791.134010 sec): 3 clusters Score: Raw -8685267.085695 + Penalty 3630.556173 = -8681636.529523 nChanged 20 SP:Iteration 34Q (2791.270691 sec): 3 clusters Score: Raw -8685274.016330 + Penalty 3630.556173 = -8681643.460158 nChanged 17 SP:Iteration 35Q (2791.408637 sec): 3 clusters Score: Raw -8685282.187656 + Penalty 3630.556173 = -8681651.631483 nChanged 25 SP:Iteration 36Q (2791.545385 sec): 3 clusters Score: Raw -8685292.860602 + Penalty 3630.556173 = -8681662.304429 nChanged 21 SP:Iteration 37Q (2791.677929 sec): 3 clusters Score: Raw -8685302.117406 + Penalty 3630.556173 = -8681671.561233 nChanged 15 SP:Iteration 38Q (2791.796337 sec): 3 clusters Score: Raw -8685309.201782 + Penalty 3630.556173 = -8681678.645610 nChanged 10 SP:Iteration 39Q (2791.945498 sec): 3 clusters Score: Raw -8685314.427761 + Penalty 3630.556173 = -8681683.871589 nChanged 7 SP:Iteration 40F (2792.100933 sec): 3 clusters Score: Raw -8685318.815096 + Penalty 3630.556173 = -8681688.258923 nChanged 11 SP:Iteration 41Q (2792.237250 sec): 3 clusters Score: Raw -8685322.864674 + Penalty 3630.556173 = -8681692.308501 nChanged 6 SP:Iteration 42Q (2792.373973 sec): 3 clusters Score: Raw -8685325.747977 + Penalty 3630.556173 = -8681695.191804 nChanged 9 SP:Iteration 43Q (2792.526350 sec): 3 clusters Score: Raw -8685328.779476 + Penalty 3630.556173 = -8681698.223303 nChanged 4 SP:Iteration 44Q (2792.674613 sec): 3 clusters Score: Raw -8685330.031848 + Penalty 3630.556173 = -8681699.475675 nChanged 4 SP:Iteration 45Q (2792.832050 sec): 3 clusters Score: Raw -8685331.927834 + Penalty 3630.556173 = -8681701.371661 nChanged 8 SP:Iteration 46Q (2792.980118 sec): 3 clusters Score: Raw -8685335.333695 + Penalty 3630.556173 = -8681704.777522 nChanged 5 SP:Iteration 47Q (2793.117154 sec): 3 clusters Score: Raw -8685336.496738 + Penalty 3630.556173 = -8681705.940565 nChanged 3 SP:Iteration 48Q (2793.259681 sec): 3 clusters Score: Raw -8685337.175558 + Penalty 3630.556173 = -8681706.619385 nChanged 1 SP:Iteration 49Q (2793.394331 sec): 3 clusters Score: Raw -8685337.368211 + Penalty 3630.556173 = -8681706.812038 nChanged 3 SP:Iteration 50Q (2793.543215 sec): 3 clusters Score: Raw -8685338.408670 + Penalty 3630.556173 = -8681707.852498 nChanged 5 SP:Iteration 51Q (2793.676727 sec): 3 clusters Score: Raw -8685340.026894 + Penalty 3630.556173 = -8681709.470721 nChanged 3 SP:Iteration 52Q (2793.815518 sec): 3 clusters Score: Raw -8685341.078515 + Penalty 3630.556173 = -8681710.522343 nChanged 2 SP:Iteration 53Q (2793.951259 sec): 3 clusters Score: Raw -8685341.723791 + Penalty 3630.556173 = -8681711.167618 nChanged 3 SP:Iteration 54Q (2794.095505 sec): 3 clusters Score: Raw -8685342.368653 + Penalty 3630.556173 = -8681711.812481 nChanged 3 SP:Iteration 55Q (2794.234106 sec): 3 clusters Score: Raw -8685343.040834 + Penalty 3630.556173 = -8681712.484661 nChanged 2 SP:Iteration 56Q (2794.380242 sec): 3 clusters Score: Raw -8685343.879012 + Penalty 3630.556173 = -8681713.322839 nChanged 4 SP:Iteration 57Q (2794.526171 sec): 3 clusters Score: Raw -8685345.175584 + Penalty 3630.556173 = -8681714.619411 nChanged 4 SP:Iteration 58Q (2794.689061 sec): 3 clusters Score: Raw -8685346.592903 + Penalty 3630.556173 = -8681716.036731 nChanged 5 SP:Iteration 59Q (2794.827584 sec): 3 clusters Score: Raw -8685348.535768 + Penalty 3630.556173 = -8681717.979596 nChanged 6 SP:Iteration 60F (2794.995879 sec): 3 clusters Score: Raw -8685351.300812 + Penalty 3630.556173 = -8681720.744639 nChanged 6 SP:Iteration 61Q (2795.137061 sec): 3 clusters Score: Raw -8685353.682961 + Penalty 3630.556173 = -8681723.126788 nChanged 3 SP:Iteration 62Q (2795.270107 sec): 3 clusters Score: Raw -8685354.291038 + Penalty 3630.556173 = -8681723.734866 nChanged 3 SP:Iteration 63Q (2795.409351 sec): 3 clusters Score: Raw -8685354.874066 + Penalty 3630.556173 = -8681724.317893 nChanged 3 SP:Iteration 64Q (2795.546954 sec): 3 clusters Score: Raw -8685355.479995 + Penalty 3630.556173 = -8681724.923822 nChanged 1 SP:Iteration 65Q (2795.689887 sec): 3 clusters Score: Raw -8685355.721067 + Penalty 3630.556173 = -8681725.164894 nChanged 1 SP:Iteration 66Q (2795.831642 sec): 3 clusters Score: Raw -8685355.858593 + Penalty 3630.556173 = -8681725.302421 nChanged 1 SP:Iteration 67Q (2796.003155 sec): 3 clusters Score: Raw -8685355.996850 + Penalty 3630.556173 = -8681725.440677 nChanged 1 SP:Iteration 68Q (2796.168281 sec): 3 clusters Score: Raw -8685356.480523 + Penalty 3630.556173 = -8681725.924351 nChanged 1 SP:Iteration 69Q (2796.329817 sec): 3 clusters Score: Raw -8685357.097134 + Penalty 3630.556173 = -8681726.540962 nChanged 2 SP:Iteration 70Q (2796.500048 sec): 3 clusters Score: Raw -8685357.727264 + Penalty 3630.556173 = -8681727.171091 nChanged 1 SP:Iteration 71Q (2796.630701 sec): 3 clusters Score: Raw -8685357.908443 + Penalty 3630.556173 = -8681727.352270 nChanged 0 SP:Iteration 72F (2796.788147 sec): 3 clusters Score: Raw -8685357.908443 + Penalty 3630.556173 = -8681727.352270 nChanged 0 Trying to split cluster 22 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2796.813749 sec): 2 clusters Score: Raw -47005.254515 + Penalty 985.365096 = -46019.889419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2796.849289 sec): 3 clusters Score: Raw -47017.764326 + Penalty 1970.730193 = -45047.034133 nChanged 95 SP:Iteration 1F (2796.891908 sec): 3 clusters Score: Raw -47183.161532 + Penalty 1970.730193 = -45212.431339 nChanged 28 SP:Iteration 2F (2796.935871 sec): 3 clusters Score: Raw -47242.993946 + Penalty 1970.730193 = -45272.263754 nChanged 15 SP:Iteration 3Q (2796.978004 sec): 3 clusters Score: Raw -47275.796502 + Penalty 1970.730193 = -45305.066310 nChanged 8 SP:Iteration 4Q (2797.022709 sec): 3 clusters Score: Raw -47287.228141 + Penalty 1970.730193 = -45316.497948 nChanged 6 SP:Iteration 5Q (2797.054142 sec): 3 clusters Score: Raw -47301.983135 + Penalty 1970.730193 = -45331.252942 nChanged 7 SP:Iteration 6Q (2797.098251 sec): 3 clusters Score: Raw -47336.831444 + Penalty 1970.730193 = -45366.101251 nChanged 4 SP:Iteration 7Q (2797.139780 sec): 3 clusters Score: Raw -47358.943676 + Penalty 1970.730193 = -45388.213484 nChanged 7 SP:Iteration 8Q (2797.187291 sec): 3 clusters Score: Raw -47375.812124 + Penalty 1970.730193 = -45405.081931 nChanged 14 SP:Iteration 9Q (2797.224077 sec): 3 clusters Score: Raw -47398.580869 + Penalty 1970.730193 = -45427.850676 nChanged 7 SP:Iteration 10Q (2797.267017 sec): 3 clusters Score: Raw -47421.000994 + Penalty 1970.730193 = -45450.270801 nChanged 11 SP:Iteration 11Q (2797.296829 sec): 3 clusters Score: Raw -47451.180924 + Penalty 1970.730193 = -45480.450731 nChanged 7 SP:Iteration 12Q (2797.338148 sec): 3 clusters Score: Raw -47478.758442 + Penalty 1970.730193 = -45508.028249 nChanged 12 SP:Iteration 13Q (2797.371130 sec): 3 clusters Score: Raw -47516.122913 + Penalty 1970.730193 = -45545.392721 nChanged 9 SP:Iteration 14Q (2797.414170 sec): 3 clusters Score: Raw -47557.304186 + Penalty 1970.730193 = -45586.573993 nChanged 10 SP:Iteration 15Q (2797.454349 sec): 3 clusters Score: Raw -47595.015302 + Penalty 1970.730193 = -45624.285109 nChanged 11 SP:Iteration 16Q (2797.495850 sec): 3 clusters Score: Raw -47636.158606 + Penalty 1970.730193 = -45665.428413 nChanged 9 SP:Iteration 17Q (2797.536585 sec): 3 clusters Score: Raw -47671.110882 + Penalty 1970.730193 = -45700.380689 nChanged 6 SP:Iteration 18Q (2797.577157 sec): 3 clusters Score: Raw -47690.091107 + Penalty 1970.730193 = -45719.360914 nChanged 1 SP:Iteration 19Q (2797.628959 sec): 3 clusters Score: Raw -47693.141702 + Penalty 1970.730193 = -45722.411509 nChanged 0 SP:Iteration 20F (2797.664613 sec): 3 clusters Score: Raw -47694.641599 + Penalty 1970.730193 = -45723.911406 nChanged 1 SP:Iteration 21Q (2797.700243 sec): 3 clusters Score: Raw -47706.991214 + Penalty 1970.730193 = -45736.261021 nChanged 3 SP:Iteration 22Q (2797.737391 sec): 3 clusters Score: Raw -47719.110976 + Penalty 1970.730193 = -45748.380783 nChanged 4 SP:Iteration 23Q (2797.776940 sec): 3 clusters Score: Raw -47742.285490 + Penalty 1970.730193 = -45771.555297 nChanged 1 SP:Iteration 24Q (2797.818111 sec): 3 clusters Score: Raw -47748.296064 + Penalty 1970.730193 = -45777.565871 nChanged 2 SP:Iteration 25Q (2797.863756 sec): 3 clusters Score: Raw -47754.475994 + Penalty 1970.730193 = -45783.745801 nChanged 2 SP:Iteration 26Q (2797.910668 sec): 3 clusters Score: Raw -47762.440720 + Penalty 1970.730193 = -45791.710527 nChanged 2 SP:Iteration 27Q (2797.955856 sec): 3 clusters Score: Raw -47767.443579 + Penalty 1970.730193 = -45796.713386 nChanged 0 SP:Iteration 28F (2797.997788 sec): 3 clusters Score: Raw -47767.443579 + Penalty 1970.730193 = -45796.713386 nChanged 0 Trying to split cluster 23 (11982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2798.036630 sec): 2 clusters Score: Raw -1462101.663758 + Penalty 1526.063630 = -1460575.600127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2798.105419 sec): 3 clusters Score: Raw -1455158.147191 + Penalty 3052.127261 = -1452106.019930 nChanged 5293 SP:Iteration 1F (2798.173759 sec): 3 clusters Score: Raw -1458169.121993 + Penalty 3052.127261 = -1455116.994732 nChanged 810 SP:Iteration 2F (2798.241046 sec): 3 clusters Score: Raw -1458638.026045 + Penalty 3052.127261 = -1455585.898784 nChanged 782 SP:Iteration 3F (2798.312068 sec): 3 clusters Score: Raw -1459093.645642 + Penalty 3052.127261 = -1456041.518381 nChanged 730 SP:Iteration 4F (2798.370790 sec): 3 clusters Score: Raw -1459538.841617 + Penalty 3052.127261 = -1456486.714356 nChanged 662 SP:Iteration 5F (2798.435679 sec): 3 clusters Score: Raw -1459952.240224 + Penalty 3052.127261 = -1456900.112963 nChanged 661 SP:Iteration 6F (2798.509739 sec): 3 clusters Score: Raw -1460343.520112 + Penalty 3052.127261 = -1457291.392851 nChanged 566 SP:Iteration 7Q (2798.571083 sec): 3 clusters Score: Raw -1460668.217091 + Penalty 3052.127261 = -1457616.089830 nChanged 474 SP:Iteration 8Q (2798.650729 sec): 3 clusters Score: Raw -1460953.853021 + Penalty 3052.127261 = -1457901.725760 nChanged 407 SP:Iteration 9Q (2798.709060 sec): 3 clusters Score: Raw -1461197.653536 + Penalty 3052.127261 = -1458145.526275 nChanged 347 SP:Iteration 10Q (2798.787841 sec): 3 clusters Score: Raw -1461417.058047 + Penalty 3052.127261 = -1458364.930786 nChanged 296 SP:Iteration 11Q (2798.855289 sec): 3 clusters Score: Raw -1461572.036636 + Penalty 3052.127261 = -1458519.909375 nChanged 214 SP:Iteration 12Q (2798.919523 sec): 3 clusters Score: Raw -1461649.690004 + Penalty 3052.127261 = -1458597.562743 nChanged 144 SP:Iteration 13Q (2798.986319 sec): 3 clusters Score: Raw -1461695.801162 + Penalty 3052.127261 = -1458643.673901 nChanged 114 SP:Iteration 14Q (2799.044156 sec): 3 clusters Score: Raw -1461736.685423 + Penalty 3052.127261 = -1458684.558162 nChanged 111 SP:Iteration 15Q (2799.116672 sec): 3 clusters Score: Raw -1461769.674549 + Penalty 3052.127261 = -1458717.547288 nChanged 99 SP:Iteration 16Q (2799.176744 sec): 3 clusters Score: Raw -1461798.818679 + Penalty 3052.127261 = -1458746.691419 nChanged 91 SP:Iteration 17Q (2799.242259 sec): 3 clusters Score: Raw -1461826.712291 + Penalty 3052.127261 = -1458774.585030 nChanged 84 SP:Iteration 18Q (2799.323927 sec): 3 clusters Score: Raw -1461848.824975 + Penalty 3052.127261 = -1458796.697715 nChanged 74 SP:Iteration 19Q (2799.389808 sec): 3 clusters Score: Raw -1461870.307311 + Penalty 3052.127261 = -1458818.180050 nChanged 71 SP:Iteration 20F (2799.459195 sec): 3 clusters Score: Raw -1461890.543363 + Penalty 3052.127261 = -1458838.416102 nChanged 71 SP:Iteration 21Q (2799.534990 sec): 3 clusters Score: Raw -1461906.424243 + Penalty 3052.127261 = -1458854.296982 nChanged 52 SP:Iteration 22Q (2799.601182 sec): 3 clusters Score: Raw -1461917.671118 + Penalty 3052.127261 = -1458865.543857 nChanged 47 SP:Iteration 23Q (2799.657219 sec): 3 clusters Score: Raw -1461928.612365 + Penalty 3052.127261 = -1458876.485104 nChanged 46 SP:Iteration 24Q (2799.740509 sec): 3 clusters Score: Raw -1461937.982661 + Penalty 3052.127261 = -1458885.855400 nChanged 45 SP:Iteration 25Q (2799.808579 sec): 3 clusters Score: Raw -1461947.477231 + Penalty 3052.127261 = -1458895.349970 nChanged 46 SP:Iteration 26Q (2799.874107 sec): 3 clusters Score: Raw -1461956.469819 + Penalty 3052.127261 = -1458904.342558 nChanged 43 SP:Iteration 27Q (2799.947304 sec): 3 clusters Score: Raw -1461964.333389 + Penalty 3052.127261 = -1458912.206128 nChanged 33 SP:Iteration 28Q (2800.010522 sec): 3 clusters Score: Raw -1461969.694545 + Penalty 3052.127261 = -1458917.567284 nChanged 25 SP:Iteration 29Q (2800.066470 sec): 3 clusters Score: Raw -1461974.199016 + Penalty 3052.127261 = -1458922.071755 nChanged 20 SP:Iteration 30Q (2800.131473 sec): 3 clusters Score: Raw -1461978.062653 + Penalty 3052.127261 = -1458925.935392 nChanged 21 SP:Iteration 31Q (2800.210007 sec): 3 clusters Score: Raw -1461982.876148 + Penalty 3052.127261 = -1458930.748887 nChanged 14 SP:Iteration 32Q (2800.266914 sec): 3 clusters Score: Raw -1461985.585133 + Penalty 3052.127261 = -1458933.457872 nChanged 16 SP:Iteration 33Q (2800.325356 sec): 3 clusters Score: Raw -1461987.481944 + Penalty 3052.127261 = -1458935.354683 nChanged 9 SP:Iteration 34Q (2800.398379 sec): 3 clusters Score: Raw -1461988.923756 + Penalty 3052.127261 = -1458936.796495 nChanged 5 SP:Iteration 35Q (2800.459646 sec): 3 clusters Score: Raw -1461989.255351 + Penalty 3052.127261 = -1458937.128090 nChanged 1 SP:Iteration 36Q (2800.514186 sec): 3 clusters Score: Raw -1461989.286233 + Penalty 3052.127261 = -1458937.158972 nChanged 0 SP:Iteration 37F (2800.580578 sec): 3 clusters Score: Raw -1461989.286233 + Penalty 3052.127261 = -1458937.158972 nChanged 0 Trying to split cluster 24 (2430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2800.608211 sec): 2 clusters Score: Raw -314981.775022 + Penalty 1266.792562 = -313714.982460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2800.661721 sec): 3 clusters Score: Raw -313907.397134 + Penalty 2533.585124 = -311373.812010 nChanged 874 SP:Iteration 1F (2800.709275 sec): 3 clusters Score: Raw -314491.928350 + Penalty 2533.585124 = -311958.343225 nChanged 207 SP:Iteration 2F (2800.764532 sec): 3 clusters Score: Raw -314625.351550 + Penalty 2533.585124 = -312091.766426 nChanged 112 SP:Iteration 3Q (2800.798678 sec): 3 clusters Score: Raw -314699.685056 + Penalty 2533.585124 = -312166.099932 nChanged 81 SP:Iteration 4Q (2800.847280 sec): 3 clusters Score: Raw -314748.932074 + Penalty 2533.585124 = -312215.346949 nChanged 55 SP:Iteration 5Q (2800.906822 sec): 3 clusters Score: Raw -314774.859794 + Penalty 2533.585124 = -312241.274670 nChanged 45 SP:Iteration 6Q (2800.945811 sec): 3 clusters Score: Raw -314799.504670 + Penalty 2533.585124 = -312265.919545 nChanged 32 SP:Iteration 7Q (2801.005509 sec): 3 clusters Score: Raw -314818.116679 + Penalty 2533.585124 = -312284.531555 nChanged 34 SP:Iteration 8Q (2801.055996 sec): 3 clusters Score: Raw -314837.693025 + Penalty 2533.585124 = -312304.107901 nChanged 42 SP:Iteration 9Q (2801.110054 sec): 3 clusters Score: Raw -314867.259834 + Penalty 2533.585124 = -312333.674709 nChanged 48 SP:Iteration 10Q (2801.157353 sec): 3 clusters Score: Raw -314902.883666 + Penalty 2533.585124 = -312369.298541 nChanged 47 SP:Iteration 11Q (2801.218190 sec): 3 clusters Score: Raw -314939.108370 + Penalty 2533.585124 = -312405.523246 nChanged 53 SP:Iteration 12Q (2801.264338 sec): 3 clusters Score: Raw -314972.567110 + Penalty 2533.585124 = -312438.981986 nChanged 43 SP:Iteration 13Q (2801.305959 sec): 3 clusters Score: Raw -315001.571336 + Penalty 2533.585124 = -312467.986211 nChanged 37 SP:Iteration 14Q (2801.366745 sec): 3 clusters Score: Raw -315025.979481 + Penalty 2533.585124 = -312492.394356 nChanged 36 SP:Iteration 15Q (2801.417442 sec): 3 clusters Score: Raw -315054.065190 + Penalty 2533.585124 = -312520.480065 nChanged 45 SP:Iteration 16Q (2801.464511 sec): 3 clusters Score: Raw -315084.874273 + Penalty 2533.585124 = -312551.289148 nChanged 34 SP:Iteration 17Q (2801.505100 sec): 3 clusters Score: Raw -315102.461773 + Penalty 2533.585124 = -312568.876649 nChanged 22 SP:Iteration 18Q (2801.557763 sec): 3 clusters Score: Raw -315113.706272 + Penalty 2533.585124 = -312580.121148 nChanged 17 SP:Iteration 19Q (2801.606627 sec): 3 clusters Score: Raw -315120.385231 + Penalty 2533.585124 = -312586.800107 nChanged 7 SP:Iteration 20F (2801.663238 sec): 3 clusters Score: Raw -315123.407709 + Penalty 2533.585124 = -312589.822585 nChanged 4 SP:Iteration 21Q (2801.704161 sec): 3 clusters Score: Raw -315124.192301 + Penalty 2533.585124 = -312590.607177 nChanged 1 SP:Iteration 22Q (2801.749159 sec): 3 clusters Score: Raw -315124.702489 + Penalty 2533.585124 = -312591.117364 nChanged 2 SP:Iteration 23Q (2801.795016 sec): 3 clusters Score: Raw -315128.258952 + Penalty 2533.585124 = -312594.673828 nChanged 8 SP:Iteration 24Q (2801.844632 sec): 3 clusters Score: Raw -315133.886146 + Penalty 2533.585124 = -312600.301021 nChanged 14 SP:Iteration 25Q (2801.885411 sec): 3 clusters Score: Raw -315140.792648 + Penalty 2533.585124 = -312607.207524 nChanged 9 SP:Iteration 26Q (2801.920451 sec): 3 clusters Score: Raw -315144.815660 + Penalty 2533.585124 = -312611.230536 nChanged 10 SP:Iteration 27Q (2801.966475 sec): 3 clusters Score: Raw -315147.881013 + Penalty 2533.585124 = -312614.295888 nChanged 4 SP:Iteration 28Q (2802.008557 sec): 3 clusters Score: Raw -315149.281058 + Penalty 2533.585124 = -312615.695934 nChanged 6 SP:Iteration 29Q (2802.060021 sec): 3 clusters Score: Raw -315151.435281 + Penalty 2533.585124 = -312617.850157 nChanged 5 SP:Iteration 30Q (2802.088058 sec): 3 clusters Score: Raw -315153.002839 + Penalty 2533.585124 = -312619.417715 nChanged 6 SP:Iteration 31Q (2802.132752 sec): 3 clusters Score: Raw -315155.499910 + Penalty 2533.585124 = -312621.914786 nChanged 7 SP:Iteration 32Q (2802.176204 sec): 3 clusters Score: Raw -315157.729526 + Penalty 2533.585124 = -312624.144402 nChanged 4 SP:Iteration 33Q (2802.230443 sec): 3 clusters Score: Raw -315159.504798 + Penalty 2533.585124 = -312625.919674 nChanged 6 SP:Iteration 34Q (2802.276775 sec): 3 clusters Score: Raw -315162.890859 + Penalty 2533.585124 = -312629.305735 nChanged 7 SP:Iteration 35Q (2802.312879 sec): 3 clusters Score: Raw -315165.764214 + Penalty 2533.585124 = -312632.179090 nChanged 2 SP:Iteration 36Q (2802.357108 sec): 3 clusters Score: Raw -315166.865760 + Penalty 2533.585124 = -312633.280636 nChanged 2 SP:Iteration 37Q (2802.401147 sec): 3 clusters Score: Raw -315167.696634 + Penalty 2533.585124 = -312634.111509 nChanged 2 SP:Iteration 38Q (2802.444575 sec): 3 clusters Score: Raw -315168.749105 + Penalty 2533.585124 = -312635.163981 nChanged 2 SP:Iteration 39Q (2802.490220 sec): 3 clusters Score: Raw -315169.308004 + Penalty 2533.585124 = -312635.722879 nChanged 3 SP:Iteration 40F (2802.536691 sec): 3 clusters Score: Raw -315170.835630 + Penalty 2533.585124 = -312637.250506 nChanged 3 SP:Iteration 41Q (2802.595880 sec): 3 clusters Score: Raw -315171.977430 + Penalty 2533.585124 = -312638.392305 nChanged 5 SP:Iteration 42Q (2802.636204 sec): 3 clusters Score: Raw -315173.663367 + Penalty 2533.585124 = -312640.078242 nChanged 2 SP:Iteration 43Q (2802.684574 sec): 3 clusters Score: Raw -315174.689170 + Penalty 2533.585124 = -312641.104046 nChanged 3 SP:Iteration 44Q (2802.718990 sec): 3 clusters Score: Raw -315176.058713 + Penalty 2533.585124 = -312642.473589 nChanged 0 SP:Iteration 45F (2802.757678 sec): 3 clusters Score: Raw -315176.058713 + Penalty 2533.585124 = -312642.473589 nChanged 0 Trying to split cluster 25 (2492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2802.782818 sec): 2 clusters Score: Raw -315912.021052 + Penalty 1270.886643 = -314641.134409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2802.826700 sec): 3 clusters Score: Raw -314787.605424 + Penalty 2541.773286 = -312245.832139 nChanged 932 SP:Iteration 1F (2802.869945 sec): 3 clusters Score: Raw -315395.065968 + Penalty 2541.773286 = -312853.292682 nChanged 186 SP:Iteration 2F (2802.900967 sec): 3 clusters Score: Raw -315527.500147 + Penalty 2541.773286 = -312985.726861 nChanged 133 SP:Iteration 3F (2802.926567 sec): 3 clusters Score: Raw -315618.465478 + Penalty 2541.773286 = -313076.692192 nChanged 102 SP:Iteration 4Q (2802.956993 sec): 3 clusters Score: Raw -315685.511455 + Penalty 2541.773286 = -313143.738169 nChanged 85 SP:Iteration 5Q (2802.990498 sec): 3 clusters Score: Raw -315739.156933 + Penalty 2541.773286 = -313197.383647 nChanged 73 SP:Iteration 6Q (2803.022649 sec): 3 clusters Score: Raw -315782.139794 + Penalty 2541.773286 = -313240.366508 nChanged 57 SP:Iteration 7Q (2803.065256 sec): 3 clusters Score: Raw -315822.461214 + Penalty 2541.773286 = -313280.687928 nChanged 55 SP:Iteration 8Q (2803.109554 sec): 3 clusters Score: Raw -315855.625723 + Penalty 2541.773286 = -313313.852437 nChanged 39 SP:Iteration 9Q (2803.155769 sec): 3 clusters Score: Raw -315874.513521 + Penalty 2541.773286 = -313332.740235 nChanged 38 SP:Iteration 10Q (2803.205079 sec): 3 clusters Score: Raw -315894.666081 + Penalty 2541.773286 = -313352.892795 nChanged 24 SP:Iteration 11Q (2803.250314 sec): 3 clusters Score: Raw -315906.315388 + Penalty 2541.773286 = -313364.542102 nChanged 19 SP:Iteration 12Q (2803.304918 sec): 3 clusters Score: Raw -315914.900402 + Penalty 2541.773286 = -313373.127116 nChanged 19 SP:Iteration 13Q (2803.348633 sec): 3 clusters Score: Raw -315922.418587 + Penalty 2541.773286 = -313380.645301 nChanged 14 SP:Iteration 14Q (2803.391791 sec): 3 clusters Score: Raw -315928.575512 + Penalty 2541.773286 = -313386.802226 nChanged 20 SP:Iteration 15Q (2803.431656 sec): 3 clusters Score: Raw -315940.420128 + Penalty 2541.773286 = -313398.646842 nChanged 28 SP:Iteration 16Q (2803.471450 sec): 3 clusters Score: Raw -315957.092766 + Penalty 2541.773286 = -313415.319480 nChanged 33 SP:Iteration 17Q (2803.515737 sec): 3 clusters Score: Raw -315971.645750 + Penalty 2541.773286 = -313429.872464 nChanged 25 SP:Iteration 18Q (2803.568847 sec): 3 clusters Score: Raw -315986.237339 + Penalty 2541.773286 = -313444.464053 nChanged 31 SP:Iteration 19Q (2803.601821 sec): 3 clusters Score: Raw -316003.995530 + Penalty 2541.773286 = -313462.222244 nChanged 40 SP:Iteration 20F (2803.642387 sec): 3 clusters Score: Raw -316024.169723 + Penalty 2541.773286 = -313482.396437 nChanged 28 SP:Iteration 21Q (2803.681954 sec): 3 clusters Score: Raw -316038.217030 + Penalty 2541.773286 = -313496.443744 nChanged 25 SP:Iteration 22Q (2803.724734 sec): 3 clusters Score: Raw -316053.097019 + Penalty 2541.773286 = -313511.323733 nChanged 21 SP:Iteration 23Q (2803.767377 sec): 3 clusters Score: Raw -316065.140726 + Penalty 2541.773286 = -313523.367440 nChanged 25 SP:Iteration 24Q (2803.819471 sec): 3 clusters Score: Raw -316078.779818 + Penalty 2541.773286 = -313537.006532 nChanged 29 SP:Iteration 25Q (2803.867432 sec): 3 clusters Score: Raw -316094.274937 + Penalty 2541.773286 = -313552.501651 nChanged 35 SP:Iteration 26Q (2803.918382 sec): 3 clusters Score: Raw -316111.939090 + Penalty 2541.773286 = -313570.165804 nChanged 26 SP:Iteration 27Q (2803.950774 sec): 3 clusters Score: Raw -316124.951807 + Penalty 2541.773286 = -313583.178521 nChanged 21 SP:Iteration 28Q (2804.001942 sec): 3 clusters Score: Raw -316140.530382 + Penalty 2541.773286 = -313598.757096 nChanged 27 SP:Iteration 29Q (2804.044115 sec): 3 clusters Score: Raw -316153.329924 + Penalty 2541.773286 = -313611.556638 nChanged 14 SP:Iteration 30Q (2804.087825 sec): 3 clusters Score: Raw -316159.106241 + Penalty 2541.773286 = -313617.332955 nChanged 8 SP:Iteration 31Q (2804.132132 sec): 3 clusters Score: Raw -316161.164655 + Penalty 2541.773286 = -313619.391369 nChanged 9 SP:Iteration 32Q (2804.176507 sec): 3 clusters Score: Raw -316166.633136 + Penalty 2541.773286 = -313624.859850 nChanged 9 SP:Iteration 33Q (2804.216352 sec): 3 clusters Score: Raw -316169.758196 + Penalty 2541.773286 = -313627.984910 nChanged 9 SP:Iteration 34Q (2804.259862 sec): 3 clusters Score: Raw -316172.808870 + Penalty 2541.773286 = -313631.035584 nChanged 5 SP:Iteration 35Q (2804.304764 sec): 3 clusters Score: Raw -316174.916672 + Penalty 2541.773286 = -313633.143387 nChanged 7 SP:Iteration 36Q (2804.348480 sec): 3 clusters Score: Raw -316178.366847 + Penalty 2541.773286 = -313636.593561 nChanged 5 SP:Iteration 37Q (2804.394436 sec): 3 clusters Score: Raw -316181.568534 + Penalty 2541.773286 = -313639.795248 nChanged 3 SP:Iteration 38Q (2804.444084 sec): 3 clusters Score: Raw -316182.554868 + Penalty 2541.773286 = -313640.781582 nChanged 4 SP:Iteration 39Q (2804.483671 sec): 3 clusters Score: Raw -316184.227367 + Penalty 2541.773286 = -313642.454081 nChanged 4 SP:Iteration 40F (2804.533264 sec): 3 clusters Score: Raw -316186.327992 + Penalty 2541.773286 = -313644.554706 nChanged 3 SP:Iteration 41Q (2804.570230 sec): 3 clusters Score: Raw -316187.305396 + Penalty 2541.773286 = -313645.532110 nChanged 3 SP:Iteration 42Q (2804.615580 sec): 3 clusters Score: Raw -316187.882423 + Penalty 2541.773286 = -313646.109137 nChanged 0 SP:Iteration 43F (2804.663659 sec): 3 clusters Score: Raw -316187.882423 + Penalty 2541.773286 = -313646.109137 nChanged 0 Trying to split cluster 26 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2804.685544 sec): 2 clusters Score: Raw -30357.608828 + Penalty 936.843554 = -29420.765274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2804.725929 sec): 3 clusters Score: Raw -30460.655069 + Penalty 1873.687108 = -28586.967960 nChanged 61 SP:Iteration 1F (2804.766480 sec): 3 clusters Score: Raw -30693.383474 + Penalty 1873.687108 = -28819.696365 nChanged 25 SP:Iteration 2F (2804.819126 sec): 3 clusters Score: Raw -30828.705630 + Penalty 1873.687108 = -28955.018521 nChanged 28 SP:Iteration 3F (2804.856804 sec): 3 clusters Score: Raw -30932.696386 + Penalty 1873.687108 = -29059.009278 nChanged 12 SP:Iteration 4Q (2804.897039 sec): 3 clusters Score: Raw -30972.486017 + Penalty 1873.687108 = -29098.798909 nChanged 10 SP:Iteration 5Q (2804.936777 sec): 3 clusters Score: Raw -31006.865217 + Penalty 1873.687108 = -29133.178109 nChanged 5 SP:Iteration 6Q (2804.993059 sec): 3 clusters Score: Raw -31024.507619 + Penalty 1873.687108 = -29150.820511 nChanged 2 SP:Iteration 7Q (2805.039372 sec): 3 clusters Score: Raw -31027.134217 + Penalty 1873.687108 = -29153.447109 nChanged 1 SP:Iteration 8Q (2805.080845 sec): 3 clusters Score: Raw -31028.364127 + Penalty 1873.687108 = -29154.677018 nChanged 0 SP:Iteration 9F (2805.127065 sec): 3 clusters Score: Raw -31028.364127 + Penalty 1873.687108 = -29154.677018 nChanged 0 Trying to split cluster 27 (14385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2805.182737 sec): 2 clusters Score: Raw -1752836.666377 + Penalty 1555.765457 = -1751280.900920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2805.248803 sec): 3 clusters Score: Raw -1744457.412084 + Penalty 3111.530915 = -1741345.881169 nChanged 6358 SP:Iteration 1F (2805.306256 sec): 3 clusters Score: Raw -1747811.233604 + Penalty 3111.530915 = -1744699.702690 nChanged 710 SP:Iteration 2Q (2805.385676 sec): 3 clusters Score: Raw -1748067.812429 + Penalty 3111.530915 = -1744956.281515 nChanged 645 SP:Iteration 3Q (2805.455489 sec): 3 clusters Score: Raw -1748282.758944 + Penalty 3111.530915 = -1745171.228029 nChanged 597 SP:Iteration 4Q (2805.523719 sec): 3 clusters Score: Raw -1748512.686034 + Penalty 3111.530915 = -1745401.155119 nChanged 624 SP:Iteration 5Q (2805.589920 sec): 3 clusters Score: Raw -1748779.005134 + Penalty 3111.530915 = -1745667.474219 nChanged 682 SP:Iteration 6Q (2805.669307 sec): 3 clusters Score: Raw -1749099.450819 + Penalty 3111.530915 = -1745987.919905 nChanged 691 SP:Iteration 7Q (2805.740413 sec): 3 clusters Score: Raw -1749460.038934 + Penalty 3111.530915 = -1746348.508020 nChanged 723 SP:Iteration 8F (2805.813838 sec): 3 clusters Score: Raw -1749894.371462 + Penalty 3111.530915 = -1746782.840547 nChanged 740 SP:Iteration 9F (2805.883620 sec): 3 clusters Score: Raw -1750379.904448 + Penalty 3111.530915 = -1747268.373533 nChanged 711 SP:Iteration 10Q (2805.962322 sec): 3 clusters Score: Raw -1750908.753285 + Penalty 3111.530915 = -1747797.222371 nChanged 670 SP:Iteration 11Q (2806.037105 sec): 3 clusters Score: Raw -1751445.731781 + Penalty 3111.530915 = -1748334.200866 nChanged 567 SP:Iteration 12Q (2806.111319 sec): 3 clusters Score: Raw -1751945.985778 + Penalty 3111.530915 = -1748834.454863 nChanged 432 SP:Iteration 13Q (2806.171002 sec): 3 clusters Score: Raw -1752310.520932 + Penalty 3111.530915 = -1749198.990017 nChanged 314 SP:Iteration 14Q (2806.241512 sec): 3 clusters Score: Raw -1752552.261461 + Penalty 3111.530915 = -1749440.730546 nChanged 205 SP:Iteration 15Q (2806.310618 sec): 3 clusters Score: Raw -1752705.468346 + Penalty 3111.530915 = -1749593.937431 nChanged 158 SP:Iteration 16Q (2806.377493 sec): 3 clusters Score: Raw -1752815.540976 + Penalty 3111.530915 = -1749704.010062 nChanged 105 SP:Iteration 17Q (2806.433527 sec): 3 clusters Score: Raw -1752880.560061 + Penalty 3111.530915 = -1749769.029147 nChanged 70 SP:Iteration 18Q (2806.509133 sec): 3 clusters Score: Raw -1752914.377303 + Penalty 3111.530915 = -1749802.846389 nChanged 49 SP:Iteration 19Q (2806.573549 sec): 3 clusters Score: Raw -1752950.327811 + Penalty 3111.530915 = -1749838.796897 nChanged 41 SP:Iteration 20F (2806.636272 sec): 3 clusters Score: Raw -1752977.727708 + Penalty 3111.530915 = -1749866.196793 nChanged 25 SP:Iteration 21Q (2806.709757 sec): 3 clusters Score: Raw -1752994.702255 + Penalty 3111.530915 = -1749883.171340 nChanged 28 SP:Iteration 22Q (2806.781409 sec): 3 clusters Score: Raw -1753010.059148 + Penalty 3111.530915 = -1749898.528233 nChanged 11 SP:Iteration 23Q (2806.846122 sec): 3 clusters Score: Raw -1753017.271947 + Penalty 3111.530915 = -1749905.741033 nChanged 10 SP:Iteration 24Q (2806.908542 sec): 3 clusters Score: Raw -1753024.320259 + Penalty 3111.530915 = -1749912.789344 nChanged 11 SP:Iteration 25Q (2806.978332 sec): 3 clusters Score: Raw -1753029.721029 + Penalty 3111.530915 = -1749918.190114 nChanged 7 SP:Iteration 26Q (2807.034318 sec): 3 clusters Score: Raw -1753033.273985 + Penalty 3111.530915 = -1749921.743070 nChanged 4 SP:Iteration 27Q (2807.109441 sec): 3 clusters Score: Raw -1753035.699955 + Penalty 3111.530915 = -1749924.169040 nChanged 3 SP:Iteration 28Q (2807.178389 sec): 3 clusters Score: Raw -1753038.961048 + Penalty 3111.530915 = -1749927.430133 nChanged 9 SP:Iteration 29Q (2807.249104 sec): 3 clusters Score: Raw -1753046.387722 + Penalty 3111.530915 = -1749934.856807 nChanged 8 SP:Iteration 30Q (2807.317559 sec): 3 clusters Score: Raw -1753052.701209 + Penalty 3111.530915 = -1749941.170294 nChanged 9 SP:Iteration 31Q (2807.385105 sec): 3 clusters Score: Raw -1753059.690918 + Penalty 3111.530915 = -1749948.160003 nChanged 13 SP:Iteration 32Q (2807.451609 sec): 3 clusters Score: Raw -1753068.929708 + Penalty 3111.530915 = -1749957.398793 nChanged 10 SP:Iteration 33Q (2807.507270 sec): 3 clusters Score: Raw -1753079.393540 + Penalty 3111.530915 = -1749967.862625 nChanged 10 SP:Iteration 34Q (2807.577403 sec): 3 clusters Score: Raw -1753088.012456 + Penalty 3111.530915 = -1749976.481542 nChanged 6 SP:Iteration 35Q (2807.634254 sec): 3 clusters Score: Raw -1753092.577917 + Penalty 3111.530915 = -1749981.047002 nChanged 8 SP:Iteration 36Q (2807.709844 sec): 3 clusters Score: Raw -1753099.834865 + Penalty 3111.530915 = -1749988.303950 nChanged 4 SP:Iteration 37Q (2807.775721 sec): 3 clusters Score: Raw -1753102.463774 + Penalty 3111.530915 = -1749990.932859 nChanged 5 SP:Iteration 38Q (2807.842875 sec): 3 clusters Score: Raw -1753104.391620 + Penalty 3111.530915 = -1749992.860705 nChanged 2 SP:Iteration 39Q (2807.908962 sec): 3 clusters Score: Raw -1753105.752476 + Penalty 3111.530915 = -1749994.221562 nChanged 2 SP:Iteration 40F (2807.983390 sec): 3 clusters Score: Raw -1753107.577707 + Penalty 3111.530915 = -1749996.046792 nChanged 1 SP:Iteration 41Q (2808.043640 sec): 3 clusters Score: Raw -1753108.184797 + Penalty 3111.530915 = -1749996.653882 nChanged 0 SP:Iteration 42F (2808.105304 sec): 3 clusters Score: Raw -1753108.184797 + Penalty 3111.530915 = -1749996.653882 nChanged 0 Iteration 139Q (2811.812910 sec): 28 clusters Score: Raw -51887999.581059 + Penalty 56986.293493 = -51831013.287566 nChanged 57 Iteration 140F (2819.944432 sec): 28 clusters Score: Raw -51888006.112325 + Penalty 56986.293493 = -51831019.818833 nChanged 57 Iteration 141Q (2823.528854 sec): 28 clusters Score: Raw -51888013.712692 + Penalty 56986.293493 = -51831027.419200 nChanged 50 Iteration 142Q (2826.884408 sec): 28 clusters Score: Raw -51888019.071447 + Penalty 56986.293493 = -51831032.777955 nChanged 38 Iteration 143Q (2830.787013 sec): 28 clusters Score: Raw -51888022.010462 + Penalty 56986.293493 = -51831035.716970 nChanged 52 Iteration 144Q (2834.246647 sec): 28 clusters Score: Raw -51888027.171128 + Penalty 56986.293493 = -51831040.877636 nChanged 45 Iteration 145Q (2837.724325 sec): 28 clusters Score: Raw -51888032.316883 + Penalty 56986.293493 = -51831046.023391 nChanged 40 Iteration 146Q (2841.205265 sec): 28 clusters Score: Raw -51888037.704777 + Penalty 56986.293493 = -51831051.411285 nChanged 38 Iteration 147Q (2844.642226 sec): 28 clusters Score: Raw -51888041.852492 + Penalty 56986.293493 = -51831055.558999 nChanged 30 Iteration 148Q (2848.393892 sec): 28 clusters Score: Raw -51888044.321878 + Penalty 56986.293493 = -51831058.028386 nChanged 24 Iteration 149Q (2851.845899 sec): 28 clusters Score: Raw -51888045.773067 + Penalty 56986.293493 = -51831059.479574 nChanged 19 Iteration 150Q (2855.621041 sec): 28 clusters Score: Raw -51888047.339800 + Penalty 56986.293493 = -51831061.046307 nChanged 18 Iteration 151Q (2858.989744 sec): 28 clusters Score: Raw -51888048.775072 + Penalty 56986.293493 = -51831062.481580 nChanged 17 Iteration 152Q (2862.220724 sec): 28 clusters Score: Raw -51888050.510689 + Penalty 56986.293493 = -51831064.217197 nChanged 9 Iteration 153Q (2865.898768 sec): 28 clusters Score: Raw -51888051.375127 + Penalty 56986.293493 = -51831065.081635 nChanged 10 Iteration 154Q (2869.344772 sec): 28 clusters Score: Raw -51888052.460654 + Penalty 56986.293493 = -51831066.167162 nChanged 6 Iteration 155Q (2872.963013 sec): 28 clusters Score: Raw -51888053.096912 + Penalty 56986.293493 = -51831066.803420 nChanged 2 Iteration 156Q (2876.244493 sec): 28 clusters Score: Raw -51888053.319828 + Penalty 56986.293493 = -51831067.026335 nChanged 2 Iteration 157Q (2879.721465 sec): 28 clusters Score: Raw -51888053.353618 + Penalty 56986.293493 = -51831067.060126 nChanged 0 Iteration 158F (2887.764544 sec): 28 clusters Score: Raw -51888053.353618 + Penalty 56986.293493 = -51831067.060126 nChanged 0 Compute initial score before splitting: Score: Raw -51888053.353618 + Penalty 56986.293493 = -51831067.060126 Trying to split cluster 1 (10825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2887.877686 sec): 2 clusters Score: Raw -1303082.103681 + Penalty 1509.562202 = -1301572.541478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2887.941223 sec): 3 clusters Score: Raw -1296994.327725 + Penalty 3019.124405 = -1293975.203321 nChanged 4699 SP:Iteration 1F (2887.999635 sec): 3 clusters Score: Raw -1299633.081577 + Penalty 3019.124405 = -1296613.957172 nChanged 684 SP:Iteration 2F (2888.064528 sec): 3 clusters Score: Raw -1299943.731538 + Penalty 3019.124405 = -1296924.607133 nChanged 540 SP:Iteration 3Q (2888.133399 sec): 3 clusters Score: Raw -1300179.447991 + Penalty 3019.124405 = -1297160.323586 nChanged 461 SP:Iteration 4Q (2888.193673 sec): 3 clusters Score: Raw -1300385.703283 + Penalty 3019.124405 = -1297366.578878 nChanged 423 SP:Iteration 5Q (2888.261310 sec): 3 clusters Score: Raw -1300584.847515 + Penalty 3019.124405 = -1297565.723110 nChanged 421 SP:Iteration 6Q (2888.325809 sec): 3 clusters Score: Raw -1300778.840591 + Penalty 3019.124405 = -1297759.716186 nChanged 417 SP:Iteration 7Q (2888.401166 sec): 3 clusters Score: Raw -1300978.059490 + Penalty 3019.124405 = -1297958.935086 nChanged 416 SP:Iteration 8Q (2888.447905 sec): 3 clusters Score: Raw -1301161.258661 + Penalty 3019.124405 = -1298142.134256 nChanged 375 SP:Iteration 9Q (2888.512423 sec): 3 clusters Score: Raw -1301327.496169 + Penalty 3019.124405 = -1298308.371764 nChanged 374 SP:Iteration 10Q (2888.575564 sec): 3 clusters Score: Raw -1301511.076824 + Penalty 3019.124405 = -1298491.952420 nChanged 391 SP:Iteration 11Q (2888.634641 sec): 3 clusters Score: Raw -1301712.490228 + Penalty 3019.124405 = -1298693.365824 nChanged 412 SP:Iteration 12Q (2888.696513 sec): 3 clusters Score: Raw -1301942.243335 + Penalty 3019.124405 = -1298923.118930 nChanged 408 SP:Iteration 13Q (2888.757155 sec): 3 clusters Score: Raw -1302182.289476 + Penalty 3019.124405 = -1299163.165071 nChanged 370 SP:Iteration 14Q (2888.821698 sec): 3 clusters Score: Raw -1302399.596224 + Penalty 3019.124405 = -1299380.471819 nChanged 325 SP:Iteration 15Q (2888.871651 sec): 3 clusters Score: Raw -1302598.699300 + Penalty 3019.124405 = -1299579.574895 nChanged 287 SP:Iteration 16Q (2888.931917 sec): 3 clusters Score: Raw -1302777.166028 + Penalty 3019.124405 = -1299758.041623 nChanged 244 SP:Iteration 17Q (2888.992310 sec): 3 clusters Score: Raw -1302907.160739 + Penalty 3019.124405 = -1299888.036335 nChanged 206 SP:Iteration 18Q (2889.065680 sec): 3 clusters Score: Raw -1303016.207193 + Penalty 3019.124405 = -1299997.082788 nChanged 168 SP:Iteration 19Q (2889.123041 sec): 3 clusters Score: Raw -1303087.601292 + Penalty 3019.124405 = -1300068.476888 nChanged 141 SP:Iteration 20F (2889.191991 sec): 3 clusters Score: Raw -1303146.265406 + Penalty 3019.124405 = -1300127.141002 nChanged 101 SP:Iteration 21Q (2889.250660 sec): 3 clusters Score: Raw -1303182.616341 + Penalty 3019.124405 = -1300163.491936 nChanged 95 SP:Iteration 22Q (2889.305598 sec): 3 clusters Score: Raw -1303214.914734 + Penalty 3019.124405 = -1300195.790330 nChanged 86 SP:Iteration 23Q (2889.369329 sec): 3 clusters Score: Raw -1303245.225387 + Penalty 3019.124405 = -1300226.100982 nChanged 78 SP:Iteration 24Q (2889.420342 sec): 3 clusters Score: Raw -1303273.694034 + Penalty 3019.124405 = -1300254.569630 nChanged 64 SP:Iteration 25Q (2889.466654 sec): 3 clusters Score: Raw -1303289.849747 + Penalty 3019.124405 = -1300270.725342 nChanged 44 SP:Iteration 26Q (2889.530700 sec): 3 clusters Score: Raw -1303301.098307 + Penalty 3019.124405 = -1300281.973903 nChanged 39 SP:Iteration 27Q (2889.589219 sec): 3 clusters Score: Raw -1303309.340132 + Penalty 3019.124405 = -1300290.215727 nChanged 35 SP:Iteration 28Q (2889.651987 sec): 3 clusters Score: Raw -1303318.496546 + Penalty 3019.124405 = -1300299.372141 nChanged 30 SP:Iteration 29Q (2889.705262 sec): 3 clusters Score: Raw -1303330.497515 + Penalty 3019.124405 = -1300311.373111 nChanged 34 SP:Iteration 30Q (2889.762022 sec): 3 clusters Score: Raw -1303342.386296 + Penalty 3019.124405 = -1300323.261892 nChanged 34 SP:Iteration 31Q (2889.818407 sec): 3 clusters Score: Raw -1303350.861061 + Penalty 3019.124405 = -1300331.736656 nChanged 27 SP:Iteration 32Q (2889.886589 sec): 3 clusters Score: Raw -1303359.602085 + Penalty 3019.124405 = -1300340.477680 nChanged 30 SP:Iteration 33Q (2889.945610 sec): 3 clusters Score: Raw -1303368.155902 + Penalty 3019.124405 = -1300349.031497 nChanged 28 SP:Iteration 34Q (2889.996943 sec): 3 clusters Score: Raw -1303375.546704 + Penalty 3019.124405 = -1300356.422299 nChanged 28 SP:Iteration 35Q (2890.058572 sec): 3 clusters Score: Raw -1303381.720787 + Penalty 3019.124405 = -1300362.596382 nChanged 23 SP:Iteration 36Q (2890.123875 sec): 3 clusters Score: Raw -1303385.778183 + Penalty 3019.124405 = -1300366.653778 nChanged 16 SP:Iteration 37Q (2890.177307 sec): 3 clusters Score: Raw -1303389.156760 + Penalty 3019.124405 = -1300370.032355 nChanged 14 SP:Iteration 38Q (2890.236099 sec): 3 clusters Score: Raw -1303393.558324 + Penalty 3019.124405 = -1300374.433920 nChanged 19 SP:Iteration 39Q (2890.296395 sec): 3 clusters Score: Raw -1303399.507021 + Penalty 3019.124405 = -1300380.382616 nChanged 24 SP:Iteration 40F (2890.358320 sec): 3 clusters Score: Raw -1303406.872648 + Penalty 3019.124405 = -1300387.748243 nChanged 27 SP:Iteration 41Q (2890.403481 sec): 3 clusters Score: Raw -1303414.679232 + Penalty 3019.124405 = -1300395.554828 nChanged 22 SP:Iteration 42Q (2890.460480 sec): 3 clusters Score: Raw -1303422.932323 + Penalty 3019.124405 = -1300403.807918 nChanged 24 SP:Iteration 43Q (2890.527990 sec): 3 clusters Score: Raw -1303429.573591 + Penalty 3019.124405 = -1300410.449186 nChanged 20 SP:Iteration 44Q (2890.587158 sec): 3 clusters Score: Raw -1303433.793807 + Penalty 3019.124405 = -1300414.669402 nChanged 10 SP:Iteration 45Q (2890.638190 sec): 3 clusters Score: Raw -1303435.353463 + Penalty 3019.124405 = -1300416.229059 nChanged 10 SP:Iteration 46Q (2890.694223 sec): 3 clusters Score: Raw -1303437.967344 + Penalty 3019.124405 = -1300418.842939 nChanged 12 SP:Iteration 47Q (2890.751379 sec): 3 clusters Score: Raw -1303440.746363 + Penalty 3019.124405 = -1300421.621958 nChanged 10 SP:Iteration 48Q (2890.812157 sec): 3 clusters Score: Raw -1303442.818443 + Penalty 3019.124405 = -1300423.694038 nChanged 8 SP:Iteration 49Q (2890.884987 sec): 3 clusters Score: Raw -1303444.528595 + Penalty 3019.124405 = -1300425.404190 nChanged 9 SP:Iteration 50Q (2890.937980 sec): 3 clusters Score: Raw -1303445.893074 + Penalty 3019.124405 = -1300426.768670 nChanged 3 SP:Iteration 51Q (2890.998158 sec): 3 clusters Score: Raw -1303446.602168 + Penalty 3019.124405 = -1300427.477763 nChanged 4 SP:Iteration 52Q (2891.058237 sec): 3 clusters Score: Raw -1303446.904089 + Penalty 3019.124405 = -1300427.779684 nChanged 1 SP:Iteration 53Q (2891.118095 sec): 3 clusters Score: Raw -1303446.984954 + Penalty 3019.124405 = -1300427.860549 nChanged 0 SP:Iteration 54F (2891.187183 sec): 3 clusters Score: Raw -1303446.984954 + Penalty 3019.124405 = -1300427.860549 nChanged 0 Trying to split cluster 2 (4395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2891.207935 sec): 2 clusters Score: Raw -512945.194283 + Penalty 1363.086207 = -511582.108076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2891.262582 sec): 3 clusters Score: Raw -510703.687355 + Penalty 2726.172413 = -507977.514942 nChanged 1721 SP:Iteration 1F (2891.312350 sec): 3 clusters Score: Raw -511654.444241 + Penalty 2726.172413 = -508928.271828 nChanged 340 SP:Iteration 2F (2891.373548 sec): 3 clusters Score: Raw -511849.048901 + Penalty 2726.172413 = -509122.876488 nChanged 224 SP:Iteration 3F (2891.423426 sec): 3 clusters Score: Raw -511985.227397 + Penalty 2726.172413 = -509259.054984 nChanged 214 SP:Iteration 4Q (2891.476354 sec): 3 clusters Score: Raw -512097.476634 + Penalty 2726.172413 = -509371.304221 nChanged 155 SP:Iteration 5Q (2891.521502 sec): 3 clusters Score: Raw -512180.444346 + Penalty 2726.172413 = -509454.271933 nChanged 139 SP:Iteration 6Q (2891.582904 sec): 3 clusters Score: Raw -512258.472519 + Penalty 2726.172413 = -509532.300105 nChanged 137 SP:Iteration 7Q (2891.627092 sec): 3 clusters Score: Raw -512328.347723 + Penalty 2726.172413 = -509602.175310 nChanged 134 SP:Iteration 8Q (2891.686226 sec): 3 clusters Score: Raw -512391.698862 + Penalty 2726.172413 = -509665.526448 nChanged 109 SP:Iteration 9Q (2891.735704 sec): 3 clusters Score: Raw -512444.935573 + Penalty 2726.172413 = -509718.763160 nChanged 95 SP:Iteration 10Q (2891.784120 sec): 3 clusters Score: Raw -512493.453463 + Penalty 2726.172413 = -509767.281050 nChanged 89 SP:Iteration 11Q (2891.839630 sec): 3 clusters Score: Raw -512546.558815 + Penalty 2726.172413 = -509820.386402 nChanged 118 SP:Iteration 12Q (2891.892044 sec): 3 clusters Score: Raw -512614.673344 + Penalty 2726.172413 = -509888.500930 nChanged 107 SP:Iteration 13Q (2891.955488 sec): 3 clusters Score: Raw -512690.970854 + Penalty 2726.172413 = -509964.798440 nChanged 129 SP:Iteration 14Q (2892.000539 sec): 3 clusters Score: Raw -512787.621366 + Penalty 2726.172413 = -510061.448952 nChanged 109 SP:Iteration 15Q (2892.058831 sec): 3 clusters Score: Raw -512881.708243 + Penalty 2726.172413 = -510155.535830 nChanged 107 SP:Iteration 16Q (2892.117084 sec): 3 clusters Score: Raw -512994.849735 + Penalty 2726.172413 = -510268.677322 nChanged 84 SP:Iteration 17Q (2892.168839 sec): 3 clusters Score: Raw -513059.825163 + Penalty 2726.172413 = -510333.652750 nChanged 73 SP:Iteration 18Q (2892.216640 sec): 3 clusters Score: Raw -513116.062387 + Penalty 2726.172413 = -510389.889974 nChanged 50 SP:Iteration 19Q (2892.269084 sec): 3 clusters Score: Raw -513148.340566 + Penalty 2726.172413 = -510422.168152 nChanged 33 SP:Iteration 20F (2892.314520 sec): 3 clusters Score: Raw -513173.067819 + Penalty 2726.172413 = -510446.895405 nChanged 32 SP:Iteration 21Q (2892.366774 sec): 3 clusters Score: Raw -513195.382830 + Penalty 2726.172413 = -510469.210417 nChanged 29 SP:Iteration 22Q (2892.428710 sec): 3 clusters Score: Raw -513218.970471 + Penalty 2726.172413 = -510492.798058 nChanged 24 SP:Iteration 23Q (2892.475684 sec): 3 clusters Score: Raw -513232.464627 + Penalty 2726.172413 = -510506.292214 nChanged 9 SP:Iteration 24Q (2892.523054 sec): 3 clusters Score: Raw -513237.353972 + Penalty 2726.172413 = -510511.181559 nChanged 7 SP:Iteration 25Q (2892.577672 sec): 3 clusters Score: Raw -513239.989688 + Penalty 2726.172413 = -510513.817275 nChanged 2 SP:Iteration 26Q (2892.627141 sec): 3 clusters Score: Raw -513240.431131 + Penalty 2726.172413 = -510514.258718 nChanged 0 SP:Iteration 27F (2892.682218 sec): 3 clusters Score: Raw -513240.431131 + Penalty 2726.172413 = -510514.258718 nChanged 0 Trying to split cluster 3 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2892.708263 sec): 2 clusters Score: Raw -22511.622583 + Penalty 868.129316 = -21643.493267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2892.751199 sec): 3 clusters Score: Raw -22613.103253 + Penalty 1736.258632 = -20876.844621 nChanged 27 SP:Iteration 1F (2892.787237 sec): 3 clusters Score: Raw -22758.565143 + Penalty 1736.258632 = -21022.306512 nChanged 6 SP:Iteration 2Q (2892.834914 sec): 3 clusters Score: Raw -22775.879243 + Penalty 1736.258632 = -21039.620611 nChanged 1 SP:Iteration 3Q (2892.880432 sec): 3 clusters Score: Raw -22778.142571 + Penalty 1736.258632 = -21041.883939 nChanged 0 SP:Iteration 4F (2892.936661 sec): 3 clusters Score: Raw -22778.142571 + Penalty 1736.258632 = -21041.883939 nChanged 0 Trying to split cluster 4 (28920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2893.006144 sec): 2 clusters Score: Raw -3513812.535876 + Penalty 1669.246910 = -3512143.288966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2893.104842 sec): 3 clusters Score: Raw -3496035.897725 + Penalty 3338.493820 = -3492697.403905 nChanged 13233 SP:Iteration 1F (2893.205617 sec): 3 clusters Score: Raw -3503541.280528 + Penalty 3338.493820 = -3500202.786708 nChanged 1411 SP:Iteration 2Q (2893.304772 sec): 3 clusters Score: Raw -3504055.799691 + Penalty 3338.493820 = -3500717.305871 nChanged 1428 SP:Iteration 3Q (2893.401389 sec): 3 clusters Score: Raw -3504626.168515 + Penalty 3338.493820 = -3501287.674695 nChanged 1507 SP:Iteration 4F (2893.492451 sec): 3 clusters Score: Raw -3505348.441262 + Penalty 3338.493820 = -3502009.947443 nChanged 1765 SP:Iteration 5F (2893.590558 sec): 3 clusters Score: Raw -3506357.748505 + Penalty 3338.493820 = -3503019.254685 nChanged 1944 SP:Iteration 6F (2893.690846 sec): 3 clusters Score: Raw -3507673.379728 + Penalty 3338.493820 = -3504334.885908 nChanged 1961 SP:Iteration 7F (2893.783210 sec): 3 clusters Score: Raw -3509234.047322 + Penalty 3338.493820 = -3505895.553502 nChanged 1849 SP:Iteration 8F (2893.875408 sec): 3 clusters Score: Raw -3510873.658570 + Penalty 3338.493820 = -3507535.164750 nChanged 1474 SP:Iteration 9F (2893.972618 sec): 3 clusters Score: Raw -3512195.337844 + Penalty 3338.493820 = -3508856.844024 nChanged 933 SP:Iteration 10Q (2894.068271 sec): 3 clusters Score: Raw -3512968.058780 + Penalty 3338.493820 = -3509629.564961 nChanged 538 SP:Iteration 11Q (2894.162529 sec): 3 clusters Score: Raw -3513384.230759 + Penalty 3338.493820 = -3510045.736939 nChanged 345 SP:Iteration 12Q (2894.246975 sec): 3 clusters Score: Raw -3513645.436889 + Penalty 3338.493820 = -3510306.943069 nChanged 233 SP:Iteration 13Q (2894.330322 sec): 3 clusters Score: Raw -3513814.263125 + Penalty 3338.493820 = -3510475.769305 nChanged 145 SP:Iteration 14Q (2894.419172 sec): 3 clusters Score: Raw -3513912.090911 + Penalty 3338.493820 = -3510573.597091 nChanged 87 SP:Iteration 15Q (2894.508895 sec): 3 clusters Score: Raw -3513970.128492 + Penalty 3338.493820 = -3510631.634673 nChanged 61 SP:Iteration 16Q (2894.588694 sec): 3 clusters Score: Raw -3514015.680925 + Penalty 3338.493820 = -3510677.187105 nChanged 38 SP:Iteration 17Q (2894.680779 sec): 3 clusters Score: Raw -3514048.559439 + Penalty 3338.493820 = -3510710.065619 nChanged 31 SP:Iteration 18Q (2894.757852 sec): 3 clusters Score: Raw -3514064.372177 + Penalty 3338.493820 = -3510725.878357 nChanged 19 SP:Iteration 19Q (2894.835372 sec): 3 clusters Score: Raw -3514077.814952 + Penalty 3338.493820 = -3510739.321132 nChanged 13 SP:Iteration 20F (2894.923877 sec): 3 clusters Score: Raw -3514088.083767 + Penalty 3338.493820 = -3510749.589948 nChanged 9 SP:Iteration 21Q (2895.002977 sec): 3 clusters Score: Raw -3514092.701663 + Penalty 3338.493820 = -3510754.207843 nChanged 4 SP:Iteration 22Q (2895.075139 sec): 3 clusters Score: Raw -3514095.172177 + Penalty 3338.493820 = -3510756.678358 nChanged 7 SP:Iteration 23Q (2895.178077 sec): 3 clusters Score: Raw -3514099.830687 + Penalty 3338.493820 = -3510761.336867 nChanged 8 SP:Iteration 24Q (2895.271609 sec): 3 clusters Score: Raw -3514104.306493 + Penalty 3338.493820 = -3510765.812673 nChanged 5 SP:Iteration 25Q (2895.359892 sec): 3 clusters Score: Raw -3514106.286304 + Penalty 3338.493820 = -3510767.792484 nChanged 4 SP:Iteration 26Q (2895.437209 sec): 3 clusters Score: Raw -3514108.079240 + Penalty 3338.493820 = -3510769.585420 nChanged 3 SP:Iteration 27Q (2895.521377 sec): 3 clusters Score: Raw -3514109.677139 + Penalty 3338.493820 = -3510771.183319 nChanged 4 SP:Iteration 28Q (2895.600430 sec): 3 clusters Score: Raw -3514111.950828 + Penalty 3338.493820 = -3510773.457008 nChanged 8 SP:Iteration 29Q (2895.675941 sec): 3 clusters Score: Raw -3514116.464125 + Penalty 3338.493820 = -3510777.970305 nChanged 4 SP:Iteration 30Q (2895.759956 sec): 3 clusters Score: Raw -3514119.971356 + Penalty 3338.493820 = -3510781.477536 nChanged 2 SP:Iteration 31Q (2895.842409 sec): 3 clusters Score: Raw -3514121.224227 + Penalty 3338.493820 = -3510782.730407 nChanged 2 SP:Iteration 32Q (2895.931671 sec): 3 clusters Score: Raw -3514122.138153 + Penalty 3338.493820 = -3510783.644334 nChanged 0 SP:Iteration 33F (2896.026611 sec): 3 clusters Score: Raw -3514122.138153 + Penalty 3338.493820 = -3510783.644334 nChanged 0 Trying to split cluster 5 (13270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2896.054564 sec): 2 clusters Score: Raw -1571460.475093 + Penalty 1542.654933 = -1569917.820159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2896.133735 sec): 3 clusters Score: Raw -1563752.691399 + Penalty 3085.309866 = -1560667.381532 