FileBase DT3_rLS_rCA1_20151008_1956um_1440um ElecNo 1 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 0.84 and 1.27 GB. - 8 bytes per element (scalar), 56640500 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.20 and 0.30 GB. - 8 bytes per element (scalar), 13593720 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.05 and 0.08 GB. - 2 bytes per element (data_int), 13593720 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.03 and 0.04 GB. - 1 bytes per element (char), 13593720 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.03 and 0.04 GB. - 1 bytes per element (char), 13593720 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), 7200 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=1132810, nDims=12, MaxPossibleClusters=50 Total memory usage will be between 1.15 and 1.72 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 1132810 data points of dimension 12. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 1132810 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 5 (816 points): Lose 50.159929 but Gain 634.279638 Iteration 0F (11.709464 sec): 19 clusters Score: Raw -48064219.476899 + Penalty 11417.033488 = -48052802.443411 nChanged 1073227 Iteration 1F (18.735447 sec): 19 clusters Score: Raw -52753420.587230 + Penalty 11417.033488 = -52742003.553742 nChanged 307547 Iteration 2F (25.772537 sec): 19 clusters Score: Raw -53687758.212398 + Penalty 11417.033488 = -53676341.178910 nChanged 244557 Iteration 3F (32.785661 sec): 19 clusters Score: Raw -54434957.988351 + Penalty 11417.033488 = -54423540.954862 nChanged 259033 Iteration 4F (39.891285 sec): 19 clusters Score: Raw -54971080.713022 + Penalty 11417.033488 = -54959663.679533 nChanged 203933 Iteration 5F (47.057074 sec): 19 clusters Score: Raw -55335157.106653 + Penalty 11417.033488 = -55323740.073165 nChanged 132585 Iteration 6F (54.034360 sec): 19 clusters Score: Raw -55538315.893811 + Penalty 11417.033488 = -55526898.860322 nChanged 95873 Iteration 7F (61.071614 sec): 19 clusters Score: Raw -55673661.997993 + Penalty 11417.033488 = -55662244.964505 nChanged 76831 Iteration 8F (68.148525 sec): 19 clusters Score: Raw -55779321.247257 + Penalty 11417.033488 = -55767904.213769 nChanged 68918 Iteration 9F (75.231926 sec): 19 clusters Score: Raw -55885347.942089 + Penalty 11417.033488 = -55873930.908601 nChanged 56669 Iteration 10F (82.315602 sec): 19 clusters Score: Raw -55931322.070235 + Penalty 11417.033488 = -55919905.036746 nChanged 39727 Iteration 11Q (87.932651 sec): 19 clusters Score: Raw -55957425.633718 + Penalty 11417.033488 = -55946008.600229 nChanged 31516 Iteration 12Q (93.569427 sec): 19 clusters Score: Raw -55975714.712623 + Penalty 11417.033488 = -55964297.679134 nChanged 26558 Iteration 13Q (99.145033 sec): 19 clusters Score: Raw -55989661.261482 + Penalty 11417.033488 = -55978244.227994 nChanged 23327 Iteration 14Q (104.604923 sec): 19 clusters Score: Raw -56001366.351804 + Penalty 11417.033488 = -55989949.318315 nChanged 20545 Iteration 15Q (110.118002 sec): 19 clusters Score: Raw -56011119.373369 + Penalty 11417.033488 = -55999702.339881 nChanged 18506 Iteration 16Q (115.706850 sec): 19 clusters Score: Raw -56019466.395664 + Penalty 11417.033488 = -56008049.362175 nChanged 16998 Iteration 17Q (121.166433 sec): 19 clusters Score: Raw -56027724.430513 + Penalty 11417.033488 = -56016307.397024 nChanged 16019 Iteration 18Q (126.581832 sec): 19 clusters Score: Raw -56038640.777137 + Penalty 11417.033488 = -56027223.743649 nChanged 15148 Iteration 19Q (131.983490 sec): 19 clusters Score: Raw -56051667.888455 + Penalty 11417.033488 = -56040250.854967 nChanged 14374 Writing temp clu file Because OldScore, -56027223.743649, is greater than current (better) Score,-56040250.854967 Compute initial score before splitting: Score: Raw -56051667.888455 + Penalty 11417.033488 = -56040250.854967 Trying to split cluster 1 (8751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.353930 sec): 2 clusters Score: Raw -361288.907732 + Penalty 413.000008 = -360875.907724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.397659 sec): 3 clusters Score: Raw -356116.932207 + Penalty 826.000017 = -355290.932191 nChanged 4152 SP:Iteration 1F (132.442328 sec): 3 clusters Score: Raw -362658.139097 + Penalty 826.000017 = -361832.139080 nChanged 1125 SP:Iteration 2F (132.482591 sec): 3 clusters Score: Raw -364200.386236 + Penalty 826.000017 = -363374.386220 nChanged 544 SP:Iteration 3F (132.535485 sec): 3 clusters Score: Raw -364680.693810 + Penalty 826.000017 = -363854.693793 nChanged 278 SP:Iteration 4Q (132.591980 sec): 3 clusters Score: Raw -364861.532674 + Penalty 826.000017 = -364035.532658 nChanged 170 SP:Iteration 5Q (132.636230 sec): 3 clusters Score: Raw -364962.954144 + Penalty 826.000017 = -364136.954128 nChanged 145 SP:Iteration 6Q (132.684659 sec): 3 clusters Score: Raw -365054.599489 + Penalty 826.000017 = -364228.599473 nChanged 125 SP:Iteration 7Q (132.726055 sec): 3 clusters Score: Raw -365155.319641 + Penalty 826.000017 = -364329.319624 nChanged 130 SP:Iteration 8Q (132.774848 sec): 3 clusters Score: Raw -365284.897448 + Penalty 826.000017 = -364458.897431 nChanged 153 SP:Iteration 9Q (132.821270 sec): 3 clusters Score: Raw -365488.868613 + Penalty 826.000017 = -364662.868597 nChanged 206 SP:Iteration 10Q (132.871374 sec): 3 clusters Score: Raw -365965.592757 + Penalty 826.000017 = -365139.592741 nChanged 298 SP:Iteration 11Q (132.917016 sec): 3 clusters Score: Raw -366811.832514 + Penalty 826.000017 = -365985.832498 nChanged 292 SP:Iteration 12Q (132.958646 sec): 3 clusters Score: Raw -367309.798373 + Penalty 826.000017 = -366483.798357 nChanged 250 SP:Iteration 13Q (133.010057 sec): 3 clusters Score: Raw -367604.507941 + Penalty 826.000017 = -366778.507925 nChanged 242 SP:Iteration 14Q (133.062862 sec): 3 clusters Score: Raw -367918.595324 + Penalty 826.000017 = -367092.595308 nChanged 242 SP:Iteration 15Q (133.099475 sec): 3 clusters Score: Raw -368219.550752 + Penalty 826.000017 = -367393.550736 nChanged 210 SP:Iteration 16Q (133.155979 sec): 3 clusters Score: Raw -368421.636632 + Penalty 826.000017 = -367595.636616 nChanged 167 SP:Iteration 17Q (133.206024 sec): 3 clusters Score: Raw -368533.153377 + Penalty 826.000017 = -367707.153360 nChanged 107 SP:Iteration 18Q (133.260333 sec): 3 clusters Score: Raw -368571.679089 + Penalty 826.000017 = -367745.679073 nChanged 61 SP:Iteration 19Q (133.299534 sec): 3 clusters Score: Raw -368581.441071 + Penalty 826.000017 = -367755.441054 nChanged 25 SP:Iteration 20F (133.351788 sec): 3 clusters Score: Raw -368601.230167 + Penalty 826.000017 = -367775.230150 nChanged 11 SP:Iteration 21Q (133.388861 sec): 3 clusters Score: Raw -368603.012329 + Penalty 826.000017 = -367777.012312 nChanged 6 SP:Iteration 22Q (133.445777 sec): 3 clusters Score: Raw -368603.360010 + Penalty 826.000017 = -367777.359993 nChanged 1 SP:Iteration 23Q (133.508420 sec): 3 clusters Score: Raw -368603.380110 + Penalty 826.000017 = -367777.380094 nChanged 0 SP:Iteration 24F (133.549284 sec): 3 clusters Score: Raw -368603.380110 + Penalty 826.000017 = -367777.380094 nChanged 0 Score: Raw -56064678.672471 + Penalty 12051.313127 = -56052627.359344 Splitting cluster 1 changes total score from -56040250.854967 to -56052627.359344 So it's getting split into cluster 5. Trying to split cluster 2 (20533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.373828 sec): 2 clusters Score: Raw -1063774.636305 + Penalty 451.805383 = -1063322.830923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.431509 sec): 3 clusters Score: Raw -1050512.024984 + Penalty 903.610765 = -1049608.414219 nChanged 9742 SP:Iteration 1F (141.488970 sec): 3 clusters Score: Raw -1056132.664199 + Penalty 903.610765 = -1055229.053434 nChanged 1257 SP:Iteration 2F (141.547353 sec): 3 clusters Score: Raw -1056734.314856 + Penalty 903.610765 = -1055830.704091 nChanged 1500 SP:Iteration 3F (141.615492 sec): 3 clusters Score: Raw -1057688.205941 + Penalty 903.610765 = -1056784.595176 nChanged 1757 SP:Iteration 4F (141.671884 sec): 3 clusters Score: Raw -1059115.677971 + Penalty 903.610765 = -1058212.067206 nChanged 1859 SP:Iteration 5F (141.725006 sec): 3 clusters Score: Raw -1060868.346358 + Penalty 903.610765 = -1059964.735593 nChanged 1561 SP:Iteration 6F (141.786707 sec): 3 clusters Score: Raw -1062456.059770 + Penalty 903.610765 = -1061552.449005 nChanged 1083 SP:Iteration 7F (141.861630 sec): 3 clusters Score: Raw -1063550.803681 + Penalty 903.610765 = -1062647.192916 nChanged 659 SP:Iteration 8Q (141.910605 sec): 3 clusters Score: Raw -1064012.943383 + Penalty 903.610765 = -1063109.332618 nChanged 348 SP:Iteration 9Q (141.976298 sec): 3 clusters Score: Raw -1064128.512699 + Penalty 903.610765 = -1063224.901934 nChanged 174 SP:Iteration 10Q (142.037433 sec): 3 clusters Score: Raw -1064169.492582 + Penalty 903.610765 = -1063265.881817 nChanged 138 SP:Iteration 11Q (142.098022 sec): 3 clusters Score: Raw -1064200.679843 + Penalty 903.610765 = -1063297.069078 nChanged 123 SP:Iteration 12Q (142.149931 sec): 3 clusters Score: Raw -1064224.200172 + Penalty 903.610765 = -1063320.589407 nChanged 84 SP:Iteration 13Q (142.205489 sec): 3 clusters Score: Raw -1064235.059530 + Penalty 903.610765 = -1063331.448765 nChanged 55 SP:Iteration 14Q (142.281788 sec): 3 clusters Score: Raw -1064241.847127 + Penalty 903.610765 = -1063338.236362 nChanged 52 SP:Iteration 15Q (142.344973 sec): 3 clusters Score: Raw -1064248.365655 + Penalty 903.610765 = -1063344.754890 nChanged 47 SP:Iteration 16Q (142.400515 sec): 3 clusters Score: Raw -1064253.990315 + Penalty 903.610765 = -1063350.379550 nChanged 48 SP:Iteration 17Q (142.454844 sec): 3 clusters Score: Raw -1064258.774930 + Penalty 903.610765 = -1063355.164165 nChanged 35 SP:Iteration 18Q (142.508921 sec): 3 clusters Score: Raw -1064261.926330 + Penalty 903.610765 = -1063358.315565 nChanged 37 SP:Iteration 19Q (142.576222 sec): 3 clusters Score: Raw -1064266.164823 + Penalty 903.610765 = -1063362.554058 nChanged 38 SP:Iteration 20F (142.634882 sec): 3 clusters Score: Raw -1064271.983843 + Penalty 903.610765 = -1063368.373078 nChanged 37 SP:Iteration 21Q (142.700470 sec): 3 clusters Score: Raw -1064276.604948 + Penalty 903.610765 = -1063372.994183 nChanged 39 SP:Iteration 22Q (142.756047 sec): 3 clusters Score: Raw -1064280.150324 + Penalty 903.610765 = -1063376.539559 nChanged 34 SP:Iteration 23Q (142.822533 sec): 3 clusters Score: Raw -1064282.723051 + Penalty 903.610765 = -1063379.112286 nChanged 34 SP:Iteration 24Q (142.875299 sec): 3 clusters Score: Raw -1064286.714734 + Penalty 903.610765 = -1063383.103969 nChanged 38 SP:Iteration 25Q (142.924508 sec): 3 clusters Score: Raw -1064290.894832 + Penalty 903.610765 = -1063387.284067 nChanged 32 SP:Iteration 26Q (142.990124 sec): 3 clusters Score: Raw -1064294.057746 + Penalty 903.610765 = -1063390.446981 nChanged 33 SP:Iteration 27Q (143.054758 sec): 3 clusters Score: Raw -1064297.889489 + Penalty 903.610765 = -1063394.278724 nChanged 42 SP:Iteration 28Q (143.110325 sec): 3 clusters Score: Raw -1064302.212980 + Penalty 903.610765 = -1063398.602215 nChanged 35 SP:Iteration 29Q (143.137916 sec): 3 clusters Score: Raw -1064306.721810 + Penalty 903.610765 = -1063403.111045 nChanged 37 SP:Iteration 30Q (143.209733 sec): 3 clusters Score: Raw -1064311.204719 + Penalty 903.610765 = -1063407.593954 nChanged 34 SP:Iteration 31Q (143.270690 sec): 3 clusters Score: Raw -1064314.974998 + Penalty 903.610765 = -1063411.364233 nChanged 31 SP:Iteration 32Q (143.334650 sec): 3 clusters Score: Raw -1064318.065046 + Penalty 903.610765 = -1063414.454281 nChanged 25 SP:Iteration 33Q (143.388621 sec): 3 clusters Score: Raw -1064320.363061 + Penalty 903.610765 = -1063416.752296 nChanged 27 SP:Iteration 34Q (143.445378 sec): 3 clusters Score: Raw -1064323.164047 + Penalty 903.610765 = -1063419.553282 nChanged 28 SP:Iteration 35Q (143.516599 sec): 3 clusters Score: Raw -1064325.129746 + Penalty 903.610765 = -1063421.518981 nChanged 17 SP:Iteration 36Q (143.587047 sec): 3 clusters Score: Raw -1064325.925828 + Penalty 903.610765 = -1063422.315063 nChanged 13 SP:Iteration 37Q (143.651994 sec): 3 clusters Score: Raw -1064326.394640 + Penalty 903.610765 = -1063422.783875 nChanged 10 SP:Iteration 38Q (143.693894 sec): 3 clusters Score: Raw -1064326.689977 + Penalty 903.610765 = -1063423.079212 nChanged 7 SP:Iteration 39Q (143.752398 sec): 3 clusters Score: Raw -1064327.018231 + Penalty 903.610765 = -1063423.407466 nChanged 10 SP:Iteration 40F (143.826339 sec): 3 clusters Score: Raw -1064327.534550 + Penalty 903.610765 = -1063423.923785 nChanged 12 SP:Iteration 41Q (143.889887 sec): 3 clusters Score: Raw -1064328.091930 + Penalty 903.610765 = -1063424.481165 nChanged 10 SP:Iteration 42Q (143.954083 sec): 3 clusters Score: Raw -1064328.475669 + Penalty 903.610765 = -1063424.864904 nChanged 8 SP:Iteration 43Q (144.004627 sec): 3 clusters Score: Raw -1064328.803377 + Penalty 903.610765 = -1063425.192612 nChanged 9 SP:Iteration 44Q (144.067378 sec): 3 clusters Score: Raw -1064329.127056 + Penalty 903.610765 = -1063425.516291 nChanged 9 SP:Iteration 45Q (144.113286 sec): 3 clusters Score: Raw -1064329.501751 + Penalty 903.610765 = -1063425.890986 nChanged 6 SP:Iteration 46Q (144.176571 sec): 3 clusters Score: Raw -1064329.655311 + Penalty 903.610765 = -1063426.044546 nChanged 3 SP:Iteration 47Q (144.243106 sec): 3 clusters Score: Raw -1064329.713191 + Penalty 903.610765 = -1063426.102426 nChanged 2 SP:Iteration 48Q (144.296388 sec): 3 clusters Score: Raw -1064329.825664 + Penalty 903.610765 = -1063426.214899 nChanged 3 SP:Iteration 49Q (144.357531 sec): 3 clusters Score: Raw -1064329.896404 + Penalty 903.610765 = -1063426.285639 nChanged 5 SP:Iteration 50Q (144.421646 sec): 3 clusters Score: Raw -1064330.021790 + Penalty 903.610765 = -1063426.411025 nChanged 1 SP:Iteration 51Q (144.496497 sec): 3 clusters Score: Raw -1064330.127820 + Penalty 903.610765 = -1063426.517054 nChanged 3 SP:Iteration 52Q (144.557405 sec): 3 clusters Score: Raw -1064330.255885 + Penalty 903.610765 = -1063426.645120 nChanged 2 SP:Iteration 53Q (144.612490 sec): 3 clusters Score: Raw -1064330.306311 + Penalty 903.610765 = -1063426.695546 nChanged 2 SP:Iteration 54Q (144.673270 sec): 3 clusters Score: Raw -1064330.336012 + Penalty 903.610765 = -1063426.725247 nChanged 2 SP:Iteration 55Q (144.740558 sec): 3 clusters Score: Raw -1064330.400967 + Penalty 903.610765 = -1063426.790202 nChanged 1 SP:Iteration 56Q (144.806045 sec): 3 clusters Score: Raw -1064330.427536 + Penalty 903.610765 = -1063426.816771 nChanged 2 SP:Iteration 57Q (144.858981 sec): 3 clusters Score: Raw -1064330.531336 + Penalty 903.610765 = -1063426.920571 nChanged 0 SP:Iteration 58F (144.926465 sec): 3 clusters Score: Raw -1064330.531336 + Penalty 903.610765 = -1063426.920571 nChanged 0 Score: Raw -56065234.567502 + Penalty 12685.592765 = -56052548.974737 Splitting cluster 2 changes total score from -56040250.854967 to -56052548.974737 So it's getting split into cluster 20. Trying to split cluster 3 (13865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.151586 sec): 2 clusters Score: Raw -610005.138230 + Penalty 433.939095 = -609571.199135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.210988 sec): 3 clusters Score: Raw -601150.003248 + Penalty 867.878189 = -600282.125059 nChanged 6536 SP:Iteration 1F (153.269471 sec): 3 clusters Score: Raw -605343.744079 + Penalty 867.878189 = -604475.865889 nChanged 1052 SP:Iteration 2F (153.317061 sec): 3 clusters Score: Raw -606110.773578 + Penalty 867.878189 = -605242.895388 nChanged 1057 SP:Iteration 3F (153.370419 sec): 3 clusters Score: Raw -607012.182810 + Penalty 867.878189 = -606144.304621 nChanged 1049 SP:Iteration 4F (153.432640 sec): 3 clusters Score: Raw -608007.661711 + Penalty 867.878189 = -607139.783522 nChanged 964 SP:Iteration 5F (153.480964 sec): 3 clusters Score: Raw -608857.781751 + Penalty 867.878189 = -607989.903562 nChanged 829 SP:Iteration 6F (153.544614 sec): 3 clusters Score: Raw -609574.839082 + Penalty 867.878189 = -608706.960892 nChanged 593 SP:Iteration 7Q (153.600026 sec): 3 clusters Score: Raw -610138.597647 + Penalty 867.878189 = -609270.719458 nChanged 492 SP:Iteration 8Q (153.638752 sec): 3 clusters Score: Raw -610578.063186 + Penalty 867.878189 = -609710.184997 nChanged 380 SP:Iteration 9Q (153.696813 sec): 3 clusters Score: Raw -610884.709205 + Penalty 867.878189 = -610016.831016 nChanged 289 SP:Iteration 10Q (153.753436 sec): 3 clusters Score: Raw -611101.281660 + Penalty 867.878189 = -610233.403470 nChanged 245 SP:Iteration 11Q (153.806221 sec): 3 clusters Score: Raw -611298.108491 + Penalty 867.878189 = -610430.230301 nChanged 181 SP:Iteration 12Q (153.862601 sec): 3 clusters Score: Raw -611464.148921 + Penalty 867.878189 = -610596.270732 nChanged 156 SP:Iteration 13Q (153.918093 sec): 3 clusters Score: Raw -611575.628415 + Penalty 867.878189 = -610707.750225 nChanged 119 SP:Iteration 14Q (153.966904 sec): 3 clusters Score: Raw -611644.767294 + Penalty 867.878189 = -610776.889105 nChanged 98 SP:Iteration 15Q (154.017601 sec): 3 clusters Score: Raw -611694.513488 + Penalty 867.878189 = -610826.635299 nChanged 65 SP:Iteration 16Q (154.069365 sec): 3 clusters Score: Raw -611713.059899 + Penalty 867.878189 = -610845.181710 nChanged 57 SP:Iteration 17Q (154.117531 sec): 3 clusters Score: Raw -611721.501890 + Penalty 867.878189 = -610853.623701 nChanged 49 SP:Iteration 18Q (154.169113 sec): 3 clusters Score: Raw -611727.000285 + Penalty 867.878189 = -610859.122096 nChanged 35 SP:Iteration 19Q (154.210833 sec): 3 clusters Score: Raw -611729.917323 + Penalty 867.878189 = -610862.039134 nChanged 23 SP:Iteration 20F (154.273211 sec): 3 clusters Score: Raw -611822.789972 + Penalty 867.878189 = -610954.911783 nChanged 59 SP:Iteration 21Q (154.323079 sec): 3 clusters Score: Raw -611889.776375 + Penalty 867.878189 = -611021.898186 nChanged 71 SP:Iteration 22Q (154.375213 sec): 3 clusters Score: Raw -611910.017463 + Penalty 867.878189 = -611042.139273 nChanged 63 SP:Iteration 23Q (154.420255 sec): 3 clusters Score: Raw -611925.624879 + Penalty 867.878189 = -611057.746689 nChanged 63 SP:Iteration 24Q (154.460465 sec): 3 clusters Score: Raw -611945.605766 + Penalty 867.878189 = -611077.727576 nChanged 64 SP:Iteration 25Q (154.522228 sec): 3 clusters Score: Raw -611964.058183 + Penalty 867.878189 = -611096.179994 nChanged 59 SP:Iteration 26Q (154.576429 sec): 3 clusters Score: Raw -611981.080411 + Penalty 867.878189 = -611113.202222 nChanged 55 SP:Iteration 27Q (154.627205 sec): 3 clusters Score: Raw -611994.202618 + Penalty 867.878189 = -611126.324429 nChanged 48 SP:Iteration 28Q (154.674364 sec): 3 clusters Score: Raw -612004.024743 + Penalty 867.878189 = -611136.146553 nChanged 40 SP:Iteration 29Q (154.735530 sec): 3 clusters Score: Raw -612009.426559 + Penalty 867.878189 = -611141.548370 nChanged 34 SP:Iteration 30Q (154.795657 sec): 3 clusters Score: Raw -612012.790448 + Penalty 867.878189 = -611144.912259 nChanged 24 SP:Iteration 31Q (154.850287 sec): 3 clusters Score: Raw -612014.568445 + Penalty 867.878189 = -611146.690256 nChanged 19 SP:Iteration 32Q (154.902112 sec): 3 clusters Score: Raw -612015.603220 + Penalty 867.878189 = -611147.725031 nChanged 13 SP:Iteration 33Q (154.968129 sec): 3 clusters Score: Raw -612016.189246 + Penalty 867.878189 = -611148.311057 nChanged 7 SP:Iteration 34Q (155.019257 sec): 3 clusters Score: Raw -612016.375331 + Penalty 867.878189 = -611148.497142 nChanged 9 SP:Iteration 35Q (155.075537 sec): 3 clusters Score: Raw -612016.663806 + Penalty 867.878189 = -611148.785616 nChanged 5 SP:Iteration 36Q (155.129327 sec): 3 clusters Score: Raw -612016.801324 + Penalty 867.878189 = -611148.923135 nChanged 2 SP:Iteration 37Q (155.181889 sec): 3 clusters Score: Raw -612016.827912 + Penalty 867.878189 = -611148.949723 nChanged 0 SP:Iteration 38F (155.232926 sec): 3 clusters Score: Raw -612016.827912 + Penalty 867.878189 = -611148.949723 nChanged 0 Score: Raw -56067246.257184 + Penalty 13319.872403 = -56053926.384781 Splitting cluster 3 changes total score from -56040250.854967 to -56053926.384781 So it's getting split into cluster 21. Trying to split cluster 4 (259159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.022615 sec): 2 clusters Score: Raw -13974274.851953 + Penalty 567.166466 = -13973707.685487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.335964 sec): 3 clusters Score: Raw -13798642.475398 + Penalty 1134.332932 = -13797508.142466 nChanged 127640 SP:Iteration 1F (164.616853 sec): 3 clusters Score: Raw -13881514.809974 + Penalty 1134.332932 = -13880380.477042 nChanged 13579 SP:Iteration 2F (164.877616 sec): 3 clusters Score: Raw -13889669.728306 + Penalty 1134.332932 = -13888535.395375 nChanged 16492 SP:Iteration 3F (165.172758 sec): 3 clusters Score: Raw -13902134.102703 + Penalty 1134.332932 = -13900999.769771 nChanged 18247 SP:Iteration 4F (165.455343 sec): 3 clusters Score: Raw -13917651.877415 + Penalty 1134.332932 = -13916517.544483 nChanged 17705 SP:Iteration 5F (165.715906 sec): 3 clusters Score: Raw -13931768.612502 + Penalty 1134.332932 = -13930634.279570 nChanged 14804 SP:Iteration 6F (165.996724 sec): 3 clusters Score: Raw -13941871.733149 + Penalty 1134.332932 = -13940737.400218 nChanged 11033 SP:Iteration 7Q (166.302433 sec): 3 clusters Score: Raw -13948477.447178 + Penalty 1134.332932 = -13947343.114247 nChanged 8470 SP:Iteration 8Q (166.600614 sec): 3 clusters Score: Raw -13953727.235772 + Penalty 1134.332932 = -13952592.902840 nChanged 7439 SP:Iteration 9Q (166.897800 sec): 3 clusters Score: Raw -13958520.789352 + Penalty 1134.332932 = -13957386.456420 nChanged 7171 SP:Iteration 10Q (167.185364 sec): 3 clusters Score: Raw -13962864.259400 + Penalty 1134.332932 = -13961729.926469 nChanged 6946 SP:Iteration 11Q (167.475307 sec): 3 clusters Score: Raw -13966590.548860 + Penalty 1134.332932 = -13965456.215929 nChanged 6454 SP:Iteration 12Q (167.768811 sec): 3 clusters Score: Raw -13969534.540342 + Penalty 1134.332932 = -13968400.207411 nChanged 5852 SP:Iteration 13Q (168.051372 sec): 3 clusters Score: Raw -13971853.038516 + Penalty 1134.332932 = -13970718.705584 nChanged 5130 SP:Iteration 14Q (168.344576 sec): 3 clusters Score: Raw -13973574.269600 + Penalty 1134.332932 = -13972439.936669 nChanged 4455 SP:Iteration 15Q (168.643094 sec): 3 clusters Score: Raw -13974775.330162 + Penalty 1134.332932 = -13973640.997230 nChanged 3684 SP:Iteration 16Q (168.962566 sec): 3 clusters Score: Raw -13975588.802508 + Penalty 1134.332932 = -13974454.469576 nChanged 3031 SP:Iteration 17Q (169.256282 sec): 3 clusters Score: Raw -13976147.692151 + Penalty 1134.332932 = -13975013.359220 nChanged 2432 SP:Iteration 18Q (169.576639 sec): 3 clusters Score: Raw -13976501.407208 + Penalty 1134.332932 = -13975367.074276 nChanged 1990 SP:Iteration 19Q (169.862601 sec): 3 clusters Score: Raw -13976735.425279 + Penalty 1134.332932 = -13975601.092347 nChanged 1574 SP:Iteration 20F (170.158674 sec): 3 clusters Score: Raw -13976894.715934 + Penalty 1134.332932 = -13975760.383002 nChanged 1347 SP:Iteration 21Q (170.448178 sec): 3 clusters Score: Raw -13976995.171257 + Penalty 1134.332932 = -13975860.838325 nChanged 997 SP:Iteration 22Q (170.729172 sec): 3 clusters Score: Raw -13977054.495964 + Penalty 1134.332932 = -13975920.163032 nChanged 793 SP:Iteration 23Q (171.024207 sec): 3 clusters Score: Raw -13977095.368872 + Penalty 1134.332932 = -13975961.035940 nChanged 698 SP:Iteration 24Q (171.319490 sec): 3 clusters Score: Raw -13977124.319862 + Penalty 1134.332932 = -13975989.986930 nChanged 567 SP:Iteration 25Q (171.597378 sec): 3 clusters Score: Raw -13977144.062221 + Penalty 1134.332932 = -13976009.729289 nChanged 481 SP:Iteration 26Q (171.918054 sec): 3 clusters Score: Raw -13977159.300536 + Penalty 1134.332932 = -13976024.967605 nChanged 405 SP:Iteration 27Q (172.209224 sec): 3 clusters Score: Raw -13977171.649691 + Penalty 1134.332932 = -13976037.316759 nChanged 340 SP:Iteration 28Q (172.523075 sec): 3 clusters Score: Raw -13977180.631566 + Penalty 1134.332932 = -13976046.298635 nChanged 291 SP:Iteration 29Q (172.805223 sec): 3 clusters Score: Raw -13977188.146194 + Penalty 1134.332932 = -13976053.813263 nChanged 267 SP:Iteration 30Q (173.099559 sec): 3 clusters Score: Raw -13977194.278479 + Penalty 1134.332932 = -13976059.945547 nChanged 263 SP:Iteration 31Q (173.389045 sec): 3 clusters Score: Raw -13977200.198752 + Penalty 1134.332932 = -13976065.865820 nChanged 270 SP:Iteration 32Q (173.706777 sec): 3 clusters Score: Raw -13977206.327076 + Penalty 1134.332932 = -13976071.994144 nChanged 256 SP:Iteration 33Q (174.015031 sec): 3 clusters Score: Raw -13977211.793977 + Penalty 1134.332932 = -13976077.461045 nChanged 257 SP:Iteration 34Q (174.303515 sec): 3 clusters Score: Raw -13977216.851647 + Penalty 1134.332932 = -13976082.518715 nChanged 236 SP:Iteration 35Q (174.584775 sec): 3 clusters Score: Raw -13977221.219365 + Penalty 1134.332932 = -13976086.886433 nChanged 241 SP:Iteration 36Q (174.897515 sec): 3 clusters Score: Raw -13977225.635394 + Penalty 1134.332932 = -13976091.302462 nChanged 244 SP:Iteration 37Q (175.178497 sec): 3 clusters Score: Raw -13977229.820735 + Penalty 1134.332932 = -13976095.487803 nChanged 235 SP:Iteration 38Q (175.458392 sec): 3 clusters Score: Raw -13977233.716114 + Penalty 1134.332932 = -13976099.383182 nChanged 234 SP:Iteration 39Q (175.734560 sec): 3 clusters Score: Raw -13977237.628242 + Penalty 1134.332932 = -13976103.295310 nChanged 240 SP:Iteration 40F (176.029495 sec): 3 clusters Score: Raw -13977241.836801 + Penalty 1134.332932 = -13976107.503869 nChanged 239 SP:Iteration 41Q (176.335814 sec): 3 clusters Score: Raw -13977246.108693 + Penalty 1134.332932 = -13976111.775761 nChanged 227 SP:Iteration 42Q (176.645780 sec): 3 clusters Score: Raw -13977249.651030 + Penalty 1134.332932 = -13976115.318098 nChanged 225 SP:Iteration 43Q (176.959006 sec): 3 clusters Score: Raw -13977253.244162 + Penalty 1134.332932 = -13976118.911230 nChanged 228 SP:Iteration 44Q (177.231782 sec): 3 clusters Score: Raw -13977256.688807 + Penalty 1134.332932 = -13976122.355875 nChanged 209 SP:Iteration 45Q (177.527661 sec): 3 clusters Score: Raw -13977259.497226 + Penalty 1134.332932 = -13976125.164294 nChanged 201 SP:Iteration 46Q (177.809955 sec): 3 clusters Score: Raw -13977262.308501 + Penalty 1134.332932 = -13976127.975569 nChanged 184 SP:Iteration 47Q (178.115649 sec): 3 clusters Score: Raw -13977264.551373 + Penalty 1134.332932 = -13976130.218441 nChanged 178 SP:Iteration 48Q (178.436470 sec): 3 clusters Score: Raw -13977266.614124 + Penalty 1134.332932 = -13976132.281193 nChanged 162 SP:Iteration 49Q (178.716450 sec): 3 clusters Score: Raw -13977268.386997 + Penalty 1134.332932 = -13976134.054065 nChanged 149 SP:Iteration 50Q (179.011080 sec): 3 clusters Score: Raw -13977270.172033 + Penalty 1134.332932 = -13976135.839101 nChanged 144 SP:Iteration 51Q (179.290931 sec): 3 clusters Score: Raw -13977272.026573 + Penalty 1134.332932 = -13976137.693642 nChanged 131 SP:Iteration 52Q (179.579974 sec): 3 clusters Score: Raw -13977273.439116 + Penalty 1134.332932 = -13976139.106184 nChanged 132 SP:Iteration 53Q (179.879539 sec): 3 clusters Score: Raw -13977275.009986 + Penalty 1134.332932 = -13976140.677054 nChanged 143 SP:Iteration 54Q (180.149305 sec): 3 clusters Score: Raw -13977276.673330 + Penalty 1134.332932 = -13976142.340399 nChanged 148 SP:Iteration 55Q (180.465048 sec): 3 clusters Score: Raw -13977278.387160 + Penalty 1134.332932 = -13976144.054228 nChanged 150 SP:Iteration 56Q (180.747611 sec): 3 clusters Score: Raw -13977280.399349 + Penalty 1134.332932 = -13976146.066417 nChanged 146 SP:Iteration 57Q (181.035246 sec): 3 clusters Score: Raw -13977282.172244 + Penalty 1134.332932 = -13976147.839313 nChanged 143 SP:Iteration 58Q (181.335062 sec): 3 clusters Score: Raw -13977284.035821 + Penalty 1134.332932 = -13976149.702889 nChanged 144 SP:Iteration 59Q (181.627836 sec): 3 clusters Score: Raw -13977285.837993 + Penalty 1134.332932 = -13976151.505061 nChanged 153 SP:Iteration 60F (181.908942 sec): 3 clusters Score: Raw -13977287.629304 + Penalty 1134.332932 = -13976153.296372 nChanged 156 SP:Iteration 61Q (182.221431 sec): 3 clusters Score: Raw -13977289.353742 + Penalty 1134.332932 = -13976155.020810 nChanged 155 SP:Iteration 62Q (182.523841 sec): 3 clusters Score: Raw -13977291.011480 + Penalty 1134.332932 = -13976156.678548 nChanged 144 SP:Iteration 63Q (182.820182 sec): 3 clusters Score: Raw -13977292.686059 + Penalty 1134.332932 = -13976158.353127 nChanged 130 SP:Iteration 64Q (183.110291 sec): 3 clusters Score: Raw -13977294.201861 + Penalty 1134.332932 = -13976159.868929 nChanged 131 SP:Iteration 65Q (183.421029 sec): 3 clusters Score: Raw -13977295.587481 + Penalty 1134.332932 = -13976161.254549 nChanged 125 SP:Iteration 66Q (183.742056 sec): 3 clusters Score: Raw -13977296.676678 + Penalty 1134.332932 = -13976162.343747 nChanged 131 SP:Iteration 67Q (184.044691 sec): 3 clusters Score: Raw -13977297.892135 + Penalty 1134.332932 = -13976163.559204 nChanged 124 SP:Iteration 68Q (184.358066 sec): 3 clusters Score: Raw -13977299.116410 + Penalty 1134.332932 = -13976164.783478 nChanged 128 SP:Iteration 69Q (184.650845 sec): 3 clusters Score: Raw -13977300.411312 + Penalty 1134.332932 = -13976166.078380 nChanged 120 SP:Iteration 70Q (184.960330 sec): 3 clusters Score: Raw -13977301.659394 + Penalty 1134.332932 = -13976167.326462 nChanged 119 SP:Iteration 71Q (185.250783 sec): 3 clusters Score: Raw -13977302.989111 + Penalty 1134.332932 = -13976168.656179 nChanged 120 SP:Iteration 72Q (185.547935 sec): 3 clusters Score: Raw -13977304.046327 + Penalty 1134.332932 = -13976169.713395 nChanged 97 SP:Iteration 73Q (185.843510 sec): 3 clusters Score: Raw -13977304.921017 + Penalty 1134.332932 = -13976170.588085 nChanged 85 SP:Iteration 74Q (186.113786 sec): 3 clusters Score: Raw -13977305.545183 + Penalty 1134.332932 = -13976171.212251 nChanged 69 SP:Iteration 75Q (186.396283 sec): 3 clusters Score: Raw -13977306.040080 + Penalty 1134.332932 = -13976171.707148 nChanged 62 SP:Iteration 76Q (186.703979 sec): 3 clusters Score: Raw -13977306.573538 + Penalty 1134.332932 = -13976172.240606 nChanged 75 SP:Iteration 77Q (187.009112 sec): 3 clusters Score: Raw -13977307.186599 + Penalty 1134.332932 = -13976172.853667 nChanged 68 SP:Iteration 78Q (187.313397 sec): 3 clusters Score: Raw -13977307.653497 + Penalty 1134.332932 = -13976173.320565 nChanged 70 SP:Iteration 79Q (187.615688 sec): 3 clusters Score: Raw -13977308.089555 + Penalty 1134.332932 = -13976173.756623 nChanged 66 SP:Iteration 80F (187.885753 sec): 3 clusters Score: Raw -13977308.452249 + Penalty 1134.332932 = -13976174.119317 nChanged 64 SP:Iteration 81Q (188.182681 sec): 3 clusters Score: Raw -13977308.828362 + Penalty 1134.332932 = -13976174.495430 nChanged 66 SP:Iteration 82Q (188.472181 sec): 3 clusters Score: Raw -13977309.315973 + Penalty 1134.332932 = -13976174.983042 nChanged 82 SP:Iteration 83Q (188.763829 sec): 3 clusters Score: Raw -13977310.018306 + Penalty 1134.332932 = -13976175.685375 nChanged 81 SP:Iteration 84Q (189.046879 sec): 3 clusters Score: Raw -13977310.597694 + Penalty 1134.332932 = -13976176.264762 nChanged 80 SP:Iteration 85Q (189.315311 sec): 3 clusters Score: Raw -13977311.114655 + Penalty 1134.332932 = -13976176.781723 nChanged 71 SP:Iteration 86Q (189.633773 sec): 3 clusters Score: Raw -13977311.515160 + Penalty 1134.332932 = -13976177.182228 nChanged 66 SP:Iteration 87Q (189.921962 sec): 3 clusters Score: Raw -13977311.877360 + Penalty 1134.332932 = -13976177.544429 nChanged 61 SP:Iteration 88Q (190.206979 sec): 3 clusters Score: Raw -13977312.236098 + Penalty 1134.332932 = -13976177.903167 nChanged 68 SP:Iteration 89Q (190.487295 sec): 3 clusters Score: Raw -13977312.673757 + Penalty 1134.332932 = -13976178.340826 nChanged 77 SP:Iteration 90Q (190.745759 sec): 3 clusters Score: Raw -13977313.201208 + Penalty 1134.332932 = -13976178.868276 nChanged 82 SP:Iteration 91Q (191.036344 sec): 3 clusters Score: Raw -13977313.830501 + Penalty 1134.332932 = -13976179.497569 nChanged 77 SP:Iteration 92Q (191.323305 sec): 3 clusters Score: Raw -13977314.393255 + Penalty 1134.332932 = -13976180.060323 nChanged 70 SP:Iteration 93Q (191.613163 sec): 3 clusters Score: Raw -13977314.860426 + Penalty 1134.332932 = -13976180.527494 nChanged 57 SP:Iteration 94Q (191.923731 sec): 3 clusters Score: Raw -13977315.215162 + Penalty 1134.332932 = -13976180.882230 nChanged 45 SP:Iteration 95Q (192.244248 sec): 3 clusters Score: Raw -13977315.403020 + Penalty 1134.332932 = -13976181.070088 nChanged 40 SP:Iteration 96Q (192.562193 sec): 3 clusters Score: Raw -13977315.571368 + Penalty 1134.332932 = -13976181.238436 nChanged 41 SP:Iteration 97Q (192.868499 sec): 3 clusters Score: Raw -13977315.752917 + Penalty 1134.332932 = -13976181.419985 nChanged 44 SP:Iteration 98Q (193.187917 sec): 3 clusters Score: Raw -13977315.958533 + Penalty 1134.332932 = -13976181.625601 nChanged 42 SP:Iteration 99Q (193.469464 sec): 3 clusters Score: Raw -13977316.121582 + Penalty 1134.332932 = -13976181.788650 nChanged 39 SP:Iteration 100F (193.748270 sec): 3 clusters Score: Raw -13977316.262902 + Penalty 1134.332932 = -13976181.929970 nChanged 22 SP:Iteration 101Q (194.049014 sec): 3 clusters Score: Raw -13977316.336057 + Penalty 1134.332932 = -13976182.003125 nChanged 28 SP:Iteration 102Q (194.339681 sec): 3 clusters Score: Raw -13977316.458328 + Penalty 1134.332932 = -13976182.125396 nChanged 31 SP:Iteration 103Q (194.626113 sec): 3 clusters Score: Raw -13977316.609462 + Penalty 1134.332932 = -13976182.276530 nChanged 32 SP:Iteration 104Q (194.940986 sec): 3 clusters Score: Raw -13977316.734677 + Penalty 1134.332932 = -13976182.401745 nChanged 25 SP:Iteration 105Q (195.263561 sec): 3 clusters Score: Raw -13977316.841815 + Penalty 1134.332932 = -13976182.508883 nChanged 38 SP:Iteration 106Q (195.552694 sec): 3 clusters Score: Raw -13977317.022857 + Penalty 1134.332932 = -13976182.689925 nChanged 26 SP:Iteration 107Q (195.870467 sec): 3 clusters Score: Raw -13977317.127685 + Penalty 1134.332932 = -13976182.794753 nChanged 24 SP:Iteration 108Q (196.176182 sec): 3 clusters Score: Raw -13977317.204295 + Penalty 1134.332932 = -13976182.871364 nChanged 24 SP:Iteration 109Q (196.472426 sec): 3 clusters Score: Raw -13977317.286278 + Penalty 1134.332932 = -13976182.953346 nChanged 24 SP:Iteration 110Q (196.770120 sec): 3 clusters Score: Raw -13977317.358578 + Penalty 1134.332932 = -13976183.025647 nChanged 23 SP:Iteration 111Q (197.042442 sec): 3 clusters Score: Raw -13977317.421598 + Penalty 1134.332932 = -13976183.088666 nChanged 20 SP:Iteration 112Q (197.321664 sec): 3 clusters Score: Raw -13977317.489022 + Penalty 1134.332932 = -13976183.156090 nChanged 18 SP:Iteration 113Q (197.608597 sec): 3 clusters Score: Raw -13977317.549747 + Penalty 1134.332932 = -13976183.216816 nChanged 17 SP:Iteration 114Q (197.921461 sec): 3 clusters Score: Raw -13977317.616794 + Penalty 1134.332932 = -13976183.283862 nChanged 21 SP:Iteration 115Q (198.217742 sec): 3 clusters Score: Raw -13977317.708316 + Penalty 1134.332932 = -13976183.375384 nChanged 23 SP:Iteration 116Q (198.509512 sec): 3 clusters Score: Raw -13977317.804662 + Penalty 1134.332932 = -13976183.471730 nChanged 17 SP:Iteration 117Q (198.781242 sec): 3 clusters Score: Raw -13977317.854438 + Penalty 1134.332932 = -13976183.521506 nChanged 12 SP:Iteration 118Q (199.075901 sec): 3 clusters Score: Raw -13977317.882949 + Penalty 1134.332932 = -13976183.550017 nChanged 12 SP:Iteration 119Q (199.401353 sec): 3 clusters Score: Raw -13977317.911733 + Penalty 1134.332932 = -13976183.578802 nChanged 9 SP:Iteration 120F (199.686750 sec): 3 clusters Score: Raw -13977317.929978 + Penalty 1134.332932 = -13976183.597046 nChanged 15 SP:Iteration 121Q (200.005966 sec): 3 clusters Score: Raw -13977317.981339 + Penalty 1134.332932 = -13976183.648408 nChanged 24 SP:Iteration 122Q (200.299370 sec): 3 clusters Score: Raw -13977318.041801 + Penalty 1134.332932 = -13976183.708869 nChanged 16 SP:Iteration 123Q (200.611898 sec): 3 clusters Score: Raw -13977318.071183 + Penalty 1134.332932 = -13976183.738251 nChanged 15 SP:Iteration 124Q (200.922223 sec): 3 clusters Score: Raw -13977318.105201 + Penalty 1134.332932 = -13976183.772269 nChanged 11 SP:Iteration 125Q (201.234948 sec): 3 clusters Score: Raw -13977318.124907 + Penalty 1134.332932 = -13976183.791975 nChanged 12 SP:Iteration 126Q (201.524897 sec): 3 clusters Score: Raw -13977318.158307 + Penalty 1134.332932 = -13976183.825375 nChanged 12 SP:Iteration 127Q (201.806826 sec): 3 clusters Score: Raw -13977318.176509 + Penalty 1134.332932 = -13976183.843578 nChanged 8 SP:Iteration 128Q (202.079473 sec): 3 clusters Score: Raw -13977318.193985 + Penalty 1134.332932 = -13976183.861053 nChanged 9 SP:Iteration 129Q (202.357807 sec): 3 clusters Score: Raw -13977318.214451 + Penalty 1134.332932 = -13976183.881519 nChanged 8 SP:Iteration 130Q (202.654398 sec): 3 clusters Score: Raw -13977318.231769 + Penalty 1134.332932 = -13976183.898838 nChanged 11 SP:Iteration 131Q (202.930010 sec): 3 clusters Score: Raw -13977318.249345 + Penalty 1134.332932 = -13976183.916413 nChanged 13 SP:Iteration 132Q (203.247909 sec): 3 clusters Score: Raw -13977318.270564 + Penalty 1134.332932 = -13976183.937632 nChanged 9 SP:Iteration 133Q (203.551618 sec): 3 clusters Score: Raw -13977318.291634 + Penalty 1134.332932 = -13976183.958702 nChanged 12 SP:Iteration 134Q (203.876675 sec): 3 clusters Score: Raw -13977318.313786 + Penalty 1134.332932 = -13976183.980855 nChanged 10 SP:Iteration 135Q (204.187206 sec): 3 clusters Score: Raw -13977318.339672 + Penalty 1134.332932 = -13976184.006740 nChanged 14 SP:Iteration 136Q (204.487251 sec): 3 clusters Score: Raw -13977318.380637 + Penalty 1134.332932 = -13976184.047706 nChanged 10 SP:Iteration 137Q (204.807658 sec): 3 clusters Score: Raw -13977318.409807 + Penalty 1134.332932 = -13976184.076876 nChanged 12 SP:Iteration 138Q (205.110412 sec): 3 clusters Score: Raw -13977318.439579 + Penalty 1134.332932 = -13976184.106647 nChanged 13 SP:Iteration 139Q (205.411099 sec): 3 clusters Score: Raw -13977318.474100 + Penalty 1134.332932 = -13976184.141168 nChanged 9 SP:Iteration 140F (205.702690 sec): 3 clusters Score: Raw -13977318.486424 + Penalty 1134.332932 = -13976184.153492 nChanged 5 SP:Iteration 141Q (205.990937 sec): 3 clusters Score: Raw -13977318.492701 + Penalty 1134.332932 = -13976184.159770 nChanged 2 SP:Iteration 142Q (206.278032 sec): 3 clusters Score: Raw -13977318.494033 + Penalty 1134.332932 = -13976184.161101 nChanged 0 SP:Iteration 143F (206.562594 sec): 3 clusters Score: Raw -13977318.494033 + Penalty 1134.332932 = -13976184.161101 nChanged 0 Score: Raw -56070289.899264 + Penalty 13954.152041 = -56056335.747223 Splitting cluster 4 changes total score from -56040250.854967 to -56056335.747223 So it's getting split into cluster 22. Trying to split cluster 6 (124336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (215.616578 sec): 2 clusters Score: Raw -6118496.803534 + Penalty 533.748800 = -6117963.054734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (215.782574 sec): 3 clusters Score: Raw -6035251.649372 + Penalty 1067.497600 = -6034184.151772 nChanged 60799 SP:Iteration 1F (215.926165 sec): 3 clusters Score: Raw -6079351.659263 + Penalty 1067.497600 = -6078284.161663 nChanged 9026 SP:Iteration 2F (216.077795 sec): 3 clusters Score: Raw -6085466.390454 + Penalty 1067.497600 = -6084398.892854 nChanged 8874 SP:Iteration 3F (216.235764 sec): 3 clusters Score: Raw -6091817.391597 + Penalty 1067.497600 = -6090749.893997 nChanged 7807 SP:Iteration 4F (216.396194 sec): 3 clusters Score: Raw -6096871.508628 + Penalty 1067.497600 = -6095804.011028 nChanged 6263 SP:Iteration 5F (216.552196 sec): 3 clusters Score: Raw -6100579.673974 + Penalty 1067.497600 = -6099512.176374 nChanged 5124 SP:Iteration 6Q (216.702440 sec): 3 clusters Score: Raw -6103115.678643 + Penalty 1067.497600 = -6102048.181043 nChanged 3894 SP:Iteration 7Q (216.873557 sec): 3 clusters Score: Raw -6104711.939406 + Penalty 1067.497600 = -6103644.441806 nChanged 3088 SP:Iteration 8Q (217.039922 sec): 3 clusters Score: Raw -6105779.834613 + Penalty 1067.497600 = -6104712.337013 nChanged 2494 SP:Iteration 9Q (217.209278 sec): 3 clusters Score: Raw -6106582.238480 + Penalty 1067.497600 = -6105514.740880 nChanged 2087 SP:Iteration 10Q (217.390246 sec): 3 clusters Score: Raw -6107209.457577 + Penalty 1067.497600 = -6106141.959977 nChanged 1849 SP:Iteration 11Q (217.564424 sec): 3 clusters Score: Raw -6107709.714938 + Penalty 1067.497600 = -6106642.217338 nChanged 1651 SP:Iteration 12Q (217.733865 sec): 3 clusters Score: Raw -6108077.758006 + Penalty 1067.497600 = -6107010.260406 nChanged 1418 SP:Iteration 13Q (217.890540 sec): 3 clusters Score: Raw -6108349.102528 + Penalty 1067.497600 = -6107281.604928 nChanged 1236 SP:Iteration 14Q (218.058393 sec): 3 clusters Score: Raw -6108560.352020 + Penalty 1067.497600 = -6107492.854420 nChanged 1113 SP:Iteration 15Q (218.249176 sec): 3 clusters Score: Raw -6108733.029839 + Penalty 1067.497600 = -6107665.532239 nChanged 1036 SP:Iteration 16Q (218.434467 sec): 3 clusters Score: Raw -6108883.663343 + Penalty 1067.497600 = -6107816.165743 nChanged 1036 SP:Iteration 17Q (218.595678 sec): 3 clusters Score: Raw -6109029.105046 + Penalty 1067.497600 = -6107961.607446 nChanged 986 SP:Iteration 18Q (218.769032 sec): 3 clusters Score: Raw -6109164.089697 + Penalty 1067.497600 = -6108096.592097 nChanged 1010 SP:Iteration 19Q (218.931158 sec): 3 clusters Score: Raw -6109314.895191 + Penalty 1067.497600 = -6108247.397591 nChanged 1128 SP:Iteration 20F (219.091021 sec): 3 clusters Score: Raw -6109500.034000 + Penalty 1067.497600 = -6108432.536400 nChanged 1141 SP:Iteration 21Q (219.255184 sec): 3 clusters Score: Raw -6109694.594173 + Penalty 1067.497600 = -6108627.096573 nChanged 1247 SP:Iteration 22Q (219.428583 sec): 3 clusters Score: Raw -6109924.951415 + Penalty 1067.497600 = -6108857.453815 nChanged 1357 SP:Iteration 23Q (219.596550 sec): 3 clusters Score: Raw -6110219.191051 + Penalty 1067.497600 = -6109151.693450 nChanged 1573 SP:Iteration 24Q (219.761874 sec): 3 clusters Score: Raw -6110616.977251 + Penalty 1067.497600 = -6109549.479651 nChanged 1804 SP:Iteration 25Q (219.922973 sec): 3 clusters Score: Raw -6111140.568639 + Penalty 1067.497600 = -6110073.071039 nChanged 1997 SP:Iteration 26Q (220.101454 sec): 3 clusters Score: Raw -6111756.308992 + Penalty 1067.497600 = -6110688.811392 nChanged 2165 SP:Iteration 27Q (220.269982 sec): 3 clusters Score: Raw -6112511.008348 + Penalty 1067.497600 = -6111443.510748 nChanged 2254 SP:Iteration 28Q (220.423639 sec): 3 clusters Score: Raw -6113380.503757 + Penalty 1067.497600 = -6112313.006157 nChanged 2393 SP:Iteration 29Q (220.577536 sec): 3 clusters Score: Raw -6114395.082539 + Penalty 1067.497600 = -6113327.584939 nChanged 2473 SP:Iteration 30Q (220.741827 sec): 3 clusters Score: Raw -6115504.247240 + Penalty 1067.497600 = -6114436.749640 nChanged 2421 SP:Iteration 31Q (220.914677 sec): 3 clusters Score: Raw -6116711.742606 + Penalty 1067.497600 = -6115644.245006 nChanged 2399 SP:Iteration 32Q (221.087402 sec): 3 clusters Score: Raw -6117949.032851 + Penalty 1067.497600 = -6116881.535251 nChanged 2210 SP:Iteration 33Q (221.251629 sec): 3 clusters Score: Raw -6119100.024155 + Penalty 1067.497600 = -6118032.526555 nChanged 1977 SP:Iteration 34Q (221.422162 sec): 3 clusters Score: Raw -6120006.952166 + Penalty 1067.497600 = -6118939.454566 nChanged 1666 SP:Iteration 35Q (221.584913 sec): 3 clusters Score: Raw -6120601.377344 + Penalty 1067.497600 = -6119533.879744 nChanged 1305 SP:Iteration 36Q (221.735777 sec): 3 clusters Score: Raw -6120994.945126 + Penalty 1067.497600 = -6119927.447526 nChanged 1039 SP:Iteration 37Q (221.904504 sec): 3 clusters Score: Raw -6121270.950435 + Penalty 1067.497600 = -6120203.452835 nChanged 854 SP:Iteration 38Q (222.048521 sec): 3 clusters Score: Raw -6121462.480476 + Penalty 1067.497600 = -6120394.982876 nChanged 656 SP:Iteration 39Q (222.191388 sec): 3 clusters Score: Raw -6121590.208863 + Penalty 1067.497600 = -6120522.711263 nChanged 551 SP:Iteration 40F (222.356046 sec): 3 clusters Score: Raw -6121821.090064 + Penalty 1067.497600 = -6120753.592464 nChanged 567 SP:Iteration 41Q (222.501910 sec): 3 clusters Score: Raw -6121951.062039 + Penalty 1067.497600 = -6120883.564439 nChanged 585 SP:Iteration 42Q (222.649994 sec): 3 clusters Score: Raw -6122037.945350 + Penalty 1067.497600 = -6120970.447750 nChanged 465 SP:Iteration 43Q (222.813157 sec): 3 clusters Score: Raw -6122100.782128 + Penalty 1067.497600 = -6121033.284528 nChanged 432 SP:Iteration 44Q (222.974689 sec): 3 clusters Score: Raw -6122156.506028 + Penalty 1067.497600 = -6121089.008428 nChanged 386 SP:Iteration 45Q (223.142203 sec): 3 clusters Score: Raw -6122201.490802 + Penalty 1067.497600 = -6121133.993202 nChanged 335 SP:Iteration 46Q (223.286813 sec): 3 clusters Score: Raw -6122233.247716 + Penalty 1067.497600 = -6121165.750116 nChanged 281 SP:Iteration 47Q (223.437328 sec): 3 clusters Score: Raw -6122256.277936 + Penalty 1067.497600 = -6121188.780336 nChanged 238 SP:Iteration 48Q (223.588540 sec): 3 clusters Score: Raw -6122273.202272 + Penalty 1067.497600 = -6121205.704672 nChanged 221 SP:Iteration 49Q (223.750681 sec): 3 clusters Score: Raw -6122287.834552 + Penalty 1067.497600 = -6121220.336952 nChanged 191 SP:Iteration 50Q (223.900164 sec): 3 clusters Score: Raw -6122299.288499 + Penalty 1067.497600 = -6121231.790899 nChanged 181 SP:Iteration 51Q (224.044494 sec): 3 clusters Score: Raw -6122309.403355 + Penalty 1067.497600 = -6121241.905755 nChanged 148 SP:Iteration 52Q (224.201688 sec): 3 clusters Score: Raw -6122316.665416 + Penalty 1067.497600 = -6121249.167816 nChanged 133 SP:Iteration 53Q (224.367623 sec): 3 clusters Score: Raw -6122322.517404 + Penalty 1067.497600 = -6121255.019804 nChanged 124 SP:Iteration 54Q (224.530545 sec): 3 clusters Score: Raw -6122327.176984 + Penalty 1067.497600 = -6121259.679384 nChanged 110 SP:Iteration 55Q (224.677434 sec): 3 clusters Score: Raw -6122331.597045 + Penalty 1067.497600 = -6121264.099445 nChanged 106 SP:Iteration 56Q (224.844738 sec): 3 clusters Score: Raw -6122335.373790 + Penalty 1067.497600 = -6121267.876190 nChanged 97 SP:Iteration 57Q (225.013881 sec): 3 clusters Score: Raw -6122338.322377 + Penalty 1067.497600 = -6121270.824777 nChanged 82 SP:Iteration 58Q (225.157683 sec): 3 clusters Score: Raw -6122340.534566 + Penalty 1067.497600 = -6121273.036966 nChanged 81 SP:Iteration 59Q (225.317522 sec): 3 clusters Score: Raw -6122342.772228 + Penalty 1067.497600 = -6121275.274628 nChanged 81 SP:Iteration 60F (225.474704 sec): 3 clusters Score: Raw -6122344.956926 + Penalty 1067.497600 = -6121277.459326 nChanged 78 SP:Iteration 61Q (225.621240 sec): 3 clusters Score: Raw -6122347.044499 + Penalty 1067.497600 = -6121279.546899 nChanged 79 SP:Iteration 62Q (225.799165 sec): 3 clusters Score: Raw -6122349.091548 + Penalty 1067.497600 = -6121281.593948 nChanged 68 SP:Iteration 63Q (225.956199 sec): 3 clusters Score: Raw -6122350.939059 + Penalty 1067.497600 = -6121283.441459 nChanged 71 SP:Iteration 64Q (226.105034 sec): 3 clusters Score: Raw -6122352.720398 + Penalty 1067.497600 = -6121285.222798 nChanged 70 SP:Iteration 65Q (226.255256 sec): 3 clusters Score: Raw -6122354.435786 + Penalty 1067.497600 = -6121286.938186 nChanged 72 SP:Iteration 66Q (226.420649 sec): 3 clusters Score: Raw -6122356.444935 + Penalty 1067.497600 = -6121288.947335 nChanged 70 SP:Iteration 67Q (226.567624 sec): 3 clusters Score: Raw -6122358.449477 + Penalty 1067.497600 = -6121290.951877 nChanged 65 SP:Iteration 68Q (226.715597 sec): 3 clusters Score: Raw -6122359.877717 + Penalty 1067.497600 = -6121292.380117 nChanged 63 SP:Iteration 69Q (226.882534 sec): 3 clusters Score: Raw -6122361.074518 + Penalty 1067.497600 = -6121293.576918 nChanged 55 SP:Iteration 70Q (227.049662 sec): 3 clusters Score: Raw -6122362.111934 + Penalty 1067.497600 = -6121294.614334 nChanged 51 SP:Iteration 71Q (227.216381 sec): 3 clusters Score: Raw -6122362.941776 + Penalty 1067.497600 = -6121295.444176 nChanged 46 SP:Iteration 72Q (227.375840 sec): 3 clusters Score: Raw -6122363.839337 + Penalty 1067.497600 = -6121296.341737 nChanged 50 SP:Iteration 73Q (227.530114 sec): 3 clusters Score: Raw -6122364.936331 + Penalty 1067.497600 = -6121297.438731 nChanged 52 SP:Iteration 74Q (227.693369 sec): 3 clusters Score: Raw -6122365.942869 + Penalty 1067.497600 = -6121298.445269 nChanged 50 SP:Iteration 75Q (227.853773 sec): 3 clusters Score: Raw -6122366.697967 + Penalty 1067.497600 = -6121299.200367 nChanged 35 SP:Iteration 76Q (228.003601 sec): 3 clusters Score: Raw -6122367.178358 + Penalty 1067.497600 = -6121299.680758 nChanged 43 SP:Iteration 77Q (228.171977 sec): 3 clusters Score: Raw -6122367.970512 + Penalty 1067.497600 = -6121300.472912 nChanged 47 SP:Iteration 78Q (228.321144 sec): 3 clusters Score: Raw -6122368.776533 + Penalty 1067.497600 = -6121301.278933 nChanged 43 SP:Iteration 79Q (228.465979 sec): 3 clusters Score: Raw -6122369.380160 + Penalty 1067.497600 = -6121301.882560 nChanged 43 SP:Iteration 80F (228.631606 sec): 3 clusters Score: Raw -6122369.934489 + Penalty 1067.497600 = -6121302.436889 nChanged 42 SP:Iteration 81Q (228.805328 sec): 3 clusters Score: Raw -6122370.538726 + Penalty 1067.497600 = -6121303.041126 nChanged 39 SP:Iteration 82Q (228.956717 sec): 3 clusters Score: Raw -6122371.204900 + Penalty 1067.497600 = -6121303.707300 nChanged 52 SP:Iteration 83Q (229.120964 sec): 3 clusters Score: Raw -6122372.191349 + Penalty 1067.497600 = -6121304.693749 nChanged 50 SP:Iteration 84Q (229.273593 sec): 3 clusters Score: Raw -6122373.134961 + Penalty 1067.497600 = -6121305.637361 nChanged 46 SP:Iteration 85Q (229.419670 sec): 3 clusters Score: Raw -6122373.999889 + Penalty 1067.497600 = -6121306.502289 nChanged 45 SP:Iteration 86Q (229.576102 sec): 3 clusters Score: Raw -6122374.767638 + Penalty 1067.497600 = -6121307.270037 nChanged 47 SP:Iteration 87Q (229.753465 sec): 3 clusters Score: Raw -6122375.620546 + Penalty 1067.497600 = -6121308.122946 nChanged 37 SP:Iteration 88Q (229.912043 sec): 3 clusters Score: Raw -6122376.190985 + Penalty 1067.497600 = -6121308.693385 nChanged 33 SP:Iteration 89Q (230.070045 sec): 3 clusters Score: Raw -6122376.667489 + Penalty 1067.497600 = -6121309.169889 nChanged 32 SP:Iteration 90Q (230.222086 sec): 3 clusters Score: Raw -6122377.072076 + Penalty 1067.497600 = -6121309.574476 nChanged 21 SP:Iteration 91Q (230.387038 sec): 3 clusters Score: Raw -6122377.275270 + Penalty 1067.497600 = -6121309.777670 nChanged 16 SP:Iteration 92Q (230.542574 sec): 3 clusters Score: Raw -6122377.360114 + Penalty 1067.497600 = -6121309.862514 nChanged 9 SP:Iteration 93Q (230.700070 sec): 3 clusters Score: Raw -6122377.415297 + Penalty 1067.497600 = -6121309.917697 nChanged 5 SP:Iteration 94Q (230.852257 sec): 3 clusters Score: Raw -6122377.462411 + Penalty 1067.497600 = -6121309.964811 nChanged 4 SP:Iteration 95Q (231.012991 sec): 3 clusters Score: Raw -6122377.482312 + Penalty 1067.497600 = -6121309.984712 nChanged 3 SP:Iteration 96Q (231.181627 sec): 3 clusters Score: Raw -6122377.517538 + Penalty 1067.497600 = -6121310.019938 nChanged 2 SP:Iteration 97Q (231.339413 sec): 3 clusters Score: Raw -6122377.539953 + Penalty 1067.497600 = -6121310.042353 nChanged 4 SP:Iteration 98Q (231.499771 sec): 3 clusters Score: Raw -6122377.578411 + Penalty 1067.497600 = -6121310.080811 nChanged 7 SP:Iteration 99Q (231.652817 sec): 3 clusters Score: Raw -6122377.610530 + Penalty 1067.497600 = -6121310.112930 nChanged 3 SP:Iteration 100F (231.782750 sec): 3 clusters Score: Raw -6122377.628200 + Penalty 1067.497600 = -6121310.130600 nChanged 3 SP:Iteration 101Q (231.951735 sec): 3 clusters Score: Raw -6122377.651376 + Penalty 1067.497600 = -6121310.153776 nChanged 1 SP:Iteration 102Q (232.104888 sec): 3 clusters Score: Raw -6122377.657201 + Penalty 1067.497600 = -6121310.159601 nChanged 2 SP:Iteration 103Q (232.258565 sec): 3 clusters Score: Raw -6122377.668167 + Penalty 1067.497600 = -6121310.170567 nChanged 3 SP:Iteration 104Q (232.413493 sec): 3 clusters Score: Raw -6122377.688480 + Penalty 1067.497600 = -6121310.190880 nChanged 5 SP:Iteration 105Q (232.581729 sec): 3 clusters Score: Raw -6122377.720863 + Penalty 1067.497600 = -6121310.223263 nChanged 2 SP:Iteration 106Q (232.741056 sec): 3 clusters Score: Raw -6122377.729163 + Penalty 1067.497600 = -6121310.231563 nChanged 2 SP:Iteration 107Q (232.907366 sec): 3 clusters Score: Raw -6122377.733286 + Penalty 1067.497600 = -6121310.235686 nChanged 3 SP:Iteration 108Q (233.067256 sec): 3 clusters Score: Raw -6122377.737971 + Penalty 1067.497600 = -6121310.240371 nChanged 1 SP:Iteration 109Q (233.214385 sec): 3 clusters Score: Raw -6122377.743052 + Penalty 1067.497600 = -6121310.245452 nChanged 2 SP:Iteration 110Q (233.335288 sec): 3 clusters Score: Raw -6122377.760998 + Penalty 1067.497600 = -6121310.263398 nChanged 6 SP:Iteration 111Q (233.490534 sec): 3 clusters Score: Raw -6122377.795074 + Penalty 1067.497600 = -6121310.297474 nChanged 7 SP:Iteration 112Q (233.643457 sec): 3 clusters Score: Raw -6122377.830022 + Penalty 1067.497600 = -6121310.332422 nChanged 6 SP:Iteration 113Q (233.799088 sec): 3 clusters Score: Raw -6122377.876220 + Penalty 1067.497600 = -6121310.378620 nChanged 9 SP:Iteration 114Q (233.947977 sec): 3 clusters Score: Raw -6122377.931731 + Penalty 1067.497600 = -6121310.434131 nChanged 6 SP:Iteration 115Q (234.097058 sec): 3 clusters Score: Raw -6122377.969267 + Penalty 1067.497600 = -6121310.471667 nChanged 7 SP:Iteration 116Q (234.247841 sec): 3 clusters Score: Raw -6122378.035157 + Penalty 1067.497600 = -6121310.537557 nChanged 12 SP:Iteration 117Q (234.403798 sec): 3 clusters Score: Raw -6122378.169433 + Penalty 1067.497600 = -6121310.671832 nChanged 12 SP:Iteration 118Q (234.572545 sec): 3 clusters Score: Raw -6122378.341187 + Penalty 1067.497600 = -6121310.843587 nChanged 15 SP:Iteration 119Q (234.723502 sec): 3 clusters Score: Raw -6122378.513479 + Penalty 1067.497600 = -6121311.015878 nChanged 13 SP:Iteration 120F (234.884265 sec): 3 clusters Score: Raw -6122378.647629 + Penalty 1067.497600 = -6121311.150028 nChanged 13 SP:Iteration 121Q (235.064182 sec): 3 clusters Score: Raw -6122378.783825 + Penalty 1067.497600 = -6121311.286225 nChanged 16 SP:Iteration 122Q (235.241099 sec): 3 clusters Score: Raw -6122378.902392 + Penalty 1067.497600 = -6121311.404792 nChanged 10 SP:Iteration 123Q (235.399136 sec): 3 clusters Score: Raw -6122378.989107 + Penalty 1067.497600 = -6121311.491507 nChanged 9 SP:Iteration 124Q (235.547700 sec): 3 clusters Score: Raw -6122379.037132 + Penalty 1067.497600 = -6121311.539532 nChanged 9 SP:Iteration 125Q (235.702994 sec): 3 clusters Score: Raw -6122379.090028 + Penalty 1067.497600 = -6121311.592428 nChanged 9 SP:Iteration 126Q (235.858317 sec): 3 clusters Score: Raw -6122379.157695 + Penalty 1067.497600 = -6121311.660095 nChanged 12 SP:Iteration 127Q (236.030606 sec): 3 clusters Score: Raw -6122379.244578 + Penalty 1067.497600 = -6121311.746978 nChanged 7 SP:Iteration 128Q (236.206254 sec): 3 clusters Score: Raw -6122379.311441 + Penalty 1067.497600 = -6121311.813841 nChanged 7 SP:Iteration 129Q (236.378972 sec): 3 clusters Score: Raw -6122379.357642 + Penalty 1067.497600 = -6121311.860042 nChanged 7 SP:Iteration 130Q (236.537854 sec): 3 clusters Score: Raw -6122379.454523 + Penalty 1067.497600 = -6121311.956923 nChanged 13 SP:Iteration 131Q (236.678317 sec): 3 clusters Score: Raw -6122379.599762 + Penalty 1067.497600 = -6121312.102162 nChanged 20 SP:Iteration 132Q (236.845969 sec): 3 clusters Score: Raw -6122379.849470 + Penalty 1067.497600 = -6121312.351870 nChanged 15 SP:Iteration 133Q (237.017759 sec): 3 clusters Score: Raw -6122380.035981 + Penalty 1067.497600 = -6121312.538380 nChanged 17 SP:Iteration 134Q (237.172129 sec): 3 clusters Score: Raw -6122380.291992 + Penalty 1067.497600 = -6121312.794392 nChanged 25 SP:Iteration 135Q (237.329808 sec): 3 clusters Score: Raw -6122380.671085 + Penalty 1067.497600 = -6121313.173485 nChanged 21 SP:Iteration 136Q (237.483836 sec): 3 clusters Score: Raw -6122380.936652 + Penalty 1067.497600 = -6121313.439052 nChanged 22 SP:Iteration 137Q (237.623826 sec): 3 clusters Score: Raw -6122381.190024 + Penalty 1067.497600 = -6121313.692424 nChanged 17 SP:Iteration 138Q (237.801375 sec): 3 clusters Score: Raw -6122381.396547 + Penalty 1067.497600 = -6121313.898947 nChanged 18 SP:Iteration 139Q (237.981342 sec): 3 clusters Score: Raw -6122381.686713 + Penalty 1067.497600 = -6121314.189113 nChanged 23 SP:Iteration 140F (238.144214 sec): 3 clusters Score: Raw -6122382.097612 + Penalty 1067.497600 = -6121314.600012 nChanged 30 SP:Iteration 141Q (238.296186 sec): 3 clusters Score: Raw -6122382.574420 + Penalty 1067.497600 = -6121315.076820 nChanged 25 SP:Iteration 142Q (238.446978 sec): 3 clusters Score: Raw -6122382.820349 + Penalty 1067.497600 = -6121315.322749 nChanged 19 SP:Iteration 143Q (238.615688 sec): 3 clusters Score: Raw -6122382.972088 + Penalty 1067.497600 = -6121315.474488 nChanged 10 SP:Iteration 144Q (238.782831 sec): 3 clusters Score: Raw -6122383.052583 + Penalty 1067.497600 = -6121315.554983 nChanged 10 SP:Iteration 145Q (238.943584 sec): 3 clusters Score: Raw -6122383.134327 + Penalty 1067.497600 = -6121315.636727 nChanged 7 SP:Iteration 146Q (239.093621 sec): 3 clusters Score: Raw -6122383.197680 + Penalty 1067.497600 = -6121315.700080 nChanged 9 SP:Iteration 147Q (239.256233 sec): 3 clusters Score: Raw -6122383.243182 + Penalty 1067.497600 = -6121315.745582 nChanged 5 SP:Iteration 148Q (239.416189 sec): 3 clusters Score: Raw -6122383.257128 + Penalty 1067.497600 = -6121315.759528 nChanged 5 SP:Iteration 149Q (239.581780 sec): 3 clusters Score: Raw -6122383.270934 + Penalty 1067.497600 = -6121315.773334 nChanged 7 SP:Iteration 150Q (239.742013 sec): 3 clusters Score: Raw -6122383.301871 + Penalty 1067.497600 = -6121315.804271 nChanged 7 SP:Iteration 151Q (239.893380 sec): 3 clusters Score: Raw -6122383.340010 + Penalty 1067.497600 = -6121315.842410 nChanged 5 SP:Iteration 152Q (240.043803 sec): 3 clusters Score: Raw -6122383.362811 + Penalty 1067.497600 = -6121315.865211 nChanged 5 SP:Iteration 153Q (240.206446 sec): 3 clusters Score: Raw -6122383.393903 + Penalty 1067.497600 = -6121315.896303 nChanged 9 SP:Iteration 154Q (240.374809 sec): 3 clusters Score: Raw -6122383.549582 + Penalty 1067.497600 = -6121316.051982 nChanged 17 SP:Iteration 155Q (240.542096 sec): 3 clusters Score: Raw -6122383.816790 + Penalty 1067.497600 = -6121316.319190 nChanged 20 SP:Iteration 156Q (240.690139 sec): 3 clusters Score: Raw -6122384.045148 + Penalty 1067.497600 = -6121316.547548 nChanged 14 SP:Iteration 157Q (240.840059 sec): 3 clusters Score: Raw -6122384.191789 + Penalty 1067.497600 = -6121316.694189 nChanged 13 SP:Iteration 158Q (241.010383 sec): 3 clusters Score: Raw -6122384.318208 + Penalty 1067.497600 = -6121316.820608 nChanged 10 SP:Iteration 159Q (241.164471 sec): 3 clusters Score: Raw -6122384.455123 + Penalty 1067.497600 = -6121316.957523 nChanged 14 SP:Iteration 160F (241.318075 sec): 3 clusters Score: Raw -6122384.593725 + Penalty 1067.497600 = -6121317.096124 nChanged 10 SP:Iteration 161Q (241.467422 sec): 3 clusters Score: Raw -6122384.663381 + Penalty 1067.497600 = -6121317.165781 nChanged 6 SP:Iteration 162Q (241.640230 sec): 3 clusters Score: Raw -6122384.704004 + Penalty 1067.497600 = -6121317.206404 nChanged 10 SP:Iteration 163Q (241.794959 sec): 3 clusters Score: Raw -6122384.775295 + Penalty 1067.497600 = -6121317.277695 nChanged 7 SP:Iteration 164Q (241.959619 sec): 3 clusters Score: Raw -6122384.829275 + Penalty 1067.497600 = -6121317.331675 nChanged 9 SP:Iteration 165Q (242.132412 sec): 3 clusters Score: Raw -6122384.897743 + Penalty 1067.497600 = -6121317.400143 nChanged 7 SP:Iteration 166Q (242.303522 sec): 3 clusters Score: Raw -6122384.938568 + Penalty 1067.497600 = -6121317.440968 nChanged 7 SP:Iteration 167Q (242.457904 sec): 3 clusters Score: Raw -6122384.978857 + Penalty 1067.497600 = -6121317.481257 nChanged 6 SP:Iteration 168Q (242.610920 sec): 3 clusters Score: Raw -6122385.035869 + Penalty 1067.497600 = -6121317.538269 nChanged 5 SP:Iteration 169Q (242.774895 sec): 3 clusters Score: Raw -6122385.071142 + Penalty 1067.497600 = -6121317.573542 nChanged 7 SP:Iteration 170Q (242.954519 sec): 3 clusters Score: Raw -6122385.102499 + Penalty 1067.497600 = -6121317.604899 nChanged 5 SP:Iteration 171Q (243.119385 sec): 3 clusters Score: Raw -6122385.135568 + Penalty 1067.497600 = -6121317.637967 nChanged 5 SP:Iteration 172Q (243.269217 sec): 3 clusters Score: Raw -6122385.177056 + Penalty 1067.497600 = -6121317.679456 nChanged 3 SP:Iteration 173Q (243.432261 sec): 3 clusters Score: Raw -6122385.198403 + Penalty 1067.497600 = -6121317.700803 nChanged 4 SP:Iteration 174Q (243.596463 sec): 3 clusters Score: Raw -6122385.248747 + Penalty 1067.497600 = -6121317.751147 nChanged 5 SP:Iteration 175Q (243.755882 sec): 3 clusters Score: Raw -6122385.302897 + Penalty 1067.497600 = -6121317.805297 nChanged 12 SP:Iteration 176Q (243.920158 sec): 3 clusters Score: Raw -6122385.414452 + Penalty 1067.497600 = -6121317.916852 nChanged 8 SP:Iteration 177Q (244.072892 sec): 3 clusters Score: Raw -6122385.493114 + Penalty 1067.497600 = -6121317.995514 nChanged 6 SP:Iteration 178Q (244.207910 sec): 3 clusters Score: Raw -6122385.558665 + Penalty 1067.497600 = -6121318.061065 nChanged 6 SP:Iteration 179Q (244.375483 sec): 3 clusters Score: Raw -6122385.601271 + Penalty 1067.497600 = -6121318.103671 nChanged 6 SP:Iteration 180F (244.540346 sec): 3 clusters Score: Raw -6122385.650894 + Penalty 1067.497600 = -6121318.153294 nChanged 6 SP:Iteration 181Q (244.703313 sec): 3 clusters Score: Raw -6122385.711211 + Penalty 1067.497600 = -6121318.213611 nChanged 6 SP:Iteration 182Q (244.847540 sec): 3 clusters Score: Raw -6122385.741682 + Penalty 1067.497600 = -6121318.244082 nChanged 2 SP:Iteration 183Q (245.009114 sec): 3 clusters Score: Raw -6122385.744303 + Penalty 1067.497600 = -6121318.246703 nChanged 0 SP:Iteration 184F (245.164775 sec): 3 clusters Score: Raw -6122385.744303 + Penalty 1067.497600 = -6121318.246703 nChanged 0 Score: Raw -56074178.840035 + Penalty 14588.431680 = -56059590.408355 Splitting cluster 6 changes total score from -56040250.854967 to -56059590.408355 So it's getting split into cluster 23. Trying to split cluster 7 (25632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (254.572298 sec): 2 clusters Score: Raw -1278667.299817 + Penalty 461.897657 = -1278205.402161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (254.650802 sec): 3 clusters Score: Raw -1262083.929027 + Penalty 923.795313 = -1261160.133713 nChanged 12295 SP:Iteration 1F (254.712401 sec): 3 clusters Score: Raw -1275005.101007 + Penalty 923.795313 = -1274081.305693 nChanged 3859 SP:Iteration 2F (254.763493 sec): 3 clusters Score: Raw -1280733.136572 + Penalty 923.795313 = -1279809.341259 nChanged 2819 SP:Iteration 3F (254.818764 sec): 3 clusters Score: Raw -1283623.324871 + Penalty 923.795313 = -1282699.529558 nChanged 1228 SP:Iteration 4Q (254.888669 sec): 3 clusters Score: Raw -1284484.410666 + Penalty 923.795313 = -1283560.615352 nChanged 542 SP:Iteration 5Q (254.953989 sec): 3 clusters Score: Raw -1284751.371279 + Penalty 923.795313 = -1283827.575966 nChanged 331 SP:Iteration 6Q (255.018081 sec): 3 clusters Score: Raw -1284890.400096 + Penalty 923.795313 = -1283966.604783 nChanged 187 SP:Iteration 7Q (255.090081 sec): 3 clusters Score: Raw -1284966.524179 + Penalty 923.795313 = -1284042.728865 nChanged 124 SP:Iteration 8Q (255.163387 sec): 3 clusters Score: Raw -1285020.061532 + Penalty 923.795313 = -1284096.266219 nChanged 90 SP:Iteration 9Q (255.230074 sec): 3 clusters Score: Raw -1285048.145507 + Penalty 923.795313 = -1284124.350194 nChanged 56 SP:Iteration 10Q (255.301309 sec): 3 clusters Score: Raw -1285057.560363 + Penalty 923.795313 = -1284133.765050 nChanged 39 SP:Iteration 11Q (255.376969 sec): 3 clusters Score: Raw -1285060.251712 + Penalty 923.795313 = -1284136.456399 nChanged 20 SP:Iteration 12Q (255.445150 sec): 3 clusters Score: Raw -1285061.434297 + Penalty 923.795313 = -1284137.638984 nChanged 16 SP:Iteration 13Q (255.514580 sec): 3 clusters Score: Raw -1285061.911501 + Penalty 923.795313 = -1284138.116188 nChanged 7 SP:Iteration 14Q (255.576891 sec): 3 clusters Score: Raw -1285062.000474 + Penalty 923.795313 = -1284138.205161 nChanged 1 SP:Iteration 15Q (255.650731 sec): 3 clusters Score: Raw -1285062.004309 + Penalty 923.795313 = -1284138.208995 nChanged 0 SP:Iteration 16F (255.704309 sec): 3 clusters Score: Raw -1285062.004309 + Penalty 923.795313 = -1284138.208995 nChanged 0 Score: Raw -56080573.544526 + Penalty 15222.711318 = -56065350.833208 Splitting cluster 7 changes total score from -56040250.854967 to -56065350.833208 So it's getting split into cluster 24. Trying to split cluster 8 (132612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (264.966726 sec): 2 clusters Score: Raw -7206160.643912 + Penalty 536.680820 = -7205623.963092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (265.131181 sec): 3 clusters Score: Raw -7116926.976440 + Penalty 1073.361639 = -7115853.614800 nChanged 64894 SP:Iteration 1F (265.300676 sec): 3 clusters Score: Raw -7155809.367325 + Penalty 1073.361639 = -7154736.005685 nChanged 6673 SP:Iteration 2F (265.461899 sec): 3 clusters Score: Raw -7158862.314454 + Penalty 1073.361639 = -7157788.952814 nChanged 7857 SP:Iteration 3F (265.596867 sec): 3 clusters Score: Raw -7163483.277452 + Penalty 1073.361639 = -7162409.915813 nChanged 9124 SP:Iteration 4F (265.761061 sec): 3 clusters Score: Raw -7169627.124605 + Penalty 1073.361639 = -7168553.762966 nChanged 9809 SP:Iteration 5F (265.929117 sec): 3 clusters Score: Raw -7177056.571391 + Penalty 1073.361639 = -7175983.209752 nChanged 9585 SP:Iteration 6F (266.096566 sec): 3 clusters Score: Raw -7185036.973594 + Penalty 1073.361639 = -7183963.611955 nChanged 8960 SP:Iteration 7F (266.266909 sec): 3 clusters Score: Raw -7192667.007563 + Penalty 1073.361639 = -7191593.645924 nChanged 8159 SP:Iteration 8F (266.426504 sec): 3 clusters Score: Raw -7198244.218504 + Penalty 1073.361639 = -7197170.856864 nChanged 6019 SP:Iteration 9Q (266.569823 sec): 3 clusters Score: Raw -7200953.007414 + Penalty 1073.361639 = -7199879.645774 nChanged 3765 SP:Iteration 10Q (266.735026 sec): 3 clusters Score: Raw -7202104.892049 + Penalty 1073.361639 = -7201031.530409 nChanged 2500 SP:Iteration 11Q (266.889091 sec): 3 clusters Score: Raw -7202704.485465 + Penalty 1073.361639 = -7201631.123826 nChanged 1793 SP:Iteration 12Q (267.055982 sec): 3 clusters Score: Raw -7203054.731030 + Penalty 1073.361639 = -7201981.369390 nChanged 1474 SP:Iteration 13Q (267.241146 sec): 3 clusters Score: Raw -7203302.845650 + Penalty 1073.361639 = -7202229.484011 nChanged 1187 SP:Iteration 14Q (267.404034 sec): 3 clusters Score: Raw -7203488.731203 + Penalty 1073.361639 = -7202415.369563 nChanged 1047 SP:Iteration 15Q (267.563755 sec): 3 clusters Score: Raw -7203640.532887 + Penalty 1073.361639 = -7202567.171248 nChanged 966 SP:Iteration 16Q (267.716577 sec): 3 clusters Score: Raw -7203760.194556 + Penalty 1073.361639 = -7202686.832917 nChanged 866 SP:Iteration 17Q (267.885747 sec): 3 clusters Score: Raw -7203852.244119 + Penalty 1073.361639 = -7202778.882480 nChanged 805 SP:Iteration 18Q (268.054645 sec): 3 clusters Score: Raw -7203933.603825 + Penalty 1073.361639 = -7202860.242186 nChanged 791 SP:Iteration 19Q (268.220024 sec): 3 clusters Score: Raw -7204008.533159 + Penalty 1073.361639 = -7202935.171520 nChanged 743 SP:Iteration 20F (268.368786 sec): 3 clusters Score: Raw -7204075.465388 + Penalty 1073.361639 = -7203002.103749 nChanged 753 SP:Iteration 21Q (268.535478 sec): 3 clusters Score: Raw -7204143.093101 + Penalty 1073.361639 = -7203069.731461 nChanged 734 SP:Iteration 22Q (268.708981 sec): 3 clusters Score: Raw -7204206.335210 + Penalty 1073.361639 = -7203132.973570 nChanged 742 SP:Iteration 23Q (268.882485 sec): 3 clusters Score: Raw -7204271.685244 + Penalty 1073.361639 = -7203198.323604 nChanged 757 SP:Iteration 24Q (269.059560 sec): 3 clusters Score: Raw -7204337.078670 + Penalty 1073.361639 = -7203263.717031 nChanged 743 SP:Iteration 25Q (269.226184 sec): 3 clusters Score: Raw -7204401.521551 + Penalty 1073.361639 = -7203328.159911 nChanged 761 SP:Iteration 26Q (269.386766 sec): 3 clusters Score: Raw -7204468.148048 + Penalty 1073.361639 = -7203394.786409 nChanged 757 SP:Iteration 27Q (269.569244 sec): 3 clusters Score: Raw -7204538.979607 + Penalty 1073.361639 = -7203465.617968 nChanged 797 SP:Iteration 28Q (269.758282 sec): 3 clusters Score: Raw -7204613.523424 + Penalty 1073.361639 = -7203540.161785 nChanged 779 SP:Iteration 29Q (269.940008 sec): 3 clusters Score: Raw -7204681.413647 + Penalty 1073.361639 = -7203608.052008 nChanged 795 SP:Iteration 30Q (270.117579 sec): 3 clusters Score: Raw -7204752.776458 + Penalty 1073.361639 = -7203679.414819 nChanged 767 SP:Iteration 31Q (270.287399 sec): 3 clusters Score: Raw -7204821.347299 + Penalty 1073.361639 = -7203747.985659 nChanged 779 SP:Iteration 32Q (270.457396 sec): 3 clusters Score: Raw -7204893.729770 + Penalty 1073.361639 = -7203820.368130 nChanged 835 SP:Iteration 33Q (270.611273 sec): 3 clusters Score: Raw -7204975.039844 + Penalty 1073.361639 = -7203901.678204 nChanged 900 SP:Iteration 34Q (270.764526 sec): 3 clusters Score: Raw -7205069.392082 + Penalty 1073.361639 = -7203996.030443 nChanged 950 SP:Iteration 35Q (270.940529 sec): 3 clusters Score: Raw -7205169.434049 + Penalty 1073.361639 = -7204096.072409 nChanged 985 SP:Iteration 36Q (271.120423 sec): 3 clusters Score: Raw -7205274.655629 + Penalty 1073.361639 = -7204201.293990 nChanged 954 SP:Iteration 37Q (271.268895 sec): 3 clusters Score: Raw -7205379.013404 + Penalty 1073.361639 = -7204305.651764 nChanged 951 SP:Iteration 38Q (271.439878 sec): 3 clusters Score: Raw -7205487.832579 + Penalty 1073.361639 = -7204414.470940 nChanged 1009 SP:Iteration 39Q (271.597339 sec): 3 clusters Score: Raw -7205606.764247 + Penalty 1073.361639 = -7204533.402608 nChanged 1028 SP:Iteration 40F (271.756956 sec): 3 clusters Score: Raw -7205733.585925 + Penalty 1073.361639 = -7204660.224285 nChanged 1088 SP:Iteration 41Q (271.929693 sec): 3 clusters Score: Raw -7205879.010206 + Penalty 1073.361639 = -7204805.648567 nChanged 1134 SP:Iteration 42Q (272.083529 sec): 3 clusters Score: Raw -7206032.040138 + Penalty 1073.361639 = -7204958.678498 nChanged 1101 SP:Iteration 43Q (272.253613 sec): 3 clusters Score: Raw -7206184.354146 + Penalty 1073.361639 = -7205110.992506 nChanged 1161 SP:Iteration 44Q (272.427133 sec): 3 clusters Score: Raw -7206356.098109 + Penalty 1073.361639 = -7205282.736470 nChanged 1172 SP:Iteration 45Q (272.607402 sec): 3 clusters Score: Raw -7206528.151090 + Penalty 1073.361639 = -7205454.789450 nChanged 1169 SP:Iteration 46Q (272.776013 sec): 3 clusters Score: Raw -7206709.768333 + Penalty 1073.361639 = -7205636.406694 nChanged 1165 SP:Iteration 47Q (272.945964 sec): 3 clusters Score: Raw -7206900.044781 + Penalty 1073.361639 = -7205826.683141 nChanged 1177 SP:Iteration 48Q (273.097289 sec): 3 clusters Score: Raw -7207096.312404 + Penalty 1073.361639 = -7206022.950765 nChanged 1214 SP:Iteration 49Q (273.264503 sec): 3 clusters Score: Raw -7207301.293821 + Penalty 1073.361639 = -7206227.932181 nChanged 1167 SP:Iteration 50Q (273.453401 sec): 3 clusters Score: Raw -7207495.613016 + Penalty 1073.361639 = -7206422.251377 nChanged 1178 SP:Iteration 51Q (273.628122 sec): 3 clusters Score: Raw -7207694.933195 + Penalty 1073.361639 = -7206621.571556 nChanged 