nChanged 5854 SP:Iteration 1F (2896.192257 sec): 3 clusters Score: Raw -1566995.456386 + Penalty 3085.309866 = -1563910.146519 nChanged 767 SP:Iteration 2F (2896.261427 sec): 3 clusters Score: Raw -1567296.870269 + Penalty 3085.309866 = -1564211.560402 nChanged 636 SP:Iteration 3Q (2896.320644 sec): 3 clusters Score: Raw -1567559.638672 + Penalty 3085.309866 = -1564474.328805 nChanged 598 SP:Iteration 4Q (2896.384747 sec): 3 clusters Score: Raw -1567797.939049 + Penalty 3085.309866 = -1564712.629183 nChanged 536 SP:Iteration 5Q (2896.445078 sec): 3 clusters Score: Raw -1568030.446340 + Penalty 3085.309866 = -1564945.136474 nChanged 532 SP:Iteration 6Q (2896.514999 sec): 3 clusters Score: Raw -1568263.292672 + Penalty 3085.309866 = -1565177.982805 nChanged 543 SP:Iteration 7Q (2896.578172 sec): 3 clusters Score: Raw -1568518.820408 + Penalty 3085.309866 = -1565433.510542 nChanged 549 SP:Iteration 8Q (2896.634779 sec): 3 clusters Score: Raw -1568802.191977 + Penalty 3085.309866 = -1565716.882111 nChanged 574 SP:Iteration 9Q (2896.709308 sec): 3 clusters Score: Raw -1569110.322772 + Penalty 3085.309866 = -1566025.012906 nChanged 579 SP:Iteration 10Q (2896.775550 sec): 3 clusters Score: Raw -1569432.891853 + Penalty 3085.309866 = -1566347.581987 nChanged 586 SP:Iteration 11Q (2896.847433 sec): 3 clusters Score: Raw -1569784.590021 + Penalty 3085.309866 = -1566699.280154 nChanged 568 SP:Iteration 12Q (2896.918078 sec): 3 clusters Score: Raw -1570148.137840 + Penalty 3085.309866 = -1567062.827974 nChanged 452 SP:Iteration 13Q (2896.994071 sec): 3 clusters Score: Raw -1570398.278269 + Penalty 3085.309866 = -1567312.968402 nChanged 364 SP:Iteration 14Q (2897.051703 sec): 3 clusters Score: Raw -1570593.651264 + Penalty 3085.309866 = -1567508.341398 nChanged 288 SP:Iteration 15Q (2897.131566 sec): 3 clusters Score: Raw -1570744.477632 + Penalty 3085.309866 = -1567659.167765 nChanged 258 SP:Iteration 16Q (2897.193082 sec): 3 clusters Score: Raw -1570876.726774 + Penalty 3085.309866 = -1567791.416907 nChanged 263 SP:Iteration 17Q (2897.273130 sec): 3 clusters Score: Raw -1571004.383411 + Penalty 3085.309866 = -1567919.073545 nChanged 231 SP:Iteration 18Q (2897.340562 sec): 3 clusters Score: Raw -1571106.455817 + Penalty 3085.309866 = -1568021.145950 nChanged 209 SP:Iteration 19Q (2897.401280 sec): 3 clusters Score: Raw -1571188.355002 + Penalty 3085.309866 = -1568103.045136 nChanged 166 SP:Iteration 20F (2897.474902 sec): 3 clusters Score: Raw -1571250.337450 + Penalty 3085.309866 = -1568165.027584 nChanged 153 SP:Iteration 21Q (2897.544470 sec): 3 clusters Score: Raw -1571307.688698 + Penalty 3085.309866 = -1568222.378831 nChanged 135 SP:Iteration 22Q (2897.612776 sec): 3 clusters Score: Raw -1571362.263479 + Penalty 3085.309866 = -1568276.953613 nChanged 128 SP:Iteration 23Q (2897.675422 sec): 3 clusters Score: Raw -1571403.799089 + Penalty 3085.309866 = -1568318.489222 nChanged 119 SP:Iteration 24Q (2897.754260 sec): 3 clusters Score: Raw -1571444.799740 + Penalty 3085.309866 = -1568359.489873 nChanged 105 SP:Iteration 25Q (2897.820505 sec): 3 clusters Score: Raw -1571475.414401 + Penalty 3085.309866 = -1568390.104534 nChanged 75 SP:Iteration 26Q (2897.875931 sec): 3 clusters Score: Raw -1571493.928477 + Penalty 3085.309866 = -1568408.618610 nChanged 60 SP:Iteration 27Q (2897.955858 sec): 3 clusters Score: Raw -1571506.330234 + Penalty 3085.309866 = -1568421.020367 nChanged 57 SP:Iteration 28Q (2898.028073 sec): 3 clusters Score: Raw -1571516.512537 + Penalty 3085.309866 = -1568431.202670 nChanged 47 SP:Iteration 29Q (2898.083358 sec): 3 clusters Score: Raw -1571525.521577 + Penalty 3085.309866 = -1568440.211711 nChanged 37 SP:Iteration 30Q (2898.153881 sec): 3 clusters Score: Raw -1571531.523764 + Penalty 3085.309866 = -1568446.213897 nChanged 25 SP:Iteration 31Q (2898.225827 sec): 3 clusters Score: Raw -1571534.813108 + Penalty 3085.309866 = -1568449.503242 nChanged 26 SP:Iteration 32Q (2898.288983 sec): 3 clusters Score: Raw -1571538.574082 + Penalty 3085.309866 = -1568453.264215 nChanged 19 SP:Iteration 33Q (2898.356903 sec): 3 clusters Score: Raw -1571541.396510 + Penalty 3085.309866 = -1568456.086643 nChanged 22 SP:Iteration 34Q (2898.422654 sec): 3 clusters Score: Raw -1571545.030660 + Penalty 3085.309866 = -1568459.720794 nChanged 20 SP:Iteration 35Q (2898.487117 sec): 3 clusters Score: Raw -1571547.741992 + Penalty 3085.309866 = -1568462.432126 nChanged 12 SP:Iteration 36Q (2898.559395 sec): 3 clusters Score: Raw -1571549.213114 + Penalty 3085.309866 = -1568463.903247 nChanged 10 SP:Iteration 37Q (2898.629255 sec): 3 clusters Score: Raw -1571550.524180 + Penalty 3085.309866 = -1568465.214314 nChanged 10 SP:Iteration 38Q (2898.698783 sec): 3 clusters Score: Raw -1571551.484082 + Penalty 3085.309866 = -1568466.174216 nChanged 5 SP:Iteration 39Q (2898.765671 sec): 3 clusters Score: Raw -1571551.947545 + Penalty 3085.309866 = -1568466.637678 nChanged 4 SP:Iteration 40F (2898.822944 sec): 3 clusters Score: Raw -1571552.547107 + Penalty 3085.309866 = -1568467.237241 nChanged 5 SP:Iteration 41Q (2898.894711 sec): 3 clusters Score: Raw -1571552.892181 + Penalty 3085.309866 = -1568467.582314 nChanged 2 SP:Iteration 42Q (2898.959840 sec): 3 clusters Score: Raw -1571553.248950 + Penalty 3085.309866 = -1568467.939084 nChanged 5 SP:Iteration 43Q (2899.030279 sec): 3 clusters Score: Raw -1571553.704152 + Penalty 3085.309866 = -1568468.394286 nChanged 7 SP:Iteration 44Q (2899.099142 sec): 3 clusters Score: Raw -1571554.441195 + Penalty 3085.309866 = -1568469.131329 nChanged 8 SP:Iteration 45Q (2899.167678 sec): 3 clusters Score: Raw -1571555.418174 + Penalty 3085.309866 = -1568470.108307 nChanged 10 SP:Iteration 46Q (2899.228635 sec): 3 clusters Score: Raw -1571556.644422 + Penalty 3085.309866 = -1568471.334556 nChanged 8 SP:Iteration 47Q (2899.295818 sec): 3 clusters Score: Raw -1571557.912888 + Penalty 3085.309866 = -1568472.603022 nChanged 10 SP:Iteration 48Q (2899.363168 sec): 3 clusters Score: Raw -1571558.904343 + Penalty 3085.309866 = -1568473.594477 nChanged 10 SP:Iteration 49Q (2899.436144 sec): 3 clusters Score: Raw -1571560.093865 + Penalty 3085.309866 = -1568474.783999 nChanged 6 SP:Iteration 50Q (2899.507759 sec): 3 clusters Score: Raw -1571560.937496 + Penalty 3085.309866 = -1568475.627630 nChanged 9 SP:Iteration 51Q (2899.575588 sec): 3 clusters Score: Raw -1571561.935130 + Penalty 3085.309866 = -1568476.625263 nChanged 6 SP:Iteration 52Q (2899.645897 sec): 3 clusters Score: Raw -1571562.439400 + Penalty 3085.309866 = -1568477.129533 nChanged 9 SP:Iteration 53Q (2899.720926 sec): 3 clusters Score: Raw -1571563.345335 + Penalty 3085.309866 = -1568478.035469 nChanged 4 SP:Iteration 54Q (2899.791849 sec): 3 clusters Score: Raw -1571563.701276 + Penalty 3085.309866 = -1568478.391410 nChanged 3 SP:Iteration 55Q (2899.863928 sec): 3 clusters Score: Raw -1571564.357124 + Penalty 3085.309866 = -1568479.047258 nChanged 4 SP:Iteration 56Q (2899.936636 sec): 3 clusters Score: Raw -1571564.816605 + Penalty 3085.309866 = -1568479.506738 nChanged 6 SP:Iteration 57Q (2899.999951 sec): 3 clusters Score: Raw -1571565.741496 + Penalty 3085.309866 = -1568480.431629 nChanged 12 SP:Iteration 58Q (2900.073046 sec): 3 clusters Score: Raw -1571567.538552 + Penalty 3085.309866 = -1568482.228686 nChanged 11 SP:Iteration 59Q (2900.129263 sec): 3 clusters Score: Raw -1571569.594660 + Penalty 3085.309866 = -1568484.284793 nChanged 8 SP:Iteration 60F (2900.209037 sec): 3 clusters Score: Raw -1571570.456215 + Penalty 3085.309866 = -1568485.146349 nChanged 6 SP:Iteration 61Q (2900.272138 sec): 3 clusters Score: Raw -1571571.396371 + Penalty 3085.309866 = -1568486.086504 nChanged 9 SP:Iteration 62Q (2900.331469 sec): 3 clusters Score: Raw -1571572.365827 + Penalty 3085.309866 = -1568487.055961 nChanged 8 SP:Iteration 63Q (2900.394730 sec): 3 clusters Score: Raw -1571573.204178 + Penalty 3085.309866 = -1568487.894312 nChanged 3 SP:Iteration 64Q (2900.463064 sec): 3 clusters Score: Raw -1571573.613563 + Penalty 3085.309866 = -1568488.303697 nChanged 5 SP:Iteration 65Q (2900.536508 sec): 3 clusters Score: Raw -1571573.983879 + Penalty 3085.309866 = -1568488.674013 nChanged 3 SP:Iteration 66Q (2900.609163 sec): 3 clusters Score: Raw -1571574.398288 + Penalty 3085.309866 = -1568489.088421 nChanged 5 SP:Iteration 67Q (2900.668464 sec): 3 clusters Score: Raw -1571575.070063 + Penalty 3085.309866 = -1568489.760197 nChanged 5 SP:Iteration 68Q (2900.733587 sec): 3 clusters Score: Raw -1571575.560302 + Penalty 3085.309866 = -1568490.250436 nChanged 3 SP:Iteration 69Q (2900.798071 sec): 3 clusters Score: Raw -1571575.823198 + Penalty 3085.309866 = -1568490.513332 nChanged 0 SP:Iteration 70F (2900.865663 sec): 3 clusters Score: Raw -1571575.823198 + Penalty 3085.309866 = -1568490.513332 nChanged 0 Trying to split cluster 6 (1231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2900.895149 sec): 2 clusters Score: Raw -157989.429251 + Penalty 1156.282096 = -156833.147156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2900.940079 sec): 3 clusters Score: Raw -157554.547196 + Penalty 2312.564191 = -155241.983005 nChanged 370 SP:Iteration 1F (2900.975532 sec): 3 clusters Score: Raw -157861.508673 + Penalty 2312.564191 = -155548.944482 nChanged 90 SP:Iteration 2F (2901.019506 sec): 3 clusters Score: Raw -157938.167665 + Penalty 2312.564191 = -155625.603474 nChanged 57 SP:Iteration 3Q (2901.060083 sec): 3 clusters Score: Raw -157983.944094 + Penalty 2312.564191 = -155671.379903 nChanged 28 SP:Iteration 4Q (2901.108448 sec): 3 clusters Score: Raw -158005.453811 + Penalty 2312.564191 = -155692.889620 nChanged 24 SP:Iteration 5Q (2901.163903 sec): 3 clusters Score: Raw -158025.462932 + Penalty 2312.564191 = -155712.898741 nChanged 15 SP:Iteration 6Q (2901.200679 sec): 3 clusters Score: Raw -158040.701769 + Penalty 2312.564191 = -155728.137578 nChanged 9 SP:Iteration 7Q (2901.254267 sec): 3 clusters Score: Raw -158045.891735 + Penalty 2312.564191 = -155733.327544 nChanged 6 SP:Iteration 8Q (2901.301140 sec): 3 clusters Score: Raw -158049.676795 + Penalty 2312.564191 = -155737.112604 nChanged 1 SP:Iteration 9Q (2901.340549 sec): 3 clusters Score: Raw -158050.275104 + Penalty 2312.564191 = -155737.710913 nChanged 3 SP:Iteration 10Q (2901.389968 sec): 3 clusters Score: Raw -158052.718736 + Penalty 2312.564191 = -155740.154545 nChanged 4 SP:Iteration 11Q (2901.431618 sec): 3 clusters Score: Raw -158055.233339 + Penalty 2312.564191 = -155742.669148 nChanged 4 SP:Iteration 12Q (2901.475051 sec): 3 clusters Score: Raw -158056.531655 + Penalty 2312.564191 = -155743.967464 nChanged 2 SP:Iteration 13Q (2901.518736 sec): 3 clusters Score: Raw -158057.448270 + Penalty 2312.564191 = -155744.884079 nChanged 1 SP:Iteration 14Q (2901.563913 sec): 3 clusters Score: Raw -158058.061863 + Penalty 2312.564191 = -155745.497672 nChanged 2 SP:Iteration 15Q (2901.601579 sec): 3 clusters Score: Raw -158058.830998 + Penalty 2312.564191 = -155746.266807 nChanged 0 SP:Iteration 16F (2901.645004 sec): 3 clusters Score: Raw -158058.830998 + Penalty 2312.564191 = -155746.266807 nChanged 0 Trying to split cluster 7 (17413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2901.696534 sec): 2 clusters Score: Raw -2111440.209151 + Penalty 1586.808004 = -2109853.401147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2901.764659 sec): 3 clusters Score: Raw -2101205.366875 + Penalty 3173.616008 = -2098031.750867 nChanged 7758 SP:Iteration 1F (2901.849426 sec): 3 clusters Score: Raw -2105468.840151 + Penalty 3173.616008 = -2102295.224143 nChanged 957 SP:Iteration 2F (2901.920638 sec): 3 clusters Score: Raw -2105856.017242 + Penalty 3173.616008 = -2102682.401234 nChanged 839 SP:Iteration 3Q (2901.985974 sec): 3 clusters Score: Raw -2106180.057626 + Penalty 3173.616008 = -2103006.441618 nChanged 759 SP:Iteration 4Q (2902.059040 sec): 3 clusters Score: Raw -2106503.414377 + Penalty 3173.616008 = -2103329.798369 nChanged 739 SP:Iteration 5Q (2902.134063 sec): 3 clusters Score: Raw -2106838.592955 + Penalty 3173.616008 = -2103664.976947 nChanged 753 SP:Iteration 6Q (2902.203708 sec): 3 clusters Score: Raw -2107227.341909 + Penalty 3173.616008 = -2104053.725901 nChanged 798 SP:Iteration 7Q (2902.290986 sec): 3 clusters Score: Raw -2107688.122611 + Penalty 3173.616008 = -2104514.506603 nChanged 823 SP:Iteration 8Q (2902.351639 sec): 3 clusters Score: Raw -2108242.618466 + Penalty 3173.616008 = -2105069.002458 nChanged 843 SP:Iteration 9Q (2902.422873 sec): 3 clusters Score: Raw -2108791.900458 + Penalty 3173.616008 = -2105618.284450 nChanged 777 SP:Iteration 10Q (2902.496948 sec): 3 clusters Score: Raw -2109195.034429 + Penalty 3173.616008 = -2106021.418421 nChanged 538 SP:Iteration 11Q (2902.573800 sec): 3 clusters Score: Raw -2109430.304450 + Penalty 3173.616008 = -2106256.688442 nChanged 419 SP:Iteration 12Q (2902.640411 sec): 3 clusters Score: Raw -2109582.610352 + Penalty 3173.616008 = -2106408.994344 nChanged 301 SP:Iteration 13Q (2902.705797 sec): 3 clusters Score: Raw -2109671.463815 + Penalty 3173.616008 = -2106497.847807 nChanged 238 SP:Iteration 14Q (2902.779929 sec): 3 clusters Score: Raw -2109750.430076 + Penalty 3173.616008 = -2106576.814068 nChanged 240 SP:Iteration 15Q (2902.850656 sec): 3 clusters Score: Raw -2109838.608334 + Penalty 3173.616008 = -2106664.992325 nChanged 234 SP:Iteration 16Q (2902.921103 sec): 3 clusters Score: Raw -2109925.113902 + Penalty 3173.616008 = -2106751.497894 nChanged 246 SP:Iteration 17Q (2902.995274 sec): 3 clusters Score: Raw -2110019.351232 + Penalty 3173.616008 = -2106845.735224 nChanged 250 SP:Iteration 18Q (2903.083036 sec): 3 clusters Score: Raw -2110121.851615 + Penalty 3173.616008 = -2106948.235607 nChanged 259 SP:Iteration 19Q (2903.161593 sec): 3 clusters Score: Raw -2110220.124549 + Penalty 3173.616008 = -2107046.508541 nChanged 218 SP:Iteration 20F (2903.238004 sec): 3 clusters Score: Raw -2110291.697973 + Penalty 3173.616008 = -2107118.081965 nChanged 195 SP:Iteration 21Q (2903.306154 sec): 3 clusters Score: Raw -2110351.874964 + Penalty 3173.616008 = -2107178.258956 nChanged 174 SP:Iteration 22Q (2903.366783 sec): 3 clusters Score: Raw -2110403.846778 + Penalty 3173.616008 = -2107230.230770 nChanged 149 SP:Iteration 23Q (2903.447493 sec): 3 clusters Score: Raw -2110443.170656 + Penalty 3173.616008 = -2107269.554648 nChanged 132 SP:Iteration 24Q (2903.514256 sec): 3 clusters Score: Raw -2110475.077249 + Penalty 3173.616008 = -2107301.461241 nChanged 122 SP:Iteration 25Q (2903.598255 sec): 3 clusters Score: Raw -2110500.957679 + Penalty 3173.616008 = -2107327.341671 nChanged 105 SP:Iteration 26Q (2903.675006 sec): 3 clusters Score: Raw -2110524.524667 + Penalty 3173.616008 = -2107350.908659 nChanged 104 SP:Iteration 27Q (2903.749711 sec): 3 clusters Score: Raw -2110545.502131 + Penalty 3173.616008 = -2107371.886123 nChanged 91 SP:Iteration 28Q (2903.827532 sec): 3 clusters Score: Raw -2110561.460843 + Penalty 3173.616008 = -2107387.844835 nChanged 72 SP:Iteration 29Q (2903.893693 sec): 3 clusters Score: Raw -2110572.020923 + Penalty 3173.616008 = -2107398.404915 nChanged 66 SP:Iteration 30Q (2903.965177 sec): 3 clusters Score: Raw -2110580.610985 + Penalty 3173.616008 = -2107406.994976 nChanged 49 SP:Iteration 31Q (2904.040864 sec): 3 clusters Score: Raw -2110587.215639 + Penalty 3173.616008 = -2107413.599630 nChanged 54 SP:Iteration 32Q (2904.112754 sec): 3 clusters Score: Raw -2110595.077030 + Penalty 3173.616008 = -2107421.461022 nChanged 59 SP:Iteration 33Q (2904.178603 sec): 3 clusters Score: Raw -2110603.939814 + Penalty 3173.616008 = -2107430.323806 nChanged 64 SP:Iteration 34Q (2904.253735 sec): 3 clusters Score: Raw -2110615.658088 + Penalty 3173.616008 = -2107442.042080 nChanged 66 SP:Iteration 35Q (2904.320897 sec): 3 clusters Score: Raw -2110625.907660 + Penalty 3173.616008 = -2107452.291652 nChanged 71 SP:Iteration 36Q (2904.392398 sec): 3 clusters Score: Raw -2110637.532348 + Penalty 3173.616008 = -2107463.916340 nChanged 61 SP:Iteration 37Q (2904.456857 sec): 3 clusters Score: Raw -2110645.760420 + Penalty 3173.616008 = -2107472.144412 nChanged 43 SP:Iteration 38Q (2904.537461 sec): 3 clusters Score: Raw -2110652.268522 + Penalty 3173.616008 = -2107478.652514 nChanged 41 SP:Iteration 39Q (2904.604688 sec): 3 clusters Score: Raw -2110659.499863 + Penalty 3173.616008 = -2107485.883855 nChanged 45 SP:Iteration 40F (2904.680353 sec): 3 clusters Score: Raw -2110671.289861 + Penalty 3173.616008 = -2107497.673853 nChanged 64 SP:Iteration 41Q (2904.763162 sec): 3 clusters Score: Raw -2110685.391713 + Penalty 3173.616008 = -2107511.775705 nChanged 69 SP:Iteration 42Q (2904.833127 sec): 3 clusters Score: Raw -2110697.541176 + Penalty 3173.616008 = -2107523.925168 nChanged 56 SP:Iteration 43Q (2904.904735 sec): 3 clusters Score: Raw -2110708.966915 + Penalty 3173.616008 = -2107535.350907 nChanged 50 SP:Iteration 44Q (2904.984661 sec): 3 clusters Score: Raw -2110719.898270 + Penalty 3173.616008 = -2107546.282262 nChanged 67 SP:Iteration 45Q (2905.064075 sec): 3 clusters Score: Raw -2110732.631526 + Penalty 3173.616008 = -2107559.015518 nChanged 59 SP:Iteration 46Q (2905.141625 sec): 3 clusters Score: Raw -2110745.826707 + Penalty 3173.616008 = -2107572.210699 nChanged 70 SP:Iteration 47Q (2905.214333 sec): 3 clusters Score: Raw -2110763.253069 + Penalty 3173.616008 = -2107589.637061 nChanged 66 SP:Iteration 48Q (2905.290310 sec): 3 clusters Score: Raw -2110779.977810 + Penalty 3173.616008 = -2107606.361802 nChanged 79 SP:Iteration 49Q (2905.362807 sec): 3 clusters Score: Raw -2110804.780279 + Penalty 3173.616008 = -2107631.164271 nChanged 89 SP:Iteration 50Q (2905.443383 sec): 3 clusters Score: Raw -2110836.307090 + Penalty 3173.616008 = -2107662.691082 nChanged 135 SP:Iteration 51Q (2905.525427 sec): 3 clusters Score: Raw -2110900.134077 + Penalty 3173.616008 = -2107726.518069 nChanged 154 SP:Iteration 52Q (2905.586239 sec): 3 clusters Score: Raw -2110965.776060 + Penalty 3173.616008 = -2107792.160052 nChanged 178 SP:Iteration 53Q (2905.655466 sec): 3 clusters Score: Raw -2111045.668962 + Penalty 3173.616008 = -2107872.052954 nChanged 193 SP:Iteration 54Q (2905.732369 sec): 3 clusters Score: Raw -2111129.421701 + Penalty 3173.616008 = -2107955.805693 nChanged 193 SP:Iteration 55Q (2905.803378 sec): 3 clusters Score: Raw -2111206.958641 + Penalty 3173.616008 = -2108033.342633 nChanged 193 SP:Iteration 56Q (2905.879750 sec): 3 clusters Score: Raw -2111280.362375 + Penalty 3173.616008 = -2108106.746367 nChanged 181 SP:Iteration 57Q (2905.955362 sec): 3 clusters Score: Raw -2111351.134705 + Penalty 3173.616008 = -2108177.518697 nChanged 168 SP:Iteration 58Q (2906.032690 sec): 3 clusters Score: Raw -2111408.683045 + Penalty 3173.616008 = -2108235.067037 nChanged 147 SP:Iteration 59Q (2906.106301 sec): 3 clusters Score: Raw -2111456.820043 + Penalty 3173.616008 = -2108283.204034 nChanged 129 SP:Iteration 60F (2906.179146 sec): 3 clusters Score: Raw -2111532.704693 + Penalty 3173.616008 = -2108359.088685 nChanged 144 SP:Iteration 61Q (2906.256608 sec): 3 clusters Score: Raw -2111592.281883 + Penalty 3173.616008 = -2108418.665875 nChanged 157 SP:Iteration 62Q (2906.321565 sec): 3 clusters Score: Raw -2111646.052638 + Penalty 3173.616008 = -2108472.436630 nChanged 163 SP:Iteration 63Q (2906.409810 sec): 3 clusters Score: Raw -2111693.701127 + Penalty 3173.616008 = -2108520.085119 nChanged 156 SP:Iteration 64Q (2906.486679 sec): 3 clusters Score: Raw -2111743.037954 + Penalty 3173.616008 = -2108569.421946 nChanged 160 SP:Iteration 65Q (2906.558879 sec): 3 clusters Score: Raw -2111786.399527 + Penalty 3173.616008 = -2108612.783519 nChanged 132 SP:Iteration 66Q (2906.635730 sec): 3 clusters Score: Raw -2111814.224937 + Penalty 3173.616008 = -2108640.608928 nChanged 103 SP:Iteration 67Q (2906.710618 sec): 3 clusters Score: Raw -2111835.194710 + Penalty 3173.616008 = -2108661.578702 nChanged 98 SP:Iteration 68Q (2906.770012 sec): 3 clusters Score: Raw -2111856.211837 + Penalty 3173.616008 = -2108682.595829 nChanged 92 SP:Iteration 69Q (2906.847571 sec): 3 clusters Score: Raw -2111874.572914 + Penalty 3173.616008 = -2108700.956906 nChanged 82 SP:Iteration 70Q (2906.944203 sec): 3 clusters Score: Raw -2111890.175643 + Penalty 3173.616008 = -2108716.559635 nChanged 85 SP:Iteration 71Q (2907.024907 sec): 3 clusters Score: Raw -2111905.174199 + Penalty 3173.616008 = -2108731.558191 nChanged 72 SP:Iteration 72Q (2907.097086 sec): 3 clusters Score: Raw -2111915.368132 + Penalty 3173.616008 = -2108741.752124 nChanged 57 SP:Iteration 73Q (2907.174063 sec): 3 clusters Score: Raw -2111922.966689 + Penalty 3173.616008 = -2108749.350681 nChanged 53 SP:Iteration 74Q (2907.237232 sec): 3 clusters Score: Raw -2111929.259190 + Penalty 3173.616008 = -2108755.643182 nChanged 45 SP:Iteration 75Q (2907.311352 sec): 3 clusters Score: Raw -2111935.483311 + Penalty 3173.616008 = -2108761.867303 nChanged 47 SP:Iteration 76Q (2907.370204 sec): 3 clusters Score: Raw -2111941.275077 + Penalty 3173.616008 = -2108767.659069 nChanged 49 SP:Iteration 77Q (2907.446397 sec): 3 clusters Score: Raw -2111946.944187 + Penalty 3173.616008 = -2108773.328178 nChanged 34 SP:Iteration 78Q (2907.511333 sec): 3 clusters Score: Raw -2111950.028748 + Penalty 3173.616008 = -2108776.412740 nChanged 32 SP:Iteration 79Q (2907.586503 sec): 3 clusters Score: Raw -2111952.952934 + Penalty 3173.616008 = -2108779.336926 nChanged 28 SP:Iteration 80F (2907.653719 sec): 3 clusters Score: Raw -2111955.465447 + Penalty 3173.616008 = -2108781.849439 nChanged 26 SP:Iteration 81Q (2907.721935 sec): 3 clusters Score: Raw -2111957.979428 + Penalty 3173.616008 = -2108784.363420 nChanged 23 SP:Iteration 82Q (2907.798682 sec): 3 clusters Score: Raw -2111960.177429 + Penalty 3173.616008 = -2108786.561421 nChanged 23 SP:Iteration 83Q (2907.865782 sec): 3 clusters Score: Raw -2111961.920863 + Penalty 3173.616008 = -2108788.304854 nChanged 23 SP:Iteration 84Q (2907.932486 sec): 3 clusters Score: Raw -2111963.663218 + Penalty 3173.616008 = -2108790.047210 nChanged 18 SP:Iteration 85Q (2908.004371 sec): 3 clusters Score: Raw -2111965.134166 + Penalty 3173.616008 = -2108791.518158 nChanged 12 SP:Iteration 86Q (2908.061703 sec): 3 clusters Score: Raw -2111965.813503 + Penalty 3173.616008 = -2108792.197495 nChanged 10 SP:Iteration 87Q (2908.124339 sec): 3 clusters Score: Raw -2111966.661859 + Penalty 3173.616008 = -2108793.045851 nChanged 7 SP:Iteration 88Q (2908.193808 sec): 3 clusters Score: Raw -2111967.263018 + Penalty 3173.616008 = -2108793.647010 nChanged 12 SP:Iteration 89Q (2908.265718 sec): 3 clusters Score: Raw -2111967.956752 + Penalty 3173.616008 = -2108794.340744 nChanged 6 SP:Iteration 90Q (2908.345658 sec): 3 clusters Score: Raw -2111968.354616 + Penalty 3173.616008 = -2108794.738608 nChanged 7 SP:Iteration 91Q (2908.419559 sec): 3 clusters Score: Raw -2111968.845891 + Penalty 3173.616008 = -2108795.229883 nChanged 10 SP:Iteration 92Q (2908.498353 sec): 3 clusters Score: Raw -2111969.552894 + Penalty 3173.616008 = -2108795.936886 nChanged 11 SP:Iteration 93Q (2908.575673 sec): 3 clusters Score: Raw -2111970.428653 + Penalty 3173.616008 = -2108796.812645 nChanged 8 SP:Iteration 94Q (2908.647656 sec): 3 clusters Score: Raw -2111970.906134 + Penalty 3173.616008 = -2108797.290126 nChanged 9 SP:Iteration 95Q (2908.722556 sec): 3 clusters Score: Raw -2111971.360794 + Penalty 3173.616008 = -2108797.744786 nChanged 9 SP:Iteration 96Q (2908.774046 sec): 3 clusters Score: Raw -2111971.920865 + Penalty 3173.616008 = -2108798.304857 nChanged 11 SP:Iteration 97Q (2908.838442 sec): 3 clusters Score: Raw -2111972.560638 + Penalty 3173.616008 = -2108798.944630 nChanged 7 SP:Iteration 98Q (2908.904451 sec): 3 clusters Score: Raw -2111972.933960 + Penalty 3173.616008 = -2108799.317952 nChanged 4 SP:Iteration 99Q (2908.977933 sec): 3 clusters Score: Raw -2111973.080307 + Penalty 3173.616008 = -2108799.464298 nChanged 4 SP:Iteration 100F (2909.047738 sec): 3 clusters Score: Raw -2111973.351272 + Penalty 3173.616008 = -2108799.735264 nChanged 8 SP:Iteration 101Q (2909.112823 sec): 3 clusters Score: Raw -2111973.891333 + Penalty 3173.616008 = -2108800.275325 nChanged 10 SP:Iteration 102Q (2909.170919 sec): 3 clusters Score: Raw -2111974.792581 + Penalty 3173.616008 = -2108801.176573 nChanged 10 SP:Iteration 103Q (2909.243906 sec): 3 clusters Score: Raw -2111975.780607 + Penalty 3173.616008 = -2108802.164599 nChanged 12 SP:Iteration 104Q (2909.315068 sec): 3 clusters Score: Raw -2111976.776054 + Penalty 3173.616008 = -2108803.160046 nChanged 13 SP:Iteration 105Q (2909.382313 sec): 3 clusters Score: Raw -2111977.370306 + Penalty 3173.616008 = -2108803.754298 nChanged 7 SP:Iteration 106Q (2909.457326 sec): 3 clusters Score: Raw -2111977.746501 + Penalty 3173.616008 = -2108804.130493 nChanged 5 SP:Iteration 107Q (2909.529955 sec): 3 clusters Score: Raw -2111978.020387 + Penalty 3173.616008 = -2108804.404379 nChanged 3 SP:Iteration 108Q (2909.601619 sec): 3 clusters Score: Raw -2111978.151109 + Penalty 3173.616008 = -2108804.535101 nChanged 4 SP:Iteration 109Q (2909.662595 sec): 3 clusters Score: Raw -2111978.439423 + Penalty 3173.616008 = -2108804.823415 nChanged 8 SP:Iteration 110Q (2909.729207 sec): 3 clusters Score: Raw -2111978.947230 + Penalty 3173.616008 = -2108805.331222 nChanged 5 SP:Iteration 111Q (2909.799967 sec): 3 clusters Score: Raw -2111979.146441 + Penalty 3173.616008 = -2108805.530433 nChanged 4 SP:Iteration 112Q (2909.863175 sec): 3 clusters Score: Raw -2111979.368081 + Penalty 3173.616008 = -2108805.752073 nChanged 6 SP:Iteration 113Q (2909.950902 sec): 3 clusters Score: Raw -2111979.758034 + Penalty 3173.616008 = -2108806.142026 