1199 SP:Iteration 52Q (273.817113 sec): 3 clusters Score: Raw -7207899.631693 + Penalty 1073.361639 = -7206826.270053 nChanged 1172 SP:Iteration 53Q (274.003603 sec): 3 clusters Score: Raw -7208107.287401 + Penalty 1073.361639 = -7207033.925761 nChanged 1157 SP:Iteration 54Q (274.171784 sec): 3 clusters Score: Raw -7208316.995558 + Penalty 1073.361639 = -7207243.633918 nChanged 1183 SP:Iteration 55Q (274.342518 sec): 3 clusters Score: Raw -7208564.855200 + Penalty 1073.361639 = -7207491.493561 nChanged 1262 SP:Iteration 56Q (274.507083 sec): 3 clusters Score: Raw -7208863.614033 + Penalty 1073.361639 = -7207790.252394 nChanged 1312 SP:Iteration 57Q (274.671902 sec): 3 clusters Score: Raw -7209213.784091 + Penalty 1073.361639 = -7208140.422451 nChanged 1366 SP:Iteration 58Q (274.821553 sec): 3 clusters Score: Raw -7209612.253912 + Penalty 1073.361639 = -7208538.892273 nChanged 1366 SP:Iteration 59Q (274.992605 sec): 3 clusters Score: Raw -7210026.525866 + Penalty 1073.361639 = -7208953.164227 nChanged 1295 SP:Iteration 60F (275.150790 sec): 3 clusters Score: Raw -7210413.762707 + Penalty 1073.361639 = -7209340.401068 nChanged 1269 SP:Iteration 61Q (275.320303 sec): 3 clusters Score: Raw -7210770.134197 + Penalty 1073.361639 = -7209696.772558 nChanged 1152 SP:Iteration 62Q (275.482595 sec): 3 clusters Score: Raw -7211057.678503 + Penalty 1073.361639 = -7209984.316864 nChanged 1091 SP:Iteration 63Q (275.645106 sec): 3 clusters Score: Raw -7211311.932749 + Penalty 1073.361639 = -7210238.571109 nChanged 1014 SP:Iteration 64Q (275.795797 sec): 3 clusters Score: Raw -7211525.758406 + Penalty 1073.361639 = -7210452.396766 nChanged 930 SP:Iteration 65Q (275.962683 sec): 3 clusters Score: Raw -7211707.638795 + Penalty 1073.361639 = -7210634.277156 nChanged 857 SP:Iteration 66Q (276.123844 sec): 3 clusters Score: Raw -7211864.158161 + Penalty 1073.361639 = -7210790.796522 nChanged 824 SP:Iteration 67Q (276.286924 sec): 3 clusters Score: Raw -7212004.732494 + Penalty 1073.361639 = -7210931.370855 nChanged 755 SP:Iteration 68Q (276.443659 sec): 3 clusters Score: Raw -7212126.613995 + Penalty 1073.361639 = -7211053.252356 nChanged 700 SP:Iteration 69Q (276.615442 sec): 3 clusters Score: Raw -7212227.626356 + Penalty 1073.361639 = -7211154.264716 nChanged 645 SP:Iteration 70Q (276.776073 sec): 3 clusters Score: Raw -7212315.345497 + Penalty 1073.361639 = -7211241.983858 nChanged 600 SP:Iteration 71Q (276.965906 sec): 3 clusters Score: Raw -7212390.459226 + Penalty 1073.361639 = -7211317.097587 nChanged 523 SP:Iteration 72Q (277.146917 sec): 3 clusters Score: Raw -7212448.847803 + Penalty 1073.361639 = -7211375.486164 nChanged 510 SP:Iteration 73Q (277.318986 sec): 3 clusters Score: Raw -7212499.245675 + Penalty 1073.361639 = -7211425.884036 nChanged 433 SP:Iteration 74Q (277.469771 sec): 3 clusters Score: Raw -7212539.343597 + Penalty 1073.361639 = -7211465.981958 nChanged 416 SP:Iteration 75Q (277.625054 sec): 3 clusters Score: Raw -7212575.355505 + Penalty 1073.361639 = -7211501.993866 nChanged 363 SP:Iteration 76Q (277.781505 sec): 3 clusters Score: Raw -7212603.278754 + Penalty 1073.361639 = -7211529.917115 nChanged 309 SP:Iteration 77Q (277.937755 sec): 3 clusters Score: Raw -7212625.622078 + Penalty 1073.361639 = -7211552.260438 nChanged 287 SP:Iteration 78Q (278.088278 sec): 3 clusters Score: Raw -7212644.063825 + Penalty 1073.361639 = -7211570.702185 nChanged 248 SP:Iteration 79Q (278.247128 sec): 3 clusters Score: Raw -7212658.052148 + Penalty 1073.361639 = -7211584.690509 nChanged 226 SP:Iteration 80F (278.404620 sec): 3 clusters Score: Raw -7212669.586697 + Penalty 1073.361639 = -7211596.225058 nChanged 192 SP:Iteration 81Q (278.588434 sec): 3 clusters Score: Raw -7212679.070830 + Penalty 1073.361639 = -7211605.709191 nChanged 201 SP:Iteration 82Q (278.764942 sec): 3 clusters Score: Raw -7212688.623766 + Penalty 1073.361639 = -7211615.262127 nChanged 191 SP:Iteration 83Q (278.926967 sec): 3 clusters Score: Raw -7212697.068877 + Penalty 1073.361639 = -7211623.707238 nChanged 162 SP:Iteration 84Q (279.100794 sec): 3 clusters Score: Raw -7212703.072131 + Penalty 1073.361639 = -7211629.710491 nChanged 132 SP:Iteration 85Q (279.270116 sec): 3 clusters Score: Raw -7212707.557737 + Penalty 1073.361639 = -7211634.196097 nChanged 128 SP:Iteration 86Q (279.418875 sec): 3 clusters Score: Raw -7212711.773060 + Penalty 1073.361639 = -7211638.411420 nChanged 116 SP:Iteration 87Q (279.584128 sec): 3 clusters Score: Raw -7212715.148070 + Penalty 1073.361639 = -7211641.786430 nChanged 104 SP:Iteration 88Q (279.744750 sec): 3 clusters Score: Raw -7212717.906864 + Penalty 1073.361639 = -7211644.545225 nChanged 100 SP:Iteration 89Q (279.901823 sec): 3 clusters Score: Raw -7212720.922307 + Penalty 1073.361639 = -7211647.560667 nChanged 99 SP:Iteration 90Q (280.077270 sec): 3 clusters Score: Raw -7212723.766768 + Penalty 1073.361639 = -7211650.405129 nChanged 98 SP:Iteration 91Q (280.239498 sec): 3 clusters Score: Raw -7212726.311885 + Penalty 1073.361639 = -7211652.950246 nChanged 81 SP:Iteration 92Q (280.404509 sec): 3 clusters Score: Raw -7212728.411275 + Penalty 1073.361639 = -7211655.049636 nChanged 71 SP:Iteration 93Q (280.579916 sec): 3 clusters Score: Raw -7212729.790245 + Penalty 1073.361639 = -7211656.428605 nChanged 62 SP:Iteration 94Q (280.756052 sec): 3 clusters Score: Raw -7212730.958253 + Penalty 1073.361639 = -7211657.596614 nChanged 59 SP:Iteration 95Q (280.915626 sec): 3 clusters Score: Raw -7212732.022672 + Penalty 1073.361639 = -7211658.661033 nChanged 54 SP:Iteration 96Q (281.089252 sec): 3 clusters Score: Raw -7212732.954134 + Penalty 1073.361639 = -7211659.592495 nChanged 52 SP:Iteration 97Q (281.274219 sec): 3 clusters Score: Raw -7212733.991342 + Penalty 1073.361639 = -7211660.629703 nChanged 48 SP:Iteration 98Q (281.427411 sec): 3 clusters Score: Raw -7212734.910986 + Penalty 1073.361639 = -7211661.549346 nChanged 50 SP:Iteration 99Q (281.579926 sec): 3 clusters Score: Raw -7212735.938800 + Penalty 1073.361639 = -7211662.577160 nChanged 50 SP:Iteration 100F (281.741024 sec): 3 clusters Score: Raw -7212737.030918 + Penalty 1073.361639 = -7211663.669278 nChanged 46 SP:Iteration 101Q (281.911448 sec): 3 clusters Score: Raw -7212737.694363 + Penalty 1073.361639 = -7211664.332724 nChanged 36 SP:Iteration 102Q (282.074753 sec): 3 clusters Score: Raw -7212738.242406 + Penalty 1073.361639 = -7211664.880767 nChanged 42 SP:Iteration 103Q (282.231485 sec): 3 clusters Score: Raw -7212738.877345 + Penalty 1073.361639 = -7211665.515705 nChanged 45 SP:Iteration 104Q (282.373539 sec): 3 clusters Score: Raw -7212739.717092 + Penalty 1073.361639 = -7211666.355452 nChanged 36 SP:Iteration 105Q (282.541724 sec): 3 clusters Score: Raw -7212740.204338 + Penalty 1073.361639 = -7211666.842698 nChanged 32 SP:Iteration 106Q (282.719298 sec): 3 clusters Score: Raw -7212740.684722 + Penalty 1073.361639 = -7211667.323083 nChanged 34 SP:Iteration 107Q (282.893302 sec): 3 clusters Score: Raw -7212741.101684 + Penalty 1073.361639 = -7211667.740044 nChanged 35 SP:Iteration 108Q (283.069469 sec): 3 clusters Score: Raw -7212741.509129 + Penalty 1073.361639 = -7211668.147490 nChanged 31 SP:Iteration 109Q (283.248841 sec): 3 clusters Score: Raw -7212741.877735 + Penalty 1073.361639 = -7211668.516096 nChanged 24 SP:Iteration 110Q (283.402235 sec): 3 clusters Score: Raw -7212742.115448 + Penalty 1073.361639 = -7211668.753808 nChanged 18 SP:Iteration 111Q (283.544393 sec): 3 clusters Score: Raw -7212742.360843 + Penalty 1073.361639 = -7211668.999204 nChanged 17 SP:Iteration 112Q (283.714732 sec): 3 clusters Score: Raw -7212742.498108 + Penalty 1073.361639 = -7211669.136469 nChanged 20 SP:Iteration 113Q (283.892830 sec): 3 clusters Score: Raw -7212742.673631 + Penalty 1073.361639 = -7211669.311991 nChanged 17 SP:Iteration 114Q (284.041671 sec): 3 clusters Score: Raw -7212742.773005 + Penalty 1073.361639 = -7211669.411365 nChanged 12 SP:Iteration 115Q (284.194766 sec): 3 clusters Score: Raw -7212742.853497 + Penalty 1073.361639 = -7211669.491857 nChanged 8 SP:Iteration 116Q (284.352152 sec): 3 clusters Score: Raw -7212742.919577 + Penalty 1073.361639 = -7211669.557938 nChanged 12 SP:Iteration 117Q (284.513823 sec): 3 clusters Score: Raw -7212743.090227 + Penalty 1073.361639 = -7211669.728587 nChanged 12 SP:Iteration 118Q (284.676819 sec): 3 clusters Score: Raw -7212743.185053 + Penalty 1073.361639 = -7211669.823413 nChanged 14 SP:Iteration 119Q (284.842799 sec): 3 clusters Score: Raw -7212743.305863 + Penalty 1073.361639 = -7211669.944223 nChanged 9 SP:Iteration 120F (284.996765 sec): 3 clusters Score: Raw -7212743.362121 + Penalty 1073.361639 = -7211670.000481 nChanged 9 SP:Iteration 121Q (285.169532 sec): 3 clusters Score: Raw -7212743.413127 + Penalty 1073.361639 = -7211670.051488 nChanged 5 SP:Iteration 122Q (285.333765 sec): 3 clusters Score: Raw -7212743.428294 + Penalty 1073.361639 = -7211670.066655 nChanged 4 SP:Iteration 123Q (285.501615 sec): 3 clusters Score: Raw -7212743.439788 + Penalty 1073.361639 = -7211670.078149 nChanged 7 SP:Iteration 124Q (285.658868 sec): 3 clusters Score: Raw -7212743.477794 + Penalty 1073.361639 = -7211670.116155 nChanged 6 SP:Iteration 125Q (285.826650 sec): 3 clusters Score: Raw -7212743.521017 + Penalty 1073.361639 = -7211670.159377 nChanged 5 SP:Iteration 126Q (285.978193 sec): 3 clusters Score: Raw -7212743.540653 + Penalty 1073.361639 = -7211670.179013 nChanged 5 SP:Iteration 127Q (286.132611 sec): 3 clusters Score: Raw -7212743.587920 + Penalty 1073.361639 = -7211670.226281 nChanged 3 SP:Iteration 128Q (286.289353 sec): 3 clusters Score: Raw -7212743.619271 + Penalty 1073.361639 = -7211670.257632 nChanged 4 SP:Iteration 129Q (286.456339 sec): 3 clusters Score: Raw -7212743.649043 + Penalty 1073.361639 = -7211670.287404 nChanged 4 SP:Iteration 130Q (286.627996 sec): 3 clusters Score: Raw -7212743.669017 + Penalty 1073.361639 = -7211670.307378 nChanged 7 SP:Iteration 131Q (286.790965 sec): 3 clusters Score: Raw -7212743.707206 + Penalty 1073.361639 = -7211670.345567 nChanged 10 SP:Iteration 132Q (286.952513 sec): 3 clusters Score: Raw -7212743.786388 + Penalty 1073.361639 = -7211670.424749 nChanged 11 SP:Iteration 133Q (287.123999 sec): 3 clusters Score: Raw -7212743.854518 + Penalty 1073.361639 = -7211670.492878 nChanged 7 SP:Iteration 134Q (287.281322 sec): 3 clusters Score: Raw -7212743.897015 + Penalty 1073.361639 = -7211670.535375 nChanged 11 SP:Iteration 135Q (287.440773 sec): 3 clusters Score: Raw -7212743.968706 + Penalty 1073.361639 = -7211670.607067 nChanged 3 SP:Iteration 136Q (287.591249 sec): 3 clusters Score: Raw -7212743.987960 + Penalty 1073.361639 = -7211670.626320 nChanged 5 SP:Iteration 137Q (287.759722 sec): 3 clusters Score: Raw -7212744.013472 + Penalty 1073.361639 = -7211670.651833 nChanged 3 SP:Iteration 138Q (287.924464 sec): 3 clusters Score: Raw -7212744.025680 + Penalty 1073.361639 = -7211670.664041 nChanged 2 SP:Iteration 139Q (288.100088 sec): 3 clusters Score: Raw -7212744.031901 + Penalty 1073.361639 = -7211670.670261 nChanged 1 SP:Iteration 140F (288.264073 sec): 3 clusters Score: Raw -7212744.046470 + Penalty 1073.361639 = -7211670.684831 nChanged 2 SP:Iteration 141Q (288.418218 sec): 3 clusters Score: Raw -7212744.067679 + Penalty 1073.361639 = -7211670.706039 nChanged 2 SP:Iteration 142Q (288.572446 sec): 3 clusters Score: Raw -7212744.083106 + Penalty 1073.361639 = -7211670.721467 nChanged 5 SP:Iteration 143Q (288.729384 sec): 3 clusters Score: Raw -7212744.121828 + Penalty 1073.361639 = -7211670.760188 nChanged 6 SP:Iteration 144Q (288.886761 sec): 3 clusters Score: Raw -7212744.210711 + Penalty 1073.361639 = -7211670.849071 nChanged 7 SP:Iteration 145Q (289.042390 sec): 3 clusters Score: Raw -7212744.283167 + Penalty 1073.361639 = -7211670.921528 nChanged 9 SP:Iteration 146Q (289.222908 sec): 3 clusters Score: Raw -7212744.366401 + Penalty 1073.361639 = -7211671.004761 nChanged 9 SP:Iteration 147Q (289.386151 sec): 3 clusters Score: Raw -7212744.425487 + Penalty 1073.361639 = -7211671.063848 nChanged 3 SP:Iteration 148Q (289.532545 sec): 3 clusters Score: Raw -7212744.446045 + Penalty 1073.361639 = -7211671.084405 nChanged 3 SP:Iteration 149Q (289.694241 sec): 3 clusters Score: Raw -7212744.461998 + Penalty 1073.361639 = -7211671.100358 nChanged 3 SP:Iteration 150Q (289.881788 sec): 3 clusters Score: Raw -7212744.486488 + Penalty 1073.361639 = -7211671.124848 nChanged 4 SP:Iteration 151Q (290.062549 sec): 3 clusters Score: Raw -7212744.520754 + Penalty 1073.361639 = -7211671.159115 nChanged 4 SP:Iteration 152Q (290.236777 sec): 3 clusters Score: Raw -7212744.546858 + Penalty 1073.361639 = -7211671.185218 nChanged 4 SP:Iteration 153Q (290.406830 sec): 3 clusters Score: Raw -7212744.588807 + Penalty 1073.361639 = -7211671.227168 nChanged 3 SP:Iteration 154Q (290.565930 sec): 3 clusters Score: Raw -7212744.598467 + Penalty 1073.361639 = -7211671.236827 nChanged 2 SP:Iteration 155Q (290.713948 sec): 3 clusters Score: Raw -7212744.609004 + Penalty 1073.361639 = -7211671.247365 nChanged 3 SP:Iteration 156Q (290.871354 sec): 3 clusters Score: Raw -7212744.616738 + Penalty 1073.361639 = -7211671.255098 nChanged 1 SP:Iteration 157Q (291.014292 sec): 3 clusters Score: Raw -7212744.617969 + Penalty 1073.361639 = -7211671.256330 nChanged 0 SP:Iteration 158F (291.171368 sec): 3 clusters Score: Raw -7212744.617969 + Penalty 1073.361639 = -7211671.256330 nChanged 0 Score: Raw -56087157.518582 + Penalty 15856.990956 = -56071300.527626 Splitting cluster 8 changes total score from -56040250.854967 to -56071300.527626 So it's getting split into cluster 25. Trying to split cluster 9 (19237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (300.412729 sec): 2 clusters Score: Raw -957393.745601 + Penalty 448.838881 = -956944.906720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (300.476286 sec): 3 clusters Score: Raw -944941.258160 + Penalty 897.677762 = -944043.580398 nChanged 9234 SP:Iteration 1F (300.538313 sec): 3 clusters Score: Raw -951305.522091 + Penalty 897.677762 = -950407.844329 nChanged 1561 SP:Iteration 2F (300.591251 sec): 3 clusters Score: Raw -952307.001573 + Penalty 897.677762 = -951409.323811 nChanged 1468 SP:Iteration 3F (300.649244 sec): 3 clusters Score: Raw -953212.131619 + Penalty 897.677762 = -952314.453857 nChanged 1277 SP:Iteration 4F (300.713604 sec): 3 clusters Score: Raw -953856.286611 + Penalty 897.677762 = -952958.608849 nChanged 996 SP:Iteration 5F (300.766854 sec): 3 clusters Score: Raw -954271.055705 + Penalty 897.677762 = -953373.377944 nChanged 751 SP:Iteration 6Q (300.833105 sec): 3 clusters Score: Raw -954560.351978 + Penalty 897.677762 = -953662.674217 nChanged 617 SP:Iteration 7Q (300.890217 sec): 3 clusters Score: Raw -954794.719553 + Penalty 897.677762 = -953897.041791 nChanged 560 SP:Iteration 8Q (300.944838 sec): 3 clusters Score: Raw -955011.429161 + Penalty 897.677762 = -954113.751399 nChanged 540 SP:Iteration 9Q (300.996476 sec): 3 clusters Score: Raw -955229.945059 + Penalty 897.677762 = -954332.267298 nChanged 468 SP:Iteration 10Q (301.056467 sec): 3 clusters Score: Raw -955428.811124 + Penalty 897.677762 = -954531.133363 nChanged 437 SP:Iteration 11Q (301.124779 sec): 3 clusters Score: Raw -955640.409019 + Penalty 897.677762 = -954742.731257 nChanged 407 SP:Iteration 12Q (301.188294 sec): 3 clusters Score: Raw -955851.757649 + Penalty 897.677762 = -954954.079887 nChanged 426 SP:Iteration 13Q (301.239761 sec): 3 clusters Score: Raw -956066.241091 + Penalty 897.677762 = -955168.563329 nChanged 358 SP:Iteration 14Q (301.288809 sec): 3 clusters Score: Raw -956239.275039 + Penalty 897.677762 = -955341.597278 nChanged 310 SP:Iteration 15Q (301.348525 sec): 3 clusters Score: Raw -956404.637034 + Penalty 897.677762 = -955506.959272 nChanged 295 SP:Iteration 16Q (301.403478 sec): 3 clusters Score: Raw -956560.839332 + Penalty 897.677762 = -955663.161570 nChanged 280 SP:Iteration 17Q (301.475269 sec): 3 clusters Score: Raw -956691.310114 + Penalty 897.677762 = -955793.632353 nChanged 240 SP:Iteration 18Q (301.525496 sec): 3 clusters Score: Raw -956796.405917 + Penalty 897.677762 = -955898.728155 nChanged 238 SP:Iteration 19Q (301.583567 sec): 3 clusters Score: Raw -956920.135235 + Penalty 897.677762 = -956022.457473 nChanged 245 SP:Iteration 20F (301.645662 sec): 3 clusters Score: Raw -957047.241169 + Penalty 897.677762 = -956149.563407 nChanged 249 SP:Iteration 21Q (301.702712 sec): 3 clusters Score: Raw -957184.550202 + Penalty 897.677762 = -956286.872440 nChanged 223 SP:Iteration 22Q (301.775306 sec): 3 clusters Score: Raw -957292.784546 + Penalty 897.677762 = -956395.106785 nChanged 198 SP:Iteration 23Q (301.829146 sec): 3 clusters Score: Raw -957387.977807 + Penalty 897.677762 = -956490.300046 nChanged 178 SP:Iteration 24Q (301.894067 sec): 3 clusters Score: Raw -957461.286245 + Penalty 897.677762 = -956563.608484 nChanged 159 SP:Iteration 25Q (301.960625 sec): 3 clusters Score: Raw -957521.019803 + Penalty 897.677762 = -956623.342042 nChanged 118 SP:Iteration 26Q (302.018729 sec): 3 clusters Score: Raw -957568.623781 + Penalty 897.677762 = -956670.946019 nChanged 101 SP:Iteration 27Q (302.079726 sec): 3 clusters Score: Raw -957603.785988 + Penalty 897.677762 = -956706.108227 nChanged 96 SP:Iteration 28Q (302.132358 sec): 3 clusters Score: Raw -957648.121784 + Penalty 897.677762 = -956750.444022 nChanged 100 SP:Iteration 29Q (302.201327 sec): 3 clusters Score: Raw -957710.773315 + Penalty 897.677762 = -956813.095554 nChanged 90 SP:Iteration 30Q (302.246086 sec): 3 clusters Score: Raw -957785.501018 + Penalty 897.677762 = -956887.823256 nChanged 87 SP:Iteration 31Q (302.297540 sec): 3 clusters Score: Raw -957877.424339 + Penalty 897.677762 = -956979.746578 nChanged 97 SP:Iteration 32Q (302.351007 sec): 3 clusters Score: Raw -957958.566530 + Penalty 897.677762 = -957060.888769 nChanged 119 SP:Iteration 33Q (302.416536 sec): 3 clusters Score: Raw -958028.769116 + Penalty 897.677762 = -957131.091355 nChanged 109 SP:Iteration 34Q (302.476016 sec): 3 clusters Score: Raw -958081.257663 + Penalty 897.677762 = -957183.579901 nChanged 108 SP:Iteration 35Q (302.525020 sec): 3 clusters Score: Raw -958119.983115 + Penalty 897.677762 = -957222.305353 nChanged 98 SP:Iteration 36Q (302.583156 sec): 3 clusters Score: Raw -958156.701157 + Penalty 897.677762 = -957259.023396 nChanged 96 SP:Iteration 37Q (302.635506 sec): 3 clusters Score: Raw -958192.152199 + Penalty 897.677762 = -957294.474438 nChanged 106 SP:Iteration 38Q (302.684418 sec): 3 clusters Score: Raw -958240.747436 + Penalty 897.677762 = -957343.069675 nChanged 139 SP:Iteration 39Q (302.744664 sec): 3 clusters Score: Raw -958303.095323 + Penalty 897.677762 = -957405.417562 nChanged 150 SP:Iteration 40F (302.811061 sec): 3 clusters Score: Raw -958378.415216 + Penalty 897.677762 = -957480.737454 nChanged 171 SP:Iteration 41Q (302.867843 sec): 3 clusters Score: Raw -958463.740554 + Penalty 897.677762 = -957566.062793 nChanged 181 SP:Iteration 42Q (302.932009 sec): 3 clusters Score: Raw -958551.058608 + Penalty 897.677762 = -957653.380846 nChanged 185 SP:Iteration 43Q (302.984569 sec): 3 clusters Score: Raw -958641.434220 + Penalty 897.677762 = -957743.756459 nChanged 204 SP:Iteration 44Q (303.047966 sec): 3 clusters Score: Raw -958738.222767 + Penalty 897.677762 = -957840.545005 nChanged 206 SP:Iteration 45Q (303.098465 sec): 3 clusters Score: Raw -958828.750003 + Penalty 897.677762 = -957931.072241 nChanged 212 SP:Iteration 46Q (303.155299 sec): 3 clusters Score: Raw -958912.086885 + Penalty 897.677762 = -958014.409123 nChanged 178 SP:Iteration 47Q (303.214418 sec): 3 clusters Score: Raw -958971.509085 + Penalty 897.677762 = -958073.831323 nChanged 169 SP:Iteration 48Q (303.274492 sec): 3 clusters Score: Raw -959025.791823 + Penalty 897.677762 = -958128.114061 nChanged 165 SP:Iteration 49Q (303.336830 sec): 3 clusters Score: Raw -959076.128469 + Penalty 897.677762 = -958178.450708 nChanged 155 SP:Iteration 50Q (303.388040 sec): 3 clusters Score: Raw -959125.347129 + Penalty 897.677762 = -958227.669367 nChanged 161 SP:Iteration 51Q (303.439238 sec): 3 clusters Score: Raw -959177.289254 + Penalty 897.677762 = -958279.611492 nChanged 163 SP:Iteration 52Q (303.497094 sec): 3 clusters Score: Raw -959231.942465 + Penalty 897.677762 = -958334.264703 nChanged 172 SP:Iteration 53Q (303.567533 sec): 3 clusters Score: Raw -959286.929988 + Penalty 897.677762 = -958389.252227 nChanged 164 SP:Iteration 54Q (303.616641 sec): 3 clusters Score: Raw -959336.684644 + Penalty 897.677762 = -958439.006882 nChanged 155 SP:Iteration 55Q (303.680514 sec): 3 clusters Score: Raw -959383.098629 + Penalty 897.677762 = -958485.420868 nChanged 147 SP:Iteration 56Q (303.736834 sec): 3 clusters Score: Raw -959424.246225 + Penalty 897.677762 = -958526.568463 nChanged 132 SP:Iteration 57Q (303.799262 sec): 3 clusters Score: Raw -959460.369067 + Penalty 897.677762 = -958562.691305 nChanged 121 SP:Iteration 58Q (303.844609 sec): 3 clusters Score: Raw -959487.355454 + Penalty 897.677762 = -958589.677693 nChanged 100 SP:Iteration 59Q (303.908725 sec): 3 clusters Score: Raw -959503.848698 + Penalty 897.677762 = -958606.170937 nChanged 72 SP:Iteration 60F (303.963770 sec): 3 clusters Score: Raw -959647.921275 + Penalty 897.677762 = -958750.243513 nChanged 237 SP:Iteration 61Q (304.022114 sec): 3 clusters Score: Raw -959835.860978 + Penalty 897.677762 = -958938.183216 nChanged 274 SP:Iteration 62Q (304.073433 sec): 3 clusters Score: Raw -959996.191335 + Penalty 897.677762 = -959098.513574 nChanged 270 SP:Iteration 63Q (304.120667 sec): 3 clusters Score: Raw -960118.348396 + Penalty 897.677762 = -959220.670635 nChanged 264 SP:Iteration 64Q (304.192501 sec): 3 clusters Score: Raw -960235.955211 + Penalty 897.677762 = -959338.277450 nChanged 267 SP:Iteration 65Q (304.252422 sec): 3 clusters Score: Raw -960354.297861 + Penalty 897.677762 = -959456.620099 nChanged 276 SP:Iteration 66Q (304.317653 sec): 3 clusters Score: Raw -960490.217887 + Penalty 897.677762 = -959592.540126 nChanged 277 SP:Iteration 67Q (304.381650 sec): 3 clusters Score: Raw -960673.731150 + Penalty 897.677762 = -959776.053388 nChanged 346 SP:Iteration 68Q (304.442475 sec): 3 clusters Score: Raw -961013.726814 + Penalty 897.677762 = -960116.049053 nChanged 417 SP:Iteration 69Q (304.511587 sec): 3 clusters Score: Raw -961454.580795 + Penalty 897.677762 = -960556.903034 nChanged 425 SP:Iteration 70Q (304.566549 sec): 3 clusters Score: Raw -961874.956007 + Penalty 897.677762 = -960977.278245 nChanged 345 SP:Iteration 71Q (304.617280 sec): 3 clusters Score: Raw -962136.007078 + Penalty 897.677762 = -961238.329316 nChanged 260 SP:Iteration 72Q (304.671605 sec): 3 clusters Score: Raw -962275.196842 + Penalty 897.677762 = -961377.519081 nChanged 188 SP:Iteration 73Q (304.740881 sec): 3 clusters Score: Raw -962367.465172 + Penalty 897.677762 = -961469.787411 nChanged 160 SP:Iteration 74Q (304.786305 sec): 3 clusters Score: Raw -962452.246309 + Penalty 897.677762 = -961554.568548 nChanged 149 SP:Iteration 75Q (304.839257 sec): 3 clusters Score: Raw -962525.685267 + Penalty 897.677762 = -961628.007506 nChanged 119 SP:Iteration 76Q (304.894526 sec): 3 clusters Score: Raw -962581.921980 + Penalty 897.677762 = -961684.244219 nChanged 92 SP:Iteration 77Q (304.962850 sec): 3 clusters Score: Raw -962626.534217 + Penalty 897.677762 = -961728.856456 nChanged 96 SP:Iteration 78Q (305.022220 sec): 3 clusters Score: Raw -962677.650028 + Penalty 897.677762 = -961779.972266 nChanged 69 SP:Iteration 79Q (305.082992 sec): 3 clusters Score: Raw -962737.895051 + Penalty 897.677762 = -961840.217289 nChanged 59 SP:Iteration 80F (305.139835 sec): 3 clusters Score: Raw -963102.190454 + Penalty 897.677762 = -962204.512693 nChanged 224 SP:Iteration 81Q (305.183536 sec): 3 clusters Score: Raw -963419.230585 + Penalty 897.677762 = -962521.552823 nChanged 175 SP:Iteration 82Q (305.244027 sec): 3 clusters Score: Raw -963535.039797 + Penalty 897.677762 = -962637.362035 nChanged 131 SP:Iteration 83Q (305.304172 sec): 3 clusters Score: Raw -963578.534340 + Penalty 897.677762 = -962680.856578 nChanged 75 SP:Iteration 84Q (305.361116 sec): 3 clusters Score: Raw -963592.117552 + Penalty 897.677762 = -962694.439790 nChanged 38 SP:Iteration 85Q (305.408391 sec): 3 clusters Score: Raw -963596.122944 + Penalty 897.677762 = -962698.445183 nChanged 22 SP:Iteration 86Q (305.458119 sec): 3 clusters Score: Raw -963597.690963 + Penalty 897.677762 = -962700.013202 nChanged 9 SP:Iteration 87Q (305.525393 sec): 3 clusters Score: Raw -963598.087187 + Penalty 897.677762 = -962700.409425 nChanged 6 SP:Iteration 88Q (305.589846 sec): 3 clusters Score: Raw -963598.191884 + Penalty 897.677762 = -962700.514123 nChanged 2 SP:Iteration 89Q (305.658319 sec): 3 clusters Score: Raw -963598.219721 + Penalty 897.677762 = -962700.541959 nChanged 1 SP:Iteration 90Q (305.707105 sec): 3 clusters Score: Raw -963598.235487 + Penalty 897.677762 = -962700.557726 nChanged 1 SP:Iteration 91Q (305.771967 sec): 3 clusters Score: Raw -963598.244180 + Penalty 897.677762 = -962700.566418 nChanged 1 SP:Iteration 92Q (305.822904 sec): 3 clusters Score: Raw -963598.318832 + Penalty 897.677762 = -962700.641070 nChanged 0 SP:Iteration 93F (305.878285 sec): 3 clusters Score: Raw -963598.318832 + Penalty 897.677762 = -962700.641070 nChanged 0 Score: Raw -56093362.091813 + Penalty 16491.270594 = -56076870.821219 Splitting cluster 9 changes total score from -56040250.854967 to -56076870.821219 So it's getting split into cluster 26. Trying to split cluster 10 (199691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (315.872468 sec): 2 clusters Score: Raw -10496917.056115 + Penalty 555.305954 = -10496361.750162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (316.107818 sec): 3 clusters Score: Raw -10361561.283562 + Penalty 1110.611907 = -10360450.671655 nChanged 98466 SP:Iteration 1F (316.319470 sec): 3 clusters Score: Raw -10427905.783415 + Penalty 1110.611907 = -10426795.171508 nChanged 14254 SP:Iteration 2F (316.539740 sec): 3 clusters Score: Raw -10436664.563613 + Penalty 1110.611907 = -10435553.951706 nChanged 16820 SP:Iteration 3F (316.753303 sec): 3 clusters Score: Raw -10449760.499625 + Penalty 1110.611907 = -10448649.887718 nChanged 18610 SP:Iteration 4F (316.967930 sec): 3 clusters Score: Raw -10468463.093937 + Penalty 1110.611907 = -10467352.482030 nChanged 17358 SP:Iteration 5F (317.191320 sec): 3 clusters Score: Raw -10489242.987409 + Penalty 1110.611907 = -10488132.375502 nChanged 11767 SP:Iteration 6F (317.406561 sec): 3 clusters Score: Raw -10507269.199345 + Penalty 1110.611907 = -10506158.587438 nChanged 6260 SP:Iteration 7Q (317.661821 sec): 3 clusters Score: Raw -10519336.639679 + Penalty 1110.611907 = -10518226.027772 nChanged 3274 SP:Iteration 8Q (317.887296 sec): 3 clusters Score: Raw -10523906.342533 + Penalty 1110.611907 = -10522795.730626 nChanged 1638 SP:Iteration 9Q (318.090085 sec): 3 clusters Score: Raw -10524906.639181 + Penalty 1110.611907 = -10523796.027274 nChanged 747 SP:Iteration 10Q (318.307967 sec): 3 clusters Score: Raw -10525080.348319 + Penalty 1110.611907 = -10523969.736412 nChanged 354 SP:Iteration 11Q (318.528980 sec): 3 clusters Score: Raw -10525114.404445 + Penalty 1110.611907 = -10524003.792538 nChanged 165 SP:Iteration 12Q (318.733137 sec): 3 clusters Score: Raw -10525122.006088 + Penalty 1110.611907 = -10524011.394181 nChanged 81 SP:Iteration 13Q (318.936568 sec): 3 clusters Score: Raw -10525123.934500 + Penalty 1110.611907 = -10524013.322593 nChanged 40 SP:Iteration 14Q (319.139695 sec): 3 clusters Score: Raw -10525124.534312 + Penalty 1110.611907 = -10524013.922405 nChanged 25 SP:Iteration 15Q (319.350733 sec): 3 clusters Score: Raw -10525124.814877 + Penalty 1110.611907 = -10524014.202970 nChanged 12 SP:Iteration 16Q (319.578089 sec): 3 clusters Score: Raw -10525124.913915 + Penalty 1110.611907 = -10524014.302008 nChanged 7 SP:Iteration 17Q (319.807764 sec): 3 clusters Score: Raw -10525124.960725 + Penalty 1110.611907 = -10524014.348818 nChanged 2 SP:Iteration 18Q (320.014408 sec): 3 clusters Score: Raw -10525124.965359 + Penalty 1110.611907 = -10524014.353452 nChanged 0 SP:Iteration 19F (320.221055 sec): 3 clusters Score: Raw -10525124.965359 + Penalty 1110.611907 = -10524014.353452 nChanged 0 Score: Raw -56121570.001057 + Penalty 17125.550233 = -56104444.450825 Splitting cluster 10 changes total score from -56040250.854967 to -56104444.450825 So it's getting split into cluster 27. Trying to split cluster 11 (18783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (331.146908 sec): 2 clusters Score: Raw -953674.232078 + Penalty 447.752191 = -953226.479888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (331.220038 sec): 3 clusters Score: Raw -941532.543427 + Penalty 895.504381 = -940637.039046 nChanged 9070 SP:Iteration 1F (331.277153 sec): 3 clusters Score: Raw -947595.034020 + Penalty 895.504381 = -946699.529639 nChanged 1556 SP:Iteration 2F (331.339517 sec): 3 clusters Score: Raw -948716.623904 + Penalty 895.504381 = -947821.119523 nChanged 1668 SP:Iteration 3F (331.381693 sec): 3 clusters Score: Raw -950028.642283 + Penalty 895.504381 = -949133.137902 nChanged 1497 SP:Iteration 4F (331.441940 sec): 3 clusters Score: Raw -951238.457662 + Penalty 895.504381 = -950342.953281 nChanged 1244 SP:Iteration 5F (331.507752 sec): 3 clusters Score: Raw -952278.613324 + Penalty 895.504381 = -951383.108943 nChanged 1055 SP:Iteration 6F (331.562434 sec): 3 clusters Score: Raw -953186.628802 + Penalty 895.504381 = -952291.124421 nChanged 908 SP:Iteration 7Q (331.609424 sec): 3 clusters Score: Raw -953887.933080 + Penalty 895.504381 = -952992.428699 nChanged 760 SP:Iteration 8Q (331.659685 sec): 3 clusters Score: Raw -954352.662092 + Penalty 895.504381 = -953457.157710 nChanged 553 SP:Iteration 9Q (331.720888 sec): 3 clusters Score: Raw -954569.288303 + Penalty 895.504381 = -953673.783922 nChanged 400 SP:Iteration 10Q (331.786114 sec): 3 clusters Score: Raw -954691.224586 + Penalty 895.504381 = -953795.720205 nChanged 337 SP:Iteration 11Q (331.843698 sec): 3 clusters Score: Raw -954779.173479 + Penalty 895.504381 = -953883.669098 nChanged 272 SP:Iteration 12Q (331.914402 sec): 3 clusters Score: Raw -954842.168997 + Penalty 895.504381 = -953946.664616 nChanged 234 SP:Iteration 13Q (331.966493 sec): 3 clusters Score: Raw -954887.327881 + Penalty 895.504381 = -953991.823500 nChanged 210 SP:Iteration 14Q (332.032184 sec): 3 clusters Score: Raw -954924.090669 + Penalty 895.504381 = -954028.586288 nChanged 189 SP:Iteration 15Q (332.094828 sec): 3 clusters Score: Raw -954956.370169 + Penalty 895.504381 = -954060.865788 nChanged 185 SP:Iteration 16Q (332.138387 sec): 3 clusters Score: Raw -954983.814010 + Penalty 895.504381 = -954088.309629 nChanged 174 SP:Iteration 17Q (332.204182 sec): 3 clusters Score: Raw -955008.257944 + Penalty 895.504381 = -954112.753563 nChanged 185 SP:Iteration 18Q (332.273739 sec): 3 clusters Score: Raw -955034.755258 + Penalty 895.504381 = -954139.250877 nChanged 183 SP:Iteration 19Q (332.332229 sec): 3 clusters Score: Raw -955061.431087 + Penalty 895.504381 = -954165.926706 nChanged 192 SP:Iteration 20F (332.390828 sec): 3 clusters Score: Raw -955088.671919 + Penalty 895.504381 = -954193.167538 nChanged 172 SP:Iteration 21Q (332.457169 sec): 3 clusters Score: Raw -955112.999284 + Penalty 895.504381 = -954217.494903 nChanged 170 SP:Iteration 22Q (332.527424 sec): 3 clusters Score: Raw -955138.444194 + Penalty 895.504381 = -954242.939813 nChanged 160 SP:Iteration 23Q (332.576389 sec): 3 clusters Score: Raw -955160.843819 + Penalty 895.504381 = -954265.339438 nChanged 166 SP:Iteration 24Q (332.628503 sec): 3 clusters Score: Raw -955185.531172 + Penalty 895.504381 = -954290.026791 nChanged 182 SP:Iteration 25Q (332.683948 sec): 3 clusters Score: Raw -955214.382606 + Penalty 895.504381 = -954318.878225 nChanged 172 SP:Iteration 26Q (332.752203 sec): 3 clusters Score: Raw -955240.730656 + Penalty 895.504381 = -954345.226275 nChanged 178 SP:Iteration 27Q (332.816290 sec): 3 clusters Score: Raw -955269.802589 + Penalty 895.504381 = -954374.298208 nChanged 203 SP:Iteration 28Q (332.863939 sec): 3 clusters Score: Raw -955302.761462 + Penalty 895.504381 = -954407.257081 nChanged 186 SP:Iteration 29Q (332.920615 sec): 3 clusters Score: Raw -955330.949853 + Penalty 895.504381 = -954435.445472 nChanged 194 SP:Iteration 30Q (332.991338 sec): 3 clusters Score: Raw -955360.201839 + Penalty 895.504381 = -954464.697458 nChanged 213 SP:Iteration 31Q (333.047897 sec): 3 clusters Score: Raw -955395.223278 + Penalty 895.504381 = -954499.718897 nChanged 214 SP:Iteration 32Q (333.111425 sec): 3 clusters Score: Raw -955430.918095 + Penalty 895.504381 = -954535.413713 nChanged 203 SP:Iteration 33Q (333.163142 sec): 3 clusters Score: Raw -955466.088714 + Penalty 895.504381 = -954570.584333 nChanged 203 SP:Iteration 34Q (333.224612 sec): 3 clusters Score: Raw -955499.282584 + Penalty 895.504381 = -954603.778203 nChanged 197 SP:Iteration 35Q (333.276953 sec): 3 clusters Score: Raw -955528.602560 + Penalty 895.504381 = -954633.098179 nChanged 173 SP:Iteration 36Q (333.335436 sec): 3 clusters Score: Raw -955550.436893 + Penalty 895.504381 = -954654.932512 nChanged 151 SP:Iteration 37Q (333.394560 sec): 3 clusters Score: Raw -955566.448199 + Penalty 895.504381 = -954670.943818 nChanged 116 SP:Iteration 38Q (333.461391 sec): 3 clusters Score: Raw -955577.953859 + Penalty 895.504381 = -954682.449478 nChanged 113 SP:Iteration 39Q (333.522130 sec): 3 clusters Score: Raw -955590.289580 + Penalty 895.504381 = -954694.785199 nChanged 117 SP:Iteration 40F (333.573923 sec): 3 clusters Score: Raw -955605.183312 + Penalty 895.504381 = -954709.678931 nChanged 138 SP:Iteration 41Q (333.632500 sec): 3 clusters Score: Raw -955623.498769 + Penalty 895.504381 = -954727.994388 nChanged 136 SP:Iteration 42Q (333.698925 sec): 3 clusters Score: Raw -955640.086290 + Penalty 895.504381 = -954744.581909 nChanged 117 SP:Iteration 43Q (333.761207 sec): 3 clusters Score: Raw -955656.412811 + Penalty 895.504381 = -954760.908430 nChanged 116 SP:Iteration 44Q (333.812829 sec): 3 clusters Score: Raw -955670.551344 + Penalty 895.504381 = -954775.046963 nChanged 115 SP:Iteration 45Q (333.870251 sec): 3 clusters Score: Raw -955684.926020 + Penalty 895.504381 = -954789.421639 nChanged 106 SP:Iteration 46Q (333.920762 sec): 3 clusters Score: Raw -955696.019082 + Penalty 895.504381 = -954800.514701 nChanged 98 SP:Iteration 47Q (333.986327 sec): 3 clusters Score: Raw -955704.560522 + Penalty 895.504381 = -954809.056141 nChanged 66 SP:Iteration 48Q (334.050513 sec): 3 clusters Score: Raw -955709.136524 + Penalty 895.504381 = -954813.632143 nChanged 61 SP:Iteration 49Q (334.105624 sec): 3 clusters Score: Raw -955713.805312 + Penalty 895.504381 = -954818.300931 nChanged 64 SP:Iteration 50Q (334.154220 sec): 3 clusters Score: Raw -955718.518082 + Penalty 895.504381 = -954823.013701 nChanged 65 SP:Iteration 51Q (334.212966 sec): 3 clusters Score: Raw -955723.851044 + Penalty 895.504381 = -954828.346663 nChanged 67 SP:Iteration 52Q (334.262138 sec): 3 clusters Score: Raw -955728.610240 + Penalty 895.504381 = -954833.105859 nChanged 49 SP:Iteration 53Q (334.323988 sec): 3 clusters Score: Raw -955731.699839 + Penalty 895.504381 = -954836.195458 nChanged 46 SP:Iteration 54Q (334.387556 sec): 3 clusters Score: Raw -955734.120958 + Penalty 895.504381 = -954838.616577 nChanged 40 SP:Iteration 55Q (334.437522 sec): 3 clusters Score: Raw -955735.868950 + Penalty 895.504381 = -954840.364569 nChanged 33 SP:Iteration 56Q (334.484195 sec): 3 clusters Score: Raw -955737.239752 + Penalty 895.504381 = -954841.735371 nChanged 28 SP:Iteration 57Q (334.552034 sec): 3 clusters Score: Raw -955738.235231 + Penalty 895.504381 = -954842.730850 nChanged 24 SP:Iteration 58Q (334.605165 sec): 3 clusters Score: Raw -955739.054280 + Penalty 895.504381 = -954843.549898 nChanged 21 SP:Iteration 59Q (334.655459 sec): 3 clusters Score: Raw -955739.863285 + Penalty 895.504381 = -954844.358904 nChanged 16 SP:Iteration 60F (334.711339 sec): 3 clusters Score: Raw -955740.373341 + Penalty 895.504381 = -954844.868960 nChanged 15 SP:Iteration 61Q (334.775855 sec): 3 clusters Score: Raw -955740.767888 + Penalty 895.504381 = -954845.263507 nChanged 14 SP:Iteration 62Q (334.849714 sec): 3 clusters Score: Raw -955741.111999 + Penalty 895.504381 = -954845.607618 nChanged 10 SP:Iteration 63Q (334.890440 sec): 3 clusters Score: Raw -955741.325464 + Penalty 895.504381 = -954845.821083 nChanged 7 SP:Iteration 64Q (334.956324 sec): 3 clusters Score: Raw -955741.468419 + Penalty 895.504381 = -954845.964038 nChanged 7 SP:Iteration 65Q (335.015698 sec): 3 clusters Score: Raw -955741.627506 + Penalty 895.504381 = -954846.123125 nChanged 8 SP:Iteration 66Q (335.069211 sec): 3 clusters Score: Raw -955741.764696 + Penalty 895.504381 = -954846.260315 nChanged 5 SP:Iteration 67Q (335.128160 sec): 3 clusters Score: Raw -955741.870355 + Penalty 895.504381 = -954846.365973 nChanged 3 SP:Iteration 68Q (335.187424 sec): 3 clusters Score: Raw -955741.913592 + Penalty 895.504381 = -954846.409211 nChanged 4 SP:Iteration 69Q (335.243974 sec): 3 clusters Score: Raw -955741.984790 + Penalty 895.504381 = -954846.480409 nChanged 1 SP:Iteration 70Q (335.308261 sec): 3 clusters Score: Raw -955742.005116 + Penalty 895.504381 = -954846.500735 nChanged 1 SP:Iteration 71Q (335.371950 sec): 3 clusters Score: Raw -955742.020048 + Penalty 895.504381 = -954846.515666 nChanged 0 SP:Iteration 72F (335.439896 sec): 3 clusters Score: Raw -955742.020048 + Penalty 895.504381 = -954846.515666 nChanged 0 Score: Raw -56123637.789027 + Penalty 17759.829871 = -56105877.959156 Splitting cluster 11 changes total score from -56040250.854967 to -56105877.959156 So it's getting split into cluster 28. Trying to split cluster 12 (19788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (345.958596 sec): 2 clusters Score: Raw -891863.281281 + Penalty 450.123809 = -891413.157472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (346.023507 sec): 3 clusters Score: Raw -879212.380097 + Penalty 900.247618 = -878312.132479 nChanged 9380 SP:Iteration 1F (346.088543 sec): 3 clusters Score: Raw -885722.391878 + Penalty 900.247618 = -884822.144259 nChanged 1670 SP:Iteration 2F (346.146760 sec): 3 clusters Score: Raw -887108.653752 + Penalty 900.247618 = -886208.406133 nChanged 1733 SP:Iteration 3F (346.199300 sec): 3 clusters Score: Raw -888685.377273 + Penalty 900.247618 = -887785.129655 nChanged 1560 SP:Iteration 4F (346.230837 sec): 3 clusters Score: Raw -890034.579175 + Penalty 900.247618 = -889134.331557 nChanged 1240 SP:Iteration 5F (346.299123 sec): 3 clusters Score: Raw -890888.767014 + Penalty 900.247618 = -889988.519396 nChanged 832 SP:Iteration 6Q (346.369022 sec): 3 clusters Score: Raw -891314.469410 + Penalty 900.247618 = -890414.221791 nChanged 581 SP:Iteration 7Q (346.422006 sec): 3 clusters Score: Raw -891562.752938 + Penalty 900.247618 = -890662.505319 nChanged 476 SP:Iteration 8Q (346.473710 sec): 3 clusters Score: Raw -891759.037001 + Penalty 900.247618 = -890858.789383 nChanged 413 SP:Iteration 9Q (346.512166 sec): 3 clusters Score: Raw -891910.980533 + Penalty 900.247618 = -891010.732915 nChanged 319 SP:Iteration 10Q (346.579945 sec): 3 clusters Score: Raw -892010.313138 + Penalty 900.247618 = -891110.065519 nChanged 270 SP:Iteration 11Q (346.654712 sec): 3 clusters Score: Raw -892082.475505 + Penalty 900.247618 = -891182.227887 nChanged 238 SP:Iteration 12Q (346.710679 sec): 3 clusters Score: Raw -892147.355971 + Penalty 900.247618 = -891247.108352 nChanged 224 SP:Iteration 13Q (346.770616 sec): 3 clusters Score: Raw -892208.137326 + Penalty 900.247618 = -891307.889707 nChanged 217 SP:Iteration 14Q (346.834693 sec): 3 clusters Score: Raw -892260.824746 + Penalty 900.247618 = -891360.577127 nChanged 192 SP:Iteration 15Q (346.898495 sec): 3 clusters Score: Raw -892307.515588 + Penalty 900.247618 = -891407.267969 nChanged 173 SP:Iteration 16Q (346.968421 sec): 3 clusters Score: Raw -892348.277432 + Penalty 900.247618 = -891448.029814 nChanged 167 SP:Iteration 17Q (347.016559 sec): 3 clusters Score: Raw -892389.568134 + Penalty 900.247618 = -891489.320515 nChanged 184 SP:Iteration 18Q (347.074286 sec): 3 clusters Score: Raw -892440.126578 + Penalty 900.247618 = -891539.878959 nChanged 180 SP:Iteration 19Q (347.137972 sec): 3 clusters Score: Raw -892495.894839 + Penalty 900.247618 = -891595.647221 nChanged 168 SP:Iteration 20F (347.192825 sec): 3 clusters Score: Raw -892558.434808 + Penalty 900.247618 = -891658.187189 nChanged 162 SP:Iteration 21Q (347.246875 sec): 3 clusters Score: Raw -892633.018404 + Penalty 900.247618 = -891732.770785 nChanged 168 SP:Iteration 22Q (347.308580 sec): 3 clusters Score: Raw -892714.932117 + Penalty 900.247618 = -891814.684499 nChanged 159 SP:Iteration 23Q (347.370438 sec): 3 clusters Score: Raw -892806.288889 + Penalty 900.247618 = -891906.041271 nChanged 152 SP:Iteration 24Q (347.428678 sec): 3 clusters Score: Raw -892934.955091 + Penalty 900.247618 = -892034.707472 nChanged 144 SP:Iteration 25Q (347.496376 sec): 3 clusters Score: Raw -893070.072712 + Penalty 900.247618 = -892169.825093 nChanged 123 SP:Iteration 26Q (347.563632 sec): 3 clusters Score: Raw -893158.616542 + Penalty 900.247618 = -892258.368924 nChanged 105 SP:Iteration 27Q (347.630122 sec): 3 clusters Score: Raw -893213.893133 + Penalty 900.247618 = -892313.645514 nChanged 71 SP:Iteration 28Q (347.688253 sec): 3 clusters Score: Raw -893237.845760 + Penalty 900.247618 = -892337.598141 nChanged 56 SP:Iteration 29Q (347.752647 sec): 3 clusters Score: Raw -893249.564015 + Penalty 900.247618 = -892349.316397 nChanged 33 SP:Iteration 30Q (347.818092 sec): 3 clusters Score: Raw -893255.046926 + Penalty 900.247618 = -892354.799308 nChanged 23 SP:Iteration 31Q (347.884730 sec): 3 clusters Score: Raw -893257.802087 + Penalty 900.247618 = -892357.554469 nChanged 20 SP:Iteration 32Q (347.943812 sec): 3 clusters Score: Raw -893260.687562 + Penalty 900.247618 = -892360.439943 nChanged 18 SP:Iteration 33Q (348.004267 sec): 3 clusters Score: Raw -893262.880567 + Penalty 900.247618 = -892362.632949 nChanged 21 SP:Iteration 34Q (348.054687 sec): 3 clusters Score: Raw -893264.923804 + Penalty 900.247618 = -892364.676186 nChanged 19 SP:Iteration 35Q (348.123252 sec): 3 clusters Score: Raw -893267.454030 + Penalty 900.247618 = -892367.206411 nChanged 13 SP:Iteration 36Q (348.191575 sec): 3 clusters Score: Raw -893269.116884 + Penalty 900.247618 = -892368.869266 nChanged 12 SP:Iteration 37Q (348.245442 sec): 3 clusters Score: Raw -893270.671182 + Penalty 900.247618 = -892370.423563 nChanged 9 SP:Iteration 38Q (348.304429 sec): 3 clusters Score: Raw -893271.757130 + Penalty 900.247618 = -892371.509511 nChanged 16 SP:Iteration 39Q (348.361938 sec): 3 clusters Score: Raw -893273.287389 + Penalty 900.247618 = -892373.039770 nChanged 11 SP:Iteration 40F (348.431645 sec): 3 clusters Score: Raw -893274.484093 + Penalty 900.247618 = -892374.236474 nChanged 6 SP:Iteration 41Q (348.494828 sec): 3 clusters Score: Raw -893274.862668 + Penalty 900.247618 = -892374.615050 nChanged 4 SP:Iteration 42Q (348.544491 sec): 3 clusters Score: Raw -893275.063905 + Penalty 900.247618 = -892374.816286 nChanged 2 SP:Iteration 43Q (348.601244 sec): 3 clusters Score: Raw -893275.158676 + Penalty 900.247618 = -892374.911057 nChanged 3 SP:Iteration 44Q (348.660533 sec): 3 clusters Score: Raw -893275.329903 + Penalty 900.247618 = -892375.082284 nChanged 6 SP:Iteration 45Q (348.713023 sec): 3 clusters Score: Raw -893276.216439 + Penalty 900.247618 = -892375.968821 nChanged 6 SP:Iteration 46Q (348.776673 sec): 3 clusters Score: Raw -893277.081209 + Penalty 900.247618 = -892376.833591 nChanged 8 SP:Iteration 47Q (348.822166 sec): 3 clusters Score: Raw -893277.577503 + Penalty 900.247618 = -892377.329884 nChanged 3 SP:Iteration 48Q (348.891917 sec): 3 clusters Score: Raw -893277.847885 + Penalty 900.247618 = -892377.600267 nChanged 6 SP:Iteration 49Q (348.944505 sec): 3 clusters Score: Raw -893278.538036 + Penalty 900.247618 = -892378.290417 nChanged 7 SP:Iteration 50Q (349.004893 sec): 3 clusters Score: Raw -893279.215832 + Penalty 900.247618 = -892378.968213 nChanged 6 SP:Iteration 51Q (349.067659 sec): 3 clusters Score: Raw -893279.551623 + Penalty 900.247618 = -892379.304005 nChanged 2 SP:Iteration 52Q (349.117043 sec): 3 clusters Score: Raw -893279.645102 + Penalty 900.247618 = -892379.397484 nChanged 1 SP:Iteration 53Q (349.180614 sec): 3 clusters Score: Raw -893279.676309 + Penalty 900.247618 = -892379.428690 nChanged 0 SP:Iteration 54F (349.234638 sec): 3 clusters Score: Raw -893279.676309 + Penalty 900.247618 = -892379.428690 nChanged 0 Score: Raw -56125054.184054 + Penalty 18394.109509 = -56106660.074544 Splitting cluster 12 changes total score from -56040250.854967 to -56106660.074544 So it's getting split into cluster 29. Trying to split cluster 13 (6132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (361.015966 sec): 2 clusters Score: Raw -242821.041443 + Penalty 396.818069 = -242424.223374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (361.058931 sec): 3 clusters Score: Raw -239165.321455 + Penalty 793.636138 = -238371.685317 nChanged 2791 SP:Iteration 1F (361.111211 sec): 3 clusters Score: Raw -241429.205257 + Penalty 793.636138 = -240635.569119 nChanged 650 SP:Iteration 2F (361.164384 sec): 3 clusters Score: Raw -242177.571996 + Penalty 793.636138 = -241383.935859 nChanged 603 SP:Iteration 3F (361.214665 sec): 3 clusters Score: Raw -242762.227198 + Penalty 793.636138 = -241968.591061 nChanged 478 SP:Iteration 4F (361.261966 sec): 3 clusters Score: Raw -243130.548659 + Penalty 793.636138 = -242336.912521 nChanged 340 SP:Iteration 5F (361.303610 sec): 3 clusters Score: Raw -243347.871078 + Penalty 793.636138 = -242554.234940 nChanged 230 SP:Iteration 6Q (361.351579 sec): 3 clusters Score: Raw -243523.898041 + Penalty 793.636138 = -242730.261903 nChanged 204 SP:Iteration 7Q (361.396618 sec): 3 clusters Score: Raw -243713.482598 + Penalty 793.636138 = -242919.846460 nChanged 214 SP:Iteration 8Q (361.444494 sec): 3 clusters Score: Raw -243922.411753 + Penalty 793.636138 = -243128.775615 nChanged 218 SP:Iteration 9Q (361.498023 sec): 3 clusters Score: Raw -244200.177804 + Penalty 793.636138 = -243406.541666 nChanged 211 SP:Iteration 10Q (361.531010 sec): 3 clusters Score: Raw -244463.618702 + Penalty 793.636138 = -243669.982565 nChanged 190 SP:Iteration 11Q (361.574884 sec): 3 clusters Score: Raw -244734.757604 + Penalty 793.636138 = -243941.121466 nChanged 172 SP:Iteration 12Q (361.632800 sec): 3 clusters Score: Raw -244956.983369 + Penalty 793.636138 = -244163.347231 nChanged 146 SP:Iteration 13Q (361.672719 sec): 3 clusters Score: Raw -245169.316711 + Penalty 793.636138 = -244375.680573 nChanged 113 SP:Iteration 14Q (361.725798 sec): 3 clusters Score: Raw -245351.042331 + Penalty 793.636138 = -244557.406193 nChanged 108 SP:Iteration 15Q (361.774153 sec): 3 clusters Score: Raw -245562.639206 + Penalty 793.636138 = -244769.003068 nChanged 110 SP:Iteration 16Q (361.819570 sec): 3 clusters Score: Raw -245779.141087 + Penalty 793.636138 = -244985.504949 nChanged 122 SP:Iteration 17Q (361.867507 sec): 3 clusters Score: Raw -246029.001413 + Penalty 793.636138 = -245235.365275 nChanged 98 SP:Iteration 18Q (361.913330 sec): 3 clusters Score: Raw -246335.238116 + Penalty 793.636138 = -245541.601978 nChanged 96 SP:Iteration 19Q (361.950414 sec): 3 clusters Score: Raw -246651.942258 + Penalty 793.636138 = -245858.306120 nChanged 61 SP:Iteration 20F (361.999989 sec): 3 clusters Score: Raw -246800.205316 + Penalty 793.636138 = -246006.569178 nChanged 31 SP:Iteration 21Q (362.040688 sec): 3 clusters Score: Raw -246840.614685 + Penalty 793.636138 = -246046.978548 nChanged 18 SP:Iteration 22Q (362.096258 sec): 3 clusters Score: Raw -246849.293333 + Penalty 793.636138 = -246055.657195 nChanged 8 SP:Iteration 23Q (362.133700 sec): 3 clusters Score: Raw -246850.719374 + Penalty 793.636138 = -246057.083236 nChanged 4 SP:Iteration 24Q (362.177377 sec): 3 clusters Score: Raw -246851.107091 + Penalty 793.636138 = -246057.470953 nChanged 1 SP:Iteration 25Q (362.216298 sec): 3 clusters Score: Raw -246851.219228 + Penalty 793.636138 = -246057.583090 nChanged 0 SP:Iteration 26F (362.264485 sec): 3 clusters Score: Raw -246851.219228 + Penalty 793.636138 = -246057.583090 nChanged 0 Score: Raw -56129084.361839 + Penalty 19028.389147 = -56110055.972691 Splitting cluster 13 changes total score from -56040250.854967 to -56110055.972691 So it's getting split into cluster 30. Trying to split cluster 14 (44973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (373.400445 sec): 2 clusters Score: Raw -2372233.001869 + Penalty 487.478700 = -2371745.523168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (373.489910 sec): 3 clusters Score: Raw -2342309.661532 + Penalty 974.957401 = -2341334.704131 nChanged 21885 SP:Iteration 1F (373.579411 sec): 3 clusters Score: Raw -2357227.216286 + Penalty 974.957401 = -2356252.258885 nChanged 3802 SP:Iteration 2F (373.670356 sec): 3 clusters Score: Raw -2362144.982256 + Penalty 974.957401 = -2361170.024855 nChanged 5619 SP:Iteration 3F (373.748865 sec): 3 clusters Score: Raw -2370945.419637 + Penalty 974.957401 = -2369970.462237 nChanged 5650 SP:Iteration 4F (373.815524 sec): 3 clusters Score: Raw -2377426.590660 + Penalty 974.957401 = -2376451.633259 nChanged 3407 SP:Iteration 5F (373.910705 sec): 3 clusters Score: Raw -2379958.174951 + Penalty 974.957401 = -2378983.217550 nChanged 1852 SP:Iteration 6Q (373.995031 sec): 3 clusters Score: Raw -2380822.405687 + Penalty 974.957401 = -2379847.448286 nChanged 1033 SP:Iteration 7Q (374.089289 sec): 3 clusters Score: Raw -2381158.360700 + Penalty 974.957401 = -2380183.403300 nChanged 653 SP:Iteration 8Q (374.164134 sec): 3 clusters Score: Raw -2381306.117373 + Penalty 974.957401 = -2380331.159972 nChanged 391 SP:Iteration 9Q (374.259113 sec): 3 clusters Score: Raw -2381364.322054 + Penalty 974.957401 = -2380389.364653 nChanged 241 SP:Iteration 10Q (374.350261 sec): 3 clusters Score: Raw -2381387.329109 + Penalty 974.957401 = -2380412.371709 nChanged 151 SP:Iteration 11Q (374.439910 sec): 3 clusters Score: Raw -2381396.960919 + Penalty 974.957401 = -2380422.003518 nChanged 103 SP:Iteration 12Q (374.520390 sec): 3 clusters Score: Raw -2381401.542750 + Penalty 974.957401 = -2380426.585349 nChanged 59 SP:Iteration 13Q (374.621520 sec): 3 clusters Score: Raw -2381403.876645 + Penalty 974.957401 = -2380428.919244 nChanged 48 SP:Iteration 14Q (374.706578 sec): 3 clusters Score: Raw -2381405.666948 + Penalty 974.957401 = -2380430.709547 nChanged 45 SP:Iteration 15Q (374.785754 sec): 3 clusters Score: Raw -2381407.357521 + Penalty 974.957401 = -2380432.400120 nChanged 45 SP:Iteration 16Q (374.885053 sec): 3 clusters Score: Raw -2381409.636978 + Penalty 974.957401 = -2380434.679578 nChanged 40 SP:Iteration 17Q (374.971707 sec): 3 clusters Score: Raw -2381411.431056 + Penalty 974.957401 = -2380436.473655 nChanged 32 SP:Iteration 18Q (375.068124 sec): 3 clusters Score: Raw -2381412.427206 + Penalty 974.957401 = -2380437.469805 nChanged 24 SP:Iteration 19Q (375.153182 sec): 3 clusters Score: Raw -2381412.946034 + Penalty 974.957401 = -2380437.988634 nChanged 22 SP:Iteration 20F (375.235671 sec): 3 clusters Score: Raw -2381413.275914 + Penalty 974.957401 = -2380438.318514 nChanged 11 SP:Iteration 21Q (375.320431 sec): 3 clusters Score: Raw -2381413.441860 + Penalty 974.957401 = -2380438.484459 nChanged 8 SP:Iteration 22Q (375.401406 sec): 3 clusters Score: Raw -2381413.537982 + Penalty 974.957401 = -2380438.580582 nChanged 8 SP:Iteration 23Q (375.486534 sec): 3 clusters Score: Raw -2381413.649598 + Penalty 974.957401 = -2380438.692197 nChanged 9 SP:Iteration 24Q (375.580215 sec): 3 clusters Score: Raw -2381413.759671 + Penalty 974.957401 = -2380438.802271 nChanged 6 SP:Iteration 25Q (375.655618 sec): 3 clusters Score: Raw -2381413.812550 + Penalty 974.957401 = -2380438.855150 nChanged 3 SP:Iteration 26Q (375.733483 sec): 3 clusters Score: Raw -2381413.843371 + Penalty 974.957401 = -2380438.885970 nChanged 3 SP:Iteration 27Q (375.824045 sec): 3 clusters Score: Raw -2381413.875008 + Penalty 974.957401 = -2380438.917608 nChanged 7 SP:Iteration 28Q (375.914306 sec): 3 clusters Score: Raw -2381413.948222 + Penalty 974.957401 = -2380438.990822 nChanged 3 SP:Iteration 29Q (376.005121 sec): 3 clusters Score: Raw -2381413.964396 + Penalty 974.957401 = -2380439.006995 nChanged 1 SP:Iteration 30Q (376.092876 sec): 3 clusters Score: Raw -2381413.986401 + Penalty 974.957401 = -2380439.029000 nChanged 0 SP:Iteration 31F (376.171980 sec): 3 clusters Score: Raw -2381413.986401 + Penalty 974.957401 = -2380439.029000 nChanged 0 Score: Raw -56138265.346369 + Penalty 19662.668786 = -56118602.677584 Splitting cluster 14 changes total score from -56040250.854967 to -56118602.677584 So it's getting split into cluster 31. Trying to split cluster 15 (60988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (388.698088 sec): 2 clusters Score: Raw -2836946.010750 + Penalty 501.338674 = -2836444.672076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (388.794680 sec): 3 clusters Score: Raw -2796370.965684 + Penalty 1002.677349 = -2795368.288336 nChanged 29634 SP:Iteration 1F (388.892089 sec): 3 clusters Score: Raw -2818167.286267 + Penalty 1002.677349 = -2817164.608918 nChanged 4564 SP:Iteration 2F (388.985241 sec): 3 clusters Score: Raw -2821607.068131 + Penalty 1002.677349 = -2820604.390783 nChanged 4779 SP:Iteration 3F (389.073214 sec): 3 clusters Score: Raw -2824648.577848 + Penalty 1002.677349 = -2823645.900500 nChanged 3985 SP:Iteration 4F (389.159655 sec): 3 clusters Score: Raw -2826839.984152 + Penalty 1002.677349 = -2825837.306804 nChanged 3271 SP:Iteration 5F (389.253319 sec): 3 clusters Score: Raw -2828807.790639 + Penalty 1002.677349 = -2827805.113290 nChanged 3130 SP:Iteration 6F (389.344076 sec): 3 clusters Score: Raw -2830841.548966 + Penalty 1002.677349 = -2829838.871617 nChanged 3109 SP:Iteration 7F (389.436416 sec): 3 clusters Score: Raw -2832855.783327 + Penalty 1002.677349 = -2831853.105978 nChanged 3072 SP:Iteration 8F (389.523228 sec): 3 clusters Score: Raw -2835061.721182 + Penalty 1002.677349 = -2834059.043833 nChanged 2891 SP:Iteration 9Q (389.630148 sec): 3 clusters Score: Raw -2837338.841491 + Penalty 1002.677349 = -2836336.164142 nChanged 2344 SP:Iteration 10Q (389.726516 sec): 3 clusters Score: Raw -2839274.520874 + Penalty 1002.677349 = -2838271.843525 nChanged 1709 SP:Iteration 11Q (389.833097 sec): 3 clusters Score: Raw -2840566.863066 + Penalty 1002.677349 = -2839564.185717 nChanged 1099 SP:Iteration 12Q (389.934626 sec): 3 clusters Score: Raw -2841210.584807 + Penalty 1002.677349 = -2840207.907459 nChanged 689 SP:Iteration 13Q (390.041004 sec): 3 clusters Score: Raw -2841518.474706 + Penalty 1002.677349 = -2840515.797358 nChanged 433 SP:Iteration 14Q (390.140321 sec): 3 clusters Score: Raw -2841680.487542 + Penalty 1002.677349 = -2840677.810194 nChanged 275 SP:Iteration 15Q (390.249294 sec): 3 clusters Score: Raw -2841754.059676 + Penalty 1002.677349 = -2840751.382327 nChanged 203 SP:Iteration 16Q (390.350108 sec): 3 clusters Score: Raw -2841800.124614 + Penalty 1002.677349 = -2840797.447266 nChanged 130 SP:Iteration 17Q (390.464419 sec): 3 clusters Score: Raw -2841819.880034 + Penalty 1002.677349 = -2840817.202685 nChanged 84 SP:Iteration 18Q (390.564798 sec): 3 clusters Score: Raw -2841830.475721 + Penalty 1002.677349 = -2840827.798372 nChanged 57 SP:Iteration 19Q (390.666475 sec): 3 clusters Score: Raw -2841835.481809 + Penalty 1002.677349 = -2840832.804460 nChanged 42 SP:Iteration 20F (390.749819 sec): 3 clusters Score: Raw -2841838.226437 + Penalty 1002.677349 = -2840835.549088 nChanged 28 SP:Iteration 21Q (390.860627 sec): 3 clusters Score: Raw -2841840.071805 + Penalty 1002.677349 = -2840837.394456 nChanged 22 SP:Iteration 22Q (390.959071 sec): 3 clusters Score: Raw -2841841.203977 + Penalty 1002.677349 = -2840838.526628 nChanged 11 SP:Iteration 23Q (391.055796 sec): 3 clusters Score: Raw -2841841.623018 + Penalty 1002.677349 = -2840838.945670 nChanged 5 SP:Iteration 24Q (391.159916 sec): 3 clusters Score: Raw -2841841.745855 + Penalty 1002.677349 = -2840839.068506 nChanged 2 SP:Iteration 25Q (391.249478 sec): 3 clusters Score: Raw -2841841.780349 + Penalty 1002.677349 = -2840839.103000 nChanged 3 SP:Iteration 26Q (391.355402 sec): 3 clusters Score: Raw -2841841.924057 + Penalty 1002.677349 = -2840839.246708 nChanged 4 SP:Iteration 27Q (391.449755 sec): 3 clusters Score: Raw -2841842.104118 + Penalty 1002.677349 = -2840839.426769 nChanged 4 SP:Iteration 28Q (391.556426 sec): 3 clusters Score: Raw -2841842.274909 + Penalty 1002.677349 = -2840839.597560 nChanged 5 SP:Iteration 29Q (391.647314 sec): 3 clusters Score: Raw -2841842.413376 + Penalty 1002.677349 = -2840839.736027 nChanged 3 SP:Iteration 30Q (391.754588 sec): 3 clusters Score: Raw -2841842.475233 + Penalty 1002.677349 = -2840839.797884 nChanged 4 SP:Iteration 31Q (391.846476 sec): 3 clusters Score: Raw -2841842.579432 + Penalty 1002.677349 = -2840839.902084 nChanged 3 SP:Iteration 32Q (391.949740 sec): 3 clusters Score: Raw -2841842.623542 + Penalty 1002.677349 = -2840839.946193 nChanged 0 SP:Iteration 33F (392.045579 sec): 3 clusters Score: Raw -2841842.623542 + Penalty 1002.677349 = -2840839.946193 nChanged 0 Score: Raw -56143161.959161 + Penalty 20296.948424 = -56122865.010738 Splitting cluster 15 changes total score from -56040250.854967 to -56122865.010738 So it's getting split into cluster 32. Trying to split cluster 16 (162524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (405.189006 sec): 2 clusters Score: Raw -8502058.448623 + Penalty 545.935434 = -8501512.513189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (405.386995 sec): 3 clusters Score: Raw -8392084.591927 + Penalty 1091.870868 = -8390992.721060 nChanged 79731 SP:Iteration 1F (405.586346 sec): 3 clusters Score: Raw -8447986.614064 + Penalty 1091.870868 = -8446894.743196 nChanged 9948 SP:Iteration 2F (405.777013 sec): 3 clusters Score: Raw -8453037.838825 + Penalty 1091.870868 = -8451945.967958 nChanged 9604 SP:Iteration 3F (405.960731 sec): 3 clusters Score: Raw -8457986.485259 + Penalty 1091.870868 = -8456894.614391 nChanged 8981 SP:Iteration 4F (406.152385 sec): 3 clusters Score: Raw -8462828.226682 + Penalty 1091.870868 = -8461736.355814 nChanged 8663 SP:Iteration 5F (406.335168 sec): 3 clusters Score: Raw -8468752.581831 + Penalty 1091.870868 = -8467660.710963 nChanged 8724 SP:Iteration 6F (406.518153 sec): 3 clusters Score: Raw -8476257.093018 + Penalty 1091.870868 = -8475165.222151 nChanged 8521 SP:Iteration 7F (406.701742 sec): 3 clusters Score: Raw -8484516.626381 + Penalty 1091.870868 = -8483424.755514 nChanged 7721 SP:Iteration 8Q (406.902548 sec): 3 clusters Score: Raw -8492603.562225 + Penalty 1091.870868 = -8491511.691357 nChanged 6800 SP:Iteration 9Q (407.091734 sec): 3 clusters Score: Raw -8501702.201031 + Penalty 1091.870868 = -8500610.330163 nChanged 6180 SP:Iteration 10Q (407.287766 sec): 3 clusters Score: Raw -8510154.055092 + Penalty 1091.870868 = -8509062.184225 nChanged 5289 SP:Iteration 11Q (407.484691 sec): 3 clusters Score: Raw -8514750.297929 + Penalty 1091.870868 = -8513658.427062 nChanged 3851 SP:Iteration 12Q (407.689059 sec): 3 clusters Score: Raw -8516813.178453 + Penalty 1091.870868 = -8515721.307586 nChanged 2596 SP:Iteration 13Q (407.874700 sec): 3 clusters Score: Raw -8517820.946132 + Penalty 1091.870868 = -8516729.075265 nChanged 1840 SP:Iteration 14Q (408.077001 sec): 3 clusters Score: Raw -8518360.270772 + Penalty 1091.870868 = -8517268.399904 nChanged 1397 SP:Iteration 15Q (408.259648 sec): 3 clusters Score: Raw -8518697.407141 + Penalty 1091.870868 = -8517605.536273 nChanged 1130 SP:Iteration 16Q (408.453066 sec): 3 clusters Score: Raw -8518931.240605 + Penalty 1091.870868 = -8517839.369738 nChanged 1010 SP:Iteration 17Q (408.643820 sec): 3 clusters Score: Raw -8519111.112090 + Penalty 1091.870868 = -8518019.241223 nChanged 938 SP:Iteration 18Q (408.845243 sec): 3 clusters Score: Raw -8519266.463787 + Penalty 1091.870868 = -8518174.592919 nChanged 933 SP:Iteration 19Q (409.043758 sec): 3 clusters Score: Raw -8519409.251747 + Penalty 1091.870868 = -8518317.380880 nChanged 869 SP:Iteration 20F (409.224923 sec): 3 clusters Score: Raw -8519555.496529 + Penalty 1091.870868 = -8518463.625662 nChanged 851 SP:Iteration 21Q (409.419665 sec): 3 clusters Score: Raw -8519676.707656 + Penalty 1091.870868 = -8518584.836788 nChanged 837 SP:Iteration 22Q (409.600701 sec): 3 clusters Score: Raw -8519788.302305 + Penalty 1091.870868 = -8518696.431438 nChanged 780 SP:Iteration 23Q (409.787197 sec): 3 clusters Score: Raw -8519886.246300 + Penalty 1091.870868 = -8518794.375432 nChanged 767 SP:Iteration 24Q (409.973832 sec): 3 clusters Score: Raw -8519977.862507 + Penalty 1091.870868 = -8518885.991640 nChanged 708 SP:Iteration 25Q (410.153520 sec): 3 clusters Score: Raw -8520053.931989 + Penalty 1091.870868 = -8518962.061122 nChanged 650 SP:Iteration 26Q (410.330571 sec): 3 clusters Score: Raw -8520120.297674 + Penalty 1091.870868 = -8519028.426807 nChanged 623 SP:Iteration 27Q (410.526587 sec): 3 clusters Score: Raw -8520177.842001 + Penalty 1091.870868 = -8519085.971134 nChanged 541 SP:Iteration 28Q (410.706161 sec): 3 clusters Score: Raw -8520220.673422 + Penalty 1091.870868 = -8519128.802554 nChanged 483 SP:Iteration 29Q (410.887842 sec): 3 clusters Score: Raw -8520256.923507 + Penalty 1091.870868 = -8519165.052640 nChanged 468 SP:Iteration 30Q (411.079074 sec): 3 clusters Score: Raw -8520290.980169 + Penalty 1091.870868 = -8519199.109301 nChanged 447 SP:Iteration 31Q (411.275037 sec): 3 clusters Score: Raw -8520321.662736 + Penalty 1091.870868 = -8519229.791868 nChanged 434 SP:Iteration 32Q (411.449095 sec): 3 clusters Score: Raw -8520351.374336 + Penalty 1091.870868 = -8519259.503469 nChanged 416 SP:Iteration 33Q (411.623751 sec): 3 clusters Score: Raw -8520378.133570 + Penalty 1091.870868 = -8519286.262703 nChanged 377 SP:Iteration 34Q (411.806378 sec): 3 clusters Score: Raw -8520400.553706 + Penalty 1091.870868 = -8519308.682838 nChanged 343 SP:Iteration 35Q (411.995244 sec): 3 clusters Score: Raw -8520418.224562 + Penalty 1091.870868 = -8519326.353694 nChanged 313 SP:Iteration 36Q (412.175485 sec): 3 clusters Score: Raw -8520433.490610 + Penalty 1091.870868 = -8519341.619743 nChanged 292 SP:Iteration 37Q (412.353858 sec): 3 clusters Score: Raw -8520447.357616 + Penalty 1091.870868 = -8519355.486748 nChanged 261 SP:Iteration 38Q (412.540108 sec): 3 clusters Score: Raw -8520458.076390 + Penalty 1091.870868 = -8519366.205523 nChanged 254 SP:Iteration 39Q (412.729391 sec): 3 clusters Score: Raw -8520467.990608 + Penalty 1091.870868 = -8519376.119741 nChanged 254 SP:Iteration 40F (412.915308 sec): 3 clusters Score: Raw -8520478.473611 + Penalty 1091.870868 = -8519386.602743 nChanged 265 SP:Iteration 41Q (413.107430 sec): 3 clusters Score: Raw -8520489.471401 + Penalty 1091.870868 = -8519397.600533 nChanged 231 SP:Iteration 42Q (413.303968 sec): 3 clusters Score: Raw -8520497.242425 + Penalty 1091.870868 = -8519405.371557 nChanged 204 SP:Iteration 43Q (413.475631 sec): 3 clusters Score: Raw -8520504.019100 + Penalty 1091.870868 = -8519412.148233 nChanged 199 SP:Iteration 44Q (413.654377 sec): 3 clusters Score: Raw -8520510.909105 + Penalty 1091.870868 = -8519419.038237 nChanged 210 SP:Iteration 45Q (413.838031 sec): 3 clusters Score: Raw -8520518.063534 + Penalty 1091.870868 = -8519426.192667 nChanged 207 SP:Iteration 46Q (414.013905 sec): 3 clusters Score: Raw -8520524.569254 + Penalty 1091.870868 = -8519432.698386 nChanged 180 SP:Iteration 47Q (414.205006 sec): 3 clusters Score: Raw -8520529.078649 + Penalty 1091.870868 = -8519437.207781 nChanged 160 SP:Iteration 48Q (414.398266 sec): 3 clusters Score: Raw -8520532.720821 + Penalty 1091.870868 = -8519440.849954 nChanged 125 SP:Iteration 49Q (414.594595 sec): 3 clusters Score: Raw -8520535.223597 + Penalty 1091.870868 = -8519443.352730 nChanged 115 SP:Iteration 50Q (414.791778 sec): 3 clusters Score: Raw -8520537.557370 + Penalty 1091.870868 = -8519445.686503 nChanged 115 SP:Iteration 51Q (414.986494 sec): 3 clusters Score: Raw -8520539.662590 + Penalty 1091.870868 = -8519447.791722 nChanged 102 SP:Iteration 52Q (415.171895 sec): 3 clusters Score: Raw -8520541.374670 + Penalty 1091.870868 = -8519449.503802 nChanged 99 SP:Iteration 53Q (415.365096 sec): 3 clusters Score: Raw -8520543.096631 + Penalty 1091.870868 = -8519451.225763 nChanged 100 SP:Iteration 54Q (415.567658 sec): 3 clusters Score: Raw -8520544.602474 + Penalty 1091.870868 = -8519452.731606 nChanged 84 SP:Iteration 55Q (415.784318 sec): 3 clusters Score: Raw -8520545.711597 + Penalty 1091.870868 = -8519453.840730 nChanged 63 SP:Iteration 56Q (415.988277 sec): 3 clusters Score: Raw -8520546.598004 + Penalty 1091.870868 = -8519454.727137 nChanged 72 SP:Iteration 57Q (416.190188 sec): 3 clusters Score: Raw -8520547.557502 + Penalty 1091.870868 = -8519455.686635 nChanged 64 SP:Iteration 58Q (416.388587 sec): 3 clusters Score: Raw -8520548.259772 + Penalty 1091.870868 = -8519456.388904 nChanged 56 SP:Iteration 59Q (416.566443 sec): 3 clusters Score: Raw -8520548.972009 + Penalty 1091.870868 = -8519457.101141 nChanged 65 SP:Iteration 60F (416.749896 sec): 3 clusters Score: Raw -8520549.689398 + Penalty 1091.870868 = -8519457.818531 nChanged 51 SP:Iteration 61Q (416.944248 sec): 3 clusters Score: Raw -8520550.195813 + Penalty 1091.870868 = -8519458.324946 nChanged 54 SP:Iteration 62Q (417.141333 sec): 3 clusters Score: Raw -8520550.786672 + Penalty 1091.870868 = -8519458.915804 nChanged 50 SP:Iteration 63Q (417.323168 sec): 3 clusters Score: Raw -8520551.253089 + Penalty 1091.870868 = -8519459.382221 nChanged 43 SP:Iteration 64Q (417.519565 sec): 3 clusters Score: Raw -8520551.570488 + Penalty 1091.870868 = -8519459.699621 nChanged 28 SP:Iteration 65Q (417.725466 sec): 3 clusters Score: Raw -8520551.751225 + Penalty 1091.870868 = -8519459.880358 nChanged 19 SP:Iteration 66Q (417.931126 sec): 3 clusters Score: Raw -8520551.833324 + Penalty 1091.870868 = -8519459.962456 nChanged 15 SP:Iteration 67Q (418.140759 sec): 3 clusters Score: Raw -8520551.904099 + Penalty 1091.870868 = -8519460.033231 nChanged 16 SP:Iteration 68Q (418.350495 sec): 3 clusters Score: Raw -8520551.967024 + Penalty 1091.870868 = -8519460.096157 nChanged 8 SP:Iteration 69Q (418.549411 sec): 3 clusters Score: Raw -8520551.981579 + Penalty 1091.870868 = -8519460.110712 nChanged 3 SP:Iteration 70Q (418.744758 sec): 3 clusters Score: Raw -8520551.986833 + Penalty 1091.870868 = -8519460.115965 nChanged 2 SP:Iteration 71Q (418.948183 sec): 3 clusters Score: Raw -8520551.997055 + Penalty 1091.870868 = -8519460.126187 nChanged 8 SP:Iteration 72Q (419.153214 sec): 3 clusters Score: Raw -8520552.026824 + Penalty 1091.870868 = -8519460.155956 nChanged 8 SP:Iteration 73Q (419.333264 sec): 3 clusters Score: Raw -8520552.052362 + Penalty 1091.870868 = -8519460.181494 nChanged 4 SP:Iteration 74Q (419.517879 sec): 3 clusters Score: Raw -8520552.063197 + Penalty 1091.870868 = -8519460.192329 nChanged 6 SP:Iteration 75Q (419.700581 sec): 3 clusters Score: Raw -8520552.081387 + Penalty 1091.870868 = -8519460.210520 nChanged 5 SP:Iteration 76Q (419.894251 sec): 3 clusters Score: Raw -8520552.092879 + Penalty 1091.870868 = -8519460.222012 nChanged 4 SP:Iteration 77Q (420.089029 sec): 3 clusters Score: Raw -8520552.108703 + Penalty 1091.870868 = -8519460.237836 nChanged 4 SP:Iteration 78Q (420.281321 sec): 3 clusters Score: Raw -8520552.116072 + Penalty 1091.870868 = -8519460.245205 nChanged 2 SP:Iteration 79Q (420.491820 sec): 3 clusters Score: Raw -8520552.118202 + Penalty 1091.870868 = -8519460.247335 nChanged 0 SP:Iteration 80F (420.670961 sec): 3 clusters Score: Raw -8520552.118202 + Penalty 1091.870868 = -8519460.247335 nChanged 0 Score: Raw -56161655.628742 + Penalty 20931.228062 = -56140724.400680 Splitting cluster 16 changes total score from -56040250.854967 to -56140724.400680 So it's getting split into cluster 33. Trying to split cluster 17 (4795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (433.963927 sec): 2 clusters Score: Raw -216297.524916 + Penalty 385.627469 = -215911.897447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (434.004284 sec): 3 clusters Score: Raw -213505.231733 + Penalty 771.254938 = -212733.976795 nChanged 2220 SP:Iteration 1F (434.043446 sec): 3 clusters Score: Raw -215297.703129 + Penalty 771.254938 = -214526.448191 nChanged 498 SP:Iteration 2F (434.092855 sec): 3 clusters Score: Raw -215896.931552 + Penalty 771.254938 = -215125.676614 nChanged 466 SP:Iteration 3F (434.149222 sec): 3 clusters Score: Raw -216486.742940 + Penalty 771.254938 = -215715.488002 nChanged 395 SP:Iteration 4F (434.180178 sec): 3 clusters Score: Raw -216961.401861 + Penalty 771.254938 = -216190.146923 nChanged 281 SP:Iteration 5F (434.233322 sec): 3 clusters Score: Raw -217327.823508 + Penalty 771.254938 = -216556.568570 nChanged 179 SP:Iteration 6Q (434.272984 sec): 3 clusters Score: Raw -217540.344251 + Penalty 771.254938 = -216769.089313 nChanged 98 SP:Iteration 7Q (434.317049 sec): 3 clusters Score: Raw -217616.255275 + Penalty 771.254938 = -216845.000337 nChanged 72 SP:Iteration 8Q (434.362551 sec): 3 clusters Score: Raw -217663.002034 + Penalty 771.254938 = -216891.747097 nChanged 54 SP:Iteration 9Q (434.402551 sec): 3 clusters Score: Raw -217699.263020 + Penalty 771.254938 = -216928.008082 nChanged 45 SP:Iteration 10Q (434.449156 sec): 3 clusters Score: Raw -217728.357818 + Penalty 771.254938 = -216957.102880 nChanged 44 SP:Iteration 11Q (434.488310 sec): 3 clusters Score: Raw -217754.880862 + Penalty 771.254938 = -216983.625924 nChanged 50 SP:Iteration 12Q (434.531694 sec): 3 clusters Score: Raw -217789.969300 + Penalty 771.254938 = -217018.714362 nChanged 67 SP:Iteration 13Q (434.586188 sec): 3 clusters Score: Raw -217891.283812 + Penalty 771.254938 = -217120.028874 nChanged 110 SP:Iteration 14Q (434.631928 sec): 3 clusters Score: Raw -218104.264312 + Penalty 771.254938 = -217333.009374 nChanged 84 SP:Iteration 15Q (434.669152 sec): 3 clusters Score: Raw -218214.840596 + Penalty 771.254938 = -217443.585658 nChanged 44 SP:Iteration 16Q (434.720157 sec): 3 clusters Score: Raw -218270.442173 + Penalty 771.254938 = -217499.187235 nChanged 24 SP:Iteration 17Q (434.771995 sec): 3 clusters Score: Raw -218301.060353 + Penalty 771.254938 = -217529.805415 nChanged 16 SP:Iteration 18Q (434.802810 sec): 3 clusters Score: Raw -218319.129219 + Penalty 771.254938 = -217547.874281 nChanged 11 SP:Iteration 19Q (434.857000 sec): 3 clusters Score: Raw -218330.656541 + Penalty 771.254938 = -217559.401604 nChanged 6 SP:Iteration 20F (434.896706 sec): 3 clusters Score: Raw -218348.980759 + Penalty 771.254938 = -217577.725821 nChanged 12 SP:Iteration 21Q (434.940517 sec): 3 clusters Score: Raw -218358.609439 + Penalty 771.254938 = -217587.354501 nChanged 12 SP:Iteration 22Q (434.977924 sec): 3 clusters Score: Raw -218361.990168 + Penalty 771.254938 = -217590.735230 nChanged 6 SP:Iteration 23Q (435.031519 sec): 3 clusters Score: Raw -218364.341383 + Penalty 771.254938 = -217593.086445 nChanged 6 SP:Iteration 24Q (435.066548 sec): 3 clusters Score: Raw -218366.558527 + Penalty 771.254938 = -217595.303589 nChanged 8 SP:Iteration 25Q (435.104837 sec): 3 clusters Score: Raw -218368.584455 + Penalty 771.254938 = -217597.329517 nChanged 5 SP:Iteration 26Q (435.147629 sec): 3 clusters Score: Raw -218369.850915 + Penalty 771.254938 = -217598.595977 nChanged 2 SP:Iteration 27Q (435.190576 sec): 3 clusters Score: Raw -218370.890799 + Penalty 771.254938 = -217599.635862 nChanged 5 SP:Iteration 28Q (435.236250 sec): 3 clusters Score: Raw -218374.159896 + Penalty 771.254938 = -217602.904958 nChanged 8 SP:Iteration 29Q (435.280055 sec): 3 clusters Score: Raw -218385.306621 + Penalty 771.254938 = -217614.051683 nChanged 14 SP:Iteration 30Q (435.331658 sec): 3 clusters Score: Raw -218404.112989 + Penalty 771.254938 = -217632.858051 nChanged 19 SP:Iteration 31Q (435.377269 sec): 3 clusters Score: Raw -218445.817013 + Penalty 771.254938 = -217674.562075 nChanged 20 SP:Iteration 32Q (435.429201 sec): 3 clusters Score: Raw -218492.917734 + Penalty 771.254938 = -217721.662796 nChanged 20 SP:Iteration 33Q (435.484776 sec): 3 clusters Score: Raw -218513.593665 + Penalty 771.254938 = -217742.338728 nChanged 7 SP:Iteration 34Q (435.526931 sec): 3 clusters Score: Raw -218516.680570 + Penalty 771.254938 = -217745.425633 nChanged 5 SP:Iteration 35Q (435.583972 sec): 3 clusters Score: Raw -218519.593115 + Penalty 771.254938 = -217748.338177 nChanged 4 SP:Iteration 36Q (435.625602 sec): 3 clusters Score: Raw -218520.517582 + Penalty 771.254938 = -217749.262644 nChanged 1 SP:Iteration 37Q (435.676309 sec): 3 clusters Score: Raw -218520.603106 + Penalty 771.254938 = -217749.348168 nChanged 0 SP:Iteration 38F (435.721067 sec): 3 clusters Score: Raw -218520.603106 + Penalty 771.254938 = -217749.348168 nChanged 0 Score: Raw -56163878.706931 + Penalty 21565.507700 = -56142313.199231 Splitting cluster 17 changes total score from -56040250.854967 to -56142313.199231 So it's getting split into cluster 34. Trying to split cluster 18 (9403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (448.282747 sec): 2 clusters Score: Raw -495386.056150 + Penalty 416.269675 = -494969.786475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (448.318031 sec): 3 clusters Score: Raw -489557.967599 + Penalty 832.539350 = -488725.428249 nChanged 4364 SP:Iteration 1F (448.365966 sec): 3 clusters Score: Raw -492431.165646 + Penalty 832.539350 = -491598.626296 nChanged 827 SP:Iteration 2F (448.407411 sec): 3 clusters Score: Raw -493066.005327 + Penalty 832.539350 = -492233.465977 nChanged 804 SP:Iteration 3F (448.440040 sec): 3 clusters Score: Raw -493765.997159 + Penalty 832.539350 = -492933.457809 nChanged 706 SP:Iteration 4F (448.492627 sec): 3 clusters Score: Raw -494505.748088 + Penalty 832.539350 = -493673.208737 nChanged 616 SP:Iteration 5F (448.560106 sec): 3 clusters Score: Raw -495143.486378 + Penalty 832.539350 = -494310.947028 nChanged 449 SP:Iteration 6Q (448.592882 sec): 3 clusters Score: Raw -495472.025751 + Penalty 832.539350 = -494639.486401 nChanged 288 SP:Iteration 7Q (448.641840 sec): 3 clusters Score: Raw -495635.353391 + Penalty 832.539350 = -494802.814041 nChanged 199 SP:Iteration 8Q (448.691843 sec): 3 clusters Score: Raw -495733.573456 + Penalty 832.539350 = -494901.034106 nChanged 149 SP:Iteration 9Q (448.750782 sec): 3 clusters Score: Raw -495798.972210 + Penalty 832.539350 = -494966.432860 nChanged 146 SP:Iteration 10Q (448.792988 sec): 3 clusters Score: Raw -495854.105019 + Penalty 832.539350 = -495021.565668 nChanged 120 SP:Iteration 11Q (448.847139 sec): 3 clusters Score: Raw -495899.079711 + Penalty 832.539350 = -495066.540361 nChanged 116 SP:Iteration 12Q (448.893286 sec): 3 clusters Score: Raw -495942.330661 + Penalty 832.539350 = -495109.791311 nChanged 96 SP:Iteration 13Q (448.941167 sec): 3 clusters Score: Raw -495973.706723 + Penalty 832.539350 = -495141.167373 nChanged 75 SP:Iteration 14Q (448.984166 sec): 3 clusters Score: Raw -495994.577458 + Penalty 832.539350 = -495162.038108 nChanged 64 SP:Iteration 15Q (449.033299 sec): 3 clusters Score: Raw -496012.215888 + Penalty 832.539350 = -495179.676538 nChanged 64 SP:Iteration 16Q (449.061296 sec): 3 clusters Score: Raw -496029.797961 + Penalty 832.539350 = -495197.258611 nChanged 54 SP:Iteration 17Q (449.122227 sec): 3 clusters Score: Raw -496045.604727 + Penalty 832.539350 = -495213.065377 nChanged 41 SP:Iteration 18Q (449.177329 sec): 3 clusters Score: Raw -496054.614537 + Penalty 832.539350 = -495222.075187 nChanged 41 SP:Iteration 19Q (449.232604 sec): 3 clusters Score: Raw -496063.486889 + Penalty 832.539350 = -495230.947539 nChanged 34 SP:Iteration 20F (449.274148 sec): 3 clusters Score: Raw -496069.260862 + Penalty 832.539350 = -495236.721512 nChanged 27 SP:Iteration 21Q (449.313946 sec): 3 clusters Score: Raw -496073.584617 + Penalty 832.539350 = -495241.045267 nChanged 24 SP:Iteration 22Q (449.364956 sec): 3 clusters Score: Raw -496076.386433 + Penalty 832.539350 = -495243.847083 nChanged 10 SP:Iteration 23Q (449.414592 sec): 3 clusters Score: Raw -496077.895718 + Penalty 832.539350 = -495245.356368 nChanged 12 SP:Iteration 24Q (449.468981 sec): 3 clusters Score: Raw -496079.139008 + Penalty 832.539350 = -495246.599658 nChanged 6 SP:Iteration 25Q (449.524985 sec): 3 clusters Score: Raw -496079.638329 + Penalty 832.539350 = -495247.098979 nChanged 3 SP:Iteration 26Q (449.582043 sec): 3 clusters Score: Raw -496080.023251 + Penalty 832.539350 = -495247.483901 nChanged 4 SP:Iteration 27Q (449.632535 sec): 3 clusters Score: Raw -496081.116977 + Penalty 832.539350 = -495248.577627 nChanged 8 SP:Iteration 28Q (449.686804 sec): 3 clusters Score: Raw -496082.526780 + Penalty 832.539350 = -495249.987430 nChanged 6 SP:Iteration 29Q (449.743344 sec): 3 clusters Score: Raw -496083.104464 + Penalty 832.539350 = -495250.565114 nChanged 3 SP:Iteration 30Q (449.794341 sec): 3 clusters Score: Raw -496083.913648 + Penalty 832.539350 = -495251.374298 nChanged 5 SP:Iteration 31Q (449.834924 sec): 3 clusters Score: Raw -496084.940328 + Penalty 832.539350 = -495252.400978 nChanged 8 SP:Iteration 32Q (449.881812 sec): 3 clusters Score: Raw -496086.116902 + Penalty 832.539350 = -495253.577552 nChanged 9 SP:Iteration 33Q (449.941930 sec): 3 clusters Score: Raw -496087.522191 + Penalty 832.539350 = -495254.982841 nChanged 11 SP:Iteration 34Q (449.992880 sec): 3 clusters Score: Raw -496088.997223 + Penalty 832.539350 = -495256.457873 nChanged 6 SP:Iteration 35Q (450.037718 sec): 3 clusters Score: Raw -496089.878768 + Penalty 832.539350 = -495257.339418 nChanged 6 SP:Iteration 36Q (450.086244 sec): 3 clusters Score: Raw -496090.408414 + Penalty 832.539350 = -495257.869064 nChanged 5 SP:Iteration 37Q (450.126493 sec): 3 clusters Score: Raw -496091.014478 + Penalty 832.539350 = -495258.475128 nChanged 5 SP:Iteration 38Q (450.176255 sec): 3 clusters Score: Raw -496091.373888 + Penalty 832.539350 = -495258.834538 nChanged 3 SP:Iteration 39Q (450.223506 sec): 3 clusters Score: Raw -496091.725125 + Penalty 832.539350 = -495259.185775 nChanged 0 SP:Iteration 40F (450.280318 sec): 3 clusters Score: Raw -496091.725125 + Penalty 832.539350 = -495259.185775 nChanged 0 Score: Raw -56164584.375907 + Penalty 22199.787339 = -56142384.588568 Splitting cluster 18 changes total score from -56040250.854967 to -56142384.588568 So it's getting split into cluster 35. Trying to split cluster 19 (1154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (464.064946 sec): 2 clusters Score: Raw -39298.842606 + Penalty 320.820020 = -38978.022586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (464.095662 sec): 3 clusters Score: Raw -38773.180392 + Penalty 641.640040 = -38131.540352 nChanged 504 SP:Iteration 1F (464.127449 sec): 3 clusters Score: Raw -39566.805467 + Penalty 641.640040 = -38925.165428 nChanged 162 SP:Iteration 2F (464.178354 sec): 3 clusters Score: Raw -40055.881093 + Penalty 641.640040 = -39414.241054 nChanged 121 SP:Iteration 3F (464.212204 sec): 3 clusters Score: Raw -40515.758372 + Penalty 641.640040 = -39874.118333 nChanged 78 SP:Iteration 4F (464.268946 sec): 3 clusters Score: Raw -40754.195009 + Penalty 641.640040 = -40112.554970 nChanged 42 SP:Iteration 5Q (464.299607 sec): 3 clusters Score: Raw -40836.862278 + Penalty 641.640040 = -40195.222239 nChanged 27 SP:Iteration 6Q (464.347438 sec): 3 clusters Score: Raw -40884.683052 + Penalty 641.640040 = -40243.043013 nChanged 21 SP:Iteration 7Q (464.380027 sec): 3 clusters Score: Raw -40910.906543 + Penalty 641.640040 = -40269.266503 nChanged 23 SP:Iteration 8Q (464.425121 sec): 3 clusters Score: Raw -40941.473296 + Penalty 641.640040 = -40299.833257 nChanged 22 SP:Iteration 9Q (464.466560 sec): 3 clusters Score: Raw -40976.184123 + Penalty 641.640040 = -40334.544083 nChanged 19 SP:Iteration 10Q (464.507904 sec): 3 clusters Score: Raw -41013.075073 + Penalty 641.640040 = -40371.435033 nChanged 8 SP:Iteration 11Q (464.548573 sec): 3 clusters Score: Raw -41023.830081 + Penalty 641.640040 = -40382.190041 nChanged 4 SP:Iteration 12Q (464.585292 sec): 3 clusters Score: Raw -41026.485792 + Penalty 641.640040 = -40384.845753 nChanged 5 SP:Iteration 13Q (464.619004 sec): 3 clusters Score: Raw -41027.974428 + Penalty 641.640040 = -40386.334389 nChanged 2 SP:Iteration 14Q (464.651339 sec): 3 clusters Score: Raw -41028.297031 + Penalty 641.640040 = -40386.656991 nChanged 0 SP:Iteration 15F (464.693984 sec): 3 clusters Score: Raw -41030.185607 + Penalty 641.640040 = -40388.545568 nChanged 1 SP:Iteration 16Q (464.734940 sec): 3 clusters Score: Raw -41031.102350 + Penalty 641.640040 = -40389.462310 nChanged 1 SP:Iteration 17Q (464.769849 sec): 3 clusters Score: Raw -41031.807873 + Penalty 641.640040 = -40390.167833 nChanged 1 SP:Iteration 18Q (464.808010 sec): 3 clusters Score: Raw -41032.147884 + Penalty 641.640040 = -40390.507844 nChanged 1 SP:Iteration 19Q (464.856638 sec): 3 clusters Score: Raw -41032.277895 + Penalty 641.640040 = -40390.637855 nChanged 1 SP:Iteration 20F (464.891050 sec): 3 clusters Score: Raw -41032.995463 + Penalty 641.640040 = -40391.355423 nChanged 1 SP:Iteration 21Q (464.924006 sec): 3 clusters Score: Raw -41033.179413 + Penalty 641.640040 = -40391.539374 nChanged 0 SP:Iteration 22F (464.962181 sec): 3 clusters Score: Raw -41033.179413 + Penalty 641.640040 = -40391.539374 nChanged 0 Score: Raw -56166318.712714 + Penalty 22834.066977 = -56143484.645737 Splitting cluster 19 changes total score from -56040250.854967 to -56143484.645737 So it's getting split into cluster 36. Iteration 20F (494.203393 sec): 37 clusters Score: Raw -56206434.169929 + Penalty 22834.066977 = -56183600.102952 nChanged 48754 Iteration 21Q (504.932378 sec): 37 clusters Score: Raw -56227974.515564 + Penalty 22834.066977 = -56205140.448587 nChanged 24199 Iteration 22Q (515.403120 sec): 37 clusters Score: Raw -56237107.657826 + Penalty 22834.066977 = -56214273.590849 nChanged 17697 Iteration 23Q (525.933248 sec): 37 clusters Score: Raw -56243354.107025 + Penalty 22834.066977 = -56220520.040048 nChanged 14909 Iteration 24Q (536.496554 sec): 37 clusters Score: Raw -56248870.332113 + Penalty 22834.066977 = -56226036.265136 nChanged 13334 Iteration 25Q (547.047810 sec): 37 clusters Score: Raw -56255359.969194 + Penalty 22834.066977 = -56232525.902217 nChanged 12461 Iteration 26Q (557.635273 sec): 37 clusters Score: Raw -56264666.912224 + Penalty 22834.066977 = -56241832.845247 nChanged 11961 Iteration 27Q (567.947042 sec): 37 clusters Score: Raw -56270046.097330 + Penalty 22834.066977 = -56247212.030353 nChanged 11065 Iteration 28Q (578.401363 sec): 37 clusters Score: Raw -56275074.779770 + Penalty 22834.066977 = -56252240.712793 nChanged 10036 Iteration 29Q (588.879056 sec): 37 clusters Score: Raw -56280741.472431 + Penalty 22834.066977 = -56257907.405454 nChanged 8942 Iteration 30Q (599.374985 sec): 37 clusters Score: Raw -56285792.455523 + Penalty 22834.066977 = -56262958.388546 nChanged 8201 Iteration 31Q (609.717535 sec): 37 clusters Score: Raw -56289467.130410 + Penalty 22834.066977 = -56266633.063433 nChanged 7334 Iteration 32Q (620.117673 sec): 37 clusters Score: Raw -56291674.861423 + Penalty 22834.066977 = -56268840.794446 nChanged 6312 Iteration 33Q (630.490750 sec): 37 clusters Score: Raw -56292982.446619 + Penalty 22834.066977 = -56270148.379642 nChanged 5447 Iteration 34Q (640.955214 sec): 37 clusters Score: Raw -56293950.065474 + Penalty 22834.066977 = -56271115.998497 nChanged 4817 Iteration 35Q (651.380464 sec): 37 clusters Score: Raw -56294657.657592 + Penalty 22834.066977 = -56271823.590616 nChanged 4206 Iteration 36Q (661.776900 sec): 37 clusters Score: Raw -56295229.155698 + Penalty 22834.066977 = -56272395.088721 nChanged 3873 Iteration 37Q (672.236872 sec): 37 clusters Score: Raw -56295734.744985 + Penalty 22834.066977 = -56272900.678008 nChanged 3649 Iteration 38Q (682.646748 sec): 37 clusters Score: Raw -56296166.060910 + Penalty 22834.066977 = -56273331.993933 nChanged 3364 Iteration 39Q (693.178521 sec): 37 clusters Score: Raw -56296502.995883 + Penalty 22834.066977 = -56273668.928906 nChanged 3127 Iteration 40F (707.751208 sec): 37 clusters Score: Raw -56298263.624799 + Penalty 22834.066977 = -56275429.557822 nChanged 3501 Iteration 41Q (718.393899 sec): 37 clusters Score: Raw -56299553.368428 + Penalty 22834.066977 = -56276719.301451 nChanged 3692 Iteration 42Q (728.833909 sec): 37 clusters Score: Raw -56300143.982233 + Penalty 22834.066977 = -56277309.915256 nChanged 3509 Iteration 43Q (739.244783 sec): 37 clusters Score: Raw -56300587.273361 + Penalty 22834.066977 = -56277753.206384 nChanged 3289 Iteration 44Q (749.859083 sec): 37 clusters Score: Raw -56300977.177428 + Penalty 22834.066977 = -56278143.110451 nChanged 3179 Iteration 45Q (760.429645 sec): 37 clusters Score: Raw -56301309.240964 + Penalty 22834.066977 = -56278475.173987 nChanged 3013 Iteration 46Q (770.975180 sec): 37 clusters Score: Raw -56301607.341552 + Penalty 22834.066977 = -56278773.274575 nChanged 2888 Iteration 47Q (781.542796 sec): 37 clusters Score: Raw -56301870.190255 + Penalty 22834.066977 = -56279036.123278 nChanged 2734 Iteration 48Q (792.026245 sec): 37 clusters Score: Raw -56302105.223889 + Penalty 22834.066977 = -56279271.156912 nChanged 2598 Iteration 49Q (802.327650 sec): 37 clusters Score: Raw -56302303.195323 + Penalty 22834.066977 = -56279469.128346 nChanged 2385 Iteration 50Q (812.770664 sec): 37 clusters Score: Raw -56302476.828140 + Penalty 22834.066977 = -56279642.761163 nChanged 2233 Iteration 51Q (823.353351 sec): 37 clusters Score: Raw -56302635.166950 + Penalty 22834.066977 = -56279801.099973 nChanged 2181 Iteration 52Q (833.859433 sec): 37 clusters Score: Raw -56302799.797617 + Penalty 22834.066977 = -56279965.730640 nChanged 1989 Iteration 53Q (844.374136 sec): 37 clusters Score: Raw -56302950.207292 + Penalty 22834.066977 = -56280116.140315 nChanged 1932 Iteration 54Q (854.880110 sec): 37 clusters Score: Raw -56303088.162713 + Penalty 22834.066977 = -56280254.095736 nChanged 1885 Iteration 55Q (865.361578 sec): 37 clusters Score: Raw -56303212.559261 + Penalty 22834.066977 = -56280378.492285 nChanged 1783 Iteration 56Q (875.754464 sec): 37 clusters Score: Raw -56303322.267456 + Penalty 22834.066977 = -56280488.200479 nChanged 1698 Iteration 57Q (886.332616 sec): 37 clusters Score: Raw -56303417.867616 + Penalty 22834.066977 = -56280583.800639 nChanged 1601 Iteration 58Q (896.956730 sec): 37 clusters Score: Raw -56303505.824761 + Penalty 22834.066977 = -56280671.757784 nChanged 1574 Writing temp clu file Because OldScore, -56280583.800639, is greater than current (better) Score,-56280671.757784 Compute initial score before splitting: Score: Raw -56303505.824761 + Penalty 22834.066977 = -56280671.757784 Trying to split cluster 1 (7440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (897.209935 sec): 2 clusters Score: Raw -337878.291284 + Penalty 405.615489 = -337472.675795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (897.258944 sec): 3 clusters Score: Raw -333345.658104 + Penalty 811.230978 = -332534.427126 nChanged 3397 SP:Iteration 1F (897.301969 sec): 3 clusters Score: Raw -336013.045652 + Penalty 811.230978 = -335201.814675 nChanged 754 SP:Iteration 2F (897.344373 sec): 3 clusters Score: Raw -336685.668025 + Penalty 811.230978 = -335874.437047 nChanged 620 SP:Iteration 3F (897.400204 sec): 3 clusters Score: Raw -337200.602099 + Penalty 811.230978 = -336389.371121 nChanged 448 SP:Iteration 4F (897.451365 sec): 3 clusters Score: Raw -337570.907703 + Penalty 811.230978 = -336759.676725 nChanged 342 SP:Iteration 5Q (897.498099 sec): 3 clusters Score: Raw -337869.153165 + Penalty 811.230978 = -337057.922188 nChanged 272 SP:Iteration 6Q (897.547593 sec): 3 clusters Score: Raw -338149.379626 + Penalty 811.230978 = -337338.148648 nChanged 230 SP:Iteration 7Q (897.587950 sec): 3 clusters Score: Raw -338480.391638 + Penalty 811.230978 = -337669.160660 nChanged 188 SP:Iteration 8Q (897.627487 sec): 3 clusters Score: Raw -338755.459750 + Penalty 811.230978 = -337944.228772 nChanged 134 SP:Iteration 9Q (897.686054 sec): 3 clusters Score: Raw -338973.914252 + Penalty 811.230978 = -338162.683274 nChanged 108 SP:Iteration 10Q (897.735589 sec): 3 clusters Score: Raw -339095.225253 + Penalty 811.230978 = -338283.994275 nChanged 71 SP:Iteration 11Q (897.786867 sec): 3 clusters Score: Raw -339139.577122 + Penalty 811.230978 = -338328.346144 nChanged 47 SP:Iteration 12Q (897.825006 sec): 3 clusters Score: Raw -339157.409712 + Penalty 811.230978 = -338346.178735 nChanged 27 SP:Iteration 13Q (897.874666 sec): 3 clusters Score: Raw -339164.049654 + Penalty 811.230978 = -338352.818676 nChanged 17 SP:Iteration 14Q (897.908767 sec): 3 clusters Score: Raw -339168.058131 + Penalty 811.230978 = -338356.827153 nChanged 15 SP:Iteration 15Q (897.954822 sec): 3 clusters Score: Raw -339170.967056 + Penalty 811.230978 = -338359.736079 nChanged 6 SP:Iteration 16Q (898.002067 sec): 3 clusters Score: Raw -339171.585676 + Penalty 811.230978 = -338360.354699 nChanged 2 SP:Iteration 17Q (898.052894 sec): 3 clusters Score: Raw -339171.973942 + Penalty 811.230978 = -338360.742965 nChanged 3 SP:Iteration 18Q (898.101172 sec): 3 clusters Score: Raw -339172.710445 + Penalty 811.230978 = -338361.479467 nChanged 6 SP:Iteration 19Q (898.150612 sec): 3 clusters Score: Raw -339173.682884 + Penalty 811.230978 = -338362.451907 nChanged 6 SP:Iteration 20F (898.208916 sec): 3 clusters Score: Raw -339174.126012 + Penalty 811.230978 = -338362.895035 nChanged 1 SP:Iteration 21Q (898.252400 sec): 3 clusters Score: Raw -339174.241274 + Penalty 811.230978 = -338363.010297 nChanged 1 SP:Iteration 22Q (898.302371 sec): 3 clusters Score: Raw -339174.383994 + Penalty 811.230978 = -338363.153017 nChanged 1 SP:Iteration 23Q (898.349260 sec): 3 clusters Score: Raw -339174.454328 + Penalty 811.230978 = -338363.223350 nChanged 1 SP:Iteration 24Q (898.395530 sec): 3 clusters Score: Raw -339174.481463 + Penalty 811.230978 = -338363.250485 nChanged 2 SP:Iteration 25Q (898.431492 sec): 3 clusters Score: Raw -339174.792431 + Penalty 811.230978 = -338363.561454 nChanged 2 SP:Iteration 26Q (898.478957 sec): 3 clusters Score: Raw -339174.946980 + Penalty 811.230978 = -338363.716002 nChanged 2 SP:Iteration 27Q (898.526328 sec): 3 clusters Score: Raw -339175.092818 + Penalty 811.230978 = -338363.861841 nChanged 1 SP:Iteration 28Q (898.577824 sec): 3 clusters Score: Raw -339175.237216 + Penalty 811.230978 = -338364.006238 nChanged 0 SP:Iteration 29F (898.616290 sec): 3 clusters Score: Raw -339175.237216 + Penalty 811.230978 = -338364.006238 nChanged 0 Score: Raw -56304843.774856 + Penalty 23468.346615 = -56281375.428241 Splitting cluster 1 changes total score from -56280671.757784 to -56281375.428241 So it's getting split into cluster 37. Trying to split cluster 2 (19392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (912.561047 sec): 2 clusters Score: Raw -1034465.548063 + Penalty 449.204023 = -1034016.344040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (912.613738 sec): 3 clusters Score: Raw -1022147.782471 + Penalty 898.408046 = -1021249.374425 nChanged 9181 SP:Iteration 1F (912.674167 sec): 3 clusters Score: Raw -1027658.461942 + Penalty 898.408046 = -1026760.053896 nChanged 1149 SP:Iteration 2F (912.723330 sec): 3 clusters Score: Raw -1028298.499608 + Penalty 898.408046 = -1027400.091562 nChanged 1303 SP:Iteration 3F (912.777607 sec): 3 clusters Score: Raw -1029139.231972 + Penalty 898.408046 = -1028240.823926 nChanged 1343 SP:Iteration 4F (912.842295 sec): 3 clusters Score: Raw -1030061.965415 + Penalty 898.408046 = -1029163.557369 nChanged 1187 SP:Iteration 5F (912.907355 sec): 3 clusters Score: Raw -1030958.508871 + Penalty 898.408046 = -1030060.100825 nChanged 1033 SP:Iteration 6F (912.947207 sec): 3 clusters Score: Raw -1031723.899756 + Penalty 898.408046 = -1030825.491710 nChanged 824 SP:Iteration 7Q (913.010835 sec): 3 clusters Score: Raw -1032310.771148 + Penalty 898.408046 = -1031412.363102 nChanged 632 SP:Iteration 8Q (913.070284 sec): 3 clusters Score: Raw -1032643.852347 + Penalty 898.408046 = -1031745.444301 nChanged 451 SP:Iteration 9Q (913.120434 sec): 3 clusters Score: Raw -1032843.844682 + Penalty 898.408046 = -1031945.436636 nChanged 391 SP:Iteration 10Q (913.175873 sec): 3 clusters Score: Raw -1033000.527571 + Penalty 898.408046 = -1032102.119525 nChanged 350 SP:Iteration 11Q (913.243016 sec): 3 clusters Score: Raw -1033145.255999 + Penalty 898.408046 = -1032246.847953 nChanged 360 SP:Iteration 12Q (913.313655 sec): 3 clusters Score: Raw -1033307.002365 + Penalty 898.408046 = -1032408.594319 nChanged 332 SP:Iteration 13Q (913.362643 sec): 3 clusters Score: Raw -1033459.211838 + Penalty 898.408046 = -1032560.803792 nChanged 305 SP:Iteration 14Q (913.422332 sec): 3 clusters Score: Raw -1033596.824161 + Penalty 898.408046 = -1032698.416115 nChanged 298 SP:Iteration 15Q (913.478901 sec): 3 clusters Score: Raw -1033733.516498 + Penalty 898.408046 = -1032835.108452 nChanged 274 SP:Iteration 16Q (913.539254 sec): 3 clusters Score: Raw -1033855.124196 + Penalty 898.408046 = -1032956.716150 nChanged 234 SP:Iteration 17Q (913.585744 sec): 3 clusters Score: Raw -1033950.325020 + Penalty 898.408046 = -1033051.916974 nChanged 198 SP:Iteration 18Q (913.652179 sec): 3 clusters Score: Raw -1034033.092553 + Penalty 898.408046 = -1033134.684508 nChanged 193 SP:Iteration 19Q (913.717427 sec): 3 clusters Score: Raw -1034116.650180 + Penalty 898.408046 = -1033218.242135 nChanged 160 SP:Iteration 20F (913.777819 sec): 3 clusters Score: Raw -1034182.061333 + Penalty 898.408046 = -1033283.653287 nChanged 152 SP:Iteration 21Q (913.827501 sec): 3 clusters Score: Raw -1034244.191468 + Penalty 898.408046 = -1033345.783422 nChanged 116 SP:Iteration 22Q (913.879827 sec): 3 clusters Score: Raw -1034289.879500 + Penalty 898.408046 = -1033391.471454 nChanged 94 SP:Iteration 23Q (913.943565 sec): 3 clusters Score: Raw -1034322.054546 + Penalty 898.408046 = -1033423.646500 nChanged 90 SP:Iteration 24Q (913.996002 sec): 3 clusters Score: Raw -1034357.396053 + Penalty 898.408046 = -1033458.988007 nChanged 96 SP:Iteration 25Q (914.054848 sec): 3 clusters Score: Raw -1034395.060287 + Penalty 898.408046 = -1033496.652242 nChanged 77 SP:Iteration 26Q (914.101922 sec): 3 clusters Score: Raw -1034423.566159 + Penalty 898.408046 = -1033525.158114 nChanged 70 SP:Iteration 27Q (914.162759 sec): 3 clusters Score: Raw -1034451.069448 + Penalty 898.408046 = -1033552.661402 nChanged 72 SP:Iteration 28Q (914.220756 sec): 3 clusters Score: Raw -1034477.027553 + Penalty 898.408046 = -1033578.619507 nChanged 51 SP:Iteration 29Q (914.270785 sec): 3 clusters Score: Raw -1034492.713589 + Penalty 898.408046 = -1033594.305543 nChanged 39 SP:Iteration 30Q (914.322323 sec): 3 clusters Score: Raw -1034503.449121 + Penalty 898.408046 = -1033605.041075 nChanged 36 SP:Iteration 31Q (914.378282 sec): 3 clusters Score: Raw -1034513.874565 + Penalty 898.408046 = -1033615.466520 nChanged 32 SP:Iteration 32Q (914.436968 sec): 3 clusters Score: Raw -1034523.314532 + Penalty 898.408046 = -1033624.906486 nChanged 33 SP:Iteration 33Q (914.482719 sec): 3 clusters Score: Raw -1034532.962222 + Penalty 898.408046 = -1033634.554176 nChanged 21 SP:Iteration 34Q (914.540603 sec): 3 clusters Score: Raw -1034540.054890 + Penalty 898.408046 = -1033641.646845 nChanged 16 SP:Iteration 35Q (914.598606 sec): 3 clusters Score: Raw -1034543.614336 + Penalty 898.408046 = -1033645.206290 nChanged 15 SP:Iteration 36Q (914.647891 sec): 3 clusters Score: Raw -1034548.662282 + Penalty 898.408046 = -1033650.254236 nChanged 16 SP:Iteration 37Q (914.702735 sec): 3 clusters Score: Raw -1034554.440909 + Penalty 898.408046 = -1033656.032863 nChanged 21 SP:Iteration 38Q (914.763689 sec): 3 clusters Score: Raw -1034562.229786 + Penalty 898.408046 = -1033663.821740 nChanged 25 SP:Iteration 39Q (914.822030 sec): 3 clusters Score: Raw -1034570.474744 + Penalty 898.408046 = -1033672.066698 nChanged 20 SP:Iteration 40F (914.877554 sec): 3 clusters Score: Raw -1034575.855308 + Penalty 898.408046 = -1033677.447262 nChanged 12 SP:Iteration 41Q (914.924076 sec): 3 clusters Score: Raw -1034578.405026 + Penalty 898.408046 = -1033679.996980 nChanged 10 SP:Iteration 42Q (914.983841 sec): 3 clusters Score: Raw -1034581.321330 + Penalty 898.408046 = -1033682.913284 nChanged 11 SP:Iteration 43Q (915.037772 sec): 3 clusters Score: Raw -1034585.031043 + Penalty 898.408046 = -1033686.622997 nChanged 14 SP:Iteration 44Q (915.102031 sec): 3 clusters Score: Raw -1034587.664282 + Penalty 898.408046 = -1033689.256236 nChanged 9 SP:Iteration 45Q (915.156903 sec): 3 clusters Score: Raw -1034590.116374 + Penalty 898.408046 = -1033691.708328 nChanged 8 SP:Iteration 46Q (915.206331 sec): 3 clusters Score: Raw -1034591.895524 + Penalty 898.408046 = -1033693.487479 nChanged 2 SP:Iteration 47Q (915.260978 sec): 3 clusters Score: Raw -1034592.263390 + Penalty 898.408046 = -1033693.855344 nChanged 4 SP:Iteration 48Q (915.323779 sec): 3 clusters Score: Raw -1034592.767597 + Penalty 898.408046 = -1033694.359551 nChanged 5 SP:Iteration 49Q (915.380856 sec): 3 clusters Score: Raw -1034595.465661 + Penalty 898.408046 = -1033697.057615 nChanged 9 SP:Iteration 50Q (915.437334 sec): 3 clusters Score: Raw -1034597.666746 + Penalty 898.408046 = -1033699.258700 nChanged 5 SP:Iteration 51Q (915.493418 sec): 3 clusters Score: Raw -1034598.925705 + Penalty 898.408046 = -1033700.517659 nChanged 4 SP:Iteration 52Q (915.562547 sec): 3 clusters Score: Raw -1034599.414647 + Penalty 898.408046 = -1033701.006601 nChanged 3 SP:Iteration 53Q (915.623851 sec): 3 clusters Score: Raw -1034600.284361 + Penalty 898.408046 = -1033701.876315 nChanged 4 SP:Iteration 54Q (915.663756 sec): 3 clusters Score: Raw -1034600.675264 + Penalty 898.408046 = -1033702.267218 nChanged 2 SP:Iteration 55Q (915.716899 sec): 3 clusters Score: Raw -1034600.754168 + Penalty 898.408046 = -1033702.346122 nChanged 0 SP:Iteration 56F (915.770297 sec): 3 clusters Score: Raw -1034600.754168 + Penalty 898.408046 = -1033702.346122 nChanged 0 Trying to split cluster 3 (3200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (915.796310 sec): 2 clusters Score: Raw -140104.701570 + Penalty 367.226227 = -139737.475343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (915.842091 sec): 3 clusters Score: Raw -138283.195876 + Penalty 734.452454 = -137548.743422 nChanged 1400 SP:Iteration 1F (915.876561 sec): 3 clusters Score: Raw -139422.042279 + Penalty 734.452454 = -138687.589825 nChanged 313 SP:Iteration 2F (915.910893 sec): 3 clusters Score: Raw -139718.201350 + Penalty 734.452454 = -138983.748896 nChanged 233 SP:Iteration 3F (915.945209 sec): 3 clusters Score: Raw -139869.366999 + Penalty 734.452454 = -139134.914545 nChanged 167 SP:Iteration 4F (915.979435 sec): 3 clusters Score: Raw -139988.569792 + Penalty 734.452454 = -139254.117338 nChanged 120 SP:Iteration 5Q (916.025767 sec): 3 clusters Score: Raw -140060.832853 + Penalty 734.452454 = -139326.380399 nChanged 91 SP:Iteration 6Q (916.072013 sec): 3 clusters Score: Raw -140100.586940 + Penalty 734.452454 = -139366.134486 nChanged 54 SP:Iteration 7Q (916.106906 sec): 3 clusters Score: Raw -140121.582240 + Penalty 734.452454 = -139387.129786 nChanged 55 SP:Iteration 8Q (916.146002 sec): 3 clusters Score: Raw -140138.959649 + Penalty 734.452454 = -139404.507195 nChanged 41 SP:Iteration 9Q (916.197888 sec): 3 clusters Score: Raw -140148.526485 + Penalty 734.452454 = -139414.074031 nChanged 31 SP:Iteration 10Q (916.251991 sec): 3 clusters Score: Raw -140158.551296 + Penalty 734.452454 = -139424.098842 nChanged 34 SP:Iteration 11Q (916.283367 sec): 3 clusters Score: Raw -140168.727798 + Penalty 734.452454 = -139434.275344 nChanged 24 SP:Iteration 12Q (916.319928 sec): 3 clusters Score: Raw -140177.285542 + Penalty 734.452454 = -139442.833088 nChanged 17 SP:Iteration 13Q (916.354402 sec): 3 clusters Score: Raw -140182.565304 + Penalty 734.452454 = -139448.112850 nChanged 16 SP:Iteration 14Q (916.402997 sec): 3 clusters Score: Raw -140190.813504 + Penalty 734.452454 = -139456.361050 nChanged 28 SP:Iteration 15Q (916.448247 sec): 3 clusters Score: Raw -140203.642940 + Penalty 734.452454 = -139469.190486 nChanged 38 SP:Iteration 16Q (916.490384 sec): 3 clusters Score: Raw -140217.829070 + Penalty 734.452454 = -139483.376616 nChanged 33 SP:Iteration 17Q (916.540518 sec): 3 clusters Score: Raw -140234.868399 + Penalty 734.452454 = -139500.415944 nChanged 34 SP:Iteration 18Q (916.586041 sec): 3 clusters Score: Raw -140256.360108 + Penalty 734.452454 = -139521.907654 nChanged 35 SP:Iteration 19Q (916.619623 sec): 3 clusters Score: Raw -140269.206918 + Penalty 734.452454 = -139534.754464 nChanged 31 SP:Iteration 20F (916.673073 sec): 3 clusters Score: Raw -140282.951279 + Penalty 734.452454 = -139548.498825 nChanged 30 SP:Iteration 21Q (916.712229 sec): 3 clusters Score: Raw -140293.841290 + Penalty 734.452454 = -139559.388836 nChanged 27 SP:Iteration 22Q (916.763573 sec): 3 clusters Score: Raw -140302.176563 + Penalty 734.452454 = -139567.724109 nChanged 30 SP:Iteration 23Q (916.815433 sec): 3 clusters Score: Raw -140313.749639 + Penalty 734.452454 = -139579.297185 nChanged 30 SP:Iteration 24Q (916.857730 sec): 3 clusters Score: Raw -140322.552510 + Penalty 734.452454 = -139588.100056 nChanged 19 SP:Iteration 25Q (916.904110 sec): 3 clusters Score: Raw -140329.247656 + Penalty 734.452454 = -139594.795201 nChanged 27 SP:Iteration 26Q (916.950093 sec): 3 clusters Score: Raw -140336.796954 + Penalty 734.452454 = -139602.344500 nChanged 27 SP:Iteration 27Q (917.001529 sec): 3 clusters Score: Raw -140343.588722 + Penalty 734.452454 = -139609.136268 nChanged 18 SP:Iteration 28Q (917.047892 sec): 3 clusters Score: Raw -140346.666791 + Penalty 734.452454 = -139612.214337 nChanged 11 SP:Iteration 29Q (917.093019 sec): 3 clusters Score: Raw -140349.173154 + Penalty 734.452454 = -139614.720700 nChanged 17 SP:Iteration 30Q (917.130520 sec): 3 clusters Score: Raw -140352.639526 + Penalty 734.452454 = -139618.187072 nChanged 12 SP:Iteration 31Q (917.174318 sec): 3 clusters Score: Raw -140354.976568 + Penalty 734.452454 = -139620.524114 nChanged 8 SP:Iteration 32Q (917.205165 sec): 3 clusters Score: Raw -140356.327903 + Penalty 734.452454 = -139621.875449 nChanged 7 SP:Iteration 33Q (917.247863 sec): 3 clusters Score: Raw -140356.963157 + Penalty 734.452454 = -139622.510703 nChanged 8 SP:Iteration 34Q (917.292234 sec): 3 clusters Score: Raw -140358.763361 + Penalty 734.452454 = -139624.310907 nChanged 12 SP:Iteration 35Q (917.334143 sec): 3 clusters Score: Raw -140361.224560 + Penalty 734.452454 = -139626.772106 nChanged 8 SP:Iteration 36Q (917.384883 sec): 3 clusters Score: Raw -140362.616105 + Penalty 734.452454 = -139628.163651 nChanged 5 SP:Iteration 37Q (917.422611 sec): 3 clusters Score: Raw -140363.051698 + Penalty 734.452454 = -139628.599244 nChanged 5 SP:Iteration 38Q (917.464900 sec): 3 clusters Score: Raw -140363.524345 + Penalty 734.452454 = -139629.071891 nChanged 6 SP:Iteration 39Q (917.499536 sec): 3 clusters Score: Raw -140364.280728 + Penalty 734.452454 = -139629.828274 nChanged 5 SP:Iteration 40F (917.540223 sec): 3 clusters Score: Raw -140365.067569 + Penalty 734.452454 = -139630.615115 nChanged 7 SP:Iteration 41Q (917.589364 sec): 3 clusters Score: Raw -140366.666008 + Penalty 734.452454 = -139632.213554 nChanged 9 SP:Iteration 42Q (917.635711 sec): 3 clusters Score: Raw -140368.434506 + Penalty 734.452454 = -139633.982052 nChanged 8 SP:Iteration 43Q (917.677579 sec): 3 clusters Score: Raw -140369.907095 + Penalty 734.452454 = -139635.454641 nChanged 10 SP:Iteration 44Q (917.727563 sec): 3 clusters Score: Raw -140371.182563 + Penalty 734.452454 = -139636.730109 nChanged 8 SP:Iteration 45Q (917.773054 sec): 3 clusters Score: Raw -140371.977668 + Penalty 734.452454 = -139637.525214 nChanged 5 SP:Iteration 46Q (917.808338 sec): 3 clusters Score: Raw -140372.648715 + Penalty 734.452454 = -139638.196261 nChanged 7 SP:Iteration 47Q (917.856441 sec): 3 clusters Score: Raw -140373.958918 + Penalty 734.452454 = -139639.506464 nChanged 2 SP:Iteration 48Q (917.897367 sec): 3 clusters Score: Raw -140374.362977 + Penalty 734.452454 = -139639.910523 nChanged 1 SP:Iteration 49Q (917.951339 sec): 3 clusters Score: Raw -140374.501503 + Penalty 734.452454 = -139640.049049 nChanged 2 SP:Iteration 50Q (917.983321 sec): 3 clusters Score: Raw -140374.751278 + Penalty 734.452454 = -139640.298824 nChanged 1 SP:Iteration 51Q (918.026614 sec): 3 clusters Score: Raw -140374.783199 + Penalty 734.452454 = -139640.330745 nChanged 0 SP:Iteration 52F (918.060764 sec): 3 clusters Score: Raw -140374.783199 + Penalty 734.452454 = -139640.330745 nChanged 0 Trying to split cluster 4 (153143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (918.193401 sec): 2 clusters Score: Raw -8487009.520001 + Penalty 543.230297 = -8486466.289704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (918.383753 sec): 3 clusters Score: Raw -8383533.672147 + Penalty 1086.460594 = -8382447.211553 nChanged 75426 SP:Iteration 1F (918.559630 sec): 3 clusters Score: Raw -8430785.155965 + Penalty 1086.460594 = -8429698.695371 nChanged 9008 SP:Iteration 2F (918.725350 sec): 3 clusters Score: Raw -8435569.785514 + Penalty 1086.460594 = -8434483.324920 nChanged 12183 SP:Iteration 3F (918.867020 sec): 3 clusters Score: Raw -8444160.876117 + Penalty 1086.460594 = -8443074.415524 nChanged 14665 SP:Iteration 4F (919.039195 sec): 3 clusters Score: Raw -8457081.862581 + Penalty 1086.460594 = -8455995.401987 nChanged 14041 SP:Iteration 5F (919.217636 sec): 3 clusters Score: Raw -8471082.055682 + Penalty 1086.460594 = -8469995.595088 nChanged 9501 SP:Iteration 6F (919.388180 sec): 3 clusters Score: Raw -8480817.772066 + Penalty 1086.460594 = -8479731.311472 nChanged 4440 SP:Iteration 7Q (919.566857 sec): 3 clusters Score: Raw -8485132.556701 + Penalty 1086.460594 = -8484046.096107 nChanged 1503 SP:Iteration 8Q (919.751553 sec): 3 clusters Score: Raw -8486509.675937 + Penalty 1086.460594 = -8485423.215343 nChanged 439 SP:Iteration 9Q (919.933767 sec): 3 clusters Score: Raw -8486912.381812 + Penalty 1086.460594 = -8485825.921218 nChanged 177 SP:Iteration 10Q (920.121906 sec): 3 clusters Score: Raw -8487082.349935 + Penalty 1086.460594 = -8485995.889341 nChanged 107 SP:Iteration 11Q (920.293290 sec): 3 clusters Score: Raw -8487158.720429 + Penalty 1086.460594 = -8486072.259835 nChanged 70 SP:Iteration 12Q (920.470141 sec): 3 clusters Score: Raw -8487202.945742 + Penalty 1086.460594 = -8486116.485149 nChanged 51 SP:Iteration 13Q (920.642307 sec): 3 clusters Score: Raw -8487225.981227 + Penalty 1086.460594 = -8486139.520633 nChanged 47 SP:Iteration 14Q (920.809387 sec): 3 clusters Score: Raw -8487246.341391 + Penalty 1086.460594 = -8486159.880797 nChanged 44 SP:Iteration 15Q (920.972138 sec): 3 clusters Score: Raw -8487260.961003 + Penalty 1086.460594 = -8486174.500410 nChanged 25 SP:Iteration 16Q (921.133793 sec): 3 clusters Score: Raw -8487271.837129 + Penalty 1086.460594 = -8486185.376535 nChanged 32 SP:Iteration 17Q (921.314489 sec): 3 clusters Score: Raw -8487286.266659 + Penalty 1086.460594 = -8486199.806066 nChanged 28 SP:Iteration 18Q (921.492541 sec): 3 clusters Score: Raw -8487296.951967 + Penalty 1086.460594 = -8486210.491373 nChanged 33 SP:Iteration 19Q (921.683929 sec): 3 