nChanged 7 SP:Iteration 114Q (2910.027083 sec): 3 clusters Score: Raw -2111980.165199 + Penalty 3173.616008 = -2108806.549191 nChanged 5 SP:Iteration 115Q (2910.103357 sec): 3 clusters Score: Raw -2111980.426185 + Penalty 3173.616008 = -2108806.810177 nChanged 3 SP:Iteration 116Q (2910.177811 sec): 3 clusters Score: Raw -2111980.587963 + Penalty 3173.616008 = -2108806.971955 nChanged 3 SP:Iteration 117Q (2910.258645 sec): 3 clusters Score: Raw -2111980.759929 + Penalty 3173.616008 = -2108807.143920 nChanged 5 SP:Iteration 118Q (2910.321575 sec): 3 clusters Score: Raw -2111981.241570 + Penalty 3173.616008 = -2108807.625562 nChanged 5 SP:Iteration 119Q (2910.393230 sec): 3 clusters Score: Raw -2111981.576348 + Penalty 3173.616008 = -2108807.960340 nChanged 6 SP:Iteration 120F (2910.478272 sec): 3 clusters Score: Raw -2111981.889721 + Penalty 3173.616008 = -2108808.273713 nChanged 5 SP:Iteration 121Q (2910.547639 sec): 3 clusters Score: Raw -2111982.219941 + Penalty 3173.616008 = -2108808.603933 nChanged 4 SP:Iteration 122Q (2910.631004 sec): 3 clusters Score: Raw -2111982.405965 + Penalty 3173.616008 = -2108808.789957 nChanged 4 SP:Iteration 123Q (2910.710004 sec): 3 clusters Score: Raw -2111982.601819 + Penalty 3173.616008 = -2108808.985811 nChanged 4 SP:Iteration 124Q (2910.785510 sec): 3 clusters Score: Raw -2111982.802002 + Penalty 3173.616008 = -2108809.185994 nChanged 4 SP:Iteration 125Q (2910.863982 sec): 3 clusters Score: Raw -2111982.993574 + Penalty 3173.616008 = -2108809.377566 nChanged 6 SP:Iteration 126Q (2910.940654 sec): 3 clusters Score: Raw -2111983.220498 + Penalty 3173.616008 = -2108809.604490 nChanged 2 SP:Iteration 127Q (2911.018482 sec): 3 clusters Score: Raw -2111983.416287 + Penalty 3173.616008 = -2108809.800278 nChanged 6 SP:Iteration 128Q (2911.094239 sec): 3 clusters Score: Raw -2111983.873337 + Penalty 3173.616008 = -2108810.257329 nChanged 2 SP:Iteration 129Q (2911.171498 sec): 3 clusters Score: Raw -2111983.999357 + Penalty 3173.616008 = -2108810.383349 nChanged 2 SP:Iteration 130Q (2911.248184 sec): 3 clusters Score: Raw -2111984.085325 + Penalty 3173.616008 = -2108810.469317 nChanged 2 SP:Iteration 131Q (2911.332750 sec): 3 clusters Score: Raw -2111984.210133 + Penalty 3173.616008 = -2108810.594125 nChanged 5 SP:Iteration 132Q (2911.408148 sec): 3 clusters Score: Raw -2111984.524875 + Penalty 3173.616008 = -2108810.908867 nChanged 10 SP:Iteration 133Q (2911.488328 sec): 3 clusters Score: Raw -2111985.196603 + Penalty 3173.616008 = -2108811.580595 nChanged 10 SP:Iteration 134Q (2911.565655 sec): 3 clusters Score: Raw -2111986.140911 + Penalty 3173.616008 = -2108812.524903 nChanged 15 SP:Iteration 135Q (2911.642634 sec): 3 clusters Score: Raw -2111987.872940 + Penalty 3173.616008 = -2108814.256932 nChanged 27 SP:Iteration 136Q (2911.711324 sec): 3 clusters Score: Raw -2111990.346942 + Penalty 3173.616008 = -2108816.730934 nChanged 20 SP:Iteration 137Q (2911.797740 sec): 3 clusters Score: Raw -2111992.052282 + Penalty 3173.616008 = -2108818.436274 nChanged 17 SP:Iteration 138Q (2911.873947 sec): 3 clusters Score: Raw -2111993.549422 + Penalty 3173.616008 = -2108819.933414 nChanged 12 SP:Iteration 139Q (2911.949362 sec): 3 clusters Score: Raw -2111994.137611 + Penalty 3173.616008 = -2108820.521602 nChanged 10 SP:Iteration 140F (2912.028209 sec): 3 clusters Score: Raw -2111994.676402 + Penalty 3173.616008 = -2108821.060394 nChanged 12 SP:Iteration 141Q (2912.092295 sec): 3 clusters Score: Raw -2111995.521275 + Penalty 3173.616008 = -2108821.905267 nChanged 14 SP:Iteration 142Q (2912.166367 sec): 3 clusters Score: Raw -2111997.197377 + Penalty 3173.616008 = -2108823.581369 nChanged 17 SP:Iteration 143Q (2912.235231 sec): 3 clusters Score: Raw -2111998.729568 + Penalty 3173.616008 = -2108825.113560 nChanged 18 SP:Iteration 144Q (2912.313328 sec): 3 clusters Score: Raw -2112000.015487 + Penalty 3173.616008 = -2108826.399479 nChanged 12 SP:Iteration 145Q (2912.387685 sec): 3 clusters Score: Raw -2112000.961711 + Penalty 3173.616008 = -2108827.345703 nChanged 10 SP:Iteration 146Q (2912.472852 sec): 3 clusters Score: Raw -2112001.910470 + Penalty 3173.616008 = -2108828.294461 nChanged 17 SP:Iteration 147Q (2912.549129 sec): 3 clusters Score: Raw -2112003.117962 + Penalty 3173.616008 = -2108829.501954 nChanged 17 SP:Iteration 148Q (2912.627868 sec): 3 clusters Score: Raw -2112004.396047 + Penalty 3173.616008 = -2108830.780039 nChanged 19 SP:Iteration 149Q (2912.711589 sec): 3 clusters Score: Raw -2112005.927931 + Penalty 3173.616008 = -2108832.311923 nChanged 15 SP:Iteration 150Q (2912.796124 sec): 3 clusters Score: Raw -2112006.933542 + Penalty 3173.616008 = -2108833.317534 nChanged 12 SP:Iteration 151Q (2912.858147 sec): 3 clusters Score: Raw -2112007.838318 + Penalty 3173.616008 = -2108834.222310 nChanged 12 SP:Iteration 152Q (2912.936232 sec): 3 clusters Score: Raw -2112008.636279 + Penalty 3173.616008 = -2108835.020271 nChanged 11 SP:Iteration 153Q (2913.012860 sec): 3 clusters Score: Raw -2112009.119855 + Penalty 3173.616008 = -2108835.503847 nChanged 7 SP:Iteration 154Q (2913.087185 sec): 3 clusters Score: Raw -2112009.357604 + Penalty 3173.616008 = -2108835.741596 nChanged 3 SP:Iteration 155Q (2913.152514 sec): 3 clusters Score: Raw -2112009.662144 + Penalty 3173.616008 = -2108836.046136 nChanged 6 SP:Iteration 156Q (2913.229545 sec): 3 clusters Score: Raw -2112009.985060 + Penalty 3173.616008 = -2108836.369051 nChanged 2 SP:Iteration 157Q (2913.301321 sec): 3 clusters Score: Raw -2112010.107361 + Penalty 3173.616008 = -2108836.491353 nChanged 2 SP:Iteration 158Q (2913.378621 sec): 3 clusters Score: Raw -2112010.221493 + Penalty 3173.616008 = -2108836.605484 nChanged 2 SP:Iteration 159Q (2913.457274 sec): 3 clusters Score: Raw -2112010.275350 + Penalty 3173.616008 = -2108836.659342 nChanged 1 SP:Iteration 160F (2913.533774 sec): 3 clusters Score: Raw -2112010.320270 + Penalty 3173.616008 = -2108836.704262 nChanged 1 SP:Iteration 161Q (2913.616731 sec): 3 clusters Score: Raw -2112010.353117 + Penalty 3173.616008 = -2108836.737108 nChanged 1 SP:Iteration 162Q (2913.695212 sec): 3 clusters Score: Raw -2112010.482411 + Penalty 3173.616008 = -2108836.866403 nChanged 1 SP:Iteration 163Q (2913.773505 sec): 3 clusters Score: Raw -2112010.523042 + Penalty 3173.616008 = -2108836.907034 nChanged 2 SP:Iteration 164Q (2913.844458 sec): 3 clusters Score: Raw -2112010.633818 + Penalty 3173.616008 = -2108837.017810 nChanged 3 SP:Iteration 165Q (2913.929518 sec): 3 clusters Score: Raw -2112010.762878 + Penalty 3173.616008 = -2108837.146870 nChanged 1 SP:Iteration 166Q (2914.002600 sec): 3 clusters Score: Raw -2112010.801797 + Penalty 3173.616008 = -2108837.185788 nChanged 2 SP:Iteration 167Q (2914.071233 sec): 3 clusters Score: Raw -2112010.849302 + Penalty 3173.616008 = -2108837.233294 nChanged 2 SP:Iteration 168Q (2914.152261 sec): 3 clusters Score: Raw -2112010.946765 + Penalty 3173.616008 = -2108837.330757 nChanged 2 SP:Iteration 169Q (2914.219955 sec): 3 clusters Score: Raw -2112010.988003 + Penalty 3173.616008 = -2108837.371995 nChanged 1 SP:Iteration 170Q (2914.293082 sec): 3 clusters Score: Raw -2112011.017181 + Penalty 3173.616008 = -2108837.401172 nChanged 1 SP:Iteration 171Q (2914.365304 sec): 3 clusters Score: Raw -2112011.038508 + Penalty 3173.616008 = -2108837.422500 nChanged 0 SP:Iteration 172F (2914.435631 sec): 3 clusters Score: Raw -2112011.038508 + Penalty 3173.616008 = -2108837.422500 nChanged 0 Trying to split cluster 8 (113084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2914.663991 sec): 2 clusters Score: Raw -13934378.545985 + Penalty 1890.831505 = -13932487.714480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2914.898127 sec): 3 clusters Score: Raw -13860234.977713 + Penalty 3781.663010 = -13856453.314703 nChanged 54244 SP:Iteration 1F (2915.162528 sec): 3 clusters Score: Raw -13892112.624200 + Penalty 3781.663010 = -13888330.961190 nChanged 3804 SP:Iteration 2Q (2915.426671 sec): 3 clusters Score: Raw -13893222.609434 + Penalty 3781.663010 = -13889440.946424 nChanged 4431 SP:Iteration 3Q (2915.688416 sec): 3 clusters Score: Raw -13894764.953135 + Penalty 3781.663010 = -13890983.290125 nChanged 5273 SP:Iteration 4Q (2915.959408 sec): 3 clusters Score: Raw -13897154.543343 + Penalty 3781.663010 = -13893372.880333 nChanged 6574 SP:Iteration 5F (2916.211901 sec): 3 clusters Score: Raw -13900869.818856 + Penalty 3781.663010 = -13897088.155846 nChanged 7808 SP:Iteration 6F (2916.447104 sec): 3 clusters Score: Raw -13905965.886293 + Penalty 3781.663010 = -13902184.223283 nChanged 8300 SP:Iteration 7F (2916.692270 sec): 3 clusters Score: Raw -13911910.906172 + Penalty 3781.663010 = -13908129.243162 nChanged 7968 SP:Iteration 8F (2916.935669 sec): 3 clusters Score: Raw -13918033.765703 + Penalty 3781.663010 = -13914252.102693 nChanged 6973 SP:Iteration 9F (2917.165778 sec): 3 clusters Score: Raw -13923609.236949 + Penalty 3781.663010 = -13919827.573939 nChanged 5463 SP:Iteration 10Q (2917.403741 sec): 3 clusters Score: Raw -13928033.673454 + Penalty 3781.663010 = -13924252.010444 nChanged 3853 SP:Iteration 11Q (2917.639702 sec): 3 clusters Score: Raw -13931144.350930 + Penalty 3781.663010 = -13927362.687920 nChanged 2423 SP:Iteration 12Q (2917.865240 sec): 3 clusters Score: Raw -13933027.284970 + Penalty 3781.663010 = -13929245.621960 nChanged 1277 SP:Iteration 13Q (2918.087331 sec): 3 clusters Score: Raw -13933970.232496 + Penalty 3781.663010 = -13930188.569486 nChanged 616 SP:Iteration 14Q (2918.299229 sec): 3 clusters Score: Raw -13934415.804834 + Penalty 3781.663010 = -13930634.141824 nChanged 310 SP:Iteration 15Q (2918.491273 sec): 3 clusters Score: Raw -13934654.440609 + Penalty 3781.663010 = -13930872.777599 nChanged 177 SP:Iteration 16Q (2918.686195 sec): 3 clusters Score: Raw -13934796.800258 + Penalty 3781.663010 = -13931015.137248 nChanged 142 SP:Iteration 17Q (2918.880986 sec): 3 clusters Score: Raw -13934887.519425 + Penalty 3781.663010 = -13931105.856415 nChanged 90 SP:Iteration 18Q (2919.073500 sec): 3 clusters Score: Raw -13934939.502618 + Penalty 3781.663010 = -13931157.839608 nChanged 72 SP:Iteration 19Q (2919.281490 sec): 3 clusters Score: Raw -13934978.488121 + Penalty 3781.663010 = -13931196.825111 nChanged 56 SP:Iteration 20F (2919.522271 sec): 3 clusters Score: Raw -13935009.671136 + Penalty 3781.663010 = -13931228.008126 nChanged 58 SP:Iteration 21Q (2919.727497 sec): 3 clusters Score: Raw -13935033.312182 + Penalty 3781.663010 = -13931251.649172 nChanged 45 SP:Iteration 22Q (2919.926186 sec): 3 clusters Score: Raw -13935045.848136 + Penalty 3781.663010 = -13931264.185126 nChanged 29 SP:Iteration 23Q (2920.116904 sec): 3 clusters Score: Raw -13935055.981678 + Penalty 3781.663010 = -13931274.318668 nChanged 22 SP:Iteration 24Q (2920.308425 sec): 3 clusters Score: Raw -13935065.004994 + Penalty 3781.663010 = -13931283.341984 nChanged 29 SP:Iteration 25Q (2920.501874 sec): 3 clusters Score: Raw -13935074.680504 + Penalty 3781.663010 = -13931293.017494 nChanged 21 SP:Iteration 26Q (2920.694062 sec): 3 clusters Score: Raw -13935081.227462 + Penalty 3781.663010 = -13931299.564452 nChanged 20 SP:Iteration 27Q (2920.876870 sec): 3 clusters Score: Raw -13935086.638341 + Penalty 3781.663010 = -13931304.975332 nChanged 15 SP:Iteration 28Q (2921.076391 sec): 3 clusters Score: Raw -13935089.828552 + Penalty 3781.663010 = -13931308.165543 nChanged 9 SP:Iteration 29Q (2921.282220 sec): 3 clusters Score: Raw -13935091.642411 + Penalty 3781.663010 = -13931309.979402 nChanged 4 SP:Iteration 30Q (2921.482824 sec): 3 clusters Score: Raw -13935092.444724 + Penalty 3781.663010 = -13931310.781714 nChanged 3 SP:Iteration 31Q (2921.681392 sec): 3 clusters Score: Raw -13935092.772422 + Penalty 3781.663010 = -13931311.109412 nChanged 2 SP:Iteration 32Q (2921.879662 sec): 3 clusters Score: Raw -13935093.030509 + Penalty 3781.663010 = -13931311.367499 nChanged 1 SP:Iteration 33Q (2922.076698 sec): 3 clusters Score: Raw -13935093.298555 + Penalty 3781.663010 = -13931311.635545 nChanged 1 SP:Iteration 34Q (2922.266327 sec): 3 clusters Score: Raw -13935093.401847 + Penalty 3781.663010 = -13931311.738837 nChanged 0 SP:Iteration 35F (2922.505500 sec): 3 clusters Score: Raw -13935093.401847 + Penalty 3781.663010 = -13931311.738837 nChanged 0 Trying to split cluster 9 (987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2922.541797 sec): 2 clusters Score: Raw -103915.550385 + Penalty 1120.383881 = -102795.166504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2922.587215 sec): 3 clusters Score: Raw -103602.737406 + Penalty 2240.767763 = -101361.969643 nChanged 306 SP:Iteration 1F (2922.622929 sec): 3 clusters Score: Raw -103866.838675 + Penalty 2240.767763 = -101626.070912 nChanged 99 SP:Iteration 2F (2922.684193 sec): 3 clusters Score: Raw -104000.720801 + Penalty 2240.767763 = -101759.953038 nChanged 47 SP:Iteration 3Q (2922.728890 sec): 3 clusters Score: Raw -104074.295339 + Penalty 2240.767763 = -101833.527576 nChanged 31 SP:Iteration 4Q (2922.779135 sec): 3 clusters Score: Raw -104137.660612 + Penalty 2240.767763 = -101896.892850 nChanged 34 SP:Iteration 5Q (2922.829444 sec): 3 clusters Score: Raw -104180.152979 + Penalty 2240.767763 = -101939.385216 nChanged 28 SP:Iteration 6Q (2922.871716 sec): 3 clusters Score: Raw -104210.513045 + Penalty 2240.767763 = -101969.745282 nChanged 16 SP:Iteration 7Q (2922.913739 sec): 3 clusters Score: Raw -104226.361154 + Penalty 2240.767763 = -101985.593391 nChanged 11 SP:Iteration 8Q (2922.956069 sec): 3 clusters Score: Raw -104237.600617 + Penalty 2240.767763 = -101996.832854 nChanged 9 SP:Iteration 9Q (2922.996774 sec): 3 clusters Score: Raw -104251.587887 + Penalty 2240.767763 = -102010.820124 nChanged 8 SP:Iteration 10Q (2923.038569 sec): 3 clusters Score: Raw -104258.305824 + Penalty 2240.767763 = -102017.538061 nChanged 7 SP:Iteration 11Q (2923.082143 sec): 3 clusters Score: Raw -104265.275470 + Penalty 2240.767763 = -102024.507707 nChanged 4 SP:Iteration 12Q (2923.125639 sec): 3 clusters Score: Raw -104269.569492 + Penalty 2240.767763 = -102028.801729 nChanged 3 SP:Iteration 13Q (2923.163979 sec): 3 clusters Score: Raw -104272.413196 + Penalty 2240.767763 = -102031.645434 nChanged 2 SP:Iteration 14Q (2923.205689 sec): 3 clusters Score: Raw -104273.218716 + Penalty 2240.767763 = -102032.450953 nChanged 1 SP:Iteration 15Q (2923.248678 sec): 3 clusters Score: Raw -104273.567838 + Penalty 2240.767763 = -102032.800075 nChanged 0 SP:Iteration 16F (2923.292705 sec): 3 clusters Score: Raw -104282.052448 + Penalty 2240.767763 = -102041.284685 nChanged 1 SP:Iteration 17Q (2923.336486 sec): 3 clusters Score: Raw -104303.996878 + Penalty 2240.767763 = -102063.229115 nChanged 8 SP:Iteration 18Q (2923.380611 sec): 3 clusters Score: Raw -104316.522006 + Penalty 2240.767763 = -102075.754243 nChanged 9 SP:Iteration 19Q (2923.427063 sec): 3 clusters Score: Raw -104328.737068 + Penalty 2240.767763 = -102087.969305 nChanged 5 SP:Iteration 20F (2923.475580 sec): 3 clusters Score: Raw -104333.186398 + Penalty 2240.767763 = -102092.418636 nChanged 3 SP:Iteration 21Q (2923.519297 sec): 3 clusters Score: Raw -104338.120649 + Penalty 2240.767763 = -102097.352886 nChanged 8 SP:Iteration 22Q (2923.556744 sec): 3 clusters Score: Raw -104348.785904 + Penalty 2240.767763 = -102108.018141 nChanged 9 SP:Iteration 23Q (2923.594208 sec): 3 clusters Score: Raw -104360.154169 + Penalty 2240.767763 = -102119.386406 nChanged 9 SP:Iteration 24Q (2923.626891 sec): 3 clusters Score: Raw -104377.366649 + Penalty 2240.767763 = -102136.598886 nChanged 10 SP:Iteration 25Q (2923.672664 sec): 3 clusters Score: Raw -104391.105498 + Penalty 2240.767763 = -102150.337735 nChanged 13 SP:Iteration 26Q (2923.719380 sec): 3 clusters Score: Raw -104405.768634 + Penalty 2240.767763 = -102165.000871 nChanged 11 SP:Iteration 27Q (2923.763691 sec): 3 clusters Score: Raw -104417.361608 + Penalty 2240.767763 = -102176.593846 nChanged 8 SP:Iteration 28Q (2923.802374 sec): 3 clusters Score: Raw -104424.693625 + Penalty 2240.767763 = -102183.925862 nChanged 6 SP:Iteration 29Q (2923.850624 sec): 3 clusters Score: Raw -104428.573745 + Penalty 2240.767763 = -102187.805982 nChanged 4 SP:Iteration 30Q (2923.894110 sec): 3 clusters Score: Raw -104431.283612 + Penalty 2240.767763 = -102190.515849 nChanged 5 SP:Iteration 31Q (2923.936589 sec): 3 clusters Score: Raw -104435.600126 + Penalty 2240.767763 = -102194.832363 nChanged 4 SP:Iteration 32Q (2923.979294 sec): 3 clusters Score: Raw -104439.318025 + Penalty 2240.767763 = -102198.550262 nChanged 2 SP:Iteration 33Q (2924.021936 sec): 3 clusters Score: Raw -104444.412189 + Penalty 2240.767763 = -102203.644426 nChanged 4 SP:Iteration 34Q (2924.064664 sec): 3 clusters Score: Raw -104449.126227 + Penalty 2240.767763 = -102208.358464 nChanged 2 SP:Iteration 35Q (2924.117872 sec): 3 clusters Score: Raw -104453.133228 + Penalty 2240.767763 = -102212.365465 nChanged 0 SP:Iteration 36F (2924.150791 sec): 3 clusters Score: Raw -104453.133228 + Penalty 2240.767763 = -102212.365465 nChanged 0 Trying to split cluster 10 (19810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2924.200277 sec): 2 clusters Score: Raw -2379208.505286 + Penalty 1607.765598 = -2377600.739688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2924.283344 sec): 3 clusters Score: Raw -2367251.074884 + Penalty 3215.531195 = -2364035.543688 nChanged 8951 SP:Iteration 1F (2924.358394 sec): 3 clusters Score: Raw -2372071.137319 + Penalty 3215.531195 = -2368855.606123 nChanged 1079 SP:Iteration 2F (2924.436893 sec): 3 clusters Score: Raw -2372511.099463 + Penalty 3215.531195 = -2369295.568267 nChanged 1092 SP:Iteration 3F (2924.504514 sec): 3 clusters Score: Raw -2372955.046968 + Penalty 3215.531195 = -2369739.515772 nChanged 1035 SP:Iteration 4F (2924.581402 sec): 3 clusters Score: Raw -2373395.222419 + Penalty 3215.531195 = -2370179.691223 nChanged 1006 SP:Iteration 5F (2924.654910 sec): 3 clusters Score: Raw -2373921.070738 + Penalty 3215.531195 = -2370705.539543 nChanged 1095 SP:Iteration 6F (2924.723470 sec): 3 clusters Score: Raw -2374586.265078 + Penalty 3215.531195 = -2371370.733882 nChanged 1147 SP:Iteration 7F (2924.797099 sec): 3 clusters Score: Raw -2375391.274316 + Penalty 3215.531195 = -2372175.743121 nChanged 1123 SP:Iteration 8F (2924.872344 sec): 3 clusters Score: Raw -2376298.924372 + Penalty 3215.531195 = -2373083.393177 nChanged 1032 SP:Iteration 9F (2924.948629 sec): 3 clusters Score: Raw -2377165.554980 + Penalty 3215.531195 = -2373950.023785 nChanged 839 SP:Iteration 10Q (2925.027143 sec): 3 clusters Score: Raw -2377879.521850 + Penalty 3215.531195 = -2374663.990655 nChanged 631 SP:Iteration 11Q (2925.090902 sec): 3 clusters Score: Raw -2378396.046708 + Penalty 3215.531195 = -2375180.515513 nChanged 407 SP:Iteration 12Q (2925.167945 sec): 3 clusters Score: Raw -2378642.914328 + Penalty 3215.531195 = -2375427.383132 nChanged 280 SP:Iteration 13Q (2925.245723 sec): 3 clusters Score: Raw -2378797.457546 + Penalty 3215.531195 = -2375581.926351 nChanged 248 SP:Iteration 14Q (2925.308577 sec): 3 clusters Score: Raw -2378932.083616 + Penalty 3215.531195 = -2375716.552421 nChanged 237 SP:Iteration 15Q (2925.375772 sec): 3 clusters Score: Raw -2379049.277986 + Penalty 3215.531195 = -2375833.746791 nChanged 197 SP:Iteration 16Q (2925.450961 sec): 3 clusters Score: Raw -2379128.429686 + Penalty 3215.531195 = -2375912.898490 nChanged 161 SP:Iteration 17Q (2925.529814 sec): 3 clusters Score: Raw -2379183.475512 + Penalty 3215.531195 = -2375967.944317 nChanged 144 SP:Iteration 18Q (2925.605140 sec): 3 clusters Score: Raw -2379231.652435 + Penalty 3215.531195 = -2376016.121239 nChanged 117 SP:Iteration 19Q (2925.686028 sec): 3 clusters Score: Raw -2379264.508826 + Penalty 3215.531195 = -2376048.977630 nChanged 91 SP:Iteration 20F (2925.767307 sec): 3 clusters Score: Raw -2379289.213745 + Penalty 3215.531195 = -2376073.682550 nChanged 86 SP:Iteration 21Q (2925.843672 sec): 3 clusters Score: Raw -2379311.803775 + Penalty 3215.531195 = -2376096.272580 nChanged 75 SP:Iteration 22Q (2925.915141 sec): 3 clusters Score: Raw -2379328.682034 + Penalty 3215.531195 = -2376113.150839 nChanged 60 SP:Iteration 23Q (2925.990319 sec): 3 clusters Score: Raw -2379340.635301 + Penalty 3215.531195 = -2376125.104106 nChanged 54 SP:Iteration 24Q (2926.067702 sec): 3 clusters Score: Raw -2379350.566613 + Penalty 3215.531195 = -2376135.035417 nChanged 53 SP:Iteration 25Q (2926.136281 sec): 3 clusters Score: Raw -2379363.056951 + Penalty 3215.531195 = -2376147.525755 nChanged 60 SP:Iteration 26Q (2926.224450 sec): 3 clusters Score: Raw -2379377.292369 + Penalty 3215.531195 = -2376161.761174 nChanged 54 SP:Iteration 27Q (2926.303137 sec): 3 clusters Score: Raw -2379388.892049 + Penalty 3215.531195 = -2376173.360854 nChanged 48 SP:Iteration 28Q (2926.380961 sec): 3 clusters Score: Raw -2379399.294849 + Penalty 3215.531195 = -2376183.763654 nChanged 47 SP:Iteration 29Q (2926.446870 sec): 3 clusters Score: Raw -2379408.496080 + Penalty 3215.531195 = -2376192.964884 nChanged 38 SP:Iteration 30Q (2926.536115 sec): 3 clusters Score: Raw -2379414.791324 + Penalty 3215.531195 = -2376199.260129 nChanged 36 SP:Iteration 31Q (2926.613426 sec): 3 clusters Score: Raw -2379421.251007 + Penalty 3215.531195 = -2376205.719812 nChanged 40 SP:Iteration 32Q (2926.690892 sec): 3 clusters Score: Raw -2379428.819040 + Penalty 3215.531195 = -2376213.287845 nChanged 36 SP:Iteration 33Q (2926.766638 sec): 3 clusters Score: Raw -2379433.446417 + Penalty 3215.531195 = -2376217.915222 nChanged 21 SP:Iteration 34Q (2926.845923 sec): 3 clusters Score: Raw -2379435.982509 + Penalty 3215.531195 = -2376220.451314 nChanged 27 SP:Iteration 35Q (2926.923501 sec): 3 clusters Score: Raw -2379439.546309 + Penalty 3215.531195 = -2376224.015113 nChanged 22 SP:Iteration 36Q (2927.002006 sec): 3 clusters Score: Raw -2379442.562109 + Penalty 3215.531195 = -2376227.030913 nChanged 21 SP:Iteration 37Q (2927.073191 sec): 3 clusters Score: Raw -2379445.655751 + Penalty 3215.531195 = -2376230.124555 nChanged 19 SP:Iteration 38Q (2927.149382 sec): 3 clusters Score: Raw -2379448.293899 + Penalty 3215.531195 = -2376232.762703 nChanged 12 SP:Iteration 39Q (2927.221268 sec): 3 clusters Score: Raw -2379449.563224 + Penalty 3215.531195 = -2376234.032028 nChanged 14 SP:Iteration 40F (2927.297231 sec): 3 clusters Score: Raw -2379450.997597 + Penalty 3215.531195 = -2376235.466401 nChanged 14 SP:Iteration 41Q (2927.379149 sec): 3 clusters Score: Raw -2379452.724430 + Penalty 3215.531195 = -2376237.193234 nChanged 13 SP:Iteration 42Q (2927.441300 sec): 3 clusters Score: Raw -2379454.284535 + Penalty 3215.531195 = -2376238.753340 nChanged 11 SP:Iteration 43Q (2927.520864 sec): 3 clusters Score: Raw -2379455.808472 + Penalty 3215.531195 = -2376240.277277 nChanged 8 SP:Iteration 44Q (2927.594193 sec): 3 clusters Score: Raw -2379456.652223 + Penalty 3215.531195 = -2376241.121028 nChanged 9 SP:Iteration 45Q (2927.676220 sec): 3 clusters Score: Raw -2379457.585084 + Penalty 3215.531195 = -2376242.053889 nChanged 9 SP:Iteration 46Q (2927.754284 sec): 3 clusters Score: Raw -2379458.821939 + Penalty 3215.531195 = -2376243.290743 nChanged 9 SP:Iteration 47Q (2927.829251 sec): 3 clusters Score: Raw -2379460.060659 + Penalty 3215.531195 = -2376244.529463 nChanged 3 SP:Iteration 48Q (2927.902305 sec): 3 clusters Score: Raw -2379460.293022 + Penalty 3215.531195 = -2376244.761827 nChanged 3 SP:Iteration 49Q (2927.985187 sec): 3 clusters Score: Raw -2379460.590473 + Penalty 3215.531195 = -2376245.059277 nChanged 4 SP:Iteration 50Q (2928.064753 sec): 3 clusters Score: Raw -2379461.164275 + Penalty 3215.531195 = -2376245.633080 nChanged 3 SP:Iteration 51Q (2928.143215 sec): 3 clusters Score: Raw -2379461.668364 + Penalty 3215.531195 = -2376246.137168 nChanged 4 SP:Iteration 52Q (2928.207789 sec): 3 clusters Score: Raw -2379462.438874 + Penalty 3215.531195 = -2376246.907679 nChanged 4 SP:Iteration 53Q (2928.288458 sec): 3 clusters Score: Raw -2379462.608556 + Penalty 3215.531195 = -2376247.077360 nChanged 3 SP:Iteration 54Q (2928.360407 sec): 3 clusters Score: Raw -2379462.848552 + Penalty 3215.531195 = -2376247.317356 nChanged 1 SP:Iteration 55Q (2928.439071 sec): 3 clusters Score: Raw -2379462.909554 + Penalty 3215.531195 = -2376247.378358 nChanged 0 SP:Iteration 56F (2928.520907 sec): 3 clusters Score: Raw -2379462.909554 + Penalty 3215.531195 = -2376247.378358 nChanged 0 Trying to split cluster 11 (3301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2928.554815 sec): 2 clusters Score: Raw -382872.381604 + Penalty 1316.571869 = -381555.809736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2928.609646 sec): 3 clusters Score: Raw -381290.173906 + Penalty 2633.143738 = -378657.030168 nChanged 1225 SP:Iteration 1F (2928.647685 sec): 3 clusters Score: Raw -382031.859064 + Penalty 2633.143738 = -379398.715326 nChanged 271 SP:Iteration 2F (2928.699709 sec): 3 clusters Score: Raw -382225.866523 + Penalty 2633.143738 = -379592.722785 nChanged 193 SP:Iteration 3F (2928.746055 sec): 3 clusters Score: Raw -382370.947453 + Penalty 2633.143738 = -379737.803715 nChanged 166 SP:Iteration 4F (2928.805802 sec): 3 clusters Score: Raw -382482.935232 + Penalty 2633.143738 = -379849.791494 nChanged 121 SP:Iteration 5Q (2928.852882 sec): 3 clusters Score: Raw -382576.398798 + Penalty 2633.143738 = -379943.255060 nChanged 140 SP:Iteration 6Q (2928.904465 sec): 3 clusters Score: Raw -382675.328421 + Penalty 2633.143738 = -380042.184683 nChanged 112 SP:Iteration 7Q (2928.959744 sec): 3 clusters Score: Raw -382764.418316 + Penalty 2633.143738 = -380131.274578 nChanged 122 SP:Iteration 8Q (2929.009467 