clusters Score: Raw -8487305.403244 + Penalty 1086.460594 = -8486218.942650 nChanged 20 SP:Iteration 20F (921.875124 sec): 3 clusters Score: Raw -8487315.118016 + Penalty 1086.460594 = -8486228.657423 nChanged 27 SP:Iteration 21Q (922.060469 sec): 3 clusters Score: Raw -8487324.503586 + Penalty 1086.460594 = -8486238.042993 nChanged 29 SP:Iteration 22Q (922.231905 sec): 3 clusters Score: Raw -8487331.744732 + Penalty 1086.460594 = -8486245.284138 nChanged 22 SP:Iteration 23Q (922.413784 sec): 3 clusters Score: Raw -8487335.791568 + Penalty 1086.460594 = -8486249.330974 nChanged 14 SP:Iteration 24Q (922.594060 sec): 3 clusters Score: Raw -8487338.947790 + Penalty 1086.460594 = -8486252.487196 nChanged 10 SP:Iteration 25Q (922.768540 sec): 3 clusters Score: Raw -8487341.217413 + Penalty 1086.460594 = -8486254.756820 nChanged 8 SP:Iteration 26Q (922.941641 sec): 3 clusters Score: Raw -8487342.707346 + Penalty 1086.460594 = -8486256.246752 nChanged 12 SP:Iteration 27Q (923.124303 sec): 3 clusters Score: Raw -8487345.835688 + Penalty 1086.460594 = -8486259.375094 nChanged 8 SP:Iteration 28Q (923.301999 sec): 3 clusters Score: Raw -8487347.579705 + Penalty 1086.460594 = -8486261.119112 nChanged 6 SP:Iteration 29Q (923.491145 sec): 3 clusters Score: Raw -8487348.429857 + Penalty 1086.460594 = -8486261.969263 nChanged 2 SP:Iteration 30Q (923.676457 sec): 3 clusters Score: Raw -8487348.535854 + Penalty 1086.460594 = -8486262.075260 nChanged 1 SP:Iteration 31Q (923.861720 sec): 3 clusters Score: Raw -8487348.568258 + Penalty 1086.460594 = -8486262.107664 nChanged 0 SP:Iteration 32F (924.031577 sec): 3 clusters Score: Raw -8487348.568258 + Penalty 1086.460594 = -8486262.107664 nChanged 0 Trying to split cluster 5 (1921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (924.057727 sec): 2 clusters Score: Raw -76602.054816 + Penalty 344.007353 = -76258.047463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (924.108159 sec): 3 clusters Score: Raw -75595.748399 + Penalty 688.014706 = -74907.733693 nChanged 841 SP:Iteration 1F (924.159457 sec): 3 clusters Score: Raw -76368.387462 + Penalty 688.014706 = -75680.372756 nChanged 225 SP:Iteration 2F (924.207112 sec): 3 clusters Score: Raw -76605.909056 + Penalty 688.014706 = -75917.894350 nChanged 167 SP:Iteration 3F (924.253313 sec): 3 clusters Score: Raw -76785.706069 + Penalty 688.014706 = -76097.691363 nChanged 127 SP:Iteration 4F (924.285269 sec): 3 clusters Score: Raw -76933.578363 + Penalty 688.014706 = -76245.563657 nChanged 104 SP:Iteration 5F (924.330856 sec): 3 clusters Score: Raw -77051.583082 + Penalty 688.014706 = -76363.568377 nChanged 93 SP:Iteration 6Q (924.360042 sec): 3 clusters Score: Raw -77141.251245 + Penalty 688.014706 = -76453.236539 nChanged 73 SP:Iteration 7Q (924.405992 sec): 3 clusters Score: Raw -77207.534445 + Penalty 688.014706 = -76519.519739 nChanged 62 SP:Iteration 8Q (924.453089 sec): 3 clusters Score: Raw -77255.519158 + Penalty 688.014706 = -76567.504452 nChanged 52 SP:Iteration 9Q (924.503972 sec): 3 clusters Score: Raw -77295.835878 + Penalty 688.014706 = -76607.821172 nChanged 47 SP:Iteration 10Q (924.550525 sec): 3 clusters Score: Raw -77341.247107 + Penalty 688.014706 = -76653.232402 nChanged 33 SP:Iteration 11Q (924.597812 sec): 3 clusters Score: Raw -77391.051285 + Penalty 688.014706 = -76703.036579 nChanged 31 SP:Iteration 12Q (924.632399 sec): 3 clusters Score: Raw -77424.672681 + Penalty 688.014706 = -76736.657975 nChanged 28 SP:Iteration 13Q (924.664620 sec): 3 clusters Score: Raw -77445.055121 + Penalty 688.014706 = -76757.040415 nChanged 24 SP:Iteration 14Q (924.699682 sec): 3 clusters Score: Raw -77462.974245 + Penalty 688.014706 = -76774.959539 nChanged 18 SP:Iteration 15Q (924.749276 sec): 3 clusters Score: Raw -77470.658747 + Penalty 688.014706 = -76782.644042 nChanged 12 SP:Iteration 16Q (924.797111 sec): 3 clusters Score: Raw -77477.942893 + Penalty 688.014706 = -76789.928187 nChanged 8 SP:Iteration 17Q (924.837105 sec): 3 clusters Score: Raw -77482.722281 + Penalty 688.014706 = -76794.707575 nChanged 11 SP:Iteration 18Q (924.882269 sec): 3 clusters Score: Raw -77492.314570 + Penalty 688.014706 = -76804.299864 nChanged 13 SP:Iteration 19Q (924.910486 sec): 3 clusters Score: Raw -77503.734618 + Penalty 688.014706 = -76815.719912 nChanged 14 SP:Iteration 20F (924.948148 sec): 3 clusters Score: Raw -77539.497398 + Penalty 688.014706 = -76851.482692 nChanged 14 SP:Iteration 21Q (924.991283 sec): 3 clusters Score: Raw -77578.725091 + Penalty 688.014706 = -76890.710385 nChanged 25 SP:Iteration 22Q (925.034941 sec): 3 clusters Score: Raw -77644.310241 + Penalty 688.014706 = -76956.295535 nChanged 27 SP:Iteration 23Q (925.087544 sec): 3 clusters Score: Raw -77703.038715 + Penalty 688.014706 = -77015.024010 nChanged 24 SP:Iteration 24Q (925.120275 sec): 3 clusters Score: Raw -77737.152717 + Penalty 688.014706 = -77049.138011 nChanged 13 SP:Iteration 25Q (925.159251 sec): 3 clusters Score: Raw -77746.791531 + Penalty 688.014706 = -77058.776825 nChanged 16 SP:Iteration 26Q (925.194810 sec): 3 clusters Score: Raw -77755.237749 + Penalty 688.014706 = -77067.223043 nChanged 6 SP:Iteration 27Q (925.238347 sec): 3 clusters Score: Raw -77758.458899 + Penalty 688.014706 = -77070.444193 nChanged 3 SP:Iteration 28Q (925.280355 sec): 3 clusters Score: Raw -77759.679064 + Penalty 688.014706 = -77071.664358 nChanged 2 SP:Iteration 29Q (925.321825 sec): 3 clusters Score: Raw -77759.924389 + Penalty 688.014706 = -77071.909683 nChanged 1 SP:Iteration 30Q (925.364159 sec): 3 clusters Score: Raw -77760.004389 + Penalty 688.014706 = -77071.989683 nChanged 0 SP:Iteration 31F (925.411497 sec): 3 clusters Score: Raw -77760.004389 + Penalty 688.014706 = -77071.989683 nChanged 0 Score: Raw -56306001.724428 + Penalty 24102.626253 = -56281899.098175 Splitting cluster 5 changes total score from -56280671.757784 to -56281899.098175 So it's getting split into cluster 38. Trying to split cluster 6 (83728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (941.143939 sec): 2 clusters Score: Raw -4204767.613232 + Penalty 515.757457 = -4204251.855775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (941.268461 sec): 3 clusters Score: Raw -4148770.544023 + Penalty 1031.514914 = -4147739.029109 nChanged 40707 SP:Iteration 1F (941.388463 sec): 3 clusters Score: Raw -4176738.604748 + Penalty 1031.514914 = -4175707.089833 nChanged 5482 SP:Iteration 2F (941.504093 sec): 3 clusters Score: Raw -4180215.574429 + Penalty 1031.514914 = -4179184.059515 nChanged 6167 SP:Iteration 3F (941.625170 sec): 3 clusters Score: Raw -4185076.338449 + Penalty 1031.514914 = -4184044.823534 nChanged 6231 SP:Iteration 4F (941.739549 sec): 3 clusters Score: Raw -4191497.223936 + Penalty 1031.514914 = -4190465.709022 nChanged 5305 SP:Iteration 5F (941.860181 sec): 3 clusters Score: Raw -4198111.069749 + Penalty 1031.514914 = -4197079.554835 nChanged 3521 SP:Iteration 6Q (941.995891 sec): 3 clusters Score: Raw -4201000.271270 + Penalty 1031.514914 = -4199968.756356 nChanged 2119 SP:Iteration 7Q (942.117414 sec): 3 clusters Score: Raw -4202076.269481 + Penalty 1031.514914 = -4201044.754567 nChanged 1410 SP:Iteration 8Q (942.213256 sec): 3 clusters Score: Raw -4202673.514865 + Penalty 1031.514914 = -4201641.999951 nChanged 1095 SP:Iteration 9Q (942.334972 sec): 3 clusters Score: Raw -4203036.841207 + Penalty 1031.514914 = -4202005.326293 nChanged 799 SP:Iteration 10Q (942.466132 sec): 3 clusters Score: Raw -4203262.449564 + Penalty 1031.514914 = -4202230.934650 nChanged 678 SP:Iteration 11Q (942.596977 sec): 3 clusters Score: Raw -4203417.371870 + Penalty 1031.514914 = -4202385.856956 nChanged 531 SP:Iteration 12Q (942.712684 sec): 3 clusters Score: Raw -4203518.062912 + Penalty 1031.514914 = -4202486.547997 nChanged 435 SP:Iteration 13Q (942.827405 sec): 3 clusters Score: Raw -4203585.373667 + Penalty 1031.514914 = -4202553.858752 nChanged 360 SP:Iteration 14Q (942.949825 sec): 3 clusters Score: Raw -4203636.309214 + Penalty 1031.514914 = -4202604.794300 nChanged 296 SP:Iteration 15Q (943.085198 sec): 3 clusters Score: Raw -4203673.403044 + Penalty 1031.514914 = -4202641.888130 nChanged 269 SP:Iteration 16Q (943.207335 sec): 3 clusters Score: Raw -4203704.638662 + Penalty 1031.514914 = -4202673.123748 nChanged 262 SP:Iteration 17Q (943.325070 sec): 3 clusters Score: Raw -4203729.968884 + Penalty 1031.514914 = -4202698.453969 nChanged 214 SP:Iteration 18Q (943.441814 sec): 3 clusters Score: Raw -4203748.927065 + Penalty 1031.514914 = -4202717.412151 nChanged 195 SP:Iteration 19Q (943.556845 sec): 3 clusters Score: Raw -4203766.346386 + Penalty 1031.514914 = -4202734.831472 nChanged 186 SP:Iteration 20F (943.643085 sec): 3 clusters Score: Raw -4203783.049069 + Penalty 1031.514914 = -4202751.534155 nChanged 184 SP:Iteration 21Q (943.760660 sec): 3 clusters Score: Raw -4203796.991613 + Penalty 1031.514914 = -4202765.476699 nChanged 144 SP:Iteration 22Q (943.885382 sec): 3 clusters Score: Raw -4203806.204214 + Penalty 1031.514914 = -4202774.689299 nChanged 122 SP:Iteration 23Q (944.009614 sec): 3 clusters Score: Raw -4203812.813808 + Penalty 1031.514914 = -4202781.298894 nChanged 116 SP:Iteration 24Q (944.124731 sec): 3 clusters Score: Raw -4203818.506131 + Penalty 1031.514914 = -4202786.991217 nChanged 104 SP:Iteration 25Q (944.244533 sec): 3 clusters Score: Raw -4203823.227445 + Penalty 1031.514914 = -4202791.712530 nChanged 88 SP:Iteration 26Q (944.374989 sec): 3 clusters Score: Raw -4203826.678118 + Penalty 1031.514914 = -4202795.163203 nChanged 74 SP:Iteration 27Q (944.493447 sec): 3 clusters Score: Raw -4203829.331830 + Penalty 1031.514914 = -4202797.816916 nChanged 62 SP:Iteration 28Q (944.627916 sec): 3 clusters Score: Raw -4203831.201312 + Penalty 1031.514914 = -4202799.686398 nChanged 55 SP:Iteration 29Q (944.736200 sec): 3 clusters Score: Raw -4203832.559013 + Penalty 1031.514914 = -4202801.044098 nChanged 51 SP:Iteration 30Q (944.864453 sec): 3 clusters Score: Raw -4203833.925015 + Penalty 1031.514914 = -4202802.410101 nChanged 48 SP:Iteration 31Q (944.972754 sec): 3 clusters Score: Raw -4203834.998515 + Penalty 1031.514914 = -4202803.483600 nChanged 37 SP:Iteration 32Q (945.087728 sec): 3 clusters Score: Raw -4203835.792913 + Penalty 1031.514914 = -4202804.277998 nChanged 36 SP:Iteration 33Q (945.203261 sec): 3 clusters Score: Raw -4203836.752381 + Penalty 1031.514914 = -4202805.237467 nChanged 42 SP:Iteration 34Q (945.324537 sec): 3 clusters Score: Raw -4203838.020166 + Penalty 1031.514914 = -4202806.505252 nChanged 42 SP:Iteration 35Q (945.462546 sec): 3 clusters Score: Raw -4203839.072424 + Penalty 1031.514914 = -4202807.557510 nChanged 32 SP:Iteration 36Q (945.577557 sec): 3 clusters Score: Raw -4203839.975222 + Penalty 1031.514914 = -4202808.460308 nChanged 38 SP:Iteration 37Q (945.710244 sec): 3 clusters Score: Raw -4203840.945834 + Penalty 1031.514914 = -4202809.430920 nChanged 39 SP:Iteration 38Q (945.825604 sec): 3 clusters Score: Raw -4203841.875554 + Penalty 1031.514914 = -4202810.360640 nChanged 42 SP:Iteration 39Q (945.946658 sec): 3 clusters Score: Raw -4203842.948996 + Penalty 1031.514914 = -4202811.434082 nChanged 46 SP:Iteration 40F (946.061780 sec): 3 clusters Score: Raw -4203844.073470 + Penalty 1031.514914 = -4202812.558555 nChanged 46 SP:Iteration 41Q (946.183846 sec): 3 clusters Score: Raw -4203845.136550 + Penalty 1031.514914 = -4202813.621636 nChanged 47 SP:Iteration 42Q (946.298291 sec): 3 clusters Score: Raw -4203846.578040 + Penalty 1031.514914 = -4202815.063126 nChanged 63 SP:Iteration 43Q (946.421777 sec): 3 clusters Score: Raw -4203848.801678 + Penalty 1031.514914 = -4202817.286763 nChanged 66 SP:Iteration 44Q (946.535285 sec): 3 clusters Score: Raw -4203850.901549 + Penalty 1031.514914 = -4202819.386634 nChanged 57 SP:Iteration 45Q (946.669714 sec): 3 clusters Score: Raw -4203852.390536 + Penalty 1031.514914 = -4202820.875622 nChanged 47 SP:Iteration 46Q (946.785798 sec): 3 clusters Score: Raw -4203853.515570 + Penalty 1031.514914 = -4202822.000656 nChanged 45 SP:Iteration 47Q (946.905645 sec): 3 clusters Score: Raw -4203854.727868 + Penalty 1031.514914 = -4202823.212953 nChanged 44 SP:Iteration 48Q (947.036316 sec): 3 clusters Score: Raw -4203856.151098 + Penalty 1031.514914 = -4202824.636183 nChanged 42 SP:Iteration 49Q (947.151585 sec): 3 clusters Score: Raw -4203857.275769 + Penalty 1031.514914 = -4202825.760855 nChanged 51 SP:Iteration 50Q (947.280516 sec): 3 clusters Score: Raw -4203858.647332 + Penalty 1031.514914 = -4202827.132418 nChanged 43 SP:Iteration 51Q (947.398063 sec): 3 clusters Score: Raw -4203859.605968 + Penalty 1031.514914 = -4202828.091054 nChanged 32 SP:Iteration 52Q (947.517257 sec): 3 clusters Score: Raw -4203860.252625 + Penalty 1031.514914 = -4202828.737711 nChanged 39 SP:Iteration 53Q (947.633234 sec): 3 clusters Score: Raw -4203861.029889 + Penalty 1031.514914 = -4202829.514975 nChanged 34 SP:Iteration 54Q (947.752601 sec): 3 clusters Score: Raw -4203861.709252 + Penalty 1031.514914 = -4202830.194338 nChanged 34 SP:Iteration 55Q (947.864113 sec): 3 clusters Score: Raw -4203862.407086 + Penalty 1031.514914 = -4202830.892171 nChanged 35 SP:Iteration 56Q (947.977744 sec): 3 clusters Score: Raw -4203863.330422 + Penalty 1031.514914 = -4202831.815508 nChanged 44 SP:Iteration 57Q (948.111578 sec): 3 clusters Score: Raw -4203864.510873 + Penalty 1031.514914 = -4202832.995959 nChanged 44 SP:Iteration 58Q (948.236354 sec): 3 clusters Score: Raw -4203865.568589 + Penalty 1031.514914 = -4202834.053675 nChanged 35 SP:Iteration 59Q (948.352890 sec): 3 clusters Score: Raw -4203866.450133 + Penalty 1031.514914 = -4202834.935219 nChanged 39 SP:Iteration 60F (948.485767 sec): 3 clusters Score: Raw -4203867.341805 + Penalty 1031.514914 = -4202835.826891 nChanged 41 SP:Iteration 61Q (948.615189 sec): 3 clusters Score: Raw -4203868.267507 + Penalty 1031.514914 = -4202836.752593 nChanged 35 SP:Iteration 62Q (948.726108 sec): 3 clusters Score: Raw -4203868.874014 + Penalty 1031.514914 = -4202837.359100 nChanged 34 SP:Iteration 63Q (948.859223 sec): 3 clusters Score: Raw -4203869.574182 + Penalty 1031.514914 = -4202838.059268 nChanged 37 SP:Iteration 64Q (948.980910 sec): 3 clusters Score: Raw -4203870.557355 + Penalty 1031.514914 = -4202839.042441 nChanged 45 SP:Iteration 65Q (949.106324 sec): 3 clusters Score: Raw -4203871.897892 + Penalty 1031.514914 = -4202840.382977 nChanged 42 SP:Iteration 66Q (949.227119 sec): 3 clusters Score: Raw -4203872.944065 + Penalty 1031.514914 = -4202841.429150 nChanged 34 SP:Iteration 67Q (949.360829 sec): 3 clusters Score: Raw -4203873.763939 + Penalty 1031.514914 = -4202842.249024 nChanged 39 SP:Iteration 68Q (949.481091 sec): 3 clusters Score: Raw -4203874.865175 + Penalty 1031.514914 = -4202843.350260 nChanged 49 SP:Iteration 69Q (949.606572 sec): 3 clusters Score: Raw -4203876.266294 + Penalty 1031.514914 = -4202844.751380 nChanged 32 SP:Iteration 70Q (949.739574 sec): 3 clusters Score: Raw -4203877.071008 + Penalty 1031.514914 = -4202845.556094 nChanged 34 SP:Iteration 71Q (949.853515 sec): 3 clusters Score: Raw -4203878.007821 + Penalty 1031.514914 = -4202846.492907 nChanged 45 SP:Iteration 72Q (949.976108 sec): 3 clusters Score: Raw -4203879.856625 + Penalty 1031.514914 = -4202848.341711 nChanged 60 SP:Iteration 73Q (950.079307 sec): 3 clusters Score: Raw -4203882.181767 + Penalty 1031.514914 = -4202850.666852 nChanged 63 SP:Iteration 74Q (950.211872 sec): 3 clusters Score: Raw -4203885.227536 + Penalty 1031.514914 = -4202853.712622 nChanged 77 SP:Iteration 75Q (950.341127 sec): 3 clusters Score: Raw -4203889.061041 + Penalty 1031.514914 = -4202857.546127 nChanged 72 SP:Iteration 76Q (950.462291 sec): 3 clusters Score: Raw -4203892.111973 + Penalty 1031.514914 = -4202860.597059 nChanged 74 SP:Iteration 77Q (950.583872 sec): 3 clusters Score: Raw -4203895.154084 + Penalty 1031.514914 = -4202863.639169 nChanged 80 SP:Iteration 78Q (950.695883 sec): 3 clusters Score: Raw -4203898.791231 + Penalty 1031.514914 = -4202867.276317 nChanged 84 SP:Iteration 79Q (950.833904 sec): 3 clusters Score: Raw -4203902.589866 + Penalty 1031.514914 = -4202871.074952 nChanged 74 SP:Iteration 80F (950.961343 sec): 3 clusters Score: Raw -4203905.564002 + Penalty 1031.514914 = -4202874.049088 nChanged 65 SP:Iteration 81Q (951.077837 sec): 3 clusters Score: Raw -4203907.874158 + Penalty 1031.514914 = -4202876.359244 nChanged 68 SP:Iteration 82Q (951.204982 sec): 3 clusters Score: Raw -4203910.820161 + Penalty 1031.514914 = -4202879.305246 nChanged 68 SP:Iteration 83Q (951.318610 sec): 3 clusters Score: Raw -4203913.094916 + Penalty 1031.514914 = -4202881.580002 nChanged 62 SP:Iteration 84Q (951.434609 sec): 3 clusters Score: Raw -4203915.259470 + Penalty 1031.514914 = -4202883.744556 nChanged 67 SP:Iteration 85Q (951.537164 sec): 3 clusters Score: Raw -4203917.520704 + Penalty 1031.514914 = -4202886.005790 nChanged 60 SP:Iteration 86Q (951.627761 sec): 3 clusters Score: Raw -4203919.567600 + Penalty 1031.514914 = -4202888.052686 nChanged 63 SP:Iteration 87Q (951.743347 sec): 3 clusters Score: Raw -4203921.714562 + Penalty 1031.514914 = -4202890.199648 nChanged 60 SP:Iteration 88Q (951.851890 sec): 3 clusters Score: Raw -4203923.691777 + Penalty 1031.514914 = -4202892.176863 nChanged 52 SP:Iteration 89Q (951.978072 sec): 3 clusters Score: Raw -4203925.575131 + Penalty 1031.514914 = -4202894.060217 nChanged 51 SP:Iteration 90Q (952.095946 sec): 3 clusters Score: Raw -4203927.298327 + Penalty 1031.514914 = -4202895.783412 nChanged 45 SP:Iteration 91Q (952.207820 sec): 3 clusters Score: Raw -4203928.624752 + Penalty 1031.514914 = -4202897.109838 nChanged 47 SP:Iteration 92Q (952.327747 sec): 3 clusters Score: Raw -4203929.976984 + Penalty 1031.514914 = -4202898.462070 nChanged 46 SP:Iteration 93Q (952.445095 sec): 3 clusters Score: Raw -4203931.297347 + Penalty 1031.514914 = -4202899.782433 nChanged 58 SP:Iteration 94Q (952.557261 sec): 3 clusters Score: Raw -4203933.366256 + Penalty 1031.514914 = -4202901.851342 nChanged 58 SP:Iteration 95Q (952.690277 sec): 3 clusters Score: Raw -4203935.612058 + Penalty 1031.514914 = -4202904.097144 nChanged 56 SP:Iteration 96Q (952.815045 sec): 3 clusters Score: Raw -4203937.176992 + Penalty 1031.514914 = -4202905.662077 nChanged 54 SP:Iteration 97Q (952.943626 sec): 3 clusters Score: Raw -4203939.169003 + Penalty 1031.514914 = -4202907.654089 nChanged 63 SP:Iteration 98Q (953.048405 sec): 3 clusters Score: Raw -4203941.946840 + Penalty 1031.514914 = -4202910.431926 nChanged 60 SP:Iteration 99Q (953.172576 sec): 3 clusters Score: Raw -4203944.609583 + Penalty 1031.514914 = -4202913.094669 nChanged 66 SP:Iteration 100F (953.289922 sec): 3 clusters Score: Raw -4203947.333227 + Penalty 1031.514914 = -4202915.818313 nChanged 54 SP:Iteration 101Q (953.404833 sec): 3 clusters Score: Raw -4203949.250388 + Penalty 1031.514914 = -4202917.735474 nChanged 63 SP:Iteration 102Q (953.535078 sec): 3 clusters Score: Raw -4203951.194111 + Penalty 1031.514914 = -4202919.679196 nChanged 51 SP:Iteration 103Q (953.652443 sec): 3 clusters Score: Raw -4203952.700791 + Penalty 1031.514914 = -4202921.185877 nChanged 47 SP:Iteration 104Q (953.779793 sec): 3 clusters Score: Raw -4203953.997085 + Penalty 1031.514914 = -4202922.482171 nChanged 46 SP:Iteration 105Q (953.892420 sec): 3 clusters Score: Raw -4203955.277014 + Penalty 1031.514914 = -4202923.762099 nChanged 45 SP:Iteration 106Q (954.004230 sec): 3 clusters Score: Raw -4203956.485549 + Penalty 1031.514914 = -4202924.970635 nChanged 49 SP:Iteration 107Q (954.133001 sec): 3 clusters Score: Raw -4203958.086044 + Penalty 1031.514914 = -4202926.571130 nChanged 59 SP:Iteration 108Q (954.249921 sec): 3 clusters Score: Raw -4203960.290826 + Penalty 1031.514914 = -4202928.775911 nChanged 61 SP:Iteration 109Q (954.373353 sec): 3 clusters Score: Raw -4203962.487423 + Penalty 1031.514914 = -4202930.972509 nChanged 59 SP:Iteration 110Q (954.499822 sec): 3 clusters Score: Raw -4203964.632856 + Penalty 1031.514914 = -4202933.117941 nChanged 69 SP:Iteration 111Q (954.615509 sec): 3 clusters Score: Raw -4203967.732053 + Penalty 1031.514914 = -4202936.217139 nChanged 81 SP:Iteration 112Q (954.737354 sec): 3 clusters Score: Raw -4203971.768391 + Penalty 1031.514914 = -4202940.253477 nChanged 87 SP:Iteration 113Q (954.862949 sec): 3 clusters Score: Raw -4203975.704313 + Penalty 1031.514914 = -4202944.189398 nChanged 77 SP:Iteration 114Q (954.973610 sec): 3 clusters Score: Raw -4203979.558047 + Penalty 1031.514914 = -4202948.043132 nChanged 80 SP:Iteration 115Q (955.111449 sec): 3 clusters Score: Raw -4203984.117487 + Penalty 1031.514914 = -4202952.602573 nChanged 94 SP:Iteration 116Q (955.235591 sec): 3 clusters Score: Raw -4203990.021968 + Penalty 1031.514914 = -4202958.507053 nChanged 99 SP:Iteration 117Q (955.360239 sec): 3 clusters Score: Raw -4203995.792448 + Penalty 1031.514914 = -4202964.277534 nChanged 98 SP:Iteration 118Q (955.464789 sec): 3 clusters Score: Raw -4204000.778599 + Penalty 1031.514914 = -4202969.263685 nChanged 90 SP:Iteration 119Q (955.566122 sec): 3 clusters Score: Raw -4204005.911727 + Penalty 1031.514914 = -4202974.396813 nChanged 90 SP:Iteration 120F (955.690692 sec): 3 clusters Score: Raw -4204010.828620 + Penalty 1031.514914 = -4202979.313705 nChanged 93 SP:Iteration 121Q (955.818289 sec): 3 clusters Score: Raw -4204016.376646 + Penalty 1031.514914 = -4202984.861731 nChanged 89 SP:Iteration 122Q (955.931321 sec): 3 clusters Score: Raw -4204021.614705 + Penalty 1031.514914 = -4202990.099790 nChanged 87 SP:Iteration 123Q (956.032485 sec): 3 clusters Score: Raw -4204026.526870 + Penalty 1031.514914 = -4202995.011956 nChanged 92 SP:Iteration 124Q (956.139884 sec): 3 clusters Score: Raw -4204031.875938 + Penalty 1031.514914 = -4203000.361024 nChanged 81 SP:Iteration 125Q (956.268527 sec): 3 clusters Score: Raw -4204036.566936 + Penalty 1031.514914 = -4203005.052022 nChanged 90 SP:Iteration 126Q (956.402384 sec): 3 clusters Score: Raw -4204041.662470 + Penalty 1031.514914 = -4203010.147556 nChanged 83 SP:Iteration 127Q (956.524793 sec): 3 clusters Score: Raw -4204045.980888 + Penalty 1031.514914 = -4203014.465973 nChanged 74 SP:Iteration 128Q (956.642598 sec): 3 clusters Score: Raw -4204049.561582 + Penalty 1031.514914 = -4203018.046668 nChanged 77 SP:Iteration 129Q (956.754955 sec): 3 clusters Score: Raw -4204053.208996 + Penalty 1031.514914 = -4203021.694082 nChanged 74 SP:Iteration 130Q (956.868604 sec): 3 clusters Score: Raw -4204056.602910 + Penalty 1031.514914 = -4203025.087995 nChanged 71 SP:Iteration 131Q (957.003810 sec): 3 clusters Score: Raw -4204060.170158 + Penalty 1031.514914 = -4203028.655244 nChanged 79 SP:Iteration 132Q (957.117235 sec): 3 clusters Score: Raw -4204064.478362 + Penalty 1031.514914 = -4203032.963447 nChanged 78 SP:Iteration 133Q (957.233014 sec): 3 clusters Score: Raw -4204069.238823 + Penalty 1031.514914 = -4203037.723909 nChanged 89 SP:Iteration 134Q (957.352021 sec): 3 clusters Score: Raw -4204075.827261 + Penalty 1031.514914 = -4203044.312347 nChanged 108 SP:Iteration 135Q (957.471424 sec): 3 clusters Score: Raw -4204083.852251 + Penalty 1031.514914 = -4203052.337336 nChanged 90 SP:Iteration 136Q (957.593663 sec): 3 clusters Score: Raw -4204089.528776 + Penalty 1031.514914 = -4203058.013861 nChanged 87 SP:Iteration 137Q (957.688393 sec): 3 clusters Score: Raw -4204093.991029 + Penalty 1031.514914 = -4203062.476114 nChanged 73 SP:Iteration 138Q (957.813730 sec): 3 clusters Score: Raw -4204097.768490 + Penalty 1031.514914 = -4203066.253576 nChanged 86 SP:Iteration 139Q (957.938080 sec): 3 clusters Score: Raw -4204102.469916 + Penalty 1031.514914 = -4203070.955002 nChanged 93 SP:Iteration 140F (958.052194 sec): 3 clusters Score: Raw -4204107.410937 + Penalty 1031.514914 = -4203075.896023 nChanged 82 SP:Iteration 141Q (958.163423 sec): 3 clusters Score: Raw -4204111.871071 + Penalty 1031.514914 = -4203080.356156 nChanged 99 SP:Iteration 142Q (958.283393 sec): 3 clusters Score: Raw -4204118.312450 + Penalty 1031.514914 = -4203086.797536 nChanged 104 SP:Iteration 143Q (958.399458 sec): 3 clusters Score: Raw -4204125.152975 + Penalty 1031.514914 = -4203093.638060 nChanged 103 SP:Iteration 144Q (958.524009 sec): 3 clusters Score: Raw -4204132.425913 + Penalty 1031.514914 = -4203100.910999 nChanged 125 SP:Iteration 145Q (958.627509 sec): 3 clusters Score: Raw -4204142.622483 + Penalty 1031.514914 = -4203111.107569 nChanged 134 SP:Iteration 146Q (958.728137 sec): 3 clusters Score: Raw -4204154.126304 + Penalty 1031.514914 = -4203122.611389 nChanged 149 SP:Iteration 147Q (958.835996 sec): 3 clusters Score: Raw -4204168.001002 + Penalty 1031.514914 = -4203136.486087 nChanged 144 SP:Iteration 148Q (958.951620 sec): 3 clusters Score: Raw -4204181.654626 + Penalty 1031.514914 = -4203150.139712 nChanged 149 SP:Iteration 149Q (959.060085 sec): 3 clusters Score: Raw -4204196.346263 + Penalty 1031.514914 = -4203164.831348 nChanged 148 SP:Iteration 150Q (959.196242 sec): 3 clusters Score: Raw -4204210.525074 + Penalty 1031.514914 = -4203179.010160 nChanged 151 SP:Iteration 151Q (959.309678 sec): 3 clusters Score: Raw -4204227.053086 + Penalty 1031.514914 = -4203195.538172 nChanged 151 SP:Iteration 152Q (959.428787 sec): 3 clusters Score: Raw -4204240.568739 + Penalty 1031.514914 = -4203209.053825 nChanged 122 SP:Iteration 153Q (959.560869 sec): 3 clusters Score: Raw -4204250.237883 + Penalty 1031.514914 = -4203218.722969 nChanged 120 SP:Iteration 154Q (959.679884 sec): 3 clusters Score: Raw -4204259.595709 + Penalty 1031.514914 = -4203228.080795 nChanged 102 SP:Iteration 155Q (959.809423 sec): 3 clusters Score: Raw -4204267.502030 + Penalty 1031.514914 = -4203235.987116 nChanged 97 SP:Iteration 156Q (959.929361 sec): 3 clusters Score: Raw -4204274.117797 + Penalty 1031.514914 = -4203242.602883 nChanged 78 SP:Iteration 157Q (960.046424 sec): 3 clusters Score: Raw -4204278.975902 + Penalty 1031.514914 = -4203247.460988 nChanged 80 SP:Iteration 158Q (960.162080 sec): 3 clusters Score: Raw -4204284.041418 + Penalty 1031.514914 = -4203252.526504 nChanged 75 SP:Iteration 159Q (960.277847 sec): 3 clusters Score: Raw -4204288.249576 + Penalty 1031.514914 = -4203256.734662 nChanged 75 SP:Iteration 160F (960.394026 sec): 3 clusters Score: Raw -4204292.599372 + Penalty 1031.514914 = -4203261.084458 nChanged 69 SP:Iteration 161Q (960.506896 sec): 3 clusters Score: Raw -4204296.437148 + Penalty 1031.514914 = -4203264.922234 nChanged 73 SP:Iteration 162Q (960.615880 sec): 3 clusters Score: Raw -4204300.572868 + Penalty 1031.514914 = -4203269.057953 nChanged 82 SP:Iteration 163Q (960.728364 sec): 3 clusters Score: Raw -4204305.628818 + Penalty 1031.514914 = -4203274.113904 nChanged 79 SP:Iteration 164Q (960.844359 sec): 3 clusters Score: Raw -4204310.216626 + Penalty 1031.514914 = -4203278.701712 nChanged 76 SP:Iteration 165Q (960.960742 sec): 3 clusters Score: Raw -4204314.345588 + Penalty 1031.514914 = -4203282.830674 nChanged 71 SP:Iteration 166Q (961.090524 sec): 3 clusters Score: Raw -4204318.243846 + Penalty 1031.514914 = -4203286.728932 nChanged 70 SP:Iteration 167Q (961.212605 sec): 3 clusters Score: Raw -4204322.930371 + Penalty 1031.514914 = -4203291.415457 nChanged 83 SP:Iteration 168Q (961.335210 sec): 3 clusters Score: Raw -4204330.075590 + Penalty 1031.514914 = -4203298.560675 nChanged 94 SP:Iteration 169Q (961.459851 sec): 3 clusters Score: Raw -4204337.939942 + Penalty 1031.514914 = -4203306.425028 nChanged 99 SP:Iteration 170Q (961.579999 sec): 3 clusters Score: Raw -4204347.127883 + Penalty 1031.514914 = -4203315.612969 nChanged 102 SP:Iteration 171Q (961.690244 sec): 3 clusters Score: Raw -4204357.040678 + Penalty 1031.514914 = -4203325.525763 nChanged 105 SP:Iteration 172Q (961.814714 sec): 3 clusters Score: Raw -4204366.883192 + Penalty 1031.514914 = -4203335.368278 nChanged 106 SP:Iteration 173Q (961.939037 sec): 3 clusters Score: Raw -4204376.359715 + Penalty 1031.514914 = -4203344.844801 nChanged 120 SP:Iteration 174Q (962.044161 sec): 3 clusters Score: Raw -4204386.577621 + Penalty 1031.514914 = -4203355.062706 nChanged 95 SP:Iteration 175Q (962.173707 sec): 3 clusters Score: Raw -4204394.787411 + Penalty 1031.514914 = -4203363.272496 nChanged 97 SP:Iteration 176Q (962.292537 sec): 3 clusters Score: Raw -4204403.603537 + Penalty 1031.514914 = -4203372.088623 nChanged 102 SP:Iteration 177Q (962.416313 sec): 3 clusters Score: Raw -4204413.334977 + Penalty 1031.514914 = -4203381.820062 nChanged 102 SP:Iteration 178Q (962.539576 sec): 3 clusters Score: Raw -4204421.993145 + Penalty 1031.514914 = -4203390.478231 nChanged 95 SP:Iteration 179Q (962.651139 sec): 3 clusters Score: Raw -4204431.389604 + Penalty 1031.514914 = -4203399.874690 nChanged 108 SP:Iteration 180F (962.768522 sec): 3 clusters Score: Raw -4204442.906033 + Penalty 1031.514914 = -4203411.391119 nChanged 107 SP:Iteration 181Q (962.874465 sec): 3 clusters Score: Raw -4204452.765974 + Penalty 1031.514914 = -4203421.251059 nChanged 90 SP:Iteration 182Q (962.998808 sec): 3 clusters Score: Raw -4204460.207666 + Penalty 1031.514914 = -4203428.692752 nChanged 86 SP:Iteration 183Q (963.116584 sec): 3 clusters Score: Raw -4204468.842715 + Penalty 1031.514914 = -4203437.327800 nChanged 93 SP:Iteration 184Q (963.236124 sec): 3 clusters Score: Raw -4204478.590835 + Penalty 1031.514914 = -4203447.075920 nChanged 89 SP:Iteration 185Q (963.360709 sec): 3 clusters Score: Raw -4204486.761637 + Penalty 1031.514914 = -4203455.246723 nChanged 94 SP:Iteration 186Q (963.472891 sec): 3 clusters Score: Raw -4204497.025591 + Penalty 1031.514914 = -4203465.510676 nChanged 99 SP:Iteration 187Q (963.598460 sec): 3 clusters Score: Raw -4204507.117324 + Penalty 1031.514914 = -4203475.602410 nChanged 101 SP:Iteration 188Q (963.703951 sec): 3 clusters Score: Raw -4204517.413491 + Penalty 1031.514914 = -4203485.898577 nChanged 99 SP:Iteration 189Q (963.833961 sec): 3 clusters Score: Raw -4204528.671202 + Penalty 1031.514914 = -4203497.156287 nChanged 110 SP:Iteration 190Q (963.958244 sec): 3 clusters Score: Raw -4204540.463349 + Penalty 1031.514914 = -4203508.948435 nChanged 105 SP:Iteration 191Q (964.072650 sec): 3 clusters Score: Raw -4204551.246009 + Penalty 1031.514914 = -4203519.731095 nChanged 112 SP:Iteration 192Q (964.195316 sec): 3 clusters Score: Raw -4204563.353897 + Penalty 1031.514914 = -4203531.838982 nChanged 110 SP:Iteration 193Q (964.305550 sec): 3 clusters Score: Raw -4204577.430240 + Penalty 1031.514914 = -4203545.915325 nChanged 126 SP:Iteration 194Q (964.418498 sec): 3 clusters Score: Raw -4204593.527148 + Penalty 1031.514914 = -4203562.012233 nChanged 132 SP:Iteration 195Q (964.541921 sec): 3 clusters Score: Raw -4204608.699591 + Penalty 1031.514914 = -4203577.184676 nChanged 123 SP:Iteration 196Q (964.660408 sec): 3 clusters Score: Raw -4204623.273304 + Penalty 1031.514914 = -4203591.758390 nChanged 121 SP:Iteration 197Q (964.777673 sec): 3 clusters Score: Raw -4204639.402933 + Penalty 1031.514914 = -4203607.888019 nChanged 135 SP:Iteration 198Q (964.913937 sec): 3 clusters Score: Raw -4204660.181157 + Penalty 1031.514914 = -4203628.666243 nChanged 149 SP:Iteration 199Q (965.031564 sec): 3 clusters Score: Raw -4204685.699602 + Penalty 1031.514914 = -4203654.184688 nChanged 152 SP:Iteration 200F (965.155234 sec): 3 clusters Score: Raw -4204713.167413 + Penalty 1031.514914 = -4203681.652498 nChanged 153 SP:Iteration 201Q (965.271276 sec): 3 clusters Score: Raw -4204741.732875 + Penalty 1031.514914 = -4203710.217961 nChanged 176 SP:Iteration 202Q (965.392332 sec): 3 clusters Score: Raw -4204777.290208 + Penalty 1031.514914 = -4203745.775294 nChanged 162 SP:Iteration 203Q (965.522740 sec): 3 clusters Score: Raw -4204808.665719 + Penalty 1031.514914 = -4203777.150804 nChanged 167 SP:Iteration 204Q (965.628958 sec): 3 clusters Score: Raw -4204839.984815 + Penalty 1031.514914 = -4203808.469901 nChanged 153 SP:Iteration 205Q (965.757122 sec): 3 clusters Score: Raw -4204869.372224 + Penalty 1031.514914 = -4203837.857310 nChanged 148 SP:Iteration 206Q (965.867740 sec): 3 clusters Score: Raw -4204899.348211 + Penalty 1031.514914 = -4203867.833297 nChanged 141 SP:Iteration 207Q (965.992633 sec): 3 clusters Score: Raw -4204930.227799 + Penalty 1031.514914 = -4203898.712885 nChanged 151 SP:Iteration 208Q (966.105111 sec): 3 clusters Score: Raw -4204965.078426 + Penalty 1031.514914 = -4203933.563511 nChanged 153 SP:Iteration 209Q (966.234038 sec): 3 clusters Score: Raw -4205000.933300 + Penalty 1031.514914 = -4203969.418386 nChanged 155 SP:Iteration 210Q (966.355744 sec): 3 clusters Score: Raw -4205034.781965 + Penalty 1031.514914 = -4204003.267051 nChanged 139 SP:Iteration 211Q (966.480985 sec): 3 clusters Score: Raw -4205061.357130 + Penalty 1031.514914 = -4204029.842215 nChanged 115 SP:Iteration 212Q (966.599000 sec): 3 clusters Score: Raw -4205082.503851 + Penalty 1031.514914 = -4204050.988937 nChanged 100 SP:Iteration 213Q (966.714384 sec): 3 clusters Score: Raw -4205102.162870 + Penalty 1031.514914 = -4204070.647956 nChanged 108 SP:Iteration 214Q (966.825146 sec): 3 clusters Score: Raw -4205122.796745 + Penalty 1031.514914 = -4204091.281830 nChanged 94 SP:Iteration 215Q (966.937188 sec): 3 clusters Score: Raw -4205138.434474 + Penalty 1031.514914 = -4204106.919559 nChanged 82 SP:Iteration 216Q (967.053077 sec): 3 clusters Score: Raw -4205151.524307 + Penalty 1031.514914 = -4204120.009392 nChanged 72 SP:Iteration 217Q (967.152456 sec): 3 clusters Score: Raw -4205161.399741 + Penalty 1031.514914 = -4204129.884827 nChanged 43 SP:Iteration 218Q (967.260743 sec): 3 clusters Score: Raw -4205167.972278 + Penalty 1031.514914 = -4204136.457364 nChanged 48 SP:Iteration 219Q (967.371858 sec): 3 clusters Score: Raw -4205175.816380 + Penalty 1031.514914 = -4204144.301465 nChanged 52 SP:Iteration 220F (967.474775 sec): 3 clusters Score: Raw -4205182.255056 + Penalty 1031.514914 = -4204150.740142 nChanged 44 SP:Iteration 221Q (967.602123 sec): 3 clusters Score: Raw -4205186.224976 + Penalty 1031.514914 = -4204154.710062 nChanged 30 SP:Iteration 222Q (967.722227 sec): 3 clusters Score: Raw -4205188.869263 + Penalty 1031.514914 = -4204157.354348 nChanged 29 SP:Iteration 223Q (967.854190 sec): 3 clusters Score: Raw -4205191.745051 + Penalty 1031.514914 = -4204160.230137 nChanged 30 SP:Iteration 224Q (967.972849 sec): 3 clusters Score: Raw -4205194.546328 + Penalty 1031.514914 = -4204163.031413 nChanged 24 SP:Iteration 225Q (968.088944 sec): 3 clusters Score: Raw -4205196.945977 + Penalty 1031.514914 = -4204165.431063 nChanged 32 SP:Iteration 226Q (968.207294 sec): 3 clusters Score: Raw -4205201.013459 + Penalty 1031.514914 = -4204169.498544 nChanged 36 SP:Iteration 227Q (968.318253 sec): 3 clusters Score: Raw -4205205.706113 + Penalty 1031.514914 = -4204174.191199 nChanged 44 SP:Iteration 228Q (968.410985 sec): 3 clusters Score: Raw -4205211.038367 + Penalty 1031.514914 = -4204179.523453 nChanged 49 SP:Iteration 229Q (968.512052 sec): 3 clusters Score: Raw -4205217.129717 + Penalty 1031.514914 = -4204185.614802 nChanged 44 SP:Iteration 230Q (968.619165 sec): 3 clusters Score: Raw -4205223.491994 + Penalty 1031.514914 = -4204191.977080 nChanged 46 SP:Iteration 231Q (968.727363 sec): 3 clusters Score: Raw -4205229.599208 + Penalty 1031.514914 = -4204198.084293 nChanged 40 SP:Iteration 232Q (968.827665 sec): 3 clusters Score: Raw -4205233.801750 + Penalty 1031.514914 = -4204202.286836 nChanged 25 SP:Iteration 233Q (968.942276 sec): 3 clusters Score: Raw -4205236.266507 + Penalty 1031.514914 = -4204204.751593 nChanged 19 SP:Iteration 234Q (969.053053 sec): 3 clusters Score: Raw -4205238.090102 + Penalty 1031.514914 = -4204206.575187 nChanged 18 SP:Iteration 235Q (969.157128 sec): 3 clusters Score: Raw -4205239.573549 + Penalty 1031.514914 = -4204208.058635 nChanged 23 SP:Iteration 236Q (969.258700 sec): 3 clusters Score: Raw -4205241.419385 + Penalty 1031.514914 = -4204209.904470 nChanged 20 SP:Iteration 237Q (969.372479 sec): 3 clusters Score: Raw -4205242.865756 + Penalty 1031.514914 = -4204211.350842 nChanged 17 SP:Iteration 238Q (969.478263 sec): 3 clusters Score: Raw -4205244.051695 + Penalty 1031.514914 = -4204212.536781 nChanged 17 SP:Iteration 239Q (969.584881 sec): 3 clusters Score: Raw -4205245.352256 + Penalty 1031.514914 = -4204213.837342 nChanged 20 SP:Iteration 240F (969.688102 sec): 3 clusters Score: Raw -4205247.851360 + Penalty 1031.514914 = -4204216.336446 nChanged 24 SP:Iteration 241Q (969.806704 sec): 3 clusters Score: Raw -4205250.284882 + Penalty 1031.514914 = -4204218.769968 nChanged 21 SP:Iteration 242Q (969.917997 sec): 3 clusters Score: Raw -4205252.815090 + Penalty 1031.514914 = -4204221.300176 nChanged 21 SP:Iteration 243Q (970.038558 sec): 3 clusters Score: Raw -4205255.583231 + Penalty 1031.514914 = -4204224.068316 nChanged 17 SP:Iteration 244Q (970.142531 sec): 3 clusters Score: Raw -4205257.144397 + Penalty 1031.514914 = -4204225.629483 nChanged 15 SP:Iteration 245Q (970.259263 sec): 3 clusters Score: Raw -4205258.446004 + Penalty 1031.514914 = -4204226.931089 nChanged 14 SP:Iteration 246Q (970.370130 sec): 3 clusters Score: Raw -4205259.861107 + Penalty 1031.514914 = -4204228.346193 nChanged 17 SP:Iteration 247Q (970.479083 sec): 3 clusters Score: Raw -4205261.669256 + Penalty 1031.514914 = -4204230.154341 nChanged 15 SP:Iteration 248Q (970.599146 sec): 3 clusters Score: Raw -4205263.453093 + Penalty 1031.514914 = -4204231.938178 nChanged 22 SP:Iteration 249Q (970.698353 sec): 3 clusters Score: Raw -4205265.815110 + Penalty 1031.514914 = -4204234.300195 nChanged 27 SP:Iteration 250Q (970.819454 sec): 3 clusters Score: Raw -4205269.815139 + Penalty 1031.514914 = -4204238.300225 nChanged 22 SP:Iteration 251Q (970.937258 sec): 3 clusters Score: Raw -4205272.387241 + Penalty 1031.514914 = -4204240.872327 nChanged 21 SP:Iteration 252Q (971.068319 sec): 3 clusters Score: Raw -4205275.180099 + Penalty 1031.514914 = -4204243.665184 nChanged 13 SP:Iteration 253Q (971.185323 sec): 3 clusters Score: Raw -4205276.235830 + Penalty 1031.514914 = -4204244.720916 nChanged 15 SP:Iteration 254Q (971.299281 sec): 3 clusters Score: Raw -4205277.139364 + Penalty 1031.514914 = -4204245.624450 nChanged 9 SP:Iteration 255Q (971.404390 sec): 3 clusters Score: Raw -4205278.068945 + Penalty 1031.514914 = -4204246.554031 nChanged 16 SP:Iteration 256Q (971.510380 sec): 3 clusters Score: Raw -4205279.465556 + Penalty 1031.514914 = -4204247.950641 nChanged 11 SP:Iteration 257Q (971.610466 sec): 3 clusters Score: Raw -4205280.604727 + Penalty 1031.514914 = -4204249.089813 nChanged 12 SP:Iteration 258Q (971.713918 sec): 3 clusters Score: Raw -4205281.725267 + Penalty 1031.514914 = -4204250.210353 nChanged 11 SP:Iteration 259Q (971.822710 sec): 3 clusters Score: Raw -4205282.475261 + Penalty 1031.514914 = -4204250.960346 nChanged 9 SP:Iteration 260F (971.935790 sec): 3 clusters Score: Raw -4205282.933783 + Penalty 1031.514914 = -4204251.418868 nChanged 5 SP:Iteration 261Q (972.054783 sec): 3 clusters Score: Raw -4205283.187800 + Penalty 1031.514914 = -4204251.672886 nChanged 4 SP:Iteration 262Q (972.172067 sec): 3 clusters Score: Raw -4205283.514065 + Penalty 1031.514914 = -4204251.999151 nChanged 7 SP:Iteration 263Q (972.293902 sec): 3 clusters Score: Raw -4205284.218798 + Penalty 1031.514914 = -4204252.703884 nChanged 6 SP:Iteration 264Q (972.412295 sec): 3 clusters Score: Raw -4205284.471803 + Penalty 1031.514914 = -4204252.956889 nChanged 3 SP:Iteration 265Q (972.520638 sec): 3 clusters Score: Raw -4205284.617895 + Penalty 1031.514914 = -4204253.102981 nChanged 3 SP:Iteration 266Q (972.639923 sec): 3 clusters Score: Raw -4205284.860032 + Penalty 1031.514914 = -4204253.345118 nChanged 2 SP:Iteration 267Q (972.738191 sec): 3 clusters Score: Raw -4205284.939494 + Penalty 1031.514914 = -4204253.424580 nChanged 1 SP:Iteration 268Q (972.854105 sec): 3 clusters Score: Raw -4205284.947312 + Penalty 1031.514914 = -4204253.432398 nChanged 1 SP:Iteration 269Q (972.955138 sec): 3 clusters Score: Raw -4205284.994760 + Penalty 1031.514914 = -4204253.479846 nChanged 2 SP:Iteration 270Q (973.066853 sec): 3 clusters Score: Raw -4205285.153296 + Penalty 1031.514914 = -4204253.638381 nChanged 3 SP:Iteration 271Q (973.187746 sec): 3 clusters Score: Raw -4205285.406334 + Penalty 1031.514914 = -4204253.891420 nChanged 5 SP:Iteration 272Q (973.277110 sec): 3 clusters Score: Raw -4205285.626805 + Penalty 1031.514914 = -4204254.111890 nChanged 1 SP:Iteration 273Q (973.392575 sec): 3 clusters Score: Raw -4205285.665305 + Penalty 1031.514914 = -4204254.150391 nChanged 1 SP:Iteration 274Q (973.495513 sec): 3 clusters Score: Raw -4205285.714116 + Penalty 1031.514914 = -4204254.199202 nChanged 2 SP:Iteration 275Q (973.600548 sec): 3 clusters Score: Raw -4205285.768633 + Penalty 1031.514914 = -4204254.253718 nChanged 1 SP:Iteration 276Q (973.704589 sec): 3 clusters Score: Raw -4205285.802083 + Penalty 1031.514914 = -4204254.287169 nChanged 1 SP:Iteration 277Q (973.804031 sec): 3 clusters Score: Raw -4205285.842016 + Penalty 1031.514914 = -4204254.327102 nChanged 0 SP:Iteration 278F (973.912344 sec): 3 clusters Score: Raw -4205285.842016 + Penalty 1031.514914 = -4204254.327102 nChanged 0 Score: Raw -56306519.953211 + Penalty 24736.905892 = -56281783.047320 Splitting cluster 6 changes total score from -56280671.757784 to -56281783.047320 So it's getting split into cluster 39. Trying to split cluster 7 (19652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (989.993682 sec): 2 clusters Score: Raw -989811.497629 + Penalty 449.810015 = -989361.687615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (990.053353 sec): 3 clusters Score: Raw -977274.078886 + Penalty 899.620030 = -976374.458856 nChanged 9326 SP:Iteration 1F (990.113920 sec): 3 clusters Score: Raw -983989.044105 + Penalty 899.620030 = -983089.424075 nChanged 1418 SP:Iteration 2F (990.158806 sec): 3 clusters Score: Raw -984750.917475 + Penalty 899.620030 = -983851.297445 nChanged 1166 SP:Iteration 3F (990.214683 sec): 3 clusters Score: Raw -985308.588309 + Penalty 899.620030 = -984408.968279 nChanged 1090 SP:Iteration 4F (990.280621 sec): 3 clusters Score: Raw -985808.769777 + Penalty 899.620030 = -984909.149747 nChanged 1022 SP:Iteration 5F (990.345657 sec): 3 clusters Score: Raw -986248.200520 + Penalty 899.620030 = -985348.580490 nChanged 991 SP:Iteration 6F (990.418553 sec): 3 clusters Score: Raw -986714.182154 + Penalty 899.620030 = -985814.562124 nChanged 1002 SP:Iteration 7F (990.478207 sec): 3 clusters Score: Raw -987240.209064 + Penalty 899.620030 = -986340.589034 nChanged 976 SP:Iteration 8Q (990.534907 sec): 3 clusters Score: Raw -987777.630169 + Penalty 899.620030 = -986878.010139 nChanged 868 SP:Iteration 9Q (990.601645 sec): 3 clusters Score: Raw -988309.017105 + Penalty 899.620030 = -987409.397075 nChanged 752 SP:Iteration 10Q (990.661342 sec): 3 clusters Score: Raw -988788.800547 + Penalty 899.620030 = -987889.180517 nChanged 573 SP:Iteration 11Q (990.711123 sec): 3 clusters Score: Raw -989221.324768 + Penalty 899.620030 = -988321.704739 nChanged 403 SP:Iteration 12Q (990.780296 sec): 3 clusters Score: Raw -989619.324389 + Penalty 899.620030 = -988719.704359 nChanged 304 SP:Iteration 13Q (990.847258 sec): 3 clusters Score: Raw -990012.817228 + Penalty 899.620030 = -989113.197199 nChanged 272 SP:Iteration 14Q (990.891488 sec): 3 clusters Score: Raw -990346.583424 + Penalty 899.620030 = -989446.963394 nChanged 204 SP:Iteration 15Q (990.959991 sec): 3 clusters Score: Raw -990541.017919 + Penalty 899.620030 = -989641.397889 nChanged 137 SP:Iteration 16Q (991.015230 sec): 3 clusters Score: Raw -990613.737257 + Penalty 899.620030 = -989714.117228 nChanged 96 SP:Iteration 17Q (991.078097 sec): 3 clusters Score: Raw -990652.668220 + Penalty 899.620030 = -989753.048190 nChanged 89 SP:Iteration 18Q (991.140112 sec): 3 clusters Score: Raw -990676.867193 + Penalty 899.620030 = -989777.247164 nChanged 66 SP:Iteration 19Q (991.189601 sec): 3 clusters Score: Raw -990689.842513 + Penalty 899.620030 = -989790.222483 nChanged 50 SP:Iteration 20F (991.263077 sec): 3 clusters Score: Raw -990698.288820 + Penalty 899.620030 = -989798.668791 nChanged 41 SP:Iteration 21Q (991.316693 sec): 3 clusters Score: Raw -990704.547547 + Penalty 899.620030 = -989804.927517 nChanged 44 SP:Iteration 22Q (991.375538 sec): 3 clusters Score: Raw -990710.049951 + Penalty 899.620030 = -989810.429921 nChanged 35 SP:Iteration 23Q (991.424517 sec): 3 clusters Score: Raw -990713.609055 + Penalty 899.620030 = -989813.989025 nChanged 24 SP:Iteration 24Q (991.484373 sec): 3 clusters Score: Raw -990715.888213 + Penalty 899.620030 = -989816.268184 nChanged 19 SP:Iteration 25Q (991.557211 sec): 3 clusters Score: Raw -990717.244308 + Penalty 899.620030 = -989817.624279 nChanged 17 SP:Iteration 26Q (991.604223 sec): 3 clusters Score: Raw -990718.657477 + Penalty 899.620030 = -989819.037447 nChanged 17 SP:Iteration 27Q (991.629761 sec): 3 clusters Score: Raw -990719.884165 + Penalty 899.620030 = -989820.264136 nChanged 10 SP:Iteration 28Q (991.680912 sec): 3 clusters Score: Raw -990720.527391 + Penalty 899.620030 = -989820.907361 nChanged 5 SP:Iteration 29Q (991.729347 sec): 3 clusters Score: Raw -990720.698544 + Penalty 899.620030 = -989821.078514 nChanged 2 SP:Iteration 30Q (991.796469 sec): 3 clusters Score: Raw -990720.761836 + Penalty 899.620030 = -989821.141806 nChanged 1 SP:Iteration 31Q (991.867183 sec): 3 clusters Score: Raw -990720.843982 + Penalty 899.620030 = -989821.223952 nChanged 1 SP:Iteration 32Q (991.918698 sec): 3 clusters Score: Raw -990720.869478 + Penalty 899.620030 = -989821.249449 nChanged 0 SP:Iteration 33F (991.982768 sec): 3 clusters Score: Raw -990720.869478 + Penalty 899.620030 = -989821.249449 nChanged 0 Score: Raw -56307429.325060 + Penalty 25371.185530 = -56282058.139531 Splitting cluster 7 changes total score from -56280671.757784 to -56282058.139531 So it's getting split into cluster 40. Trying to split cluster 8 (25606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1007.385935 sec): 2 clusters Score: Raw -1394992.646312 + Penalty 461.851480 = -1394530.794832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1007.432737 sec): 3 clusters Score: Raw -1378299.984886 + Penalty 923.702960 = -1377376.281926 nChanged 12331 SP:Iteration 1F (1007.495259 sec): 3 clusters Score: Raw -1386049.204063 + Penalty 923.702960 = -1385125.501103 nChanged 1490 SP:Iteration 2F (1007.558822 sec): 3 clusters Score: Raw -1386911.463630 + Penalty 923.702960 = -1385987.760670 nChanged 1646 SP:Iteration 3F (1007.619105 sec): 3 clusters Score: Raw -1388028.898667 + Penalty 923.702960 = -1387105.195707 nChanged 1692 SP:Iteration 4F (1007.687432 sec): 3 clusters Score: Raw -1389366.550277 + Penalty 923.702960 = -1388442.847317 nChanged 1662 SP:Iteration 5F (1007.751142 sec): 3 clusters Score: Raw -1390913.941335 + Penalty 923.702960 = -1389990.238375 nChanged 1462 SP:Iteration 6F (1007.819422 sec): 3 clusters Score: Raw -1392182.277604 + Penalty 923.702960 = -1391258.574644 nChanged 1057 SP:Iteration 7Q (1007.885381 sec): 3 clusters Score: Raw -1392810.537320 + Penalty 923.702960 = -1391886.834360 nChanged 713 SP:Iteration 8Q (1007.949894 sec): 3 clusters Score: Raw -1393122.902170 + Penalty 923.702960 = -1392199.199210 nChanged 496 SP:Iteration 9Q (1008.017845 sec): 3 clusters Score: Raw -1393333.928300 + Penalty 923.702960 = -1392410.225340 nChanged 423 SP:Iteration 10Q (1008.082487 sec): 3 clusters Score: Raw -1393504.219137 + Penalty 923.702960 = -1392580.516177 nChanged 404 SP:Iteration 11Q (1008.154057 sec): 3 clusters Score: Raw -1393657.673891 + Penalty 923.702960 = -1392733.970931 nChanged 349 SP:Iteration 12Q (1008.225530 sec): 3 clusters Score: Raw -1393790.747067 + Penalty 923.702960 = -1392867.044107 nChanged 359 SP:Iteration 13Q (1008.292827 sec): 3 clusters Score: Raw -1393943.546885 + Penalty 923.702960 = -1393019.843925 nChanged 356 SP:Iteration 14Q (1008.345726 sec): 3 clusters Score: Raw -1394102.451777 + Penalty 923.702960 = -1393178.748817 nChanged 330 SP:Iteration 15Q (1008.419029 sec): 3 clusters Score: Raw -1394236.104776 + Penalty 923.702960 = -1393312.401816 nChanged 277 SP:Iteration 16Q (1008.490978 sec): 3 clusters Score: Raw -1394346.260673 + Penalty 923.702960 = -1393422.557713 nChanged 268 SP:Iteration 17Q (1008.551039 sec): 3 clusters Score: Raw -1394450.477905 + Penalty 923.702960 = -1393526.774945 nChanged 241 SP:Iteration 18Q (1008.606846 sec): 3 clusters Score: Raw -1394543.602994 + Penalty 923.702960 = -1393619.900034 nChanged 208 SP:Iteration 19Q (1008.678095 sec): 3 clusters Score: Raw -1394617.648650 + Penalty 923.702960 = -1393693.945690 nChanged 178 SP:Iteration 20F (1008.735113 sec): 3 clusters Score: Raw -1394680.244312 + Penalty 923.702960 = -1393756.541352 nChanged 159 SP:Iteration 21Q (1008.795598 sec): 3 clusters Score: Raw -1394734.697891 + Penalty 923.702960 = -1393810.994931 nChanged 146 SP:Iteration 22Q (1008.861884 sec): 3 clusters Score: Raw -1394781.690058 + Penalty 923.702960 = -1393857.987098 nChanged 120 SP:Iteration 23Q (1008.935809 sec): 3 clusters Score: Raw -1394823.401777 + Penalty 923.702960 = -1393899.698817 nChanged 105 SP:Iteration 24Q (1009.001495 sec): 3 clusters Score: Raw -1394858.475938 + Penalty 923.702960 = -1393934.772978 nChanged 85 SP:Iteration 25Q (1009.062312 sec): 3 clusters Score: Raw -1394890.960758 + Penalty 923.702960 = -1393967.257798 nChanged 84 SP:Iteration 26Q (1009.115670 sec): 3 clusters Score: Raw -1394926.627827 + Penalty 923.702960 = -1394002.924867 nChanged 76 SP:Iteration 27Q (1009.150163 sec): 3 clusters Score: Raw -1394949.565419 + Penalty 923.702960 = -1394025.862459 nChanged 61 SP:Iteration 28Q (1009.215187 sec): 3 clusters Score: Raw -1394967.921149 + Penalty 923.702960 = -1394044.218189 nChanged 52 SP:Iteration 29Q (1009.273128 sec): 3 clusters Score: Raw -1394984.075572 + Penalty 923.702960 = -1394060.372612 nChanged 49 SP:Iteration 30Q (1009.329983 sec): 3 clusters Score: Raw -1394999.950956 + Penalty 923.702960 = -1394076.247996 nChanged 49 SP:Iteration 31Q (1009.365949 sec): 3 clusters Score: Raw -1395020.800945 + Penalty 923.702960 = -1394097.097985 nChanged 44 SP:Iteration 32Q (1009.428982 sec): 3 clusters Score: Raw -1395036.860410 + Penalty 923.702960 = -1394113.157450 nChanged 35 SP:Iteration 33Q (1009.492626 sec): 3 clusters Score: Raw -1395049.922558 + Penalty 923.702960 = -1394126.219598 nChanged 36 SP:Iteration 34Q (1009.559758 sec): 3 clusters Score: Raw -1395063.221061 + Penalty 923.702960 = -1394139.518101 nChanged 25 SP:Iteration 35Q (1009.615705 sec): 3 clusters Score: Raw -1395071.063324 + Penalty 923.702960 = -1394147.360364 nChanged 19 SP:Iteration 36Q (1009.670490 sec): 3 clusters Score: Raw -1395077.918503 + Penalty 923.702960 = -1394154.215543 nChanged 15 SP:Iteration 37Q (1009.735009 sec): 3 clusters Score: Raw -1395083.812555 + Penalty 923.702960 = -1394160.109595 nChanged 12 SP:Iteration 38Q (1009.794364 sec): 3 clusters Score: Raw -1395087.084923 + Penalty 923.702960 = -1394163.381963 nChanged 10 SP:Iteration 39Q (1009.818517 sec): 3 clusters Score: Raw -1395089.894451 + Penalty 923.702960 = -1394166.191491 nChanged 8 SP:Iteration 40F (1009.880928 sec): 3 clusters Score: Raw -1395091.967955 + Penalty 923.702960 = -1394168.264995 nChanged 2 SP:Iteration 41Q (1009.942734 sec): 3 clusters Score: Raw -1395092.280109 + Penalty 923.702960 = -1394168.577149 nChanged 7 SP:Iteration 42Q (1010.012869 sec): 3 clusters Score: Raw -1395093.868723 + Penalty 923.702960 = -1394170.165763 nChanged 6 SP:Iteration 43Q (1010.074027 sec): 3 clusters Score: Raw -1395094.919354 + Penalty 923.702960 = -1394171.216394 nChanged 2 SP:Iteration 44Q (1010.119346 sec): 3 clusters Score: Raw -1395095.452343 + Penalty 923.702960 = -1394171.749383 nChanged 3 SP:Iteration 45Q (1010.152687 sec): 3 clusters Score: Raw -1395095.931436 + Penalty 923.702960 = -1394172.228476 nChanged 2 SP:Iteration 46Q (1010.227703 sec): 3 clusters Score: Raw -1395096.499276 + Penalty 923.702960 = -1394172.796316 nChanged 2 SP:Iteration 47Q (1010.289426 sec): 3 clusters Score: Raw -1395097.021789 + Penalty 923.702960 = -1394173.318829 nChanged 2 SP:Iteration 48Q (1010.345266 sec): 3 clusters Score: Raw -1395097.707750 + Penalty 923.702960 = -1394174.004790 nChanged 3 SP:Iteration 49Q (1010.413883 sec): 3 clusters Score: Raw -1395098.451038 + Penalty 923.702960 = -1394174.748078 nChanged 3 SP:Iteration 50Q (1010.477270 sec): 3 clusters Score: Raw -1395099.492582 + Penalty 923.702960 = -1394175.789622 nChanged 2 SP:Iteration 51Q (1010.537664 sec): 3 clusters Score: Raw -1395099.767186 + Penalty 923.702960 = -1394176.064226 nChanged 0 SP:Iteration 52F (1010.604107 sec): 3 clusters Score: Raw -1395099.767186 + Penalty 923.702960 = -1394176.064226 nChanged 0 Trying to split cluster 9 (6291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1010.630382 sec): 2 clusters Score: Raw -312069.204577 + Penalty 397.982827 = -311671.221750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1010.685678 sec): 3 clusters Score: Raw -308414.932442 + Penalty 795.965654 = -307618.966788 nChanged 2816 SP:Iteration 1F (1010.726402 sec): 3 clusters Score: Raw -310504.882158 + Penalty 795.965654 = -309708.916504 nChanged 563 SP:Iteration 2F (1010.762733 sec): 3 clusters Score: Raw -310952.362054 + Penalty 795.965654 = -310156.396400 nChanged 485 SP:Iteration 3F (1010.801359 sec): 3 clusters Score: Raw -311279.315312 + Penalty 795.965654 = -310483.349658 nChanged 346 SP:Iteration 4F (1010.847484 sec): 3 clusters Score: Raw -311472.549744 + Penalty 795.965654 = -310676.584090 nChanged 242 SP:Iteration 5Q (1010.884299 sec): 3 clusters Score: Raw -311615.791662 + Penalty 795.965654 = -310819.826008 nChanged 169 SP:Iteration 6Q (1010.939554 sec): 3 clusters Score: Raw -311725.850771 + Penalty 795.965654 = -310929.885116 nChanged 136 SP:Iteration 7Q (1010.978232 sec): 3 clusters Score: Raw -311820.345105 + Penalty 795.965654 = -311024.379451 nChanged 113 SP:Iteration 8Q (1011.014474 sec): 3 clusters Score: Raw -311898.447250 + Penalty 795.965654 = -311102.481596 nChanged 103 SP:Iteration 9Q (1011.057948 sec): 3 clusters Score: Raw -311965.903881 + Penalty 795.965654 = -311169.938227 nChanged 82 SP:Iteration 10Q (1011.112896 sec): 3 clusters Score: Raw -312009.818886 + Penalty 795.965654 = -311213.853232 nChanged 79 SP:Iteration 11Q (1011.147921 sec): 3 clusters Score: Raw -312051.093952 + Penalty 795.965654 = -311255.128298 nChanged 84 SP:Iteration 12Q (1011.200809 sec): 3 clusters Score: Raw -312092.475645 + Penalty 795.965654 = -311296.509990 nChanged 62 SP:Iteration 13Q (1011.247527 sec): 3 clusters Score: Raw -312126.169473 + Penalty 795.965654 = -311330.203819 nChanged 60 SP:Iteration 14Q (1011.287340 sec): 3 clusters Score: Raw -312154.644012 + Penalty 795.965654 = -311358.678358 nChanged 53 SP:Iteration 15Q (1011.337687 sec): 3 clusters Score: Raw -312173.303258 + Penalty 795.965654 = -311377.337604 nChanged 41 SP:Iteration 16Q (1011.375555 sec): 3 clusters Score: Raw -312186.111288 + Penalty 795.965654 = -311390.145633 nChanged 34 SP:Iteration 17Q (1011.413419 sec): 3 clusters Score: Raw -312194.148568 + Penalty 795.965654 = -311398.182914 nChanged 25 SP:Iteration 18Q (1011.473657 sec): 3 clusters Score: Raw -312199.100652 + Penalty 795.965654 = -311403.134998 nChanged 20 SP:Iteration 19Q (1011.521504 sec): 3 clusters Score: Raw -312203.139882 + Penalty 795.965654 = -311407.174228 nChanged 23 SP:Iteration 20F (1011.581603 sec): 3 clusters Score: Raw -312207.825849 + Penalty 795.965654 = -311411.860195 nChanged 16 SP:Iteration 21Q (1011.619687 sec): 3 clusters Score: Raw -312211.022626 + Penalty 795.965654 = -311415.056972 nChanged 13 SP:Iteration 22Q (1011.665738 sec): 3 clusters Score: Raw -312214.408078 + Penalty 795.965654 = -311418.442424 nChanged 17 SP:Iteration 23Q (1011.704885 sec): 3 clusters Score: Raw -312217.663055 + Penalty 795.965654 = -311421.697401 nChanged 16 SP:Iteration 24Q (1011.757144 sec): 3 clusters Score: Raw -312220.338054 + Penalty 795.965654 = -311424.372400 nChanged 14 SP:Iteration 25Q (1011.802903 sec): 3 clusters Score: Raw -312222.620824 + Penalty 795.965654 = -311426.655170 nChanged 12 SP:Iteration 26Q (1011.854419 sec): 3 clusters Score: Raw -312224.849345 + Penalty 795.965654 = -311428.883691 nChanged 11 SP:Iteration 27Q (1011.899304 sec): 3 clusters Score: Raw -312226.171032 + Penalty 795.965654 = -311430.205378 nChanged 5 SP:Iteration 28Q (1011.948719 sec): 3 clusters Score: Raw -312226.616902 + Penalty 795.965654 = -311430.651248 nChanged 4 SP:Iteration 29Q (1011.993610 sec): 3 clusters Score: Raw -312227.074621 + Penalty 795.965654 = -311431.108967 nChanged 4 SP:Iteration 30Q (1012.047923 sec): 3 clusters Score: Raw -312228.069520 + Penalty 795.965654 = -311432.103866 nChanged 8 SP:Iteration 31Q (1012.081037 sec): 3 clusters Score: Raw -312230.540178 + Penalty 795.965654 = -311434.574524 nChanged 8 SP:Iteration 32Q (1012.144708 sec): 3 clusters Score: Raw -312231.824234 + Penalty 795.965654 = -311435.858580 nChanged 7 SP:Iteration 33Q (1012.179924 sec): 3 clusters Score: Raw -312233.430295 + Penalty 795.965654 = -311437.464640 nChanged 14 SP:Iteration 34Q (1012.221955 sec): 3 clusters Score: Raw -312236.317539 + Penalty 795.965654 = -311440.351885 nChanged 10 SP:Iteration 35Q (1012.261354 sec): 3 clusters Score: Raw -312238.050822 + Penalty 795.965654 = -311442.085168 nChanged 7 SP:Iteration 36Q (1012.300566 sec): 3 clusters Score: Raw -312238.887589 + Penalty 795.965654 = -311442.921935 nChanged 7 SP:Iteration 37Q (1012.357185 sec): 3 clusters Score: Raw -312239.782560 + Penalty 795.965654 = -311443.816906 nChanged 8 SP:Iteration 38Q (1012.412536 sec): 3 clusters Score: Raw -312241.914574 + Penalty 795.965654 = -311445.948920 nChanged 11 SP:Iteration 39Q (1012.458327 sec): 3 clusters Score: Raw -312244.947756 + Penalty 795.965654 = -311448.982102 nChanged 10 SP:Iteration 40F (1012.503070 sec): 3 clusters Score: Raw -312247.572443 + Penalty 795.965654 = -311451.606789 nChanged 13 SP:Iteration 41Q (1012.548185 sec): 3 clusters Score: Raw -312250.654230 + Penalty 795.965654 = -311454.688576 nChanged 12 SP:Iteration 42Q (1012.578400 sec): 3 clusters Score: Raw -312253.721908 + Penalty 795.965654 = -311457.756254 nChanged 13 SP:Iteration 43Q (1012.619257 sec): 3 clusters Score: Raw -312257.265818 + Penalty 795.965654 = -311461.300163 nChanged 15 SP:Iteration 44Q (1012.667934 sec): 3 clusters Score: Raw -312262.386004 + Penalty 795.965654 = -311466.420350 nChanged 22 SP:Iteration 45Q (1012.720826 sec): 3 clusters Score: Raw -312268.346107 + Penalty 795.965654 = -311472.380453 nChanged 19 SP:Iteration 46Q (1012.778157 sec): 3 clusters Score: Raw -312272.830479 + Penalty 795.965654 = -311476.864825 nChanged 15 SP:Iteration 47Q (1012.818651 sec): 3 clusters Score: Raw -312275.170779 + Penalty 795.965654 = -311479.205125 nChanged 9 SP:Iteration 48Q (1012.866983 sec): 3 clusters Score: Raw -312276.874648 + Penalty 795.965654 = -311480.908994 nChanged 5 SP:Iteration 49Q (1012.917575 sec): 3 clusters Score: Raw -312277.494206 + Penalty 795.965654 = -311481.528552 nChanged 4 SP:Iteration 50Q (1012.962293 sec): 3 clusters Score: Raw -312277.971019 + Penalty 795.965654 = -311482.005365 nChanged 6 SP:Iteration 51Q (1013.016080 sec): 3 clusters Score: Raw -312279.172945 + Penalty 795.965654 = -311483.207291 nChanged 10 SP:Iteration 52Q (1013.064716 sec): 3 clusters Score: Raw -312281.777904 + Penalty 795.965654 = -311485.812249 nChanged 9 SP:Iteration 53Q (1013.109236 sec): 3 clusters Score: Raw -312284.996079 + Penalty 795.965654 = -311489.030425 nChanged 11 SP:Iteration 54Q (1013.147312 sec): 3 clusters Score: Raw -312289.341399 + Penalty 795.965654 = -311493.375745 nChanged 3 SP:Iteration 55Q (1013.202652 sec): 3 clusters Score: Raw -312289.890309 + Penalty 795.965654 = -311493.924655 nChanged 5 SP:Iteration 56Q (1013.239515 sec): 3 clusters Score: Raw -312290.608613 + Penalty 795.965654 = -311494.642959 nChanged 5 SP:Iteration 57Q (1013.293388 sec): 3 clusters Score: Raw -312291.756570 + Penalty 795.965654 = -311495.790916 nChanged 4 SP:Iteration 58Q (1013.337755 sec): 3 clusters Score: Raw -312292.056286 + Penalty 795.965654 = -311496.090632 nChanged 2 SP:Iteration 59Q (1013.377387 sec): 3 clusters Score: Raw -312292.294512 + Penalty 795.965654 = -311496.328858 nChanged 2 SP:Iteration 60F (1013.431316 sec): 3 clusters Score: Raw -312292.484021 + Penalty 795.965654 = -311496.518367 nChanged 3 SP:Iteration 61Q (1013.473392 sec): 3 clusters Score: Raw -312292.853100 + Penalty 795.965654 = -311496.887446 nChanged 4 SP:Iteration 62Q (1013.527794 sec): 3 clusters Score: Raw -312293.560587 + Penalty 795.965654 = -311497.594933 nChanged 3 SP:Iteration 63Q (1013.582544 sec): 3 clusters Score: Raw -312294.310284 + Penalty 795.965654 = -311498.344630 nChanged 1 SP:Iteration 64Q (1013.636326 sec): 3 clusters Score: Raw -312294.377674 + Penalty 795.965654 = -311498.412020 nChanged 0 SP:Iteration 65F (1013.678292 sec): 3 clusters Score: Raw -312294.377674 + Penalty 795.965654 = -311498.412020 nChanged 0 Trying to split cluster 10 (203127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1013.865562 sec): 2 clusters Score: Raw -10712955.229193 + Penalty 556.082194 = -10712399.146999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1014.098938 sec): 3 clusters Score: Raw -10575385.491682 + Penalty 1112.164388 = -10574273.327294 nChanged 99904 SP:Iteration 1F (1014.332020 sec): 3 clusters Score: Raw -10639182.018334 + Penalty 1112.164388 = -10638069.853946 nChanged 8524 SP:Iteration 2Q (1014.587848 sec): 3 clusters Score: Raw -10642177.108151 + Penalty 1112.164388 = -10641064.943764 nChanged 9011 SP:Iteration 3Q (1014.820309 sec): 3 clusters Score: Raw -10645785.349854 + Penalty 1112.164388 = -10644673.185467 nChanged 9632 SP:Iteration 4Q (1015.055107 sec): 3 clusters Score: Raw -10650143.619693 + Penalty 1112.164388 = -10649031.455306 nChanged 10051 SP:Iteration 5Q (1015.283363 sec): 3 clusters Score: Raw -10655291.219697 + Penalty 1112.164388 = -10654179.055310 nChanged 10532 SP:Iteration 6F (1015.488306 sec): 3 clusters Score: Raw -10661538.140458 + Penalty 1112.164388 = -10660425.976071 nChanged 11236 SP:Iteration 7F (1015.701380 sec): 3 clusters Score: Raw -10669012.763717 + Penalty 1112.164388 = -10667900.599329 nChanged 12186 SP:Iteration 8F (1015.914754 sec): 3 clusters Score: Raw -10677769.452136 + Penalty 1112.164388 = -10676657.287748 nChanged 12145 SP:Iteration 9F (1016.116581 sec): 3 clusters Score: Raw -10687342.516053 + Penalty 1112.164388 = -10686230.351665 nChanged 10469 SP:Iteration 10F (1016.321267 sec): 3 clusters Score: Raw -10696022.684918 + Penalty 1112.164388 = -10694910.520530 nChanged 7756 SP:Iteration 11Q (1016.540007 sec): 3 clusters Score: Raw -10702264.697601 + Penalty 1112.164388 = -10701152.533214 nChanged 5543 SP:Iteration 12Q (1016.754347 sec): 3 clusters Score: Raw -10706353.679802 + Penalty 1112.164388 = -10705241.515414 nChanged 3920 SP:Iteration 13Q (1016.965409 sec): 3 clusters Score: Raw -10708963.981514 + Penalty 1112.164388 = -10707851.817126 nChanged 2654 SP:Iteration 14Q (1017.199298 sec): 3 clusters Score: Raw -10710553.896154 + Penalty 1112.164388 = -10709441.731766 nChanged 1918 SP:Iteration 15Q (1017.412101 sec): 3 clusters Score: Raw -10711587.459274 + Penalty 1112.164388 = -10710475.294886 nChanged 1345 SP:Iteration 16Q (1017.639433 sec): 3 clusters Score: Raw -10712248.640111 + Penalty 1112.164388 = -10711136.475724 nChanged 949 SP:Iteration 17Q (1017.866012 sec): 3 clusters Score: Raw -10712663.086843 + Penalty 1112.164388 = -10711550.922455 nChanged 733 SP:Iteration 18Q (1018.074102 sec): 3 clusters Score: Raw -10712977.698592 + Penalty 1112.164388 = -10711865.534204 nChanged 565 SP:Iteration 19Q (1018.278969 sec): 3 clusters Score: Raw -10713188.958491 + Penalty 1112.164388 = -10712076.794103 nChanged 432 SP:Iteration 20F (1018.487217 sec): 3 clusters Score: Raw -10713340.530503 + Penalty 1112.164388 = -10712228.366115 nChanged 337 SP:Iteration 21Q (1018.680330 sec): 3 clusters Score: Raw -10713439.752868 + Penalty 1112.164388 = -10712327.588480 nChanged 279 SP:Iteration 22Q (1018.868945 sec): 3 clusters Score: Raw -10713517.251068 + Penalty 1112.164388 = -10712405.086681 nChanged 227 SP:Iteration 23Q (1019.068335 sec): 3 clusters Score: Raw -10713569.784203 + Penalty 1112.164388 = -10712457.619816 nChanged 182 SP:Iteration 24Q (1019.269231 sec): 3 clusters Score: Raw -10713604.731790 + Penalty 1112.164388 = -10712492.567403 nChanged 145 SP:Iteration 25Q (1019.467470 sec): 3 clusters Score: Raw -10713632.527201 + Penalty 1112.164388 = -10712520.362814 nChanged 144 SP:Iteration 26Q (1019.656102 sec): 3 clusters Score: Raw -10713660.007032 + Penalty 1112.164388 = -10712547.842644 nChanged 151 SP:Iteration 27Q (1019.849319 sec): 3 clusters Score: Raw -10713695.511476 + Penalty 1112.164388 = -10712583.347088 nChanged 157 SP:Iteration 28Q (1020.034801 sec): 3 clusters Score: Raw -10713727.843785 + Penalty 1112.164388 = -10712615.679398 nChanged 155 SP:Iteration 29Q (1020.209571 sec): 3 clusters Score: Raw -10713757.826872 + Penalty 1112.164388 = -10712645.662484 nChanged 126 SP:Iteration 30Q (1020.398424 sec): 3 clusters Score: Raw -10713782.902742 + Penalty 1112.164388 = -10712670.738354 nChanged 116 SP:Iteration 31Q (1020.574840 sec): 3 clusters Score: Raw -10713800.158390 + Penalty 1112.164388 = -10712687.994003 nChanged 83 SP:Iteration 32Q (1020.775810 sec): 3 clusters Score: Raw -10713811.575656 + Penalty 1112.164388 = -10712699.411268 nChanged 64 SP:Iteration 33Q (1020.975766 sec): 3 clusters Score: Raw -10713819.058322 + Penalty 1112.164388 = -10712706.893934 nChanged 62 SP:Iteration 34Q (1021.177263 sec): 3 clusters Score: Raw -10713826.151388 + Penalty 1112.164388 = -10712713.987000 nChanged 58 SP:Iteration 35Q (1021.406600 sec): 3 clusters Score: Raw -10713831.578976 + Penalty 1112.164388 = -10712719.414588 nChanged 43 SP:Iteration 36Q (1021.623542 sec): 3 clusters Score: Raw -10713835.060558 + Penalty 1112.164388 = -10712722.896170 nChanged 45 SP:Iteration 37Q (1021.808719 sec): 3 clusters Score: Raw -10713838.659923 + Penalty 1112.164388 = -10712726.495535 nChanged 34 SP:Iteration 38Q (1022.008636 sec): 3 clusters Score: Raw -10713841.082846 + Penalty 1112.164388 = -10712728.918459 nChanged 32 SP:Iteration 39Q (1022.203683 sec): 3 clusters Score: Raw -10713843.318611 + Penalty 1112.164388 = -10712731.154223 nChanged 30 SP:Iteration 40F (1022.409253 sec): 3 clusters Score: Raw -10713845.719541 + Penalty 1112.164388 = -10712733.555154 nChanged 26 SP:Iteration 41Q (1022.625990 sec): 3 clusters Score: Raw -10713847.375727 + Penalty 1112.164388 = -10712735.211339 nChanged 18 SP:Iteration 42Q (1022.846169 sec): 3 clusters Score: Raw -10713848.755251 + Penalty 1112.164388 = -10712736.590864 nChanged 22 SP:Iteration 43Q (1023.053875 sec): 3 clusters Score: Raw -10713849.898545 + Penalty 1112.164388 = -10712737.734157 nChanged 15 SP:Iteration 44Q (1023.241658 sec): 3 clusters Score: Raw -10713850.949835 + Penalty 1112.164388 = -10712738.785448 nChanged 12 SP:Iteration 45Q (1023.432392 sec): 3 clusters Score: Raw -10713851.730685 + Penalty 1112.164388 = -10712739.566298 nChanged 9 SP:Iteration 46Q (1023.628711 sec): 3 clusters Score: Raw -10713852.087267 + Penalty 1112.164388 = -10712739.922879 nChanged 10 SP:Iteration 47Q (1023.818128 sec): 3 clusters Score: Raw -10713852.597415 + Penalty 1112.164388 = -10712740.433027 nChanged 11 SP:Iteration 48Q (1024.012230 sec): 3 clusters Score: Raw -10713853.392267 + Penalty 1112.164388 = -10712741.227879 nChanged 15 SP:Iteration 49Q (1024.234438 sec): 3 clusters Score: Raw -10713854.095925 + Penalty 1112.164388 = -10712741.931537 nChanged 13 SP:Iteration 50Q (1024.440535 sec): 3 clusters Score: Raw -10713854.761355 + Penalty 1112.164388 = -10712742.596968 nChanged 13 SP:Iteration 51Q (1024.630647 sec): 3 clusters Score: Raw -10713855.337935 + Penalty 1112.164388 = -10712743.173547 nChanged 14 SP:Iteration 52Q (1024.816973 sec): 3 clusters Score: Raw -10713856.111462 + Penalty 1112.164388 = -10712743.947074 nChanged 16 SP:Iteration 53Q (1025.009554 sec): 3 clusters Score: Raw -10713856.976068 + Penalty 1112.164388 = -10712744.811680 nChanged 13 SP:Iteration 54Q (1025.194513 sec): 3 clusters Score: Raw -10713857.527042 + Penalty 1112.164388 = -10712745.362654 nChanged 16 SP:Iteration 55Q (1025.383596 sec): 3 clusters Score: Raw -10713858.109286 + Penalty 1112.164388 = -10712745.944899 nChanged 8 SP:Iteration 56Q (1025.578287 sec): 3 clusters Score: Raw -10713858.280144 + Penalty 1112.164388 = -10712746.115756 nChanged 3 SP:Iteration 57Q (1025.770012 sec): 3 clusters Score: Raw -10713858.351827 + Penalty 1112.164388 = -10712746.187439 nChanged 3 SP:Iteration 58Q (1025.945587 sec): 3 clusters Score: Raw -10713858.449780 + Penalty 1112.164388 = -10712746.285392 nChanged 1 SP:Iteration 59Q (1026.148398 sec): 3 clusters Score: Raw -10713858.463610 + Penalty 1112.164388 = -10712746.299222 nChanged 1 SP:Iteration 60F (1026.354106 sec): 3 clusters Score: Raw -10713858.476446 + Penalty 1112.164388 = -10712746.312058 nChanged 0 Score: Raw -56308332.572312 + Penalty 26005.465168 = -56282327.107144 Splitting cluster 10 changes total score from -56280671.757784 to -56282327.107144 So it's getting split into cluster 41. Trying to split cluster 11 (10903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1041.549090 sec): 2 clusters Score: Raw -574294.275536 + Penalty 423.004093 = -573871.271443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1041.597955 sec): 3 clusters Score: Raw -567410.576942 + Penalty 846.008187 = -566564.568756 nChanged 5153 SP:Iteration 1F (1041.640324 sec): 3 clusters Score: Raw -570632.967315 + Penalty 846.008187 = -569786.959128 nChanged 759 SP:Iteration 2F (1041.684985 sec): 3 clusters Score: Raw -571060.725710 + Penalty 846.008187 = -570214.717523 nChanged 791 SP:Iteration 3F (1041.740606 sec): 3 clusters Score: Raw -571666.336477 + Penalty 846.008187 = -570820.328291 nChanged 780 SP:Iteration 4F (1041.799961 sec): 3 clusters Score: Raw -572382.899326 + Penalty 846.008187 = -571536.891139 nChanged 725 SP:Iteration 5F (1041.843201 sec): 3 clusters Score: Raw -573115.153443 + Penalty 846.008187 = -572269.145256 nChanged 612 SP:Iteration 6F (1041.863270 sec): 3 clusters Score: Raw -573806.920118 + Penalty 846.008187 = -572960.911932 nChanged 476 SP:Iteration 7Q (1041.924270 sec): 3 clusters Score: Raw -574393.529098 + Penalty 846.008187 = -573547.520911 nChanged 361 SP:Iteration 8Q (1041.985750 sec): 3 clusters Score: Raw -574836.232522 + Penalty 846.008187 = -573990.224336 nChanged 330 SP:Iteration 9Q (1042.039770 sec): 3 clusters Score: Raw -575288.322319 + Penalty 846.008187 = -574442.314132 nChanged 282 SP:Iteration 10Q (1042.081836 sec): 3 clusters Score: Raw -575579.448373 + Penalty 846.008187 = -574733.440187 nChanged 232 SP:Iteration 11Q (1042.130296 sec): 3 clusters Score: Raw -575731.472496 + Penalty 846.008187 = -574885.464310 nChanged 171 SP:Iteration 12Q (1042.180527 sec): 3 clusters Score: Raw -575815.086708 + Penalty 846.008187 = -574969.078521 nChanged 124 SP:Iteration 13Q (1042.238393 sec): 3 clusters Score: Raw -575867.601312 + Penalty 846.008187 = -575021.593125 nChanged 106 SP:Iteration 14Q (1042.282329 sec): 3 clusters Score: Raw -575903.593817 + Penalty 846.008187 = -575057.585631 nChanged 81 SP:Iteration 15Q (1042.337827 sec): 3 clusters Score: Raw -575926.293903 + Penalty 846.008187 = -575080.285716 nChanged 64 SP:Iteration 16Q (1042.385500 sec): 3 clusters Score: Raw -575940.528866 + Penalty 846.008187 = -575094.520679 nChanged 44 SP:Iteration 17Q (1042.430895 sec): 3 clusters Score: Raw -575946.960084 + Penalty 846.008187 = -575100.951897 nChanged 34 SP:Iteration 18Q (1042.476824 sec): 3 clusters Score: Raw -575950.877901 + Penalty 