sec): 3 clusters Score: Raw -382848.715540 + Penalty 2633.143738 = -380215.571802 nChanged 113 SP:Iteration 9Q (2929.061924 sec): 3 clusters Score: Raw -382925.884385 + Penalty 2633.143738 = -380292.740647 nChanged 105 SP:Iteration 10Q (2929.110521 sec): 3 clusters Score: Raw -383004.039648 + Penalty 2633.143738 = -380370.895910 nChanged 105 SP:Iteration 11Q (2929.165423 sec): 3 clusters Score: Raw -383070.672664 + Penalty 2633.143738 = -380437.528926 nChanged 97 SP:Iteration 12Q (2929.214581 sec): 3 clusters Score: Raw -383126.110140 + Penalty 2633.143738 = -380492.966402 nChanged 72 SP:Iteration 13Q (2929.247109 sec): 3 clusters Score: Raw -383165.311103 + Penalty 2633.143738 = -380532.167365 nChanged 65 SP:Iteration 14Q (2929.296147 sec): 3 clusters Score: Raw -383198.797003 + Penalty 2633.143738 = -380565.653265 nChanged 42 SP:Iteration 15Q (2929.343510 sec): 3 clusters Score: Raw -383219.111076 + Penalty 2633.143738 = -380585.967338 nChanged 40 SP:Iteration 16Q (2929.386076 sec): 3 clusters Score: Raw -383237.063428 + Penalty 2633.143738 = -380603.919690 nChanged 38 SP:Iteration 17Q (2929.436790 sec): 3 clusters Score: Raw -383253.168023 + Penalty 2633.143738 = -380620.024285 nChanged 27 SP:Iteration 18Q (2929.479367 sec): 3 clusters Score: Raw -383263.032025 + Penalty 2633.143738 = -380629.888287 nChanged 32 SP:Iteration 19Q (2929.530353 sec): 3 clusters Score: Raw -383275.104498 + Penalty 2633.143738 = -380641.960760 nChanged 26 SP:Iteration 20F (2929.568391 sec): 3 clusters Score: Raw -383283.571557 + Penalty 2633.143738 = -380650.427819 nChanged 23 SP:Iteration 21Q (2929.614365 sec): 3 clusters Score: Raw -383289.680142 + Penalty 2633.143738 = -380656.536404 nChanged 15 SP:Iteration 22Q (2929.660275 sec): 3 clusters Score: Raw -383294.395779 + Penalty 2633.143738 = -380661.252041 nChanged 12 SP:Iteration 23Q (2929.698524 sec): 3 clusters Score: Raw -383298.747296 + Penalty 2633.143738 = -380665.603559 nChanged 5 SP:Iteration 24Q (2929.745589 sec): 3 clusters Score: Raw -383299.976650 + Penalty 2633.143738 = -380666.832912 nChanged 5 SP:Iteration 25Q (2929.797405 sec): 3 clusters Score: Raw -383300.865379 + Penalty 2633.143738 = -380667.721641 nChanged 4 SP:Iteration 26Q (2929.832753 sec): 3 clusters Score: Raw -383302.145568 + Penalty 2633.143738 = -380669.001830 nChanged 5 SP:Iteration 27Q (2929.876064 sec): 3 clusters Score: Raw -383303.404877 + Penalty 2633.143738 = -380670.261139 nChanged 5 SP:Iteration 28Q (2929.926050 sec): 3 clusters Score: Raw -383305.261262 + Penalty 2633.143738 = -380672.117524 nChanged 5 SP:Iteration 29Q (2929.976529 sec): 3 clusters Score: Raw -383307.068939 + Penalty 2633.143738 = -380673.925201 nChanged 6 SP:Iteration 30Q (2930.023104 sec): 3 clusters Score: Raw -383308.733651 + Penalty 2633.143738 = -380675.589913 nChanged 4 SP:Iteration 31Q (2930.063868 sec): 3 clusters Score: Raw -383309.750009 + Penalty 2633.143738 = -380676.606271 nChanged 3 SP:Iteration 32Q (2930.114005 sec): 3 clusters Score: Raw -383310.238009 + Penalty 2633.143738 = -380677.094271 nChanged 4 SP:Iteration 33Q (2930.155783 sec): 3 clusters Score: Raw -383311.966826 + Penalty 2633.143738 = -380678.823089 nChanged 9 SP:Iteration 34Q (2930.208164 sec): 3 clusters Score: Raw -383314.845545 + Penalty 2633.143738 = -380681.701807 nChanged 3 SP:Iteration 35Q (2930.254897 sec): 3 clusters Score: Raw -383316.023988 + Penalty 2633.143738 = -380682.880250 nChanged 3 SP:Iteration 36Q (2930.311647 sec): 3 clusters Score: Raw -383316.701012 + Penalty 2633.143738 = -380683.557274 nChanged 3 SP:Iteration 37Q (2930.366641 sec): 3 clusters Score: Raw -383317.265710 + Penalty 2633.143738 = -380684.121972 nChanged 3 SP:Iteration 38Q (2930.406985 sec): 3 clusters Score: Raw -383317.855950 + Penalty 2633.143738 = -380684.712212 nChanged 3 SP:Iteration 39Q (2930.441782 sec): 3 clusters Score: Raw -383318.705453 + Penalty 2633.143738 = -380685.561715 nChanged 2 SP:Iteration 40F (2930.487689 sec): 3 clusters Score: Raw -383319.115622 + Penalty 2633.143738 = -380685.971884 nChanged 2 SP:Iteration 41Q (2930.539787 sec): 3 clusters Score: Raw -383319.492447 + Penalty 2633.143738 = -380686.348709 nChanged 1 SP:Iteration 42Q (2930.586237 sec): 3 clusters Score: Raw -383319.804028 + Penalty 2633.143738 = -380686.660290 nChanged 1 SP:Iteration 43Q (2930.623954 sec): 3 clusters Score: Raw -383320.144571 + Penalty 2633.143738 = -380687.000833 nChanged 1 SP:Iteration 44Q (2930.666626 sec): 3 clusters Score: Raw -383320.494729 + Penalty 2633.143738 = -380687.350991 nChanged 0 SP:Iteration 45F (2930.721581 sec): 3 clusters Score: Raw -383320.494729 + Penalty 2633.143738 = -380687.350991 nChanged 0 Trying to split cluster 12 (6165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2930.739746 sec): 2 clusters Score: Raw -741605.290454 + Penalty 1418.079555 = -740187.210899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2930.783313 sec): 3 clusters Score: Raw -738364.399481 + Penalty 2836.159110 = -735528.240371 nChanged 2533 SP:Iteration 1F (2930.836686 sec): 3 clusters Score: Raw -739818.148808 + Penalty 2836.159110 = -736981.989698 nChanged 403 SP:Iteration 2F (2930.885511 sec): 3 clusters Score: Raw -740006.459330 + Penalty 2836.159110 = -737170.300220 nChanged 277 SP:Iteration 3Q (2930.948822 sec): 3 clusters Score: Raw -740138.572731 + Penalty 2836.159110 = -737302.413621 nChanged 244 SP:Iteration 4Q (2931.001271 sec): 3 clusters Score: Raw -740244.416685 + Penalty 2836.159110 = -737408.257575 nChanged 202 SP:Iteration 5Q (2931.051323 sec): 3 clusters Score: Raw -740322.857504 + Penalty 2836.159110 = -737486.698394 nChanged 159 SP:Iteration 6Q (2931.101172 sec): 3 clusters Score: Raw -740382.708420 + Penalty 2836.159110 = -737546.549310 nChanged 140 SP:Iteration 7Q (2931.161256 sec): 3 clusters Score: Raw -740443.327446 + Penalty 2836.159110 = -737607.168336 nChanged 146 SP:Iteration 8Q (2931.205940 sec): 3 clusters Score: Raw -740501.790285 + Penalty 2836.159110 = -737665.631175 nChanged 135 SP:Iteration 9Q (2931.258619 sec): 3 clusters Score: Raw -740562.050953 + Penalty 2836.159110 = -737725.891843 nChanged 130 SP:Iteration 10Q (2931.319546 sec): 3 clusters Score: Raw -740626.550725 + Penalty 2836.159110 = -737790.391615 nChanged 156 SP:Iteration 11Q (2931.374174 sec): 3 clusters Score: Raw -740707.724177 + Penalty 2836.159110 = -737871.565067 nChanged 162 SP:Iteration 12Q (2931.410701 sec): 3 clusters Score: Raw -740793.100519 + Penalty 2836.159110 = -737956.941409 nChanged 146 SP:Iteration 13Q (2931.462457 sec): 3 clusters Score: Raw -740867.080682 + Penalty 2836.159110 = -738030.921571 nChanged 136 SP:Iteration 14Q (2931.520749 sec): 3 clusters Score: Raw -740929.955160 + Penalty 2836.159110 = -738093.796050 nChanged 119 SP:Iteration 15Q (2931.563636 sec): 3 clusters Score: Raw -740978.527781 + Penalty 2836.159110 = -738142.368671 nChanged 119 SP:Iteration 16Q (2931.608686 sec): 3 clusters Score: Raw -741032.378192 + Penalty 2836.159110 = -738196.219082 nChanged 108 SP:Iteration 17Q (2931.657125 sec): 3 clusters Score: Raw -741078.574641 + Penalty 2836.159110 = -738242.415531 nChanged 93 SP:Iteration 18Q (2931.704602 sec): 3 clusters Score: Raw -741121.666102 + Penalty 2836.159110 = -738285.506992 nChanged 103 SP:Iteration 19Q (2931.751137 sec): 3 clusters Score: Raw -741174.827360 + Penalty 2836.159110 = -738338.668250 nChanged 104 SP:Iteration 20F (2931.809158 sec): 3 clusters Score: Raw -741219.873270 + Penalty 2836.159110 = -738383.714160 nChanged 72 SP:Iteration 21Q (2931.849371 sec): 3 clusters Score: Raw -741255.435896 + Penalty 2836.159110 = -738419.276786 nChanged 69 SP:Iteration 22Q (2931.898120 sec): 3 clusters Score: Raw -741291.498365 + Penalty 2836.159110 = -738455.339255 nChanged 63 SP:Iteration 23Q (2931.958493 sec): 3 clusters Score: Raw -741320.446326 + Penalty 2836.159110 = -738484.287216 nChanged 60 SP:Iteration 24Q (2932.007556 sec): 3 clusters Score: Raw -741346.294540 + Penalty 2836.159110 = -738510.135430 nChanged 53 SP:Iteration 25Q (2932.055553 sec): 3 clusters Score: Raw -741368.629325 + Penalty 2836.159110 = -738532.470215 nChanged 45 SP:Iteration 26Q (2932.095239 sec): 3 clusters Score: Raw -741389.282052 + Penalty 2836.159110 = -738553.122942 nChanged 45 SP:Iteration 27Q (2932.144023 sec): 3 clusters Score: Raw -741412.741111 + Penalty 2836.159110 = -738576.582001 nChanged 43 SP:Iteration 28Q (2932.194219 sec): 3 clusters Score: Raw -741431.140868 + Penalty 2836.159110 = -738594.981758 nChanged 40 SP:Iteration 29Q (2932.232373 sec): 3 clusters Score: Raw -741449.217383 + Penalty 2836.159110 = -738613.058273 nChanged 45 SP:Iteration 30Q (2932.285889 sec): 3 clusters Score: Raw -741472.891774 + Penalty 2836.159110 = -738636.732664 nChanged 45 SP:Iteration 31Q (2932.333550 sec): 3 clusters Score: Raw -741495.555375 + Penalty 2836.159110 = -738659.396265 nChanged 47 SP:Iteration 32Q (2932.386960 sec): 3 clusters Score: Raw -741518.541933 + Penalty 2836.159110 = -738682.382823 nChanged 40 SP:Iteration 33Q (2932.429977 sec): 3 clusters Score: Raw -741537.768595 + Penalty 2836.159110 = -738701.609485 nChanged 37 SP:Iteration 34Q (2932.465411 sec): 3 clusters Score: Raw -741554.283848 + Penalty 2836.159110 = -738718.124738 nChanged 36 SP:Iteration 35Q (2932.510883 sec): 3 clusters Score: Raw -741575.577153 + Penalty 2836.159110 = -738739.418043 nChanged 42 SP:Iteration 36Q (2932.559435 sec): 3 clusters Score: Raw -741601.864800 + Penalty 2836.159110 = -738765.705690 nChanged 48 SP:Iteration 37Q (2932.622168 sec): 3 clusters Score: Raw -741634.726900 + Penalty 2836.159110 = -738798.567790 nChanged 39 SP:Iteration 38Q (2932.675931 sec): 3 clusters Score: Raw -741663.134950 + Penalty 2836.159110 = -738826.975840 nChanged 31 SP:Iteration 39Q (2932.731316 sec): 3 clusters Score: Raw -741690.626715 + Penalty 2836.159110 = -738854.467605 nChanged 32 SP:Iteration 40F (2932.787723 sec): 3 clusters Score: Raw -741715.304356 + Penalty 2836.159110 = -738879.145246 nChanged 24 SP:Iteration 41Q (2932.846411 sec): 3 clusters Score: Raw -741733.417837 + Penalty 2836.159110 = -738897.258727 nChanged 19 SP:Iteration 42Q (2932.902518 sec): 3 clusters Score: Raw -741745.597616 + Penalty 2836.159110 = -738909.438506 nChanged 16 SP:Iteration 43Q (2932.953269 sec): 3 clusters Score: Raw -741755.734051 + Penalty 2836.159110 = -738919.574941 nChanged 10 SP:Iteration 44Q (2933.007567 sec): 3 clusters Score: Raw -741763.360965 + Penalty 2836.159110 = -738927.201855 nChanged 8 SP:Iteration 45Q (2933.058878 sec): 3 clusters Score: Raw -741768.011691 + Penalty 2836.159110 = -738931.852581 nChanged 7 SP:Iteration 46Q (2933.116644 sec): 3 clusters Score: Raw -741770.938401 + Penalty 2836.159110 = -738934.779291 nChanged 2 SP:Iteration 47Q (2933.162022 sec): 3 clusters Score: Raw -741771.459718 + Penalty 2836.159110 = -738935.300608 nChanged 2 SP:Iteration 48Q (2933.218155 sec): 3 clusters Score: Raw -741772.376726 + Penalty 2836.159110 = -738936.217616 nChanged 3 SP:Iteration 49Q (2933.278095 sec): 3 clusters Score: Raw -741773.461271 + Penalty 2836.159110 = -738937.302161 nChanged 2 SP:Iteration 50Q (2933.323060 sec): 3 clusters Score: Raw -741774.032574 + Penalty 2836.159110 = -738937.873464 nChanged 5 SP:Iteration 51Q (2933.379097 sec): 3 clusters Score: Raw -741775.519709 + Penalty 2836.159110 = -738939.360599 nChanged 0 SP:Iteration 52F (2933.442653 sec): 3 clusters Score: Raw -741775.519709 + Penalty 2836.159110 = -738939.360599 nChanged 0 Trying to split cluster 13 (1528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2933.470248 sec): 2 clusters Score: Raw -195121.529506 + Penalty 1191.403683 = -193930.125823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2933.520143 sec): 3 clusters Score: Raw -194514.989009 + Penalty 2382.807365 = -192132.181644 nChanged 485 SP:Iteration 1F (2933.573168 sec): 3 clusters Score: Raw -194842.270973 + Penalty 2382.807365 = -192459.463608 nChanged 124 SP:Iteration 2F (2933.615708 sec): 3 clusters Score: Raw -194944.558368 + Penalty 2382.807365 = -192561.751003 nChanged 77 SP:Iteration 3F (2933.662597 sec): 3 clusters Score: Raw -195003.158582 + Penalty 2382.807365 = -192620.351216 nChanged 51 SP:Iteration 4Q (2933.713160 sec): 3 clusters Score: Raw -195038.952022 + Penalty 2382.807365 = -192656.144657 nChanged 29 SP:Iteration 5Q (2933.748086 sec): 3 clusters Score: Raw -195059.920591 + Penalty 2382.807365 = -192677.113226 nChanged 34 SP:Iteration 6Q (2933.798153 sec): 3 clusters Score: Raw -195086.119855 + Penalty 2382.807365 = -192703.312490 nChanged 29 SP:Iteration 7Q (2933.853747 sec): 3 clusters Score: Raw -195114.039716 + Penalty 2382.807365 = -192731.232351 nChanged 38 SP:Iteration 8Q (2933.906351 sec): 3 clusters Score: Raw -195148.387442 + Penalty 2382.807365 = -192765.580077 nChanged 35 SP:Iteration 9Q (2933.956116 sec): 3 clusters Score: Raw -195188.575862 + Penalty 2382.807365 = -192805.768497 nChanged 45 SP:Iteration 10Q (2934.008139 sec): 3 clusters Score: Raw -195239.233723 + Penalty 2382.807365 = -192856.426358 nChanged 56 SP:Iteration 11Q (2934.040716 sec): 3 clusters Score: Raw -195302.725070 + Penalty 2382.807365 = -192919.917705 nChanged 51 SP:Iteration 12Q (2934.094179 sec): 3 clusters Score: Raw -195362.223037 + Penalty 2382.807365 = -192979.415672 nChanged 50 SP:Iteration 13Q (2934.142784 sec): 3 clusters Score: Raw -195439.973436 + Penalty 2382.807365 = -193057.166071 nChanged 53 SP:Iteration 14Q (2934.190699 sec): 3 clusters Score: Raw -195506.915863 + Penalty 2382.807365 = -193124.108498 nChanged 46 SP:Iteration 15Q (2934.229907 sec): 3 clusters Score: Raw -195556.863117 + Penalty 2382.807365 = -193174.055752 nChanged 44 SP:Iteration 16Q (2934.283866 sec): 3 clusters Score: Raw -195601.776564 + Penalty 2382.807365 = -193218.969199 nChanged 32 SP:Iteration 17Q (2934.320581 sec): 3 clusters Score: Raw -195627.515338 + Penalty 2382.807365 = -193244.707973 nChanged 18 SP:Iteration 18Q (2934.371287 sec): 3 clusters Score: Raw -195644.957507 + Penalty 2382.807365 = -193262.150142 nChanged 14 SP:Iteration 19Q (2934.415880 sec): 3 clusters Score: Raw -195656.729651 + Penalty 2382.807365 = -193273.922286 nChanged 13 SP:Iteration 20F (2934.470379 sec): 3 clusters Score: Raw -195667.968802 + Penalty 2382.807365 = -193285.161437 nChanged 10 SP:Iteration 21Q (2934.525305 sec): 3 clusters Score: Raw -195678.630604 + Penalty 2382.807365 = -193295.823239 nChanged 7 SP:Iteration 22Q (2934.569803 sec): 3 clusters Score: Raw -195688.164261 + Penalty 2382.807365 = -193305.356896 nChanged 8 SP:Iteration 23Q (2934.617014 sec): 3 clusters Score: Raw -195694.846361 + Penalty 2382.807365 = -193312.038995 nChanged 6 SP:Iteration 24Q (2934.648422 sec): 3 clusters Score: Raw -195700.581359 + Penalty 2382.807365 = -193317.773994 nChanged 5 SP:Iteration 25Q (2934.703310 sec): 3 clusters Score: Raw -195702.758527 + Penalty 2382.807365 = -193319.951162 nChanged 2 SP:Iteration 26Q (2934.741725 sec): 3 clusters Score: Raw -195703.447488 + Penalty 2382.807365 = -193320.640123 nChanged 0 SP:Iteration 27F (2934.787916 sec): 3 clusters Score: Raw -195703.447488 + Penalty 2382.807365 = -193320.640123 nChanged 0 Trying to split cluster 14 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2934.818157 sec): 2 clusters Score: Raw -17066.531228 + Penalty 855.187156 = -16211.344073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2934.854996 sec): 3 clusters Score: Raw -17201.383068 + Penalty 1710.374311 = -15491.008756 nChanged 28 SP:Iteration 1F (2934.897355 sec): 3 clusters Score: Raw -17359.684845 + Penalty 1710.374311 = -15649.310534 nChanged 7 SP:Iteration 2Q (2934.951775 sec): 3 clusters Score: Raw -17420.879036 + Penalty 1710.374311 = -15710.504724 nChanged 8 SP:Iteration 3Q (2934.987369 sec): 3 clusters Score: Raw -17457.591560 + Penalty 1710.374311 = -15747.217248 nChanged 3 SP:Iteration 4Q (2935.026792 sec): 3 clusters Score: Raw -17465.969914 + Penalty 1710.374311 = -15755.595602 nChanged 1 SP:Iteration 5Q (2935.064401 sec): 3 clusters Score: Raw -17468.536728 + Penalty 1710.374311 = -15758.162417 nChanged 1 SP:Iteration 6Q (2935.106328 sec): 3 clusters Score: Raw -17470.518652 + Penalty 1710.374311 = -15760.144340 nChanged 0 SP:Iteration 7F (2935.155401 sec): 3 clusters Score: Raw -17470.518652 + Penalty 1710.374311 = -15760.144340 nChanged 0 Trying to split cluster 15 (15083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2935.190915 sec): 2 clusters Score: Raw -1700409.203520 + Penalty 1563.465079 = -1698845.738441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2935.261885 sec): 3 clusters Score: Raw -1691565.692164 + Penalty 3126.930157 = -1688438.762007 nChanged 6763 SP:Iteration 1F (2935.339740 sec): 3 clusters Score: Raw -1695450.076558 + Penalty 3126.930157 = -1692323.146401 nChanged 1077 SP:Iteration 2F (2935.405582 sec): 3 clusters Score: Raw -1696206.315231 + Penalty 3126.930157 = -1693079.385074 nChanged 1144 SP:Iteration 3F (2935.476797 sec): 3 clusters Score: Raw -1697071.944137 + Penalty 3126.930157 = -1693945.013980 nChanged 1171 SP:Iteration 4F (2935.547093 sec): 3 clusters Score: Raw -1698135.806411 + Penalty 3126.930157 = -1695008.876254 nChanged 1161 SP:Iteration 5F (2935.622295 sec): 3 clusters Score: Raw -1699204.613733 + Penalty 3126.930157 = -1696077.683575 nChanged 1022 SP:Iteration 6F (2935.690022 sec): 3 clusters Score: Raw -1699979.472458 + Penalty 3126.930157 = -1696852.542301 nChanged 730 SP:Iteration 7Q (2935.757486 sec): 3 clusters Score: Raw -1700412.763235 + Penalty 3126.930157 = -1697285.833077 nChanged 534 SP:Iteration 8Q (2935.829075 sec): 3 clusters Score: Raw -1700635.413393 + Penalty 3126.930157 = -1697508.483235 nChanged 351 SP:Iteration 9Q (2935.897661 sec): 3 clusters Score: Raw -1700736.824683 + Penalty 3126.930157 = -1697609.894526 nChanged 218 SP:Iteration 10Q (2935.971928 sec): 3 clusters Score: Raw -1700799.685456 + Penalty 3126.930157 = -1697672.755299 nChanged 181 SP:Iteration 11Q (2936.047928 sec): 3 clusters Score: Raw -1700845.330728 + Penalty 3126.930157 = -1697718.400571 nChanged 167 SP:Iteration 12Q (2936.123285 sec): 3 clusters Score: Raw -1700880.175664 + Penalty 3126.930157 = -1697753.245507 nChanged 136 SP:Iteration 13Q (2936.192675 sec): 3 clusters Score: Raw -1700909.561106 + Penalty 3126.930157 = -1697782.630948 nChanged 117 SP:Iteration 14Q (2936.274587 sec): 3 clusters Score: Raw -1700930.240092 + Penalty 3126.930157 = -1697803.309934 nChanged 108 SP:Iteration 15Q (2936.347850 sec): 3 clusters Score: Raw -1700946.611917 + Penalty 3126.930157 = -1697819.681760 nChanged 96 SP:Iteration 16Q (2936.409927 sec): 3 clusters Score: Raw -1700961.698384 + Penalty 3126.930157 = -1697834.768227 nChanged 95 SP:Iteration 17Q (2936.476922 sec): 3 clusters Score: Raw -1700977.566943 + Penalty 3126.930157 = -1697850.636786 nChanged 88 SP:Iteration 18Q (2936.532538 sec): 3 clusters Score: Raw -1700990.053563 + Penalty 3126.930157 = -1697863.123406 nChanged 95 SP:Iteration 19Q (2936.603460 sec): 3 clusters Score: Raw -1701003.873956 + Penalty 3126.930157 = -1697876.943799 nChanged 95 SP:Iteration 20F (2936.669282 sec): 3 clusters Score: Raw -1701017.817721 + Penalty 3126.930157 = -1697890.887564 nChanged 98 SP:Iteration 21Q (2936.742144 sec): 3 clusters Score: Raw -1701033.755166 + Penalty 3126.930157 = -1697906.825009 nChanged 106 SP:Iteration 22Q (2936.807648 sec): 3 clusters Score: Raw -1701052.061248 + Penalty 3126.930157 = -1697925.131091 nChanged 92 SP:Iteration 23Q (2936.871767 sec): 3 clusters Score: Raw -1701067.310235 + Penalty 3126.930157 = -1697940.380077 nChanged 102 SP:Iteration 24Q (2936.938403 sec): 3 clusters Score: Raw -1701083.405695 + Penalty 3126.930157 = -1697956.475538 nChanged 80 SP:Iteration 25Q (2937.013096 sec): 3 clusters Score: Raw -1701095.293037 + Penalty 3126.930157 = -1697968.362880 nChanged 75 SP:Iteration 26Q (2937.071577 sec): 3 clusters Score: Raw -1701107.235871 + Penalty 3126.930157 = -1697980.305714 nChanged 80 SP:Iteration 27Q (2937.139860 sec): 3 clusters Score: Raw -1701119.663034 + Penalty 3126.930157 = -1697992.732877 nChanged 82 SP:Iteration 28Q (2937.213675 sec): 3 clusters Score: Raw -1701133.173985 + Penalty 3126.930157 = -1698006.243827 nChanged 69 SP:Iteration 29Q (2937.283206 sec): 3 clusters Score: Raw -1701143.135516 + Penalty 3126.930157 = -1698016.205359 nChanged 72 SP:Iteration 30Q (2937.342371 sec): 3 clusters Score: Raw -1701153.953642 + Penalty 3126.930157 = -1698027.023485 nChanged 68 SP:Iteration 31Q (2937.418146 sec): 3 clusters Score: Raw -1701164.433130 + Penalty 3126.930157 = -1698037.502972 nChanged 67 SP:Iteration 32Q (2937.480737 sec): 3 clusters Score: Raw -1701176.415903 + Penalty 3126.930157 = -1698049.485746 nChanged 80 SP:Iteration 33Q (2937.548162 sec): 3 clusters Score: Raw -1701188.238030 + Penalty 3126.930157 = -1698061.307873 nChanged 73 SP:Iteration 34Q (2937.604194 sec): 3 clusters Score: Raw -1701201.048602 + Penalty 3126.930157 = -1698074.118445 nChanged 74 SP:Iteration 35Q (2937.678199 sec): 3 clusters Score: Raw -1701211.265059 + Penalty 3126.930157 = -1698084.334902 nChanged 61 SP:Iteration 36Q (2937.743814 sec): 3 clusters Score: Raw -1701219.657248 + Penalty 3126.930157 = -1698092.727091 nChanged 60 SP:Iteration 37Q (2937.811853 sec): 3 clusters Score: Raw -1701228.891152 + Penalty 3126.930157 = -1698101.960995 nChanged 66 SP:Iteration 38Q (2937.881375 sec): 3 clusters Score: Raw -1701240.358013 + Penalty 3126.930157 = -1698113.427855 nChanged 62 SP:Iteration 39Q (2937.935128 sec): 3 clusters Score: Raw -1701249.711059 + Penalty 3126.930157 = -1698122.780902 nChanged 64 SP:Iteration 40F (2938.008636 sec): 3 clusters Score: Raw -1701260.287521 + Penalty 3126.930157 = -1698133.357364 nChanged 69 SP:Iteration 41Q (2938.076170 sec): 3 clusters Score: Raw -1701272.482374 + Penalty 3126.930157 = -1698145.552217 nChanged 62 SP:Iteration 42Q (2938.137075 sec): 3 clusters Score: Raw -1701281.894541 + Penalty 3126.930157 = -1698154.964384 nChanged 46 SP:Iteration 43Q (2938.217423 sec): 3 clusters Score: Raw -1701288.199032 + Penalty 3126.930157 = -1698161.268875 nChanged 47 SP:Iteration 44Q (2938.278584 sec): 3 clusters Score: Raw -1701297.331444 + Penalty 3126.930157 = -1698170.401287 nChanged 56 SP:Iteration 45Q (2938.345699 sec): 3 clusters Score: Raw -1701307.978373 + Penalty 3126.930157 = -1698181.048216 nChanged 53 SP:Iteration 46Q (2938.415242 sec): 3 clusters Score: Raw -1701318.253576 + Penalty 3126.930157 = -1698191.323418 nChanged 53 SP:Iteration 47Q (2938.485334 sec): 3 clusters Score: Raw -1701330.310455 + Penalty 3126.930157 = -1698203.380298 nChanged 59 SP:Iteration 48Q (2938.567513 sec): 3 clusters Score: Raw -1701342.772618 + Penalty 3126.930157 = -1698215.842461 nChanged 62 SP:Iteration 49Q (2938.641546 sec): 3 clusters Score: Raw -1701353.732089 + Penalty 3126.930157 = -1698226.801932 nChanged 42 SP:Iteration 50Q (2938.705021 sec): 3 clusters Score: Raw -1701360.706524 + Penalty 3126.930157 = -1698233.776366 nChanged 33 SP:Iteration 51Q (2938.777244 sec): 3 clusters Score: Raw -1701366.610424 + Penalty 3126.930157 = -1698239.680266 nChanged 49 SP:Iteration 52Q (2938.850087 sec): 3 clusters Score: Raw -1701374.908284 + Penalty 3126.930157 = -1698247.978127 nChanged 29 SP:Iteration 53Q (2938.928927 sec): 3 clusters Score: Raw -1701380.500499 + Penalty 3126.930157 = -1698253.570342 nChanged 34 SP:Iteration 54Q (2938.996139 sec): 3 clusters Score: Raw -1701386.397480 + Penalty 3126.930157 = -1698259.467323 nChanged 36 SP:Iteration 55Q (2939.078742 sec): 3 clusters Score: Raw -1701393.464695 + Penalty 3126.930157 = -1698266.534538 nChanged 33 SP:Iteration 56Q (2939.147595 sec): 3 clusters Score: Raw -1701400.601180 + Penalty 3126.930157 = -1698273.671022 nChanged 38 SP:Iteration 57Q (2939.213610 sec): 3 clusters Score: Raw -1701409.642496 + Penalty 3126.930157 = -1698282.712339 nChanged 37 SP:Iteration 58Q (2939.278384 sec): 3 clusters Score: Raw -1701418.355359 + Penalty 3126.930157 = -1698291.425202 nChanged 37 SP:Iteration 59Q (2939.351885 sec): 3 clusters Score: Raw -1701424.439188 + Penalty 3126.930157 = -1698297.509030 nChanged 37 SP:Iteration 60F (2939.424111 sec): 3 clusters Score: Raw -1701431.488778 + Penalty 3126.930157 = -1698304.558621 nChanged 37 SP:Iteration 61Q (2939.494500 sec): 3 clusters Score: Raw -1701438.116938 + Penalty 3126.930157 = -1698311.186781 nChanged 29 SP:Iteration 62Q (2939.557868 sec): 3 clusters Score: Raw -1701443.163420 + Penalty 3126.930157 = -1698316.233262 nChanged 24 SP:Iteration 63Q (2939.634486 sec): 3 clusters Score: Raw -1701447.618108 + Penalty 3126.930157 = -1698320.687950 nChanged 35 SP:Iteration 64Q (2939.705933 sec): 3 clusters Score: Raw -1701452.544042 + Penalty 3126.930157 = -1698325.613885 nChanged 27 SP:Iteration 65Q (2939.776458 sec): 3 clusters Score: Raw -1701456.834038 + Penalty 3126.930157 = -1698329.903881 nChanged 32 SP:Iteration 66Q (2939.848077 sec): 3 clusters Score: Raw -1701461.075429 + Penalty 3126.930157 = -1698334.145271 nChanged 22 SP:Iteration 67Q (2939.920183 sec): 3 clusters Score: Raw -1701464.262803 + Penalty 3126.930157 = -1698337.332646 nChanged 27 SP:Iteration 68Q (2939.991336 sec): 3 clusters Score: Raw -1701468.429104 + Penalty 3126.930157 = -1698341.498947 nChanged 15 SP:Iteration 69Q (2940.066220 sec): 3 clusters Score: Raw -1701470.654102 + Penalty 3126.930157 = -1698343.723945 nChanged 14 SP:Iteration 70Q (2940.126159 sec): 3 clusters Score: Raw -1701473.099007 + Penalty 3126.930157 = -1698346.168850 nChanged 18 SP:Iteration 71Q (2940.203617 sec): 3 clusters Score: Raw -1701475.086527 + Penalty 3126.930157 = -1698348.156369 nChanged 9 SP:Iteration 72Q (2940.262556 sec): 3 clusters Score: Raw -1701475.926992 + Penalty 3126.930157 = -1698348.996835 nChanged 3 SP:Iteration 73Q (2940.332846 sec): 3 clusters Score: Raw -1701476.145139 + Penalty 3126.930157 = -1698349.214982 nChanged 2 SP:Iteration 74Q (2940.402170 sec): 3 clusters Score: Raw -1701476.335320 + Penalty 3126.930157 = -1698349.405162 nChanged 0 SP:Iteration 75F (2940.481996 sec): 3 clusters Score: Raw -1701476.335320 + Penalty 3126.930157 = -1698349.405162 nChanged 0 Trying to split cluster 16 (48139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2940.571490 sec): 2 clusters Score: Raw -5881223.560951 + Penalty 1752.050290 = -5879471.510661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2940.704873 sec): 3 clusters Score: Raw -5850757.699596 + Penalty 3504.100580 = -5847253.599016 nChanged 22709 SP:Iteration 1F (2940.830172 sec): 3 clusters Score: Raw -5863297.719937 + Penalty 3504.100580 = -5859793.619357 nChanged 1901 SP:Iteration 2Q (2940.955133 sec): 3 clusters Score: Raw -5863873.896845 + Penalty 3504.100580 = -5860369.796265 nChanged 1968 SP:Iteration 3Q (2941.091800 sec): 3 clusters Score: Raw -5864495.577121 + Penalty 3504.100580 = -5860991.476541 nChanged 1932 SP:Iteration 4Q (2941.230974 sec): 3 clusters Score: Raw -5865137.056893 + Penalty 3504.100580 = -5861632.956313 nChanged 1969 SP:Iteration 5Q (2941.368339 sec): 3 clusters Score: Raw -5865810.384770 + Penalty 3504.100580 = -5862306.284191 nChanged 1951 SP:Iteration 6Q (2941.502089 sec): 3 clusters Score: Raw -5866520.709113 + Penalty 3504.100580 = -5863016.608533 nChanged 2029 SP:Iteration 7Q (2941.637357 sec): 3 clusters Score: Raw -5867336.134429 + Penalty 3504.100580 = -5863832.033849 nChanged 2240 SP:Iteration 8Q (2941.769413 sec): 3 clusters Score: Raw -5868398.336472 + Penalty 3504.100580 = -5864894.235892 nChanged 2415 SP:Iteration 9F (2941.891991 sec): 3 clusters Score: Raw -5869788.960049 + Penalty 3504.100580 = -5866284.859469 nChanged 2623 SP:Iteration 10F (2942.026508 sec): 3 clusters Score: Raw -5871504.563990 + Penalty 3504.100580 = -5868000.463410 nChanged 2718 SP:Iteration 11F (2942.156777 sec): 3 clusters Score: Raw -5873289.913072 + Penalty 3504.100580 = -5869785.812492 nChanged 2404 SP:Iteration 12Q (2942.295975 sec): 3 clusters Score: Raw -5874578.549192 + Penalty 3504.100580 = -5871074.448612 nChanged 1805 SP:Iteration 13Q (2942.428956 sec): 3 clusters Score: Raw -5875303.680857 + Penalty 3504.100580 = -5871799.580277 nChanged 1285 SP:Iteration 14Q (2942.560761 sec): 3 clusters Score: Raw -5875711.078906 + Penalty 3504.100580 = -5872206.978326 nChanged 900 SP:Iteration 15Q (2942.680482 sec): 3 clusters Score: Raw -5875976.215529 + Penalty 3504.100580 = -5872472.114949 nChanged 744 SP:Iteration 16Q (2942.809759 sec): 3 clusters Score: Raw -5876193.372966 + Penalty 3504.100580 = -5872689.272387 nChanged 663 SP:Iteration 17Q (2942.932915 sec): 3 clusters Score: Raw -5876392.607225 + Penalty 3504.100580 = -5872888.506645 nChanged 676 SP:Iteration 18Q (2943.050556 sec): 3 clusters Score: Raw -5876602.744243 + Penalty 3504.100580 = -5873098.643663 nChanged 708 SP:Iteration 19Q (2943.171710 sec): 3 clusters Score: Raw -5876829.706463 + Penalty 3504.100580 = -5873325.605883 nChanged 735 SP:Iteration 20F (2943.289037 sec): 3 clusters Score: Raw -5877078.597832 + Penalty 3504.100580 = -5873574.497252 nChanged 763 SP:Iteration 21Q (2943.414334 sec): 3 clusters Score: Raw -5877341.967819 + Penalty 3504.100580 = -5873837.867239 nChanged 720 SP:Iteration 22Q (2943.529504 sec): 3 clusters Score: Raw -5877591.671045 + Penalty 3504.100580 = -5874087.570465 nChanged 760 SP:Iteration 23Q (2943.652571 sec): 3 clusters Score: Raw -5877884.182016 + Penalty 3504.100580 = -5874380.081436 nChanged 780 SP:Iteration 24Q (2943.773934 sec): 3 clusters Score: Raw -5878196.121201 + Penalty 3504.100580 = -5874692.020621 nChanged 763 SP:Iteration 25Q (2943.888152 sec): 3 clusters Score: Raw -5878513.960959 + Penalty 3504.100580 = -5875009.860379 nChanged 720 SP:Iteration 26Q (2944.016122 sec): 3 clusters Score: Raw -5878824.456340 + Penalty 3504.100580 = -5875320.355760 nChanged 693 SP:Iteration 27Q (2944.143568 sec): 3 clusters Score: Raw -5879118.454794 + Penalty 3504.100580 = -5875614.354214 nChanged 659 SP:Iteration 28Q (2944.267028 sec): 3 clusters Score: Raw -5879396.586174 + Penalty 3504.100580 = -5875892.485594 nChanged 634 SP:Iteration 29Q (2944.386631 sec): 3 clusters Score: Raw -5879674.897763 + Penalty 3504.100580 = -5876170.797183 nChanged 599 SP:Iteration 30Q (2944.498995 sec): 3 clusters Score: Raw -5879919.173186 + Penalty 3504.100580 = -5876415.072606 nChanged 558 SP:Iteration 31Q (2944.614529 sec): 3 clusters Score: Raw -5880132.107437 + Penalty 3504.100580 = -5876628.006857 nChanged 480 SP:Iteration 32Q (2944.739574 sec): 3 clusters Score: Raw -5880304.785535 + Penalty 3504.100580 = -5876800.684955 nChanged 453 SP:Iteration 33Q (2944.855102 sec): 3 clusters Score: Raw -5880456.430961 + Penalty 3504.100580 = -5876952.330381 nChanged 421 SP:Iteration 34Q (2944.971112 sec): 3 clusters Score: Raw -5880586.836585 + Penalty 3504.100580 = -5877082.736005 nChanged 392 SP:Iteration 35Q (2945.093034 sec): 3 clusters Score: Raw -5880701.936745 + Penalty 3504.100580 = -5877197.836165 nChanged 373 SP:Iteration 36Q (2945.208060 sec): 3 clusters Score: Raw -5880809.553181 + Penalty 3504.100580 = -5877305.452601 nChanged 328 SP:Iteration 37Q (2945.335056 sec): 3 clusters Score: Raw -5880899.720548 + Penalty 3504.100580 = -5877395.619968 nChanged 301 SP:Iteration 38Q (2945.462316 sec): 3 clusters Score: Raw -5880978.068732 + Penalty 3504.100580 = -5877473.968152 nChanged 259 SP:Iteration 39Q (2945.579987 sec): 3 clusters Score: Raw -5881038.132799 + Penalty 3504.100580 = -5877534.032219 nChanged 241 SP:Iteration 40F (2945.718653 sec): 3 clusters Score: Raw -5881103.224017 + Penalty 3504.100580 = -5877599.123437 nChanged 232 SP:Iteration 41Q (2945.841155 sec): 3 clusters Score: Raw -5881160.642875 + Penalty 3504.100580 = -5877656.542295 nChanged 220 SP:Iteration 42Q (2945.958179 sec): 3 clusters Score: Raw -5881215.799228 + Penalty 3504.100580 = -5877711.698648 nChanged 210 SP:Iteration 43Q (2946.075205 sec): 3 clusters Score: Raw -5881265.370498 + Penalty 3504.100580 = -5877761.269918 nChanged 193 SP:Iteration 44Q (2946.188037 sec): 3 clusters Score: Raw -5881305.628837 + Penalty 3504.100580 = -5877801.528257 nChanged 181 SP:Iteration 45Q (2946.313272 sec): 3 clusters Score: Raw -5881347.119842 + Penalty 3504.100580 = -5877843.019262 nChanged 171 SP:Iteration 46Q (2946.431137 sec): 3 clusters Score: Raw -5881385.759843 + Penalty 3504.100580 = -5877881.659263 nChanged 160 SP:Iteration 47Q (2946.546210 sec): 3 clusters Score: Raw -5881417.011047 + Penalty 3504.100580 = -5877912.910467 nChanged 130 SP:Iteration 48Q (2946.661986 sec): 3 clusters Score: Raw -5881443.593717 + Penalty 3504.100580 = -5877939.493137 nChanged 130 SP:Iteration 49Q (2946.777875 sec): 3 clusters Score: Raw -5881467.927325 + Penalty 3504.100580 = -5877963.826745 nChanged 99 SP:Iteration 50Q (2946.890725 sec): 3 clusters Score: Raw -5881484.971671 + Penalty 3504.100580 = -5877980.871091 nChanged 89 SP:Iteration 51Q (2947.009585 sec): 3 clusters Score: Raw -5881499.141060 + Penalty 3504.100580 = -5877995.040480 nChanged 72 SP:Iteration 52Q (2947.126071 sec): 3 clusters Score: Raw -5881509.321172 + Penalty 3504.100580 = -5878005.220592 nChanged 64 SP:Iteration 53Q (2947.236072 sec): 3 clusters Score: Raw -5881518.495877 + Penalty 3504.100580 = -5878014.395297 nChanged 56 SP:Iteration 54Q (2947.343000 sec): 3 clusters Score: Raw -5881526.752427 + Penalty 3504.100580 = -5878022.651847 nChanged 54 SP:Iteration 55Q (2947.459133 sec): 3 clusters Score: Raw -5881533.401642 + Penalty 3504.100580 = -5878029.301062 nChanged 56 SP:Iteration 56Q (2947.568484 sec): 3 clusters Score: Raw -5881540.156953 + Penalty 3504.100580 = -5878036.056373 nChanged 55 SP:Iteration 57Q (2947.686220 sec): 3 clusters Score: Raw -5881547.158535 + Penalty 3504.100580 = -5878043.057955 nChanged 39 SP:Iteration 58Q (2947.793104 sec): 3 clusters Score: Raw -5881551.790057 + Penalty 3504.100580 = -5878047.689477 nChanged 44 SP:Iteration 59Q (2947.895660 sec): 3 clusters Score: Raw -5881556.692672 + Penalty 3504.100580 = -5878052.592092 nChanged 44 SP:Iteration 60F (2948.033374 sec): 3 clusters Score: Raw -5881562.497687 + Penalty 3504.100580 = -5878058.397107 nChanged 39 SP:Iteration 61Q (2948.150613 sec): 3 clusters Score: Raw -5881568.450266 + Penalty 3504.100580 = -5878064.349686 nChanged 51 SP:Iteration 62Q (2948.261287 sec): 3 clusters Score: Raw -5881576.060042 + Penalty 3504.100580 = -5878071.959462 nChanged 41 SP:Iteration 63Q (2948.378319 sec): 3 clusters Score: Raw -5881581.830151 + Penalty 3504.100580 = -5878077.729571 nChanged 34 SP:Iteration 64Q (2948.477220 sec): 3 clusters Score: Raw -5881586.956052 + Penalty 3504.100580 = -5878082.855472 nChanged 32 SP:Iteration 65Q (2948.581066 sec): 3 clusters Score: Raw -5881590.749241 + Penalty 3504.100580 = -5878086.648661 nChanged 25 SP:Iteration 66Q (2948.682833 sec): 3 clusters Score: Raw -5881593.344678 + Penalty 3504.100580 = -5878089.244098 nChanged 27 SP:Iteration 67Q (2948.785716 sec): 3 clusters Score: Raw -5881596.376341 + Penalty 3504.100580 = -5878092.275761 nChanged 31 SP:Iteration 68Q (2948.885511 sec): 3 clusters Score: Raw -5881599.791564 + Penalty 3504.100580 = -5878095.690985 nChanged 25 SP:Iteration 69Q (2948.988510 sec): 3 clusters Score: Raw -5881602.667117 + Penalty 3504.100580 = -5878098.566537 nChanged 25 SP:Iteration 70Q (2949.089311 sec): 3 clusters Score: Raw -5881605.725747 + Penalty 3504.100580 = -5878101.625167 nChanged 25 SP:Iteration 71Q (2949.196370 sec): 3 clusters Score: Raw -5881610.059921 + Penalty 3504.100580 = -5878105.959341 nChanged 27 SP:Iteration 72Q (2949.301030 sec): 3 clusters Score: Raw -5881613.475864 + Penalty 3504.100580 = -5878109.375284 nChanged 28 SP:Iteration 73Q (2949.408268 sec): 3 clusters Score: Raw -5881617.277461 + Penalty 3504.100580 = -5878113.176881 nChanged 23 SP:Iteration 74Q (2949.517320 sec): 3 clusters Score: Raw -5881620.193136 + Penalty 3504.100580 = -5878116.092556 nChanged 20 SP:Iteration 75Q (2949.626913 sec): 3 clusters Score: Raw -5881622.785029 + Penalty 3504.100580 = -5878118.684449 nChanged 26 SP:Iteration 76Q (2949.724515 sec): 3 clusters Score: Raw -5881626.164666 + Penalty 3504.100580 = -5878122.064086 nChanged 29 SP:Iteration 77Q (2949.845734 sec): 3 clusters Score: Raw -5881629.984568 + Penalty 3504.100580 = -5878125.883988 nChanged 28 SP:Iteration 78Q (2949.957578 sec): 3 clusters Score: Raw -5881634.010322 + Penalty 3504.100580 = -5878129.909742 nChanged 23 SP:Iteration 79Q (2950.068841 sec): 3 clusters Score: Raw -5881636.851712 + Penalty 3504.100580 = -5878132.751132 nChanged 22 SP:Iteration 80F (2950.187519 sec): 3 clusters Score: Raw -5881639.176235 + Penalty 3504.100580 = -5878135.075656 nChanged 28 SP:Iteration 81Q (2950.304738 sec): 3 clusters Score: Raw -5881642.764986 + Penalty 3504.100580 = -5878138.664406 nChanged 26 SP:Iteration 82Q (2950.426331 sec): 3 clusters Score: Raw -5881646.042206 + Penalty 3504.100580 = -5878141.941626 nChanged 18 SP:Iteration 83Q (2950.543331 sec): 3 clusters Score: Raw -5881648.067824 + Penalty 3504.100580 = -5878143.967244 nChanged 12 SP:Iteration 84Q (2950.647157 sec): 3 clusters Score: Raw -5881650.050629 + Penalty 3504.100580 = -5878145.950049 nChanged 21 SP:Iteration 85Q (2950.764617 sec): 3 clusters Score: Raw -5881652.817991 + Penalty 3504.100580 = -5878148.717411 nChanged 17 SP:Iteration 86Q (2950.869370 sec): 3 clusters Score: Raw -5881655.162712 + Penalty 3504.100580 = -5878151.062132 nChanged 18 SP:Iteration 87Q (2950.970659 sec): 3 clusters Score: Raw -5881657.304530 + Penalty 3504.100580 = -5878153.203950 nChanged 16 SP:Iteration 88Q (2951.086142 sec): 3 clusters Score: Raw -5881659.083858 + Penalty 3504.100580 = -5878154.983278 nChanged 13 SP:Iteration 89Q (2951.201401 sec): 3 clusters Score: Raw -5881660.352969 + Penalty 3504.100580 = -5878156.252390 nChanged 12 SP:Iteration 90Q (2951.313644 sec): 3 clusters Score: Raw -5881661.718680 + Penalty 3504.100580 = -5878157.618100 nChanged 5 SP:Iteration 91Q (2951.427505 sec): 3 clusters Score: Raw -5881662.319522 + Penalty 3504.100580 = -5878158.218942 nChanged 2 SP:Iteration 92Q (2951.545018 sec): 3 clusters Score: Raw -5881662.661042 + Penalty 3504.100580 = -5878158.560462 nChanged 4 SP:Iteration 93Q (2951.657388 sec): 3 clusters Score: Raw -5881663.026654 + Penalty 3504.100580 = -5878158.926074 nChanged 8 SP:Iteration 94Q (2951.774645 sec): 3 clusters Score: Raw -5881663.942050 + Penalty 3504.100580 = -5878159.841470 nChanged 12 SP:Iteration 95Q (2951.892633 sec): 3 clusters Score: Raw -5881665.245639 + Penalty 3504.100580 = -5878161.145059 nChanged 9 SP:Iteration 96Q (2952.010769 sec): 3 clusters Score: Raw -5881666.679529 + Penalty 3504.100580 = -5878162.578949 nChanged 12 SP:Iteration 97Q (2952.126210 sec): 3 clusters Score: Raw -5881668.516484 + Penalty 3504.100580 = -5878164.415904 nChanged 13 SP:Iteration 98Q (2952.242611 sec): 3 clusters Score: Raw -5881670.549847 + Penalty 3504.100580 = -5878166.449267 nChanged 11 SP:Iteration 99Q (2952.353541 sec): 3 clusters Score: Raw -5881672.348379 + Penalty 3504.100580 = -5878168.247799 nChanged 12 SP:Iteration 100F (2952.478101 sec): 3 clusters Score: Raw -5881673.819774 + Penalty 3504.100580 = -5878169.719194 nChanged 12 SP:Iteration 101Q (2952.584338 sec): 3 clusters Score: Raw -5881675.384475 + Penalty 3504.100580 = -5878171.283895 nChanged 13 SP:Iteration 102Q (2952.707912 sec): 3 clusters Score: Raw -5881676.791548 + Penalty 3504.100580 = -5878172.690968 nChanged 8 SP:Iteration 103Q (2952.815079 sec): 3 clusters Score: Raw -5881677.714049 + Penalty 3504.100580 = -5878173.613469 nChanged 9 SP:Iteration 104Q (2952.935325 sec): 3 clusters Score: Raw -5881678.333987 + Penalty 3504.100580 = -5878174.233407 nChanged 5 SP:Iteration 105Q (2953.050442 sec): 3 clusters Score: Raw -5881678.742027 + Penalty 3504.100580 = -5878174.641447 nChanged 5 SP:Iteration 106Q (2953.151110 sec): 3 clusters Score: Raw -5881679.431777 + Penalty 3504.100580 = -5878175.331197 nChanged 11 SP:Iteration 107Q (2953.245660 sec): 3 clusters Score: Raw -5881680.513870 + Penalty 3504.100580 = -5878176.413290 nChanged 11 SP:Iteration 108Q (2953.351766 sec): 3 clusters Score: Raw -5881681.232060 + Penalty 3504.100580 = -5878177.131480 nChanged 6 SP:Iteration 109Q (2953.460340 sec): 3 clusters Score: Raw -5881681.775597 + Penalty 3504.100580 = -5878177.675017 nChanged 7 SP:Iteration 110Q (2953.565829 sec): 3 clusters Score: Raw -5881682.624101 + Penalty 3504.100580 = -5878178.523521 nChanged 10 SP:Iteration 111Q (2953.673014 sec): 3 clusters Score: Raw -5881683.636265 + Penalty 3504.100580 = -5878179.535685 nChanged 5 SP:Iteration 112Q (2953.796402 sec): 3 clusters Score: Raw -5881683.899215 + Penalty 3504.100580 = -5878179.798635 nChanged 4 SP:Iteration 113Q (2953.895739 sec): 3 clusters Score: Raw -5881684.196611 + Penalty 3504.100580 = -5878180.096031 nChanged 2 SP:Iteration 114Q (2954.005924 sec): 3 clusters Score: Raw -5881684.266749 + Penalty 3504.100580 = -5878180.166169 nChanged 4 SP:Iteration 115Q (2954.113714 sec): 3 clusters Score: Raw -5881684.577574 + Penalty 3504.100580 = -5878180.476994 nChanged 3 SP:Iteration 116Q (2954.219730 sec): 3 clusters Score: Raw -5881684.868698 + Penalty 3504.100580 = -5878180.768118 nChanged 2 SP:Iteration 117Q (2954.336800 sec): 3 clusters Score: Raw -5881684.967810 + Penalty 3504.100580 = -5878180.867230 nChanged 3 SP:Iteration 118Q (2954.439150 sec): 3 clusters Score: Raw -5881685.214123 + Penalty 3504.100580 = -5878181.113543 nChanged 2 SP:Iteration 119Q (2954.551095 sec): 3 clusters Score: Raw -5881685.598623 + Penalty 3504.100580 = -5878181.498043 nChanged 7 SP:Iteration 120F (2954.676754 sec): 3 clusters Score: Raw -5881686.367671 + Penalty 3504.100580 = -5878182.267091 nChanged 3 SP:Iteration 121Q (2954.785301 sec): 3 clusters Score: Raw -5881686.700773 + Penalty 3504.100580 = -5878182.600193 nChanged 3 SP:Iteration 122Q (2954.899515 sec): 3 clusters Score: Raw -5881686.955186 + Penalty 3504.100580 = -5878182.854606 nChanged 2 SP:Iteration 123Q (2955.008504 sec): 3 clusters Score: Raw -5881687.123117 + Penalty 3504.100580 = -5878183.022537 nChanged 3 SP:Iteration 124Q (2955.118298 sec): 3 clusters Score: Raw -5881687.394203 + Penalty 3504.100580 = -5878183.293623 nChanged 4 SP:Iteration 125Q (2955.226220 sec): 3 clusters Score: Raw -5881687.792540 + Penalty 3504.100580 = -5878183.691960 nChanged 9 SP:Iteration 126Q (2955.347398 sec): 3 clusters Score: Raw -5881689.088405 + Penalty 3504.100580 = -5878184.987825 nChanged 9 SP:Iteration 127Q (2955.441230 sec): 3 clusters Score: Raw -5881690.061505 + Penalty 3504.100580 = -5878185.960925 nChanged 9 SP:Iteration 128Q (2955.551874 sec): 3 clusters Score: Raw -5881690.971826 + Penalty 3504.100580 = -5878186.871246 nChanged 12 SP:Iteration 129Q (2955.644496 sec): 3 clusters Score: Raw -5881691.991728 + Penalty 3504.100580 = -5878187.891148 nChanged 11 SP:Iteration 130Q (2955.765757 sec): 3 clusters Score: Raw -5881693.084697 + Penalty 3504.100580 = -5878188.984118 nChanged 10 SP:Iteration 131Q (2955.870508 sec): 3 clusters Score: Raw -5881694.172023 + Penalty 3504.100580 = -5878190.071443 nChanged 10 SP:Iteration 132Q (2955.981409 sec): 3 clusters Score: Raw -5881695.082098 + Penalty 3504.100580 = -5878190.981518 nChanged 7 SP:Iteration 133Q (2956.094849 sec): 3 clusters Score: Raw -5881695.765351 + Penalty 3504.100580 = -5878191.664771 nChanged 7 SP:Iteration 134Q (2956.210947 sec): 3 clusters Score: Raw -5881696.377193 + Penalty 3504.100580 = -5878192.276613 nChanged 12 SP:Iteration 135Q (2956.321699 sec): 3 clusters Score: Raw -5881697.950512 + Penalty 3504.100580 = -5878193.849932 nChanged 10 SP:Iteration 136Q (2956.430507 sec): 3 clusters Score: Raw -5881699.194333 + Penalty 3504.100580 = -5878195.093753 nChanged 14 SP:Iteration 137Q (2956.541367 sec): 3 clusters Score: Raw -5881701.240810 + Penalty 3504.100580 = -5878197.140230 nChanged 12 SP:Iteration 138Q (2956.641510 sec): 3 clusters Score: Raw -5881702.865206 + Penalty 3504.100580 = -5878198.764626 nChanged 6 SP:Iteration 139Q (2956.751936 sec): 3 clusters Score: Raw -5881703.873473 + Penalty 3504.100580 = -5878199.772893 nChanged 7 SP:Iteration 140F (2956.872632 sec): 3 clusters Score: Raw -5881704.779655 + Penalty 3504.100580 = -5878200.679075 nChanged 7 SP:Iteration 141Q (2956.986367 sec): 3 clusters Score: Raw -5881705.635949 + Penalty 3504.100580 = -5878201.535369 nChanged 6 SP:Iteration 142Q (2957.101247 sec): 3 clusters Score: Raw -5881706.744247 + Penalty 3504.100580 = -5878202.643667 nChanged 7 SP:Iteration 143Q (2957.202821 sec): 3 clusters Score: Raw -5881707.426160 + Penalty 3504.100580 = -5878203.325580 nChanged 6 SP:Iteration 144Q (2957.310488 sec): 3 clusters Score: Raw -5881708.175723 + Penalty 3504.100580 = -5878204.075143 nChanged 3 SP:Iteration 145Q (2957.426145 sec): 3 clusters Score: Raw -5881708.510132 + Penalty 3504.100580 = -5878204.409552 nChanged 3 SP:Iteration 146Q (2957.541808 sec): 3 clusters Score: Raw -5881708.977910 + Penalty 3504.100580 = -5878204.877330 nChanged 5 SP:Iteration 147Q (2957.657493 sec): 3 clusters Score: Raw -5881709.458411 + Penalty 3504.100580 = -5878205.357831 nChanged 3 SP:Iteration 148Q (2957.763791 sec): 3 clusters Score: Raw -5881709.912339 + Penalty 3504.100580 = -5878205.811759 nChanged 1 SP:Iteration 149Q (2957.878551 sec): 3 clusters Score: Raw -5881709.990225 + Penalty 3504.100580 = -5878205.889645 nChanged 0 SP:Iteration 150F (2957.998558 sec): 3 clusters Score: Raw -5881709.990225 + Penalty 3504.100580 = -5878205.889645 nChanged 0 Trying to split cluster 17 (36528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2958.082964 sec): 2 clusters Score: Raw -4270584.652373 + Penalty 1707.198085 = -4268877.454288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2958.193059 sec): 3 clusters Score: Raw -4247875.670688 + Penalty 3414.396170 = -4244461.274518 nChanged 16977 SP:Iteration 1F (2958.288025 sec): 3 clusters Score: Raw -4257586.326106 + Penalty 3414.396170 = -4254171.929936 nChanged 1805 SP:Iteration 2Q (2958.406543 sec): 3 clusters Score: Raw -4258221.488582 + Penalty 3414.396170 = -4254807.092412 nChanged 1783 SP:Iteration 3Q (2958.507454 sec): 3 clusters Score: Raw -4258935.018506 + Penalty 3414.396170 = -4255520.622336 nChanged 1858 SP:Iteration 4F (2958.619304 sec): 3 clusters Score: Raw -4259797.306890 + Penalty 3414.396170 = -4256382.910720 nChanged 1897 SP:Iteration 5F (2958.720749 sec): 3 clusters Score: Raw -4260821.980301 + Penalty 3414.396170 = -4257407.584131 nChanged 2082 SP:Iteration 6F (2958.830700 sec): 3 clusters Score: Raw -4262153.074305 + Penalty 3414.396170 = -4258738.678135 nChanged 2088 SP:Iteration 7F (2958.932332 sec): 3 clusters Score: Raw -4263564.453271 + Penalty 3414.396170 = -4260150.057101 nChanged 1865 SP:Iteration 8F (2959.043300 sec): 3 clusters Score: Raw -4264894.820168 + Penalty 3414.396170 = -4261480.423998 nChanged 1695 SP:Iteration 9Q (2959.158021 sec): 3 clusters Score: Raw -4266112.941338 + Penalty 3414.396170 = -4262698.545168 nChanged 1378 SP:Iteration 10Q (2959.271409 sec): 3 clusters Score: Raw -4267082.229054 + Penalty 3414.396170 = -4263667.832884 nChanged 1097 SP:Iteration 11Q (2959.380899 sec): 3 clusters Score: Raw -4267812.996949 + Penalty 3414.396170 = -4264398.600780 nChanged 937 SP:Iteration 12Q (2959.485376 sec): 3 clusters Score: Raw -4268398.046069 + Penalty 3414.396170 = -4264983.649900 nChanged 777 SP:Iteration 13Q (2959.583722 sec): 3 clusters Score: Raw -4268877.714126 + Penalty 3414.396170 = -4265463.317956 nChanged 666 SP:Iteration 14Q (2959.682123 sec): 3 clusters Score: Raw -4269291.135970 + Penalty 3414.396170 = -4265876.739800 nChanged 560 SP:Iteration 15Q (2959.784381 sec): 3 clusters Score: Raw -4269633.696770 + Penalty 3414.396170 = -4266219.300600 nChanged 461 SP:Iteration 16Q (2959.869098 sec): 3 clusters Score: Raw -4269924.229619 + Penalty 3414.396170 = -4266509.833449 nChanged 391 SP:Iteration 17Q (2959.949962 sec): 3 clusters Score: Raw -4270169.107876 + Penalty 3414.396170 = -4266754.711706 nChanged 286 SP:Iteration 18Q (2960.043734 sec): 3 clusters Score: Raw -4270344.930089 + Penalty 3414.396170 = -4266930.533919 nChanged 197 SP:Iteration 19Q (2960.136781 sec): 3 clusters Score: Raw -4270463.835987 + Penalty 3414.396170 = -4267049.439817 nChanged 170 SP:Iteration 20F (2960.238756 sec): 3 clusters Score: Raw -4270569.465271 + Penalty 3414.396170 = -4267155.069101 nChanged 111 SP:Iteration 21Q (2960.323217 sec): 3 clusters Score: Raw -4270636.065783 + Penalty 3414.396170 = -4267221.669613 nChanged 75 SP:Iteration 22Q (2960.415331 sec): 3 clusters Score: Raw -4270679.974638 + Penalty 3414.396170 = -4267265.578468 nChanged 63 SP:Iteration 23Q (2960.506896 sec): 3 clusters Score: Raw -4270711.408430 + Penalty 3414.396170 = -4267297.012261 nChanged 46 SP:Iteration 24Q (2960.602556 sec): 3 clusters Score: Raw -4270739.949011 + Penalty 3414.396170 = -4267325.552841 nChanged 39 SP:Iteration 25Q (2960.693901 sec): 3 clusters Score: Raw -4270761.864422 + Penalty 3414.396170 = -4267347.468253 nChanged 30 SP:Iteration 26Q (2960.784197 sec): 3 clusters Score: Raw -4270782.118013 + Penalty 3414.396170 = -4267367.721843 nChanged 29 SP:Iteration 27Q (2960.882535 sec): 3 clusters Score: Raw -4270801.291078 + Penalty 3414.396170 = -4267386.894908 nChanged 22 SP:Iteration 28Q (2960.974774 sec): 3 clusters Score: Raw -4270815.949220 + Penalty 3414.396170 = -4267401.553050 nChanged 18 SP:Iteration 29Q (2961.068509 sec): 3 clusters Score: Raw -4270827.394879 + Penalty 3414.396170 = -4267412.998709 nChanged 15 SP:Iteration 30Q (2961.160520 sec): 3 clusters Score: Raw -4270837.584741 + Penalty 3414.396170 = -4267423.188571 nChanged 8 SP:Iteration 31Q (2961.256573 sec): 3 clusters Score: Raw -4270844.497383 + Penalty 3414.396170 = -4267430.101213 nChanged 9 SP:Iteration 32Q (2961.351718 sec): 3 clusters Score: Raw -4270850.405359 + Penalty 3414.396170 = -4267436.009189 nChanged 6 SP:Iteration 33Q (2961.439269 sec): 3 clusters Score: Raw -4270856.662443 + Penalty 3414.396170 = -4267442.266273 nChanged 7 SP:Iteration 34Q (2961.536488 sec): 3 clusters Score: Raw -4270861.591300 + Penalty 3414.396170 = -4267447.195130 nChanged 9 SP:Iteration 35Q (2961.625737 sec): 3 clusters Score: Raw -4270869.240371 + Penalty 3414.396170 = -4267454.844201 nChanged 5 SP:Iteration 36Q (2961.722332 sec): 3 clusters Score: Raw -4270874.857926 + Penalty 3414.396170 = -4267460.461756 nChanged 2 SP:Iteration 37Q (2961.815852 sec): 3 clusters Score: Raw -4270877.250596 + Penalty 3414.396170 = -4267462.854426 nChanged 4 SP:Iteration 38Q (2961.914961 sec): 3 clusters Score: Raw -4270881.518066 + Penalty 3414.396170 = -4267467.121896 nChanged 0 SP:Iteration 39F (2962.025235 sec): 3 clusters Score: Raw -4270881.518066 + Penalty 3414.396170 = -4267467.121896 nChanged 0 Trying to split cluster 18 (441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2962.054030 sec): 2 clusters Score: Raw -50030.023489 + Penalty 989.469792 = -49040.553696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2962.098867 sec): 3 clusters Score: Raw -49996.843283 + Penalty 1978.939585 = -48017.903699 nChanged 89 SP:Iteration 1F (2962.140173 sec): 3 clusters Score: Raw -50127.722841 + Penalty 1978.939585 = -48148.783257 nChanged 23 SP:Iteration 2F (2962.186626 sec): 3 clusters Score: Raw -50167.990740 + Penalty 1978.939585 = -48189.051156 nChanged 12 SP:Iteration 3Q (2962.231639 sec): 3 clusters Score: Raw -50193.482359 + Penalty 1978.939585 = -48214.542774 nChanged 4 SP:Iteration 4Q (2962.276424 sec): 3 clusters Score: Raw -50200.159775 + Penalty 1978.939585 = -48221.220190 nChanged 2 SP:Iteration 5Q (2962.310760 sec): 3 clusters Score: Raw -50204.537617 + Penalty 1978.939585 = -48225.598033 nChanged 3 SP:Iteration 6Q (2962.367739 sec): 3 clusters Score: Raw -50208.168423 + Penalty 1978.939585 = -48229.228838 nChanged 2 SP:Iteration 7Q (2962.405722 sec): 3 clusters Score: Raw -50212.353746 + Penalty 1978.939585 = -48233.414161 nChanged 4 SP:Iteration 8Q (2962.459053 sec): 3 clusters Score: Raw -50220.628701 + Penalty 1978.939585 = -48241.689117 nChanged 3 SP:Iteration 9Q (2962.495402 sec): 3 clusters Score: Raw -50226.377306 + Penalty 1978.939585 = -48247.437721 nChanged 2 SP:Iteration 10Q (2962.544809 sec): 3 clusters Score: Raw -50230.331972 + Penalty 1978.939585 = -48251.392388 nChanged 2 SP:Iteration 11Q (2962.588150 sec): 3 clusters Score: Raw -50232.645367 + Penalty 1978.939585 = -48253.705782 nChanged 1 SP:Iteration 12Q (2962.632245 sec): 3 clusters Score: Raw -50233.572160 + Penalty 1978.939585 = -48254.632575 nChanged 0 SP:Iteration 13F (2962.673048 sec): 3 clusters Score: Raw -50233.572160 + Penalty 1978.939585 = -48254.632575 nChanged 0 Trying to split cluster 19 (11507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2962.715027 sec): 2 clusters Score: Raw -1371135.853440 + Penalty 1519.490509 = -1369616.362931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2962.791155 sec): 3 clusters Score: Raw -1364515.588671 + Penalty 3038.981018 = -1361476.607653 nChanged 5013 SP:Iteration 1F (2962.859649 sec): 3 clusters Score: Raw -1367411.321695 + Penalty 3038.981018 = -1364372.340677 nChanged 818 SP:Iteration 2F (2962.927995 sec): 3 clusters Score: Raw -1367883.156751 + Penalty 3038.981018 = -1364844.175733 nChanged 770 SP:Iteration 3F (2962.993184 sec): 3 clusters Score: Raw -1368391.443491 + Penalty 3038.981018 = -1365352.462473 nChanged 800 SP:Iteration 4F (2963.051433 sec): 3 clusters Score: Raw -1368905.203460 + Penalty 3038.981018 = -1365866.222442 nChanged 682 SP:Iteration 5F (2963.122613 sec): 3 clusters Score: Raw -1369299.201757 + Penalty 3038.981018 = -1366260.220739 nChanged 593 SP:Iteration 6F (2963.175421 sec): 3 clusters Score: Raw -1369625.822850 + Penalty 3038.981018 = -1366586.841832 nChanged 519 SP:Iteration 7Q (2963.252221 sec): 3 clusters Score: Raw -1369901.215454 + Penalty 3038.981018 = -1366862.234436 nChanged 436 SP:Iteration 8Q (2963.315823 sec): 3 clusters Score: Raw -1370121.014022 + Penalty 3038.981018 = -1367082.033004 nChanged 352 SP:Iteration 9Q (2963.373677 sec): 3 clusters Score: Raw -1370301.265231 + Penalty 3038.981018 = -1367262.284213 nChanged 313 SP:Iteration 10Q (2963.443559 sec): 3 clusters Score: Raw -1370464.224668 + Penalty 3038.981018 = -1367425.243650 nChanged 300 SP:Iteration 11Q (2963.510102 sec): 3 clusters Score: Raw -1370614.768799 + Penalty 3038.981018 = -1367575.787781 nChanged 240 SP:Iteration 12Q (2963.567717 sec): 3 clusters Score: Raw -1370731.082618 + Penalty 3038.981018 = -1367692.101600 nChanged 239 SP:Iteration 13Q (2963.645273 sec): 3 clusters Score: Raw -1370858.264253 + Penalty 3038.981018 = -1367819.283235 nChanged 213 SP:Iteration 14Q (2963.702573 sec): 3 clusters Score: Raw -1370978.706446 + Penalty 3038.981018 = -1367939.725428 nChanged 201 SP:Iteration 15Q (2963.780133 sec): 3 clusters Score: Raw -1371084.073327 + Penalty 3038.981018 = -1368045.092309 nChanged 176 SP:Iteration 16Q (2963.837145 sec): 3 clusters Score: Raw -1371174.593637 + Penalty 3038.981018 = -1368135.612619 nChanged 159 SP:Iteration 17Q (2963.910192 sec): 3 clusters Score: Raw -1371247.747613 + Penalty 3038.981018 = -1368208.766595 nChanged 147 SP:Iteration 18Q (2963.963462 sec): 3 clusters Score: Raw -1371306.048376 + Penalty 3038.981018 = -1368267.067358 nChanged 109 SP:Iteration 19Q (2964.027793 sec): 3 clusters Score: Raw -1371345.479841 + Penalty 3038.981018 = -1368306.498822 nChanged 82 SP:Iteration 20F (2964.090522 sec): 3 clusters Score: Raw -1371373.418258 + Penalty 3038.981018 = -1368334.437240 nChanged 82 SP:Iteration 21Q (2964.156602 sec): 3 clusters Score: Raw -1371397.879371 + Penalty 3038.981018 = -1368358.898353 nChanged 65 SP:Iteration 22Q (2964.219728 sec): 3 clusters Score: Raw -1371414.003597 + Penalty 3038.981018 = -1368375.022579 nChanged 54 SP:Iteration 23Q (2964.277647 sec): 3 clusters Score: Raw -1371428.910119 + Penalty 3038.981018 = -1368389.929101 nChanged 43 SP:Iteration 24Q (2964.349640 sec): 3 clusters Score: Raw -1371437.810379 + Penalty 3038.981018 = -1368398.829361 nChanged 30 SP:Iteration 25Q (2964.404051 sec): 3 clusters Score: Raw -1371443.643837 + Penalty 3038.981018 = -1368404.662819 nChanged 31 SP:Iteration 26Q (2964.467086 sec): 3 clusters Score: Raw -1371450.866265 + Penalty 3038.981018 = -1368411.885247 nChanged 37 SP:Iteration 27Q (2964.529153 sec): 3 clusters Score: Raw -1371458.215093 + Penalty 3038.981018 = -1368419.234075 nChanged 37 SP:Iteration 28Q (2964.594774 sec): 3 clusters Score: Raw -1371466.082029 + Penalty 3038.981018 = -1368427.101011 nChanged 37 SP:Iteration 29Q (2964.665894 sec): 3 clusters Score: Raw -1371473.086214 + Penalty 3038.981018 = -1368434.105195 nChanged 39 SP:Iteration 30Q (2964.720861 sec): 3 clusters Score: Raw -1371479.912809 + Penalty 3038.981018 = -1368440.931790 nChanged 34 SP:Iteration 31Q (2964.779843 sec): 3 clusters Score: Raw -1371485.844568 + Penalty 3038.981018 = -1368446.863550 nChanged 22 SP:Iteration 32Q (2964.833192 sec): 3 clusters Score: Raw -1371489.790062 + Penalty 3038.981018 = -1368450.809044 nChanged 17 SP:Iteration 33Q (2964.898078 sec): 3 clusters Score: Raw -1371493.598085 + Penalty 3038.981018 = -1368454.617067 nChanged 20 SP:Iteration 34Q (2964.967560 sec): 3 clusters Score: Raw -1371497.063399 + Penalty 3038.981018 = -1368458.082381 nChanged 17 SP:Iteration 35Q (2965.019549 sec): 3 clusters Score: Raw -1371500.818721 + Penalty 3038.981018 = -1368461.837703 nChanged 23 SP:Iteration 36Q (2965.077736 sec): 3 clusters Score: Raw -1371504.935088 + Penalty 3038.981018 = -1368465.954070 nChanged 11 SP:Iteration 37Q (2965.139409 sec): 3 clusters Score: Raw -1371506.400536 + Penalty 3038.981018 = -1368467.419518 nChanged 21 SP:Iteration 38Q (2965.198597 sec): 3 clusters Score: Raw -1371510.262367 + Penalty 3038.981018 = -1368471.281349 nChanged 27 SP:Iteration 39Q (2965.256298 sec): 3 clusters Score: Raw -1371514.538162 + Penalty 3038.981018 = -1368475.557144 nChanged 23 SP:Iteration 40F (2965.322430 sec): 3 clusters Score: Raw -1371519.718548 + Penalty 3038.981018 = -1368480.737530 nChanged 19 SP:Iteration 41Q (2965.381570 sec): 3 clusters Score: Raw -1371523.395008 + Penalty 3038.981018 = -1368484.413990 nChanged 20 SP:Iteration 42Q (2965.447108 sec): 3 clusters Score: Raw -1371526.766640 + Penalty 3038.981018 = -1368487.785622 nChanged 19 SP:Iteration 43Q (2965.513695 sec): 3 clusters Score: Raw -1371529.668602 + Penalty 3038.981018 = -1368490.687584 nChanged 24 SP:Iteration 44Q (2965.574788 sec): 3 clusters Score: Raw -1371534.097709 + Penalty 3038.981018 = -1368495.116691 nChanged 23 SP:Iteration 45Q (2965.628596 sec): 3 clusters Score: Raw -1371540.167787 + Penalty 3038.981018 = -1368501.186769 nChanged 15 SP:Iteration 46Q (2965.687524 sec): 3 clusters Score: Raw -1371545.171442 + Penalty 3038.981018 = -1368506.190424 nChanged 29 SP:Iteration 47Q (2965.746605 sec): 3 clusters Score: Raw -1371552.545430 + Penalty 3038.981018 = -1368513.564412 nChanged 19 SP:Iteration 48Q (2965.811253 sec): 3 clusters Score: Raw -1371557.603658 + Penalty 3038.981018 = -1368518.622640 nChanged 19 SP:Iteration 49Q (2965.872290 sec): 3 clusters Score: Raw -1371562.001415 + Penalty 3038.981018 = -1368523.020397 nChanged 14 SP:Iteration 50Q (2965.924654 sec): 3 clusters Score: Raw -1371565.213304 + Penalty 3038.981018 = -1368526.232286 nChanged 15 SP:Iteration 51Q (2965.983868 sec): 3 clusters Score: Raw -1371567.874538 + Penalty 3038.981018 = -1368528.893520 nChanged 17 SP:Iteration 52Q (2966.053894 sec): 3 clusters Score: Raw -1371570.568506 + Penalty 3038.981018 = -1368531.587488 nChanged 12 SP:Iteration 53Q (2966.112338 sec): 3 clusters Score: Raw -1371571.662121 + Penalty 3038.981018 = -1368532.681103 nChanged 13 SP:Iteration 54Q (2966.171435 sec): 3 clusters Score: Raw -1371573.163317 + Penalty 3038.981018 = -1368534.182299 nChanged 10 SP:Iteration 55Q (2966.225345 sec): 3 clusters Score: Raw -1371574.584107 + Penalty 3038.981018 = -1368535.603089 nChanged 8 SP:Iteration 56Q (2966.288636 sec): 3 clusters Score: Raw -1371575.388331 + Penalty 3038.981018 = -1368536.407313 nChanged 8 SP:Iteration 57Q (2966.342317 sec): 3 clusters Score: Raw -1371576.509073 + Penalty 3038.981018 = -1368537.528055 nChanged 4 SP:Iteration 58Q (2966.403799 sec): 3 clusters Score: Raw -1371576.767783 + Penalty 3038.981018 = -1368537.786765 nChanged 2 SP:Iteration 59Q (2966.472829 sec): 3 clusters Score: Raw -1371576.872989 + Penalty 3038.981018 = -1368537.891970 nChanged 2 SP:Iteration 60F (2966.528159 sec): 3 clusters Score: Raw -1371576.983800 + Penalty 3038.981018 = -1368538.002782 nChanged 2 SP:Iteration 61Q (2966.594842 sec): 3 clusters Score: Raw -1371577.109812 + Penalty 3038.981018 = -1368538.128794 nChanged 1 SP:Iteration 62Q (2966.651817 sec): 3 clusters Score: Raw -1371577.203927 + Penalty 3038.981018 = -1368538.222909 nChanged 0 SP:Iteration 63F (2966.711717 sec): 3 clusters Score: Raw -1371577.203927 + Penalty 3038.981018 = -1368538.222909 nChanged 0 Trying to split cluster 20 (1107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2966.737235 sec): 2 clusters Score: Raw -127019.166741 + Penalty 1139.028952 = -125880.137790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2966.778956 sec): 3 clusters Score: Raw -126619.505124 + Penalty 2278.057903 = -124341.447221 nChanged 344 SP:Iteration 1F (2966.826531 sec): 3 clusters Score: Raw -126932.450245 + Penalty 2278.057903 = -124654.392342 nChanged 106 SP:Iteration 2F (2966.872990 sec): 3 clusters Score: Raw -127056.725038 + Penalty 2278.057903 = -124778.667134 nChanged 59 SP:Iteration 3F (2966.924022 sec): 3 clusters Score: Raw -127140.594036 + Penalty 2278.057903 = -124862.536133 nChanged 36 SP:Iteration 4Q (2966.962723 sec): 3 clusters Score: Raw -127181.552961 + Penalty 2278.057903 = -124903.495058 nChanged 29 SP:Iteration 5Q (2967.013991 sec): 3 clusters Score: Raw -127207.846590 + Penalty 2278.057903 = -124929.788687 nChanged 20 SP:Iteration 6Q (2967.061940 sec): 3 clusters Score: Raw -127229.656371 + Penalty 2278.057903 = -124951.598468 nChanged 18 SP:Iteration 7Q (2967.115995 sec): 3 clusters Score: Raw -127249.304825 + Penalty 2278.057903 = -124971.246922 nChanged 17 SP:Iteration 8Q (2967.154195 sec): 3 clusters Score: Raw -127269.368333 + Penalty 2278.057903 = -124991.310430 nChanged 18 SP:Iteration 9Q (2967.202995 sec): 3 clusters Score: Raw -127288.751319 + Penalty 2278.057903 = -125010.693416 nChanged 17 SP:Iteration 10Q (2967.249596 sec): 3 clusters Score: Raw -127315.247594 + Penalty 2278.057903 = -125037.189691 nChanged 20 SP:Iteration 11Q (2967.307848 sec): 3 clusters Score: Raw -127356.092125 + Penalty 2278.057903 = -125078.034222 nChanged 16 SP:Iteration 12Q (2967.346612 sec): 3 clusters Score: Raw -127387.923375 + Penalty 2278.057903 = -125109.865472 nChanged 22 SP:Iteration 13Q (2967.397314 sec): 3 clusters Score: Raw -127435.299490 + Penalty 2278.057903 = -125157.241586 nChanged 26 SP:Iteration 14Q (2967.440143 sec): 3 clusters Score: Raw -127484.633806 + Penalty 2278.057903 = -125206.575903 nChanged 24 SP:Iteration 15Q (2967.486152 sec): 3 clusters Score: Raw -127531.109241 + Penalty 2278.057903 = -125253.051338 nChanged 27 SP:Iteration 16Q (2967.539315 sec): 3 clusters Score: Raw -127616.885252 + Penalty 2278.057903 = -125338.827349 nChanged 22 SP:Iteration 17Q (2967.589162 sec): 3 clusters Score: Raw -127714.929689 + Penalty 2278.057903 = -125436.871786 nChanged 15 SP:Iteration 18Q (2967.631714 sec): 3 clusters Score: Raw -127739.429941 + Penalty 2278.057903 = -125461.372038 nChanged 5 SP:Iteration 19Q (2967.674404 sec): 3 clusters Score: Raw -127743.428402 + Penalty 2278.057903 = -125465.370499 nChanged 2 SP:Iteration 20F (2967.727883 sec): 3 clusters Score: Raw -127745.420339 + Penalty 2278.057903 = -125467.362436 nChanged 3 SP:Iteration 21Q (2967.776589 sec): 3 clusters Score: Raw -127749.019451 + Penalty 2278.057903 = -125470.961548 nChanged 1 SP:Iteration 22Q (2967.826230 sec): 3 clusters Score: Raw -127749.778383 + Penalty 2278.057903 = -125471.720480 nChanged 0 SP:Iteration 23F (2967.869339 sec): 3 clusters Score: Raw -127749.778383 + Penalty 2278.057903 = -125471.720480 nChanged 0 Trying to split cluster 21 (71129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2967.994718 sec): 2 clusters Score: Raw -8696075.464289 + Penalty 1815.490691 = -8694259.973598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2968.161828 sec): 3 clusters Score: Raw -8650458.608976 + Penalty 3630.981383 = -8646827.627593 nChanged 33748 SP:Iteration 1F (2968.333087 sec): 3 clusters Score: Raw -8669724.783413 + Penalty 3630.981383 = -8666093.802030 nChanged 2779 SP:Iteration 2Q (2968.506478 sec): 3 clusters Score: Raw -8670639.427577 + Penalty 3630.981383 = -8667008.446194 nChanged 2995 SP:Iteration 3Q (2968.691380 sec): 3 clusters Score: Raw -8671824.310941 + Penalty 3630.981383 = -8668193.329558 nChanged 3276 SP:Iteration 4Q (2968.864690 sec): 3 clusters Score: Raw -8673277.122736 + Penalty 3630.981383 = -8669646.141353 nChanged 3560 SP:Iteration 5F (2969.030267 sec): 3 clusters Score: Raw -8675174.874425 + Penalty 3630.981383 = -8671543.893042 nChanged 3879 SP:Iteration 6F (2969.201463 sec): 3 clusters Score: Raw -8677490.154333 + Penalty 3630.981383 = -8673859.172950 nChanged 4120 SP:Iteration 7F (2969.370938 sec): 3 clusters Score: Raw -8680310.391007 + Penalty 3630.981383 = -8676679.409624 nChanged 4292 SP:Iteration 8F (2969.539256 sec): 3 clusters Score: Raw -8683533.609394 + Penalty 3630.981383 = -8679902.628011 nChanged 4161 SP:Iteration 9F (2969.708346 sec): 3 clusters Score: Raw -8686637.671314 + Penalty 3630.981383 = -8683006.689931 nChanged 3694 SP:Iteration 10F (2969.873002 sec): 3 clusters Score: Raw -8689166.323955 + Penalty 3630.981383 = -8685535.342572 nChanged 3021 SP:Iteration 11Q (2970.047374 sec): 3 clusters Score: Raw -8690985.638060 + Penalty 3630.981383 = -8687354.656677 nChanged 2471 SP:Iteration 12Q (2970.206942 sec): 3 clusters Score: Raw -8692358.902531 + Penalty 3630.981383 = -8688727.921148 nChanged 2007 SP:Iteration 13Q (2970.363837 sec): 3 clusters Score: Raw -8693359.179299 + Penalty 3630.981383 = -8689728.197916 nChanged 1627 SP:Iteration 14Q (2970.535355 sec): 3 clusters Score: Raw -8694103.686088 + Penalty 3630.981383 = -8690472.704706 nChanged 1317 SP:Iteration 15Q (2970.671801 sec): 3 clusters Score: Raw -8694663.378952 + Penalty 3630.981383 = -8691032.397569 nChanged 1101 SP:Iteration 16Q (2970.820536 sec): 3 clusters Score: Raw -8695114.182378 + Penalty 3630.981383 = -8691483.200995 nChanged 954 SP:Iteration 17Q (2970.980109 sec): 3 clusters Score: Raw -8695487.508727 + Penalty 3630.981383 = -8691856.527344 nChanged 790 SP:Iteration 18Q (2971.134126 sec): 3 clusters Score: Raw -8695786.671085 + Penalty 3630.981383 = -8692155.689702 nChanged 598 SP:Iteration 19Q (2971.285363 sec): 3 clusters Score: Raw -8695996.992121 + Penalty 3630.981383 = -8692366.010738 nChanged 482 SP:Iteration 20F (2971.431470 sec): 3 clusters Score: Raw -8696149.744248 + Penalty 3630.981383 = -8692518.762865 nChanged 379 SP:Iteration 21Q (2971.573920 sec): 3 clusters Score: Raw -8696265.330149 + Penalty 3630.981383 = -8692634.348766 nChanged 316 SP:Iteration 22Q (2971.720158 sec): 3 clusters Score: Raw -8696364.129571 + Penalty 3630.981383 = -8692733.148188 nChanged 234 SP:Iteration 23Q (2971.869848 sec): 3 clusters Score: Raw -8696430.446735 + Penalty 3630.981383 = -8692799.465352 nChanged 208 SP:Iteration 24Q (2972.012710 sec): 3 clusters Score: Raw -8696485.504909 + Penalty 3630.981383 = -8692854.523526 nChanged 181 SP:Iteration 25Q (2972.163706 sec): 3 clusters Score: Raw -8696533.219448 + Penalty 3630.981383 = -8692902.238065 nChanged 139 SP:Iteration 26Q (2972.322128 sec): 3 clusters Score: Raw -8696566.729872 + Penalty 3630.981383 = -8692935.748489 nChanged 119 SP:Iteration 27Q (2972.473895 sec): 3 clusters Score: Raw -8696595.521787 + Penalty 3630.981383 = -8692964.540404 nChanged 107 SP:Iteration 28Q (2972.618453 sec): 3 clusters Score: Raw -8696620.556822 + Penalty 3630.981383 = -8692989.575439 nChanged 90 SP:Iteration 29Q (2972.766213 sec): 3 clusters Score: Raw -8696639.412123 + Penalty 3630.981383 = -8693008.430740 nChanged 89 SP:Iteration 30Q (2972.909424 sec): 3 clusters Score: Raw -8696659.363779 + Penalty 3630.981383 = -8693028.382396 nChanged 72 SP:Iteration 31Q (2973.057564 sec): 3 clusters Score: Raw -8696677.620967 + Penalty 3630.981383 = -8693046.639584 nChanged 74 SP:Iteration 32Q (2973.203199 sec): 3 clusters Score: Raw -8696696.964455 + Penalty 3630.981383 = -8693065.983072 nChanged 61 SP:Iteration 33Q (2973.352051 sec): 3 clusters Score: Raw -8696708.238230 + Penalty 3630.981383 = -8693077.256847 nChanged 39 SP:Iteration 34Q (2973.495820 sec): 3 clusters Score: Raw -8696714.226629 + Penalty 3630.981383 = -8693083.245246 nChanged 37 SP:Iteration 35Q (2973.638229 sec): 3 clusters Score: Raw -8696720.410721 + Penalty 3630.981383 = -8693089.429338 nChanged 30 SP:Iteration 36Q (2973.784775 sec): 3 clusters Score: Raw -8696726.311798 + Penalty 3630.981383 = -8693095.330416 nChanged 19 SP:Iteration 37Q (2973.925706 sec): 3 clusters Score: Raw -8696729.625300 + Penalty 3630.981383 = -8693098.643917 nChanged 21 SP:Iteration 38Q (2974.066569 sec): 3 clusters Score: Raw -8696734.152161 + Penalty 3630.981383 = -8693103.170778 nChanged 26 SP:Iteration 39Q (2974.216439 sec): 3 clusters Score: Raw -8696739.302215 + Penalty 3630.981383 = -8693108.320832 nChanged 24 SP:Iteration 40F (2974.386608 sec): 3 clusters Score: Raw -8696742.951754 + Penalty 3630.981383 = -8693111.970371 nChanged 21 SP:Iteration 41Q (2974.535983 sec): 3 clusters Score: Raw -8696747.367809 + Penalty 3630.981383 = -8693116.386426 nChanged 27 SP:Iteration 42Q (2974.669205 sec): 3 clusters Score: Raw -8696753.407772 + Penalty 3630.981383 = -8693122.426389 nChanged 22 SP:Iteration 43Q (2974.820806 sec): 3 clusters Score: Raw -8696758.008866 + Penalty 3630.981383 = -8693127.027483 nChanged 23 SP:Iteration 44Q (2974.964583 sec): 3 clusters Score: Raw -8696761.234464 + Penalty 3630.981383 = -8693130.253081 nChanged 20 SP:Iteration 45Q (2975.104365 sec): 3 clusters Score: Raw -8696764.506919 + Penalty 3630.981383 = -8693133.525537 nChanged 16 SP:Iteration 46Q (2975.249965 sec): 3 clusters Score: Raw -8696766.897194 + Penalty 3630.981383 = -8693135.915811 nChanged 13 SP:Iteration 47Q (2975.392363 sec): 3 clusters Score: Raw -8696768.945030 + Penalty 3630.981383 = -8693137.963647 nChanged 13 SP:Iteration 48Q (2975.532834 sec): 3 clusters Score: Raw -8696771.420411 + Penalty 3630.981383 = -8693140.439028 nChanged 15 SP:Iteration 49Q (2975.671872 sec): 3 clusters Score: Raw -8696774.473740 + Penalty 3630.981383 = -8693143.492357 nChanged 15 SP:Iteration 50Q (2975.804135 sec): 3 clusters Score: Raw -8696776.624607 + Penalty 3630.981383 = -8693145.643224 nChanged 10 SP:Iteration 51Q (2975.948910 sec): 3 clusters Score: Raw -8696778.227255 + Penalty 3630.981383 = -8693147.245872 nChanged 9 SP:Iteration 52Q (2976.109365 sec): 3 clusters Score: Raw -8696780.159056 + Penalty 3630.981383 = -8693149.177673 nChanged 11 SP:Iteration 53Q (2976.248239 sec): 3 clusters Score: Raw -8696782.521463 + Penalty 3630.981383 = -8693151.540080 nChanged 12 SP:Iteration 54Q (2976.385461 sec): 3 clusters Score: Raw -8696784.466554 + Penalty 3630.981383 = -8693153.485171 nChanged 9 SP:Iteration 55Q (2976.530055 sec): 3 clusters Score: Raw -8696786.796668 + Penalty 3630.981383 = -8693155.815285 nChanged 8 SP:Iteration 56Q (2976.660723 sec): 3 clusters Score: Raw -8696788.226662 + Penalty 3630.981383 = -8693157.245279 nChanged 5 SP:Iteration 57Q (2976.806251 sec): 3 clusters Score: Raw -8696788.882799 + Penalty 3630.981383 = -8693157.901417 nChanged 8 SP:Iteration 58Q (2976.948498 sec): 3 clusters Score: Raw -8696790.047035 + Penalty 3630.981383 = -8693159.065653 nChanged 13 SP:Iteration 59Q (2977.092303 sec): 3 clusters Score: Raw -8696792.191451 + Penalty 3630.981383 = -8693161.210068 nChanged 13 SP:Iteration 60F (2977.257210 sec): 3 clusters Score: Raw -8696794.471964 + Penalty 3630.981383 = -8693163.490581 nChanged 8 SP:Iteration 61Q (2977.405754 sec): 3 clusters Score: Raw -8696796.195803 + Penalty 3630.981383 = -8693165.214420 nChanged 11 SP:Iteration 62Q (2977.553135 sec): 3 clusters Score: Raw -8696798.240201 + Penalty 3630.981383 = -8693167.258818 nChanged 9 SP:Iteration 63Q (2977.699715 sec): 3 clusters Score: Raw -8696799.855410 + Penalty 3630.981383 = -8693168.874027 nChanged 4 SP:Iteration 64Q (2977.846291 sec): 3 clusters Score: Raw -8696800.690824 + Penalty 3630.981383 = -8693169.709441 nChanged 4 SP:Iteration 65Q (2977.990881 sec): 3 clusters Score: Raw -8696801.252179 + Penalty 3630.981383 = -8693170.270796 nChanged 2 SP:Iteration 66Q (2978.140839 sec): 3 clusters Score: Raw -8696801.541351 + Penalty 3630.981383 = -8693170.559969 nChanged 3 SP:Iteration 67Q (2978.288969 sec): 3 clusters Score: Raw -8696801.927535 + Penalty 3630.981383 = -8693170.946152 nChanged 2 SP:Iteration 68Q (2978.428749 sec): 3 clusters Score: Raw -8696802.266552 + Penalty 3630.981383 = -8693171.285169 nChanged 3 SP:Iteration 69Q (2978.579892 sec): 3 clusters Score: Raw -8696802.591312 + Penalty 3630.981383 = -8693171.609929 nChanged 0 SP:Iteration 70F (2978.754485 sec): 3 clusters Score: Raw -8696802.591312 + Penalty 3630.981383 = -8693171.609929 nChanged 0 Trying to split cluster 22 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2978.787185 sec): 2 clusters Score: Raw -47005.254515 + Penalty 985.365096 = -46019.889419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2978.822265 sec): 3 clusters Score: Raw -46976.854025 + Penalty 1970.730193 = -45006.123833 nChanged 87 SP:Iteration 1F (2978.879795 sec): 3 clusters Score: Raw -47146.647666 + Penalty 1970.730193 = -45175.917473 nChanged 29 SP:Iteration 2F (2978.919837 sec): 3 clusters Score: Raw -47224.266842 + Penalty 1970.730193 = -45253.536649 nChanged 23 SP:Iteration 3F (2978.971104 sec): 3 clusters Score: Raw -47288.539214 + Penalty 1970.730193 = -45317.809021 nChanged 23 SP:Iteration 4F (2979.008556 sec): 3 clusters Score: Raw -47355.315343 + Penalty 1970.730193 = -45384.585150 nChanged 13 SP:Iteration 5Q (2979.057723 sec): 3 clusters Score: Raw -47396.544233 + Penalty 1970.730193 = -45425.814040 nChanged 12 SP:Iteration 6Q (2979.116112 sec): 3 clusters Score: Raw -47445.124420 + Penalty 1970.730193 = -45474.394227 nChanged 12 SP:Iteration 7Q (2979.158660 sec): 3 clusters Score: Raw -47473.058021 + Penalty 1970.730193 = -45502.327828 nChanged 6 SP:Iteration 8Q (2979.198505 sec): 3 clusters Score: Raw -47487.318760 + Penalty 1970.730193 = -45516.588567 nChanged 6 SP:Iteration 9Q (2979.245539 sec): 3 clusters Score: Raw -47508.819813 + Penalty 1970.730193 = -45538.089620 nChanged 8 SP:Iteration 10Q (2979.279887 sec): 3 clusters Score: Raw -47545.833970 + Penalty 1970.730193 = -45575.103778 nChanged 10 SP:Iteration 11Q (2979.317658 sec): 3 clusters Score: Raw -47595.776915 + Penalty 1970.730193 = -45625.046723 nChanged 10 SP:Iteration 12Q (2979.366216 sec): 3 clusters Score: Raw -47623.941824 + Penalty 1970.730193 = -45653.211631 nChanged 3 SP:Iteration 13Q (2979.407838 sec): 3 clusters Score: Raw -47633.781859 + Penalty 1970.730193 = -45663.051667 nChanged 2 SP:Iteration 14Q (2979.455896 sec): 3 clusters Score: Raw -47639.121423 + Penalty 1970.730193 = -45668.391230 nChanged 0 SP:Iteration 15F (2979.501186 sec): 3 clusters Score: Raw -47639.121423 + Penalty 1970.730193 = -45668.391230 nChanged 0 Trying to split cluster 23 (11982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2979.551006 sec): 2 clusters Score: Raw -1462101.663758 + Penalty 1526.063630 = -1460575.600127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2979.613928 sec): 3 clusters Score: Raw -1455218.862689 + Penalty 3052.127261 = -1452166.735428 nChanged 5221 SP:Iteration 1F (2979.667648 sec): 3 clusters Score: Raw -1458030.765935 + Penalty 3052.127261 = -1454978.638675 nChanged 688 SP:Iteration 2F (2979.742505 sec): 3 clusters Score: Raw -1458337.286733 + Penalty 3052.127261 = -1455285.159472 nChanged 638 SP:Iteration 3F (2979.802559 sec): 3 clusters Score: Raw -1458628.534618 + Penalty 3052.127261 = -1455576.407357 nChanged 597 SP:Iteration 4Q (2979.869888 sec): 3 clusters Score: Raw -1458922.927285 + Penalty 3052.127261 = -1455870.800024 nChanged 556 SP:Iteration 5Q (2979.943461 sec): 3 clusters Score: Raw -1459229.131040 + Penalty 3052.127261 = -1456177.003779 nChanged 548 SP:Iteration 6Q (2980.016113 sec): 3 clusters Score: Raw -1459543.615481 + Penalty 3052.127261 = -1456491.488220 nChanged 561 SP:Iteration 7Q (2980.082953 sec): 3 clusters Score: Raw -1459863.715565 + Penalty 3052.127261 = -1456811.588304 nChanged 543 SP:Iteration 8Q (2980.147815 sec): 3 clusters Score: Raw -1460207.359262 + Penalty 3052.127261 = -1457155.232001 nChanged 514 SP:Iteration 9Q (2980.215740 sec): 3 clusters Score: Raw -1460554.967416 + Penalty 3052.127261 = -1457502.840155 nChanged 507 SP:Iteration 10Q (2980.283806 sec): 3 clusters Score: Raw -1460865.527951 + Penalty 3052.127261 = -1457813.400691 nChanged 406 SP:Iteration 11Q (2980.338596 sec): 3 clusters Score: Raw -1461081.071758 + Penalty 3052.127261 = -1458028.944498 nChanged 302 SP:Iteration 12Q (2980.415027 sec): 3 clusters Score: Raw -1461233.181988 + Penalty 3052.127261 = -1458181.054727 nChanged 245 SP:Iteration 13Q (2980.476479 sec): 3 clusters Score: Raw -1461341.488584 + Penalty 3052.127261 = -1458289.361324 nChanged 202 SP:Iteration 14Q (2980.543123 sec): 3 clusters Score: Raw -1461433.295369 + Penalty 3052.127261 = -1458381.168108 nChanged 173 SP:Iteration 15Q (2980.610500 sec): 3 clusters Score: Raw -1461505.943821 + Penalty 3052.127261 = -1458453.816560 nChanged 145 SP:Iteration 16Q (2980.678565 sec): 3 clusters Score: Raw -1461556.695132 + Penalty 3052.127261 = -1458504.567871 nChanged 131 SP:Iteration 17Q (2980.744925 sec): 3 clusters Score: Raw -1461610.377220 + Penalty 3052.127261 = -1458558.249959 nChanged 137 SP:Iteration 18Q (2980.816245 sec): 3 clusters Score: Raw -1461663.953203 + Penalty 3052.127261 = -1458611.825942 nChanged 109 SP:Iteration 19Q (2980.877300 sec): 3 clusters Score: Raw -1461705.074305 + Penalty 3052.127261 = -1458652.947044 nChanged 107 SP:Iteration 20F (2980.942380 sec): 3 clusters Score: Raw -1461750.819630 + Penalty 3052.127261 = -1458698.692369 nChanged 109 SP:Iteration 21Q (2980.994267 sec): 3 clusters Score: Raw -1461798.898936 + Penalty 3052.127261 = -1458746.771675 nChanged 104 SP:Iteration 22Q (2981.055738 sec): 3 clusters Score: Raw -1461845.810553 + Penalty 3052.127261 = -1458793.683292 nChanged 90 SP:Iteration 23Q (2981.121381 sec): 3 clusters Score: Raw -1461887.437612 + Penalty 3052.127261 = -1458835.310351 nChanged 84 SP:Iteration 24Q (2981.195998 sec): 3 clusters Score: Raw -1461919.058657 + Penalty 3052.127261 = -1458866.931396 nChanged 77 SP:Iteration 25Q (2981.256187 sec): 3 clusters Score: Raw -1461942.973681 + Penalty 3052.127261 = -1458890.846421 nChanged 65 SP:Iteration 26Q (2981.320453 sec): 3 clusters Score: Raw -1461968.575795 + Penalty 3052.127261 = -1458916.448534 nChanged 65 SP:Iteration 27Q (2981.377215 sec): 3 clusters Score: Raw -1461991.591022 + Penalty 3052.127261 = -1458939.463761 nChanged 63 SP:Iteration 28Q (2981.438682 sec): 3 clusters Score: Raw -1462010.943809 + Penalty 3052.127261 = -1458958.816548 nChanged 58 SP:Iteration 29Q (2981.503013 sec): 3 clusters Score: Raw -1462027.957417 + Penalty 3052.127261 = -1458975.830156 nChanged 53 SP:Iteration 30Q (2981.568783 sec): 3 clusters Score: Raw -1462047.261188 + Penalty 3052.127261 = -1458995.133927 nChanged 55 SP:Iteration 31Q (2981.621689 sec): 3 clusters Score: Raw -1462063.900224 + Penalty 3052.127261 = -1459011.772963 nChanged 42 SP:Iteration 32Q (2981.685351 sec): 3 clusters Score: Raw -1462075.879138 + Penalty 3052.127261 = -1459023.751877 nChanged 31 SP:Iteration 33Q (2981.750518 sec): 3 clusters Score: Raw -1462083.640329 + Penalty 3052.127261 = -1459031.513069 nChanged 21 SP:Iteration 34Q (2981.808700 sec): 3 clusters Score: Raw -1462088.914009 + Penalty 3052.127261 = -1459036.786748 nChanged 17 SP:Iteration 35Q (2981.863953 sec): 3 clusters Score: Raw -1462094.609077 + Penalty 3052.127261 = -1459042.481816 nChanged 28 SP:Iteration 36Q (2981.919836 sec): 3 clusters Score: Raw -1462103.453794 + Penalty 3052.127261 = -1459051.326534 nChanged 30 SP:Iteration 37Q (2981.991898 sec): 3 clusters Score: Raw -1462111.070958 + Penalty 3052.127261 = -1459058.943697 nChanged 22 SP:Iteration 38Q (2982.056503 sec): 3 clusters Score: Raw -1462118.150457 + Penalty 3052.127261 = -1459066.023196 nChanged 26 SP:Iteration 39Q (2982.124429 sec): 3 clusters Score: Raw -1462123.728366 + Penalty 3052.127261 = -1459071.601105 nChanged 20 SP:Iteration 40F (2982.185544 sec): 3 clusters Score: Raw -1462128.237161 + Penalty 3052.127261 = -1459076.109900 nChanged 16 SP:Iteration 41Q (2982.244868 sec): 3 clusters Score: Raw -1462133.051169 + Penalty 3052.127261 = -1459080.923908 nChanged 16 SP:Iteration 42Q (2982.302329 sec): 3 clusters Score: Raw -1462137.388772 + Penalty 3052.127261 = -1459085.261511 nChanged 21 SP:Iteration 43Q (2982.361392 sec): 3 clusters Score: Raw -1462143.033217 + Penalty 3052.127261 = -1459090.905956 nChanged 16 SP:Iteration 44Q (2982.424227 sec): 3 clusters Score: Raw -1462146.807379 + Penalty 3052.127261 = -1459094.680118 nChanged 14 SP:Iteration 45Q (2982.489324 sec): 3 clusters Score: Raw -1462150.573058 + Penalty 3052.127261 = -1459098.445797 nChanged 12 SP:Iteration 46Q (2982.538255 sec): 3 clusters Score: Raw -1462153.026084 + Penalty 3052.127261 = -1459100.898823 nChanged 10 SP:Iteration 47Q (2982.603684 sec): 3 clusters Score: Raw -1462154.457713 + Penalty 3052.127261 = -1459102.330452 nChanged 6 SP:Iteration 48Q (2982.657611 sec): 3 clusters Score: Raw -1462155.552622 + Penalty 3052.127261 = -1459103.425361 nChanged 9 SP:Iteration 49Q (2982.718046 sec): 3 clusters Score: Raw -1462157.405855 + Penalty 3052.127261 = -1459105.278594 nChanged 10 SP:Iteration 50Q (2982.780632 sec): 3 clusters Score: Raw -1462159.468654 + Penalty 3052.127261 = -1459107.341393 nChanged 9 SP:Iteration 51Q (2982.834590 sec): 3 clusters Score: Raw -1462160.752896 + Penalty 3052.127261 = -1459108.625636 nChanged 6 SP:Iteration 52Q (2982.900577 sec): 3 clusters Score: Raw -1462162.858867 + Penalty 3052.127261 = -1459110.731606 nChanged 6 SP:Iteration 53Q (2982.954330 sec): 3 clusters Score: Raw -1462164.154824 + Penalty 3052.127261 = -1459112.027563 nChanged 5 SP:Iteration 54Q (2983.010542 sec): 3 clusters Score: Raw -1462164.996795 + Penalty 3052.127261 = -1459112.869534 nChanged 2 SP:Iteration 55Q (2983.060460 sec): 3 clusters Score: Raw -1462165.654931 + Penalty 3052.127261 = -1459113.527670 nChanged 1 SP:Iteration 56Q (2983.123905 sec): 3 clusters Score: Raw -1462165.720823 + Penalty 3052.127261 = -1459113.593562 nChanged 0 SP:Iteration 57F (2983.178985 sec): 3 clusters Score: Raw -1462165.720823 + Penalty 3052.127261 = -1459113.593562 nChanged 0 Trying to split cluster 24 (2337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2983.199013 sec): 2 clusters Score: Raw -303211.213302 + Penalty 1260.451292 = -301950.762010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2983.242088 sec): 3 clusters Score: Raw -302156.746895 + Penalty 2520.902584 = -299635.844311 nChanged 863 SP:Iteration 1F (2983.294837 sec): 3 clusters Score: Raw -302751.241328 + Penalty 2520.902584 = -300230.338744 nChanged 201 SP:Iteration 2F (2983.332324 sec): 3 clusters Score: Raw -302920.215154 + Penalty 2520.902584 = -300399.312571 nChanged 137 SP:Iteration 3F (2983.376645 sec): 3 clusters Score: Raw -303041.411274 + Penalty 2520.902584 = -300520.508690 nChanged 116 SP:Iteration 4Q (2983.421529 sec): 3 clusters Score: Raw -303127.524448 + Penalty 2520.902584 = -300606.621864 nChanged 80 SP:Iteration 5Q (2983.457936 sec): 3 clusters Score: Raw -303192.020810 + Penalty 2520.902584 = -300671.118226 nChanged 77 SP:Iteration 6Q (2983.499608 sec): 3 clusters Score: Raw -303251.894471 + Penalty 2520.902584 = -300730.991887 nChanged 71 SP:Iteration 7Q (2983.540123 sec): 3 clusters Score: Raw -303309.370412 + Penalty 2520.902584 = -300788.467829 nChanged 59 SP:Iteration 8Q (2983.580039 sec): 3 clusters Score: Raw -303359.744163 + Penalty 2520.902584 = -300838.841579 nChanged 63 SP:Iteration 9Q (2983.631660 sec): 3 clusters Score: Raw -303413.877394 + Penalty 2520.902584 = -300892.974810 nChanged 62 SP:Iteration 10Q (2983.673640 sec): 3 clusters Score: Raw -303454.593039 + Penalty 2520.902584 = -300933.690455 nChanged 53 SP:Iteration 11Q (2983.712959 sec): 3 clusters Score: Raw -303492.251408 + Penalty 2520.902584 = -300971.348825 nChanged 45 SP:Iteration 12Q (2983.754182 sec): 3 clusters Score: Raw -303526.150526 + Penalty 2520.902584 = -301005.247942 nChanged 38 SP:Iteration 13Q (2983.800530 sec): 3 clusters Score: Raw -303549.244548 + Penalty 2520.902584 = -301028.341964 nChanged 26 SP:Iteration 14Q (2983.848283 sec): 3 clusters Score: Raw -303561.967942 + Penalty 2520.902584 = -301041.065358 nChanged 19 SP:Iteration 15Q (2983.894026 sec): 3 clusters Score: Raw -303571.033505 + Penalty 2520.902584 = -301050.130921 nChanged 14 SP:Iteration 16Q (2983.931947 sec): 3 clusters Score: Raw -303578.890349 + Penalty 2520.902584 = -301057.987766 nChanged 15 SP:Iteration 17Q (2983.981048 sec): 3 clusters Score: Raw -303585.607485 + Penalty 2520.902584 = -301064.704901 nChanged 15 SP:Iteration 18Q (2984.029223 sec): 3 clusters Score: Raw -303593.559364 + Penalty 2520.902584 = -301072.656780 nChanged 19 SP:Iteration 19Q (2984.068883 sec): 3 clusters Score: Raw -303602.942291 + Penalty 2520.902584 = -301082.039708 nChanged 13 SP:Iteration 20F (2984.124744 sec): 3 clusters Score: Raw -303607.776326 + Penalty 2520.902584 = -301086.873742 nChanged 10 SP:Iteration 21Q (2984.177000 sec): 3 clusters Score: Raw -303612.650873 + Penalty 2520.902584 = -301091.748289 nChanged 4 SP:Iteration 22Q (2984.221474 sec): 3 clusters Score: Raw -303615.414023 + Penalty 2520.902584 = -301094.511439 nChanged 6 SP:Iteration 23Q (2984.254615 sec): 3 clusters Score: Raw -303618.703258 + Penalty 2520.902584 = -301097.800674 nChanged 6 SP:Iteration 24Q (2984.309296 sec): 3 clusters Score: Raw -303622.140100 + Penalty 2520.902584 = -301101.237516 nChanged 7 SP:Iteration 25Q (2984.361663 sec): 3 clusters Score: Raw -303625.986304 + Penalty 2520.902584 = -301105.083721 nChanged 8 SP:Iteration 26Q (2984.409789 sec): 3 clusters Score: Raw -303630.094209 + Penalty 2520.902584 = -301109.191625 nChanged 10 SP:Iteration 27Q (2984.449491 sec): 3 clusters Score: Raw -303635.059132 + Penalty 2520.902584 = -301114.156548 nChanged 8 SP:Iteration 28Q (2984.502378 sec): 3 clusters Score: Raw -303638.255397 + Penalty 2520.902584 = -301117.352814 nChanged 6 SP:Iteration 29Q (2984.553313 sec): 3 clusters Score: Raw -303640.483813 + Penalty 2520.902584 = -301119.581229 nChanged 3 SP:Iteration 30Q (2984.599963 sec): 3 clusters Score: Raw -303641.505943 + Penalty 2520.902584 = -301120.603359 nChanged 2 SP:Iteration 31Q (2984.641036 sec): 3 clusters Score: Raw -303642.645650 + Penalty 2520.902584 = -301121.743066 nChanged 0 SP:Iteration 32F (2984.699893 sec): 3 clusters Score: Raw -303642.645650 + Penalty 2520.902584 = -301121.743066 nChanged 0 Trying to split cluster 25 (2492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2984.718186 sec): 2 clusters Score: Raw -315912.021052 + Penalty 1270.886643 = -314641.134409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2984.761580 sec): 3 clusters Score: Raw -314831.732581 + Penalty 2541.773286 = -312289.959295 nChanged 905 SP:Iteration 1F (2984.813555 sec): 3 clusters Score: Raw -315462.967290 + Penalty 2541.773286 = -312921.194004 nChanged 190 SP:Iteration 2F (2984.864744 sec): 3 clusters Score: Raw -315607.881122 + Penalty 2541.773286 = -313066.107836 nChanged 131 SP:Iteration 3F (2984.917272 sec): 3 clusters Score: Raw -315701.194030 + Penalty 2541.773286 = -313159.420744 nChanged 110 SP:Iteration 4Q (2984.969121 sec): 3 clusters Score: Raw -315791.402510 + Penalty 2541.773286 = -313249.629224 nChanged 83 SP:Iteration 5Q (2985.023910 sec): 3 clusters Score: Raw -315860.221250 + Penalty 2541.773286 = -313318.447964 nChanged 74 SP:Iteration 6Q (2985.079079 sec): 3 clusters Score: Raw -315920.216369 + Penalty 2541.773286 = -313378.443083 nChanged 59 SP:Iteration 7Q (2985.129079 sec): 3 clusters Score: Raw -315966.830319 + Penalty 2541.773286 = -313425.057033 nChanged 50 SP:Iteration 8Q (2985.176902 sec): 3 clusters Score: Raw -316005.172301 + Penalty 2541.773286 = -313463.399015 nChanged 40 SP:Iteration 9Q (2985.216511 sec): 3 clusters Score: Raw -316036.148917 + Penalty 2541.773286 = -313494.375631 nChanged 44 SP:Iteration 10Q (2985.265702 sec): 3 clusters Score: Raw -316066.375838 + Penalty 2541.773286 = -313524.602552 nChanged 37 SP:Iteration 11Q (2985.322901 sec): 3 clusters Score: Raw -316085.310409 + Penalty 2541.773286 = -313543.537123 nChanged 19 SP:Iteration 12Q (2985.373726 sec): 3 clusters Score: Raw -316095.057707 + Penalty 2541.773286 = -313553.284421 nChanged 11 SP:Iteration 13Q (2985.423034 sec): 3 clusters Score: Raw -316101.254524 + Penalty 2541.773286 = -313559.481238 nChanged 9 SP:Iteration 14Q (2985.474276 sec): 3 clusters Score: Raw -316108.269307 + Penalty 2541.773286 = -313566.496021 nChanged 9 SP:Iteration 15Q (2985.522952 sec): 3 clusters Score: Raw -316112.407826 + Penalty 2541.773286 = -313570.634540 nChanged 6 SP:Iteration 16Q (2985.566806 sec): 3 clusters Score: Raw -316114.380630 + Penalty 2541.773286 = -313572.607344 nChanged 5 SP:Iteration 17Q (2985.607350 sec): 3 clusters Score: Raw -316118.387904 + Penalty 2541.773286 = -313576.614619 nChanged 7 SP:Iteration 18Q (2985.656760 sec): 3 clusters Score: Raw -316122.206645 + Penalty 2541.773286 = -313580.433359 nChanged 4 SP:Iteration 19Q (2985.707897 sec): 3 clusters Score: Raw -316125.415139 + Penalty 2541.773286 = -313583.641853 nChanged 6 SP:Iteration 20F (2985.759631 sec): 3 clusters Score: Raw -316131.311427 + Penalty 2541.773286 = -313589.538141 nChanged 13 SP:Iteration 21Q (2985.815062 sec): 3 clusters Score: Raw -316139.713707 + Penalty 2541.773286 = -313597.940421 nChanged 10 SP:Iteration 22Q (2985.864614 sec): 3 clusters Score: Raw -316146.873325 + Penalty 2541.773286 = -313605.100039 nChanged 6 SP:Iteration 23Q (2985.915218 sec): 3 clusters Score: Raw -316150.344608 + Penalty 2541.773286 = -313608.571322 nChanged 4 SP:Iteration 24Q (2985.956426 sec): 3 clusters Score: Raw -316154.099793 + Penalty 2541.773286 = -313612.326507 nChanged 4 SP:Iteration 25Q (2986.004684 sec): 3 clusters Score: Raw -316155.518228 + Penalty 2541.773286 = -313613.744942 nChanged 4 SP:Iteration 26Q (2986.060877 sec): 3 clusters Score: Raw -316156.848665 + Penalty 2541.773286 = -313615.075379 nChanged 2 SP:Iteration 27Q (2986.113648 sec): 3 clusters Score: Raw -316159.130649 + Penalty 2541.773286 = -313617.357363 nChanged 6 SP:Iteration 28Q (2986.156373 sec): 3 clusters Score: Raw -316165.357908 + Penalty 2541.773286 = -313623.584622 nChanged 7 SP:Iteration 29Q (2986.210172 sec): 3 clusters Score: Raw -316169.504779 + Penalty 2541.773286 = -313627.731494 nChanged 5 SP:Iteration 30Q (2986.260973 sec): 3 clusters Score: Raw -316172.130369 + Penalty 2541.773286 = -313630.357083 nChanged 3 SP:Iteration 31Q (2986.305919 sec): 3 clusters Score: Raw -316173.454116 + Penalty 2541.773286 = -313631.680830 nChanged 2 SP:Iteration 32Q (2986.353520 sec): 3 clusters Score: Raw -316175.962515 + Penalty 2541.773286 = -313634.189229 nChanged 6 SP:Iteration 33Q (2986.396847 sec): 3 clusters Score: Raw -316179.207630 + Penalty 2541.773286 = -313637.434344 nChanged 3 SP:Iteration 34Q (2986.446764 sec): 3 clusters Score: Raw -316180.713175 + Penalty 2541.773286 = -313638.939889 nChanged 2 SP:Iteration 35Q (2986.502026 sec): 3 clusters Score: Raw -316181.613871 + Penalty 2541.773286 = -313639.840585 nChanged 3 SP:Iteration 36Q (2986.541432 sec): 3 clusters Score: Raw -316184.373702 + Penalty 2541.773286 = -313642.600416 nChanged 6 SP:Iteration 37Q (2986.596854 sec): 3 clusters Score: Raw -316188.441610 + Penalty 2541.773286 = -313646.668324 nChanged 6 SP:Iteration 38Q (2986.643619 sec): 3 clusters Score: Raw -316192.489150 + Penalty 2541.773286 = -313650.715864 nChanged 7 SP:Iteration 39Q (2986.691497 sec): 3 clusters Score: Raw -316194.623286 + Penalty 2541.773286 = -313652.850001 nChanged 7 SP:Iteration 40F (2986.744682 sec): 3 clusters Score: Raw -316198.164895 + Penalty 2541.773286 = -313656.391609 nChanged 7 SP:Iteration 41Q (2986.788651 sec): 3 clusters Score: Raw -316200.474452 + Penalty 2541.773286 = -313658.701166 nChanged 3 SP:Iteration 42Q (2986.838858 sec): 3 clusters Score: Raw -316201.258140 + Penalty 2541.773286 = -313659.484854 nChanged 2 SP:Iteration 43Q (2986.890796 sec): 3 clusters Score: Raw -316201.524922 + Penalty 2541.773286 = -313659.751636 nChanged 0 SP:Iteration 44F (2986.942089 sec): 3 clusters Score: Raw -316201.524922 + Penalty 2541.773286 = -313659.751636 nChanged 0 Trying to split cluster 26 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2986.968554 sec): 2 clusters Score: Raw -30357.608828 + Penalty 936.843554 = -29420.765274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2987.015686 sec): 3 clusters Score: Raw -30406.168684 + Penalty 1873.687108 = -28532.481575 nChanged 67 SP:Iteration 1F (2987.062673 sec): 3 clusters Score: Raw -30563.044874 + Penalty 1873.687108 = -28689.357765 nChanged 17 SP:Iteration 2F (2987.108166 sec): 3 clusters Score: Raw -30615.430120 + Penalty 1873.687108 = -28741.743011 nChanged 10 SP:Iteration 3Q (2987.146158 sec): 3 clusters Score: Raw -30673.455220 + Penalty 1873.687108 = -28799.768111 nChanged 11 SP:Iteration 4Q (2987.193497 sec): 3 clusters Score: Raw -30720.252029 + Penalty 1873.687108 = -28846.564921 nChanged 8 SP:Iteration 5Q (2987.239815 sec): 3 clusters Score: Raw -30746.524024 + Penalty 1873.687108 = -28872.836915 nChanged 7 SP:Iteration 6Q (2987.284667 sec): 3 clusters Score: Raw -30765.488166 + Penalty 1873.687108 = -28891.801058 nChanged 4 SP:Iteration 7Q (2987.329303 sec): 3 clusters Score: Raw -30776.423781 + Penalty 1873.687108 = -28902.736672 nChanged 2 SP:Iteration 8Q (2987.373083 sec): 3 clusters Score: Raw -30781.845698 + Penalty 1873.687108 = -28908.158589 nChanged 1 SP:Iteration 9Q (2987.422278 sec): 3 clusters Score: Raw -30787.059647 + Penalty 1873.687108 = -28913.372539 nChanged 0 SP:Iteration 10F (2987.458463 sec): 3 clusters Score: Raw -30787.059647 + Penalty 1873.687108 = -28913.372539 nChanged 0 Trying to split cluster 27 (14442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2987.497124 sec): 2 clusters Score: Raw -1759735.287546 + Penalty 1556.408085 = -1758178.879461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2987.565790 sec): 3 clusters Score: Raw -1751281.407233 + Penalty 3112.816170 = -1748168.591063 nChanged 6456 SP:Iteration 1F (2987.644449 sec): 3 clusters Score: Raw -1754781.058628 + Penalty 3112.816170 = -1751668.242458 nChanged 762 SP:Iteration 2F (2987.708355 sec): 3 clusters Score: Raw -1755058.705499 + Penalty 3112.816170 = -1751945.889329 nChanged 652 SP:Iteration 3Q (2987.772085 sec): 3 clusters Score: Raw -1755291.291179 + Penalty 3112.816170 = -1752178.475009 nChanged 585 SP:Iteration 4Q (2987.849976 sec): 3 clusters Score: Raw -1755515.413360 + Penalty 3112.816170 = -1752402.597190 nChanged 561 SP:Iteration 5Q (2987.908972 sec): 3 clusters Score: Raw -1755741.095697 + Penalty 3112.816170 = -1752628.279527 nChanged 563 SP:Iteration 6Q (2987.988025 sec): 3 clusters Score: Raw -1755978.396590 + Penalty 3112.816170 = -1752865.580420 nChanged 601 SP:Iteration 7Q (2988.057853 sec): 3 clusters Score: Raw -1756267.444288 + Penalty 3112.816170 = -1753154.628119 nChanged 621 SP:Iteration 8Q (2988.122127 sec): 3 clusters Score: Raw -1756602.570966 + Penalty 3112.816170 = -1753489.754796 nChanged 678 SP:Iteration 9Q (2988.188238 sec): 3 clusters Score: Raw -1757081.060704 + Penalty 3112.816170 = -1753968.244534 nChanged 740 SP:Iteration 10F (2988.237550 sec): 3 clusters Score: Raw -1757747.741725 + Penalty 3112.816170 = -1754634.925555 nChanged 746 SP:Iteration 11F (2988.300338 sec): 3 clusters Score: Raw -1758369.045378 + Penalty 3112.816170 = -1755256.229208 nChanged 567 SP:Iteration 12Q (2988.373089 sec): 3 clusters Score: Raw -1758725.714266 + Penalty 3112.816170 = -1755612.898096 nChanged 380 SP:Iteration 13Q (2988.437159 sec): 3 clusters Score: Raw -1758919.689938 + Penalty 3112.816170 = -1755806.873769 nChanged 264 SP:Iteration 14Q (2988.500182 sec): 3 clusters Score: Raw -1759030.117380 + Penalty 3112.816170 = -1755917.301210 nChanged 207 SP:Iteration 15Q (2988.562011 sec): 3 clusters Score: Raw -1759127.733236 + Penalty 3112.816170 = -1756014.917066 nChanged 183 SP:Iteration 16Q (2988.632176 sec): 3 clusters Score: Raw -1759215.269421 + Penalty 3112.816170 = -1756102.453251 nChanged 178 SP:Iteration 17Q (2988.689419 sec): 3 clusters Score: Raw -1759300.766081 + Penalty 3112.816170 = -1756187.949911 nChanged 171 SP:Iteration 18Q (2988.757398 sec): 3 clusters Score: Raw -1759385.016627 + Penalty 3112.816170 = -1756272.200457 nChanged 139 SP:Iteration 19Q (2988.826253 sec): 3 clusters Score: Raw -1759445.819326 + Penalty 3112.816170 = -1756333.003156 nChanged 129 SP:Iteration 20F (2988.890964 sec): 3 clusters Score: Raw -1759500.379379 + Penalty 3112.816170 = -1756387.563209 nChanged 112 SP:Iteration 21Q (2988.954912 sec): 3 clusters Score: Raw -1759541.582558 + Penalty 3112.816170 = -1756428.766388 nChanged 100 SP:Iteration 22Q (2989.022046 sec): 3 clusters Score: Raw -1759576.847314 + Penalty 3112.816170 = -1756464.031144 nChanged 94 SP:Iteration 23Q (2989.096182 sec): 3 clusters Score: Raw -1759611.332110 + Penalty 3112.816170 = -1756498.515941 nChanged 91 SP:Iteration 24Q (2989.154114 sec): 3 clusters Score: Raw -1759642.207996 + Penalty 3112.816170 = -1756529.391827 nChanged 74 SP:Iteration 25Q (2989.218994 sec): 3 clusters Score: Raw -1759666.726719 + Penalty 3112.816170 = -1756553.910550 nChanged 62 SP:Iteration 26Q (2989.287892 sec): 3 clusters Score: Raw -1759685.525029 + Penalty 3112.816170 = -1756572.708859 nChanged 59 SP:Iteration 27Q (2989.350422 sec): 3 clusters Score: Raw -1759700.593271 + Penalty 3112.816170 = -1756587.777102 nChanged 39 SP:Iteration 28Q (2989.413087 sec): 3 clusters Score: Raw -1759708.663313 + Penalty 3112.816170 = -1756595.847143 nChanged 32 SP:Iteration 29Q (2989.488537 sec): 3 clusters Score: Raw -1759715.057388 + Penalty 3112.816170 = -1756602.241219 nChanged 24 SP:Iteration 30Q (2989.545920 sec): 3 clusters Score: Raw -1759720.053305 + Penalty 3112.816170 = -1756607.237136 nChanged 25 SP:Iteration 31Q (2989.608047 sec): 3 clusters Score: Raw -1759724.644123 + Penalty 3112.816170 = -1756611.827953 nChanged 27 SP:Iteration 32Q (2989.680773 sec): 3 clusters Score: Raw -1759730.038548 + Penalty 3112.816170 = -1756617.222379 nChanged 26 SP:Iteration 33Q (2989.746378 sec): 3 clusters Score: Raw -1759734.035327 + Penalty 3112.816170 = -1756621.219157 nChanged 17 SP:Iteration 34Q (2989.817943 sec): 3 clusters Score: Raw -1759736.944203 + Penalty 3112.816170 = -1756624.128033 nChanged 14 SP:Iteration 35Q (2989.885188 sec): 3 clusters Score: Raw -1759738.918680 + Penalty 3112.816170 = -1756626.102510 nChanged 17 SP:Iteration 36Q (2989.953192 sec): 3 clusters Score: Raw -1759741.309796 + Penalty 3112.816170 = -1756628.493626 nChanged 18 SP:Iteration 37Q (2990.010203 sec): 3 clusters Score: Raw -1759743.884105 + Penalty 3112.816170 = -1756631.067935 nChanged 16 SP:Iteration 38Q (2990.087211 sec): 3 clusters Score: Raw -1759746.770559 + Penalty 3112.816170 = -1756633.954390 nChanged 15 SP:Iteration 39Q (2990.157587 sec): 3 clusters Score: Raw -1759748.828086 + Penalty 3112.816170 = -1756636.011917 nChanged 11 SP:Iteration 40F (2990.231117 sec): 3 clusters Score: Raw -1759750.237387 + Penalty 3112.816170 = -1756637.421218 nChanged 10 SP:Iteration 41Q (2990.294056 sec): 3 clusters Score: Raw -1759751.715279 + Penalty 3112.816170 = -1756638.899109 nChanged 11 SP:Iteration 42Q (2990.350560 sec): 3 clusters Score: Raw -1759753.536490 + Penalty 3112.816170 = -1756640.720320 nChanged 19 SP:Iteration 43Q (2990.418901 sec): 3 clusters Score: Raw -1759756.362569 + Penalty 3112.816170 = -1756643.546399 nChanged 11 SP:Iteration 44Q (2990.494321 sec): 3 clusters Score: Raw -1759758.313110 + Penalty 3112.816170 = -1756645.496940 nChanged 9 SP:Iteration 45Q (2990.561320 sec): 3 clusters Score: Raw -1759759.608100 + Penalty 3112.816170 = -1756646.791930 nChanged 6 SP:Iteration 46Q (2990.621833 sec): 3 clusters Score: Raw -1759760.456869 + Penalty 3112.816170 = -1756647.640699 nChanged 6 SP:Iteration 47Q (2990.699684 sec): 3 clusters Score: Raw -1759761.892404 + Penalty 3112.816170 = -1756649.076234 nChanged 5 SP:Iteration 48Q (2990.771449 sec): 3 clusters Score: Raw -1759762.511997 + Penalty 3112.816170 = -1756649.695827 nChanged 5 SP:Iteration 49Q (2990.842088 sec): 3 clusters Score: Raw -1759763.363318 + Penalty 3112.816170 = -1756650.547148 nChanged 6 SP:Iteration 50Q (2990.912772 sec): 3 clusters Score: Raw -1759764.185560 + Penalty 3112.816170 = -1756651.369390 nChanged 6 SP:Iteration 51Q (2990.982960 sec): 3 clusters Score: Raw -1759764.834389 + Penalty 3112.816170 = -1756652.018219 nChanged 10 SP:Iteration 52Q (2991.054747 sec): 3 clusters Score: Raw -1759766.094561 + Penalty 3112.816170 = -1756653.278391 nChanged 6 SP:Iteration 53Q (2991.119514 sec): 3 clusters Score: Raw -1759766.740682 + Penalty 3112.816170 = -1756653.924512 nChanged 2 SP:Iteration 54Q (2991.179897 sec): 3 clusters Score: Raw -1759766.907103 + Penalty 3112.816170 = -1756654.090933 nChanged 4 SP:Iteration 55Q (2991.251237 sec): 3 clusters Score: Raw -1759767.307332 + Penalty 3112.816170 = -1756654.491162 nChanged 4 SP:Iteration 56Q (2991.316926 sec): 3 clusters Score: Raw -1759767.843217 + Penalty 3112.816170 = -1756655.027047 nChanged 1 SP:Iteration 57Q (2991.389401 sec): 3 clusters Score: Raw -1759768.003559 + Penalty 3112.816170 = -1756655.187389 nChanged 1 SP:Iteration 58Q (2991.450988 sec): 3 clusters Score: Raw -1759768.134468 + Penalty 3112.816170 = -1756655.318298 nChanged 1 SP:Iteration 59Q (2991.520017 sec): 3 clusters Score: Raw -1759768.162659 + Penalty 3112.816170 = -1756655.346489 nChanged 0 SP:Iteration 60F (2991.590895 sec): 3 clusters Score: Raw -1759768.162659 + Penalty 3112.816170 = -1756655.346489 nChanged 0 Time taken for this iteration:1176.450592 seconds. 21->28 Clusters: Score -51831067.060126, best is -51826248.347509 THE BEST YET! Main iterations: 424 (time per iteration =2200.895060 ms) Total iterations: 15915 (time per iteration =58.635219 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 362291706432.000000 (time per metric unit =2.575768ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 8695000954368.000000 (time per metric unit=107.323681ps) That took 933.179505 seconds.