846.008187 = -575104.869715 nChanged 15 SP:Iteration 19Q (1042.522241 sec): 3 clusters Score: Raw -575952.687047 + Penalty 846.008187 = -575106.678860 nChanged 14 SP:Iteration 20F (1042.579232 sec): 3 clusters Score: Raw -575961.785750 + Penalty 846.008187 = -575115.777564 nChanged 23 SP:Iteration 21Q (1042.641481 sec): 3 clusters Score: Raw -575966.399976 + Penalty 846.008187 = -575120.391789 nChanged 22 SP:Iteration 22Q (1042.692484 sec): 3 clusters Score: Raw -575968.645286 + Penalty 846.008187 = -575122.637099 nChanged 14 SP:Iteration 23Q (1042.734765 sec): 3 clusters Score: Raw -575970.465015 + Penalty 846.008187 = -575124.456828 nChanged 14 SP:Iteration 24Q (1042.786884 sec): 3 clusters Score: Raw -575971.931360 + Penalty 846.008187 = -575125.923173 nChanged 11 SP:Iteration 25Q (1042.853141 sec): 3 clusters Score: Raw -575973.275210 + Penalty 846.008187 = -575127.267023 nChanged 10 SP:Iteration 26Q (1042.899331 sec): 3 clusters Score: Raw -575974.341701 + Penalty 846.008187 = -575128.333515 nChanged 14 SP:Iteration 27Q (1042.955190 sec): 3 clusters Score: Raw -575975.502449 + Penalty 846.008187 = -575129.494262 nChanged 9 SP:Iteration 28Q (1043.008200 sec): 3 clusters Score: Raw -575976.304756 + Penalty 846.008187 = -575130.296569 nChanged 4 SP:Iteration 29Q (1043.053733 sec): 3 clusters Score: Raw -575976.925108 + Penalty 846.008187 = -575130.916921 nChanged 2 SP:Iteration 30Q (1043.103313 sec): 3 clusters Score: Raw -575977.089293 + Penalty 846.008187 = -575131.081106 nChanged 2 SP:Iteration 31Q (1043.157458 sec): 3 clusters Score: Raw -575977.313429 + Penalty 846.008187 = -575131.305242 nChanged 0 SP:Iteration 32F (1043.201375 sec): 3 clusters Score: Raw -575977.313429 + Penalty 846.008187 = -575131.305242 nChanged 0 Score: Raw -56310015.610205 + Penalty 26639.744806 = -56283375.865399 Splitting cluster 11 changes total score from -56280671.757784 to -56283375.865399 So it's getting split into cluster 42. Trying to split cluster 12 (2873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1060.113453 sec): 2 clusters Score: Raw -124065.681258 + Penalty 362.321599 = -123703.359659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1060.149119 sec): 3 clusters Score: Raw -122428.074408 + Penalty 724.643197 = -121703.431211 nChanged 1252 SP:Iteration 1F (1060.200131 sec): 3 clusters Score: Raw -123289.502229 + Penalty 724.643197 = -122564.859032 nChanged 257 SP:Iteration 2F (1060.244350 sec): 3 clusters Score: Raw -123499.703352 + Penalty 724.643197 = -122775.060154 nChanged 209 SP:Iteration 3F (1060.278676 sec): 3 clusters Score: Raw -123688.668774 + Penalty 724.643197 = -122964.025577 nChanged 177 SP:Iteration 4F (1060.322550 sec): 3 clusters Score: Raw -123836.876421 + Penalty 724.643197 = -123112.233224 nChanged 141 SP:Iteration 5Q (1060.358265 sec): 3 clusters Score: Raw -123924.414301 + Penalty 724.643197 = -123199.771104 nChanged 106 SP:Iteration 6Q (1060.406551 sec): 3 clusters Score: Raw -123975.565687 + Penalty 724.643197 = -123250.922490 nChanged 77 SP:Iteration 7Q (1060.440746 sec): 3 clusters Score: Raw -124003.920946 + Penalty 724.643197 = -123279.277748 nChanged 56 SP:Iteration 8Q (1060.478459 sec): 3 clusters Score: Raw -124028.311417 + Penalty 724.643197 = -123303.668220 nChanged 46 SP:Iteration 9Q (1060.525073 sec): 3 clusters Score: Raw -124042.330023 + Penalty 724.643197 = -123317.686826 nChanged 39 SP:Iteration 10Q (1060.570951 sec): 3 clusters Score: Raw -124056.269983 + Penalty 724.643197 = -123331.626785 nChanged 43 SP:Iteration 11Q (1060.617893 sec): 3 clusters Score: Raw -124070.665546 + Penalty 724.643197 = -123346.022349 nChanged 36 SP:Iteration 12Q (1060.654045 sec): 3 clusters Score: Raw -124078.323229 + Penalty 724.643197 = -123353.680032 nChanged 27 SP:Iteration 13Q (1060.688343 sec): 3 clusters Score: Raw -124084.170316 + Penalty 724.643197 = -123359.527119 nChanged 20 SP:Iteration 14Q (1060.723110 sec): 3 clusters Score: Raw -124087.907460 + Penalty 724.643197 = -123363.264263 nChanged 17 SP:Iteration 15Q (1060.771491 sec): 3 clusters Score: Raw -124089.931685 + Penalty 724.643197 = -123365.288488 nChanged 7 SP:Iteration 16Q (1060.821319 sec): 3 clusters Score: Raw -124090.688097 + Penalty 724.643197 = -123366.044899 nChanged 4 SP:Iteration 17Q (1060.868305 sec): 3 clusters Score: Raw -124090.912240 + Penalty 724.643197 = -123366.269042 nChanged 4 SP:Iteration 18Q (1060.927994 sec): 3 clusters Score: Raw -124091.758601 + Penalty 724.643197 = -123367.115404 nChanged 2 SP:Iteration 19Q (1060.969550 sec): 3 clusters Score: Raw -124092.071327 + Penalty 724.643197 = -123367.428130 nChanged 3 SP:Iteration 20F (1061.006306 sec): 3 clusters Score: Raw -124092.597297 + Penalty 724.643197 = -123367.954100 nChanged 4 SP:Iteration 21Q (1061.049953 sec): 3 clusters Score: Raw -124093.026170 + Penalty 724.643197 = -123368.382972 nChanged 2 SP:Iteration 22Q (1061.092687 sec): 3 clusters Score: Raw -124093.120022 + Penalty 724.643197 = -123368.476825 nChanged 0 SP:Iteration 23F (1061.126695 sec): 3 clusters Score: Raw -124093.120022 + Penalty 724.643197 = -123368.476825 nChanged 0 Trying to split cluster 13 (4921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1061.163651 sec): 2 clusters Score: Raw -200923.699692 + Penalty 386.807650 = -200536.892041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1061.205433 sec): 3 clusters Score: Raw -197976.465362 + Penalty 773.615301 = -197202.850061 nChanged 2238 SP:Iteration 1F (1061.246239 sec): 3 clusters Score: Raw -199537.610424 + Penalty 773.615301 = -198763.995124 nChanged 461 SP:Iteration 2F (1061.296582 sec): 3 clusters Score: Raw -199857.690823 + Penalty 773.615301 = -199084.075523 nChanged 373 SP:Iteration 3F (1061.329946 sec): 3 clusters Score: Raw -200067.559770 + Penalty 773.615301 = -199293.944469 nChanged 276 SP:Iteration 4F (1061.381595 sec): 3 clusters Score: Raw -200214.081232 + Penalty 773.615301 = -199440.465931 nChanged 225 SP:Iteration 5Q (1061.433599 sec): 3 clusters Score: Raw -200313.604594 + Penalty 773.615301 = -199539.989294 nChanged 174 SP:Iteration 6Q (1061.483957 sec): 3 clusters Score: Raw -200375.133453 + Penalty 773.615301 = -199601.518153 nChanged 127 SP:Iteration 7Q (1061.532457 sec): 3 clusters Score: Raw -200418.040729 + Penalty 773.615301 = -199644.425428 nChanged 116 SP:Iteration 8Q (1061.580972 sec): 3 clusters Score: Raw -200451.591691 + Penalty 773.615301 = -199677.976390 nChanged 83 SP:Iteration 9Q (1061.624282 sec): 3 clusters Score: Raw -200476.079802 + Penalty 773.615301 = -199702.464501 nChanged 67 SP:Iteration 10Q (1061.666617 sec): 3 clusters Score: Raw -200490.748495 + Penalty 773.615301 = -199717.133194 nChanged 59 SP:Iteration 11Q (1061.717952 sec): 3 clusters Score: Raw -200503.177341 + Penalty 773.615301 = -199729.562040 nChanged 43 SP:Iteration 12Q (1061.771296 sec): 3 clusters Score: Raw -200514.929501 + Penalty 773.615301 = -199741.314201 nChanged 41 SP:Iteration 13Q (1061.820224 sec): 3 clusters Score: Raw -200522.692870 + Penalty 773.615301 = -199749.077570 nChanged 32 SP:Iteration 14Q (1061.862785 sec): 3 clusters Score: Raw -200526.484760 + Penalty 773.615301 = -199752.869459 nChanged 21 SP:Iteration 15Q (1061.914870 sec): 3 clusters Score: Raw -200528.749411 + Penalty 773.615301 = -199755.134111 nChanged 13 SP:Iteration 16Q (1061.958666 sec): 3 clusters Score: Raw -200530.619199 + Penalty 773.615301 = -199757.003899 nChanged 23 SP:Iteration 17Q (1061.996390 sec): 3 clusters Score: Raw -200533.329667 + Penalty 773.615301 = -199759.714366 nChanged 23 SP:Iteration 18Q (1062.049100 sec): 3 clusters Score: Raw -200535.680443 + Penalty 773.615301 = -199762.065143 nChanged 21 SP:Iteration 19Q (1062.100399 sec): 3 clusters Score: Raw -200539.258477 + Penalty 773.615301 = -199765.643176 nChanged 11 SP:Iteration 20F (1062.142468 sec): 3 clusters Score: Raw -200540.743251 + Penalty 773.615301 = -199767.127951 nChanged 13 SP:Iteration 21Q (1062.183915 sec): 3 clusters Score: Raw -200541.252989 + Penalty 773.615301 = -199767.637688 nChanged 9 SP:Iteration 22Q (1062.218381 sec): 3 clusters Score: Raw -200542.131617 + Penalty 773.615301 = -199768.516316 nChanged 8 SP:Iteration 23Q (1062.231662 sec): 3 clusters Score: Raw -200542.727320 + Penalty 773.615301 = -199769.112019 nChanged 11 SP:Iteration 24Q (1062.244427 sec): 3 clusters Score: Raw -200544.184708 + Penalty 773.615301 = -199770.569407 nChanged 17 SP:Iteration 25Q (1062.294122 sec): 3 clusters Score: Raw -200545.449639 + Penalty 773.615301 = -199771.834338 nChanged 17 SP:Iteration 26Q (1062.343050 sec): 3 clusters Score: Raw -200546.616355 + Penalty 773.615301 = -199773.001054 nChanged 13 SP:Iteration 27Q (1062.395320 sec): 3 clusters Score: Raw -200547.507817 + Penalty 773.615301 = -199773.892516 nChanged 17 SP:Iteration 28Q (1062.443982 sec): 3 clusters Score: Raw -200549.109781 + Penalty 773.615301 = -199775.494480 nChanged 21 SP:Iteration 29Q (1062.496642 sec): 3 clusters Score: Raw -200552.460259 + Penalty 773.615301 = -199778.844959 nChanged 26 SP:Iteration 30Q (1062.548861 sec): 3 clusters Score: Raw -200555.123153 + Penalty 773.615301 = -199781.507853 nChanged 27 SP:Iteration 31Q (1062.601418 sec): 3 clusters Score: Raw -200559.221479 + Penalty 773.615301 = -199785.606178 nChanged 22 SP:Iteration 32Q (1062.654228 sec): 3 clusters Score: Raw -200562.536083 + Penalty 773.615301 = -199788.920782 nChanged 21 SP:Iteration 33Q (1062.699015 sec): 3 clusters Score: Raw -200565.080999 + Penalty 773.615301 = -199791.465698 nChanged 22 SP:Iteration 34Q (1062.735846 sec): 3 clusters Score: Raw -200568.691862 + Penalty 773.615301 = -199795.076561 nChanged 28 SP:Iteration 35Q (1062.784450 sec): 3 clusters Score: Raw -200572.398908 + Penalty 773.615301 = -199798.783607 nChanged 28 SP:Iteration 36Q (1062.821683 sec): 3 clusters Score: Raw -200576.211064 + Penalty 773.615301 = -199802.595763 nChanged 27 SP:Iteration 37Q (1062.863498 sec): 3 clusters Score: Raw -200580.156984 + Penalty 773.615301 = -199806.541683 nChanged 25 SP:Iteration 38Q (1062.909022 sec): 3 clusters Score: Raw -200583.303622 + Penalty 773.615301 = -199809.688321 nChanged 26 SP:Iteration 39Q (1062.960903 sec): 3 clusters Score: Raw -200585.208654 + Penalty 773.615301 = -199811.593354 nChanged 18 SP:Iteration 40F (1062.997054 sec): 3 clusters Score: Raw -200586.928897 + Penalty 773.615301 = -199813.313596 nChanged 18 SP:Iteration 41Q (1063.041595 sec): 3 clusters Score: Raw -200589.457321 + Penalty 773.615301 = -199815.842020 nChanged 26 SP:Iteration 42Q (1063.079909 sec): 3 clusters Score: Raw -200593.272976 + Penalty 773.615301 = -199819.657675 nChanged 21 SP:Iteration 43Q (1063.126203 sec): 3 clusters Score: Raw -200596.274809 + Penalty 773.615301 = -199822.659508 nChanged 27 SP:Iteration 44Q (1063.185138 sec): 3 clusters Score: Raw -200599.489089 + Penalty 773.615301 = -199825.873788 nChanged 24 SP:Iteration 45Q (1063.228062 sec): 3 clusters Score: Raw -200602.137851 + Penalty 773.615301 = -199828.522550 nChanged 19 SP:Iteration 46Q (1063.284709 sec): 3 clusters Score: Raw -200603.634670 + Penalty 773.615301 = -199830.019369 nChanged 15 SP:Iteration 47Q (1063.328380 sec): 3 clusters Score: Raw -200605.544069 + Penalty 773.615301 = -199831.928768 nChanged 25 SP:Iteration 48Q (1063.378266 sec): 3 clusters Score: Raw -200608.533113 + Penalty 773.615301 = -199834.917812 nChanged 22 SP:Iteration 49Q (1063.419294 sec): 3 clusters Score: Raw -200611.806205 + Penalty 773.615301 = -199838.190905 nChanged 29 SP:Iteration 50Q (1063.473665 sec): 3 clusters Score: Raw -200615.526207 + Penalty 773.615301 = -199841.910907 nChanged 28 SP:Iteration 51Q (1063.523039 sec): 3 clusters Score: Raw -200621.563836 + Penalty 773.615301 = -199847.948536 nChanged 32 SP:Iteration 52Q (1063.573336 sec): 3 clusters Score: Raw -200628.433975 + Penalty 773.615301 = -199854.818674 nChanged 36 SP:Iteration 53Q (1063.614800 sec): 3 clusters Score: Raw -200635.334995 + Penalty 773.615301 = -199861.719695 nChanged 31 SP:Iteration 54Q (1063.651623 sec): 3 clusters Score: Raw -200641.706861 + Penalty 773.615301 = -199868.091560 nChanged 31 SP:Iteration 55Q (1063.705008 sec): 3 clusters Score: Raw -200646.608616 + Penalty 773.615301 = -199872.993315 nChanged 28 SP:Iteration 56Q (1063.753741 sec): 3 clusters Score: Raw -200651.330841 + Penalty 773.615301 = -199877.715541 nChanged 28 SP:Iteration 57Q (1063.801707 sec): 3 clusters Score: Raw -200656.477352 + Penalty 773.615301 = -199882.862051 nChanged 36 SP:Iteration 58Q (1063.838340 sec): 3 clusters Score: Raw -200665.231533 + Penalty 773.615301 = -199891.616232 nChanged 35 SP:Iteration 59Q (1063.882985 sec): 3 clusters Score: Raw -200672.420478 + Penalty 773.615301 = -199898.805177 nChanged 41 SP:Iteration 60F (1063.915090 sec): 3 clusters Score: Raw -200681.458731 + Penalty 773.615301 = -199907.843430 nChanged 48 SP:Iteration 61Q (1063.959600 sec): 3 clusters Score: Raw -200694.951655 + Penalty 773.615301 = -199921.336354 nChanged 54 SP:Iteration 62Q (1064.004890 sec): 3 clusters Score: Raw -200714.138156 + Penalty 773.615301 = -199940.522856 nChanged 57 SP:Iteration 63Q (1064.047031 sec): 3 clusters Score: Raw -200729.787268 + Penalty 773.615301 = -199956.171968 nChanged 55 SP:Iteration 64Q (1064.089215 sec): 3 clusters Score: Raw -200754.057093 + Penalty 773.615301 = -199980.441793 nChanged 61 SP:Iteration 65Q (1064.141255 sec): 3 clusters Score: Raw -200772.347905 + Penalty 773.615301 = -199998.732604 nChanged 56 SP:Iteration 66Q (1064.178353 sec): 3 clusters Score: Raw -200784.355351 + Penalty 773.615301 = -200010.740051 nChanged 39 SP:Iteration 67Q (1064.217466 sec): 3 clusters Score: Raw -200792.654796 + Penalty 773.615301 = -200019.039496 nChanged 44 SP:Iteration 68Q (1064.261420 sec): 3 clusters Score: Raw -200804.883048 + Penalty 773.615301 = -200031.267748 nChanged 43 SP:Iteration 69Q (1064.308006 sec): 3 clusters Score: Raw -200820.400393 + Penalty 773.615301 = -200046.785092 nChanged 46 SP:Iteration 70Q (1064.353389 sec): 3 clusters Score: Raw -200842.907323 + Penalty 773.615301 = -200069.292023 nChanged 49 SP:Iteration 71Q (1064.408523 sec): 3 clusters Score: Raw -200860.020153 + Penalty 773.615301 = -200086.404852 nChanged 44 SP:Iteration 72Q (1064.450546 sec): 3 clusters Score: Raw -200878.907967 + Penalty 773.615301 = -200105.292666 nChanged 54 SP:Iteration 73Q (1064.496904 sec): 3 clusters Score: Raw -200900.911760 + Penalty 773.615301 = -200127.296460 nChanged 60 SP:Iteration 74Q (1064.541152 sec): 3 clusters Score: Raw -200926.746618 + Penalty 773.615301 = -200153.131318 nChanged 68 SP:Iteration 75Q (1064.588906 sec): 3 clusters Score: Raw -200968.170318 + Penalty 773.615301 = -200194.555018 nChanged 66 SP:Iteration 76Q (1064.647931 sec): 3 clusters Score: Raw -201015.893426 + Penalty 773.615301 = -200242.278125 nChanged 67 SP:Iteration 77Q (1064.682975 sec): 3 clusters Score: Raw -201051.009346 + Penalty 773.615301 = -200277.394045 nChanged 51 SP:Iteration 78Q (1064.732758 sec): 3 clusters Score: Raw -201074.039179 + Penalty 773.615301 = -200300.423878 nChanged 43 SP:Iteration 79Q (1064.769016 sec): 3 clusters Score: Raw -201092.736632 + Penalty 773.615301 = -200319.121331 nChanged 39 SP:Iteration 80F (1064.818077 sec): 3 clusters Score: Raw -201110.862574 + Penalty 773.615301 = -200337.247274 nChanged 24 SP:Iteration 81Q (1064.873749 sec): 3 clusters Score: Raw -201118.912297 + Penalty 773.615301 = -200345.296996 nChanged 25 SP:Iteration 82Q (1064.922208 sec): 3 clusters Score: Raw -201125.035339 + Penalty 773.615301 = -200351.420038 nChanged 25 SP:Iteration 83Q (1064.959100 sec): 3 clusters Score: Raw -201131.827627 + Penalty 773.615301 = -200358.212326 nChanged 16 SP:Iteration 84Q (1064.994161 sec): 3 clusters Score: Raw -201136.440674 + Penalty 773.615301 = -200362.825374 nChanged 15 SP:Iteration 85Q (1065.035483 sec): 3 clusters Score: Raw -201142.759165 + Penalty 773.615301 = -200369.143864 nChanged 10 SP:Iteration 86Q (1065.081407 sec): 3 clusters Score: Raw -201146.441076 + Penalty 773.615301 = -200372.825775 nChanged 9 SP:Iteration 87Q (1065.131437 sec): 3 clusters Score: Raw -201148.778345 + Penalty 773.615301 = -200375.163044 nChanged 9 SP:Iteration 88Q (1065.183306 sec): 3 clusters Score: Raw -201150.413464 + Penalty 773.615301 = -200376.798164 nChanged 6 SP:Iteration 89Q (1065.230802 sec): 3 clusters Score: Raw -201151.809108 + Penalty 773.615301 = -200378.193807 nChanged 8 SP:Iteration 90Q (1065.264980 sec): 3 clusters Score: Raw -201153.769651 + Penalty 773.615301 = -200380.154350 nChanged 11 SP:Iteration 91Q (1065.309109 sec): 3 clusters Score: Raw -201156.459240 + Penalty 773.615301 = -200382.843939 nChanged 9 SP:Iteration 92Q (1065.353173 sec): 3 clusters Score: Raw -201158.642164 + Penalty 773.615301 = -200385.026864 nChanged 6 SP:Iteration 93Q (1065.400502 sec): 3 clusters Score: Raw -201161.731999 + Penalty 773.615301 = -200388.116698 nChanged 9 SP:Iteration 94Q (1065.451035 sec): 3 clusters Score: Raw -201164.279934 + Penalty 773.615301 = -200390.664633 nChanged 7 SP:Iteration 95Q (1065.498661 sec): 3 clusters Score: Raw -201166.252999 + Penalty 773.615301 = -200392.637698 nChanged 6 SP:Iteration 96Q (1065.544690 sec): 3 clusters Score: Raw -201168.048344 + Penalty 773.615301 = -200394.433043 nChanged 9 SP:Iteration 97Q (1065.588563 sec): 3 clusters Score: Raw -201169.533420 + Penalty 773.615301 = -200395.918119 nChanged 4 SP:Iteration 98Q (1065.634998 sec): 3 clusters Score: Raw -201170.258378 + Penalty 773.615301 = -200396.643077 nChanged 7 SP:Iteration 99Q (1065.679781 sec): 3 clusters Score: Raw -201173.273657 + Penalty 773.615301 = -200399.658356 nChanged 15 SP:Iteration 100F (1065.722940 sec): 3 clusters Score: Raw -201176.875290 + Penalty 773.615301 = -200403.259989 nChanged 3 SP:Iteration 101Q (1065.769011 sec): 3 clusters Score: Raw -201177.608283 + Penalty 773.615301 = -200403.992983 nChanged 4 SP:Iteration 102Q (1065.810480 sec): 3 clusters Score: Raw -201178.155683 + Penalty 773.615301 = -200404.540383 nChanged 0 SP:Iteration 103F (1065.854725 sec): 3 clusters Score: Raw -201178.155683 + Penalty 773.615301 = -200404.540383 nChanged 0 Trying to split cluster 14 (31824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1065.908458 sec): 2 clusters Score: Raw -1738198.910782 + Penalty 471.742908 = -1737727.167874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1065.982331 sec): 3 clusters Score: Raw -1717324.071921 + Penalty 943.485816 = -1716380.586105 nChanged 15299 SP:Iteration 1F (1066.043916 sec): 3 clusters Score: Raw -1727545.272144 + Penalty 943.485816 = -1726601.786328 nChanged 2195 SP:Iteration 2F (1066.125742 sec): 3 clusters Score: Raw -1728967.290157 + Penalty 943.485816 = -1728023.804341 nChanged 2339 SP:Iteration 3F (1066.199844 sec): 3 clusters Score: Raw -1730593.605323 + Penalty 943.485816 = -1729650.119507 nChanged 2283 SP:Iteration 4F (1066.257086 sec): 3 clusters Score: Raw -1732305.503894 + Penalty 943.485816 = -1731362.018078 nChanged 2042 SP:Iteration 5F (1066.335695 sec): 3 clusters Score: Raw -1733686.152201 + Penalty 943.485816 = -1732742.666385 nChanged 1553 SP:Iteration 6Q (1066.399730 sec): 3 clusters Score: Raw -1734469.892353 + Penalty 943.485816 = -1733526.406537 nChanged 1000 SP:Iteration 7Q (1066.462683 sec): 3 clusters Score: Raw -1734816.571093 + Penalty 943.485816 = -1733873.085277 nChanged 623 SP:Iteration 8Q (1066.548550 sec): 3 clusters Score: Raw -1734984.108003 + Penalty 943.485816 = -1734040.622187 nChanged 445 SP:Iteration 9Q (1066.609275 sec): 3 clusters Score: Raw -1735100.795633 + Penalty 943.485816 = -1734157.309817 nChanged 398 SP:Iteration 10Q (1066.687991 sec): 3 clusters Score: Raw -1735209.212981 + Penalty 943.485816 = -1734265.727165 nChanged 436 SP:Iteration 11Q (1066.757312 sec): 3 clusters Score: Raw -1735321.909515 + Penalty 943.485816 = -1734378.423699 nChanged 438 SP:Iteration 12Q (1066.828382 sec): 3 clusters Score: Raw -1735431.440303 + Penalty 943.485816 = -1734487.954487 nChanged 452 SP:Iteration 13Q (1066.890028 sec): 3 clusters Score: Raw -1735555.875701 + Penalty 943.485816 = -1734612.389885 nChanged 443 SP:Iteration 14Q (1066.947543 sec): 3 clusters Score: Raw -1735682.462257 + Penalty 943.485816 = -1734738.976441 nChanged 419 SP:Iteration 15Q (1067.020695 sec): 3 clusters Score: Raw -1735798.391996 + Penalty 943.485816 = -1734854.906180 nChanged 427 SP:Iteration 16Q (1067.097321 sec): 3 clusters Score: Raw -1735924.588144 + Penalty 943.485816 = -1734981.102328 nChanged 418 SP:Iteration 17Q (1067.171248 sec): 3 clusters Score: Raw -1736044.434534 + Penalty 943.485816 = -1735100.948718 nChanged 413 SP:Iteration 18Q (1067.241310 sec): 3 clusters Score: Raw -1736173.478727 + Penalty 943.485816 = -1735229.992911 nChanged 404 SP:Iteration 19Q (1067.318011 sec): 3 clusters Score: Raw -1736292.391632 + Penalty 943.485816 = -1735348.905816 nChanged 408 SP:Iteration 20F (1067.379232 sec): 3 clusters Score: Raw -1736409.761100 + Penalty 943.485816 = -1735466.275284 nChanged 401 SP:Iteration 21Q (1067.443703 sec): 3 clusters Score: Raw -1736526.406158 + Penalty 943.485816 = -1735582.920342 nChanged 397 SP:Iteration 22Q (1067.526047 sec): 3 clusters Score: Raw -1736640.214322 + Penalty 943.485816 = -1735696.728505 nChanged 386 SP:Iteration 23Q (1067.600636 sec): 3 clusters Score: Raw -1736750.090547 + Penalty 943.485816 = -1735806.604731 nChanged 365 SP:Iteration 24Q (1067.680336 sec): 3 clusters Score: Raw -1736852.732217 + Penalty 943.485816 = -1735909.246401 nChanged 385 SP:Iteration 25Q (1067.756521 sec): 3 clusters Score: Raw -1736959.877750 + Penalty 943.485816 = -1736016.391934 nChanged 358 SP:Iteration 26Q (1067.826273 sec): 3 clusters Score: Raw -1737058.148539 + Penalty 943.485816 = -1736114.662723 nChanged 342 SP:Iteration 27Q (1067.911479 sec): 3 clusters Score: Raw -1737148.330290 + Penalty 943.485816 = -1736204.844474 nChanged 350 SP:Iteration 28Q (1067.983449 sec): 3 clusters Score: Raw -1737237.490436 + Penalty 943.485816 = -1736294.004620 nChanged 327 SP:Iteration 29Q (1068.052312 sec): 3 clusters Score: Raw -1737327.877193 + Penalty 943.485816 = -1736384.391377 nChanged 325 SP:Iteration 30Q (1068.125955 sec): 3 clusters Score: Raw -1737421.709378 + Penalty 943.485816 = -1736478.223562 nChanged 319 SP:Iteration 31Q (1068.213989 sec): 3 clusters Score: Raw -1737512.666842 + Penalty 943.485816 = -1736569.181026 nChanged 292 SP:Iteration 32Q (1068.271319 sec): 3 clusters Score: Raw -1737596.855854 + Penalty 943.485816 = -1736653.370038 nChanged 306 SP:Iteration 33Q (1068.327214 sec): 3 clusters Score: Raw -1737685.303113 + Penalty 943.485816 = -1736741.817297 nChanged 306 SP:Iteration 34Q (1068.407130 sec): 3 clusters Score: Raw -1737775.614965 + Penalty 943.485816 = -1736832.129149 nChanged 254 SP:Iteration 35Q (1068.481630 sec): 3 clusters Score: Raw -1737849.749247 + Penalty 943.485816 = -1736906.263431 nChanged 257 SP:Iteration 36Q (1068.552740 sec): 3 clusters Score: Raw -1737925.689675 + Penalty 943.485816 = -1736982.203859 nChanged 252 SP:Iteration 37Q (1068.620161 sec): 3 clusters Score: Raw -1738003.114214 + Penalty 943.485816 = -1737059.628398 nChanged 224 SP:Iteration 38Q (1068.698819 sec): 3 clusters Score: Raw -1738072.082383 + Penalty 943.485816 = -1737128.596567 nChanged 185 SP:Iteration 39Q (1068.763857 sec): 3 clusters Score: Raw -1738126.853998 + Penalty 943.485816 = -1737183.368182 nChanged 167 SP:Iteration 40F (1068.821147 sec): 3 clusters Score: Raw -1738172.052598 + Penalty 943.485816 = -1737228.566782 nChanged 140 SP:Iteration 41Q (1068.892732 sec): 3 clusters Score: Raw -1738204.026580 + Penalty 943.485816 = -1737260.540764 nChanged 143 SP:Iteration 42Q (1068.965617 sec): 3 clusters Score: Raw -1738236.150678 + Penalty 943.485816 = -1737292.664862 nChanged 128 SP:Iteration 43Q (1069.037974 sec): 3 clusters Score: Raw -1738268.578076 + Penalty 943.485816 = -1737325.092260 nChanged 125 SP:Iteration 44Q (1069.099003 sec): 3 clusters Score: Raw -1738299.654011 + Penalty 943.485816 = -1737356.168195 nChanged 103 SP:Iteration 45Q (1069.169566 sec): 3 clusters Score: Raw -1738322.801713 + Penalty 943.485816 = -1737379.315897 nChanged 106 SP:Iteration 46Q (1069.239005 sec): 3 clusters Score: Raw -1738348.476602 + Penalty 943.485816 = -1737404.990786 nChanged 105 SP:Iteration 47Q (1069.303994 sec): 3 clusters Score: Raw -1738376.930511 + Penalty 943.485816 = -1737433.444695 nChanged 100 SP:Iteration 48Q (1069.357941 sec): 3 clusters Score: Raw -1738402.338717 + Penalty 943.485816 = -1737458.852901 nChanged 67 SP:Iteration 49Q (1069.429395 sec): 3 clusters Score: Raw -1738415.894096 + Penalty 943.485816 = -1737472.408280 nChanged 64 SP:Iteration 50Q (1069.495124 sec): 3 clusters Score: Raw -1738428.894431 + Penalty 943.485816 = -1737485.408615 nChanged 55 SP:Iteration 51Q (1069.547727 sec): 3 clusters Score: Raw -1738439.252696 + Penalty 943.485816 = -1737495.766880 nChanged 49 SP:Iteration 52Q (1069.610313 sec): 3 clusters Score: Raw -1738446.421063 + Penalty 943.485816 = -1737502.935246 nChanged 36 SP:Iteration 53Q (1069.678582 sec): 3 clusters Score: Raw -1738451.750762 + Penalty 943.485816 = -1737508.264946 nChanged 26 SP:Iteration 54Q (1069.753644 sec): 3 clusters Score: Raw -1738455.207578 + Penalty 943.485816 = -1737511.721762 nChanged 23 SP:Iteration 55Q (1069.813802 sec): 3 clusters Score: Raw -1738457.490158 + Penalty 943.485816 = -1737514.004342 nChanged 17 SP:Iteration 56Q (1069.874554 sec): 3 clusters Score: Raw -1738459.626856 + Penalty 943.485816 = -1737516.141040 nChanged 19 SP:Iteration 57Q (1069.950742 sec): 3 clusters Score: Raw -1738462.061332 + Penalty 943.485816 = -1737518.575516 nChanged 17 SP:Iteration 58Q (1070.016545 sec): 3 clusters Score: Raw -1738464.312137 + Penalty 943.485816 = -1737520.826321 nChanged 15 SP:Iteration 59Q (1070.090871 sec): 3 clusters Score: Raw -1738467.573041 + Penalty 943.485816 = -1737524.087225 nChanged 18 SP:Iteration 60F (1070.166265 sec): 3 clusters Score: Raw -1738470.265317 + Penalty 943.485816 = -1737526.779501 nChanged 12 SP:Iteration 61Q (1070.236726 sec): 3 clusters Score: Raw -1738472.135853 + Penalty 943.485816 = -1737528.650037 nChanged 18 SP:Iteration 62Q (1070.285035 sec): 3 clusters Score: Raw -1738475.640996 + Penalty 943.485816 = -1737532.155180 nChanged 21 SP:Iteration 63Q (1070.351076 sec): 3 clusters Score: Raw -1738479.809804 + Penalty 943.485816 = -1737536.323988 nChanged 18 SP:Iteration 64Q (1070.425612 sec): 3 clusters Score: Raw -1738482.711521 + Penalty 943.485816 = -1737539.225704 nChanged 14 SP:Iteration 65Q (1070.482579 sec): 3 clusters Score: Raw -1738484.739694 + Penalty 943.485816 = -1737541.253878 nChanged 10 SP:Iteration 66Q (1070.544251 sec): 3 clusters Score: Raw -1738485.883933 + Penalty 943.485816 = -1737542.398116 nChanged 12 SP:Iteration 67Q (1070.622398 sec): 3 clusters Score: Raw -1738487.660183 + Penalty 943.485816 = -1737544.174367 nChanged 12 SP:Iteration 68Q (1070.691540 sec): 3 clusters Score: Raw -1738489.310645 + Penalty 943.485816 = -1737545.824829 nChanged 13 SP:Iteration 69Q (1070.766358 sec): 3 clusters Score: Raw -1738490.682192 + Penalty 943.485816 = -1737547.196376 nChanged 11 SP:Iteration 70Q (1070.830011 sec): 3 clusters Score: Raw -1738492.838003 + Penalty 943.485816 = -1737549.352187 nChanged 16 SP:Iteration 71Q (1070.904221 sec): 3 clusters Score: Raw -1738494.589155 + Penalty 943.485816 = -1737551.103339 nChanged 12 SP:Iteration 72Q (1070.972506 sec): 3 clusters Score: Raw -1738496.302640 + Penalty 943.485816 = -1737552.816823 nChanged 8 SP:Iteration 73Q (1071.027162 sec): 3 clusters Score: Raw -1738497.342747 + Penalty 943.485816 = -1737553.856931 nChanged 7 SP:Iteration 74Q (1071.098061 sec): 3 clusters Score: Raw -1738498.407852 + Penalty 943.485816 = -1737554.922036 nChanged 8 SP:Iteration 75Q (1071.171114 sec): 3 clusters Score: Raw -1738499.328297 + Penalty 943.485816 = -1737555.842481 nChanged 5 SP:Iteration 76Q (1071.239485 sec): 3 clusters Score: Raw -1738499.669684 + Penalty 943.485816 = -1737556.183868 nChanged 2 SP:Iteration 77Q (1071.296444 sec): 3 clusters Score: Raw -1738499.784278 + Penalty 943.485816 = -1737556.298462 nChanged 2 SP:Iteration 78Q (1071.371220 sec): 3 clusters Score: Raw -1738499.911187 + Penalty 943.485816 = -1737556.425371 nChanged 4 SP:Iteration 79Q (1071.433417 sec): 3 clusters Score: Raw -1738500.115671 + Penalty 943.485816 = -1737556.629855 nChanged 2 SP:Iteration 80F (1071.492424 sec): 3 clusters Score: Raw -1738500.225702 + Penalty 943.485816 = -1737556.739886 nChanged 3 SP:Iteration 81Q (1071.562137 sec): 3 clusters Score: Raw -1738500.439184 + Penalty 943.485816 = -1737556.953367 nChanged 2 SP:Iteration 82Q (1071.622298 sec): 3 clusters Score: Raw -1738500.670632 + Penalty 943.485816 = -1737557.184816 nChanged 2 SP:Iteration 83Q (1071.695580 sec): 3 clusters Score: Raw -1738500.874471 + Penalty 943.485816 = -1737557.388655 nChanged 3 SP:Iteration 84Q (1071.764876 sec): 3 clusters Score: Raw -1738501.000020 + Penalty 943.485816 = -1737557.514204 nChanged 3 SP:Iteration 85Q (1071.844957 sec): 3 clusters Score: Raw -1738501.384434 + Penalty 943.485816 = -1737557.898618 nChanged 2 SP:Iteration 86Q (1071.901413 sec): 3 clusters Score: Raw -1738501.679994 + Penalty 943.485816 = -1737558.194178 nChanged 4 SP:Iteration 87Q (1071.967005 sec): 3 clusters Score: Raw -1738502.117094 + Penalty 943.485816 = -1737558.631278 nChanged 1 SP:Iteration 88Q (1072.045851 sec): 3 clusters Score: Raw -1738502.245641 + Penalty 943.485816 = -1737558.759825 nChanged 2 SP:Iteration 89Q (1072.110571 sec): 3 clusters Score: Raw -1738502.520600 + Penalty 943.485816 = -1737559.034784 nChanged 2 SP:Iteration 90Q (1072.169524 sec): 3 clusters Score: Raw -1738502.751652 + Penalty 943.485816 = -1737559.265835 nChanged 0 SP:Iteration 91F (1072.248314 sec): 3 clusters Score: Raw -1738502.751652 + Penalty 943.485816 = -1737559.265835 nChanged 0 Trying to split cluster 15 (5073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1072.272768 sec): 2 clusters Score: Raw -229947.946029 + Penalty 388.191788 = -229559.754241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1072.323696 sec): 3 clusters Score: Raw -226916.031144 + Penalty 776.383575 = -226139.647569 nChanged 2281 SP:Iteration 1F (1072.368649 sec): 3 clusters Score: Raw -228662.086245 + Penalty 776.383575 = -227885.702670 nChanged 521 SP:Iteration 2F (1072.407800 sec): 3 clusters Score: Raw -229441.396181 + Penalty 776.383575 = -228665.012606 nChanged 565 SP:Iteration 3F (1072.448168 sec): 3 clusters Score: Raw -230682.623667 + Penalty 776.383575 = -229906.240092 nChanged 625 SP:Iteration 4F (1072.486892 sec): 3 clusters Score: Raw -232556.537653 + Penalty 776.383575 = -231780.154078 nChanged 414 SP:Iteration 5F (1072.532972 sec): 3 clusters Score: Raw -233822.309081 + Penalty 776.383575 = -233045.925506 nChanged 255 SP:Iteration 6F (1072.583657 sec): 3 clusters Score: Raw -234598.557864 + Penalty 776.383575 = -233822.174289 nChanged 148 SP:Iteration 7Q (1072.635890 sec): 3 clusters Score: Raw -234892.426077 + Penalty 776.383575 = -234116.042502 nChanged 75 SP:Iteration 8Q (1072.687062 sec): 3 clusters Score: Raw -234951.298140 + Penalty 776.383575 = -234174.914565 nChanged 21 SP:Iteration 9Q (1072.739342 sec): 3 clusters Score: Raw -234956.093608 + Penalty 776.383575 = -234179.710033 nChanged 4 SP:Iteration 10Q (1072.791202 sec): 3 clusters Score: Raw -234956.534451 + Penalty 776.383575 = -234180.150876 nChanged 1 SP:Iteration 11Q (1072.844703 sec): 3 clusters Score: Raw -234956.854187 + Penalty 776.383575 = -234180.470612 nChanged 0 SP:Iteration 12F (1072.895178 sec): 3 clusters Score: Raw -234956.854187 + Penalty 776.383575 = -234180.470612 nChanged 0 Score: Raw -56315024.518363 + Penalty 27274.024445 = -56287750.493919 Splitting cluster 15 changes total score from -56280671.757784 to -56287750.493919 So it's getting split into cluster 43. Trying to split cluster 16 (80323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1089.356918 sec): 2 clusters Score: Raw -4288505.978005 + Penalty 513.868413 = -4287992.109592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1089.467322 sec): 3 clusters Score: Raw -4234977.411179 + Penalty 1027.736827 = -4233949.674352 nChanged 39017 SP:Iteration 1F (1089.581732 sec): 3 clusters Score: Raw -4260898.411967 + Penalty 1027.736827 = -4259870.675140 nChanged 5285 SP:Iteration 2F (1089.690239 sec): 3 clusters Score: Raw -4264386.673653 + Penalty 1027.736827 = -4263358.936826 nChanged 5879 SP:Iteration 3F (1089.803748 sec): 3 clusters Score: Raw -4268672.166110 + Penalty 1027.736827 = -4267644.429283 nChanged 5773 SP:Iteration 4F (1089.918808 sec): 3 clusters Score: Raw -4272602.207436 + Penalty 1027.736827 = -4271574.470609 nChanged 4923 SP:Iteration 5F (1090.024903 sec): 3 clusters Score: Raw -4275425.024896 + Penalty 1027.736827 = -4274397.288069 nChanged 3858 SP:Iteration 6Q (1090.142227 sec): 3 clusters Score: Raw -4277267.600064 + Penalty 1027.736827 = -4276239.863237 nChanged 2938 SP:Iteration 7Q (1090.240139 sec): 3 clusters Score: Raw -4278525.294338 + Penalty 1027.736827 = -4277497.557511 nChanged 2454 SP:Iteration 8Q (1090.358130 sec): 3 clusters Score: Raw -4279599.692700 + Penalty 1027.736827 = -4278571.955873 nChanged 2210 SP:Iteration 9Q (1090.479285 sec): 3 clusters Score: Raw -4280527.085813 + Penalty 1027.736827 = -4279499.348986 nChanged 1944 SP:Iteration 10Q (1090.597145 sec): 3 clusters Score: Raw -4281328.071288 + Penalty 1027.736827 = -4280300.334461 nChanged 1792 SP:Iteration 11Q (1090.711491 sec): 3 clusters Score: Raw -4282048.873824 + Penalty 1027.736827 = -4281021.136997 nChanged 1623 SP:Iteration 12Q (1090.826624 sec): 3 clusters Score: Raw -4282673.011784 + Penalty 1027.736827 = -4281645.274957 nChanged 1419 SP:Iteration 13Q (1090.944066 sec): 3 clusters Score: Raw -4283137.390043 + Penalty 1027.736827 = -4282109.653216 nChanged 1113 SP:Iteration 14Q (1091.065588 sec): 3 clusters Score: Raw -4283426.902332 + Penalty 1027.736827 = -4282399.165505 nChanged 882 SP:Iteration 15Q (1091.192293 sec): 3 clusters Score: Raw -4283612.961494 + Penalty 1027.736827 = -4282585.224667 nChanged 721 SP:Iteration 16Q (1091.309196 sec): 3 clusters Score: Raw -4283750.375589 + Penalty 1027.736827 = -4282722.638762 nChanged 613 SP:Iteration 17Q (1091.437481 sec): 3 clusters Score: Raw -4283847.626437 + Penalty 1027.736827 = -4282819.889610 nChanged 476 SP:Iteration 18Q (1091.549713 sec): 3 clusters Score: Raw -4283914.080735 + Penalty 1027.736827 = -4282886.343908 nChanged 423 SP:Iteration 19Q (1091.678285 sec): 3 clusters Score: Raw -4283965.856307 + Penalty 1027.736827 = -4282938.119480 nChanged 369 SP:Iteration 20F (1091.796090 sec): 3 clusters Score: Raw -4284006.661667 + Penalty 1027.736827 = -4282978.924840 nChanged 326 SP:Iteration 21Q (1091.927314 sec): 3 clusters Score: Raw -4284038.438369 + Penalty 1027.736827 = -4283010.701542 nChanged 309 SP:Iteration 22Q (1092.042261 sec): 3 clusters Score: Raw -4284066.161534 + Penalty 1027.736827 = -4283038.424707 nChanged 265 SP:Iteration 23Q (1092.160902 sec): 3 clusters Score: Raw -4284087.981280 + Penalty 1027.736827 = -4283060.244453 nChanged 239 SP:Iteration 24Q (1092.279030 sec): 3 clusters Score: Raw -4284106.414946 + Penalty 1027.736827 = -4283078.678119 nChanged 218 SP:Iteration 25Q (1092.411521 sec): 3 clusters Score: Raw -4284122.412047 + Penalty 1027.736827 = -4283094.675220 nChanged 187 SP:Iteration 26Q (1092.530003 sec): 3 clusters Score: Raw -4284133.785610 + Penalty 1027.736827 = -4283106.048783 nChanged 187 SP:Iteration 27Q (1092.650329 sec): 3 clusters Score: Raw -4284145.076886 + Penalty 1027.736827 = -4283117.340059 nChanged 178 SP:Iteration 28Q (1092.766306 sec): 3 clusters Score: Raw -4284156.636656 + Penalty 1027.736827 = -4283128.899829 nChanged 178 SP:Iteration 29Q (1092.893611 sec): 3 clusters Score: Raw -4284167.775025 + Penalty 1027.736827 = -4283140.038198 nChanged 183 SP:Iteration 30Q (1093.012186 sec): 3 clusters Score: Raw -4284177.844528 + Penalty 1027.736827 = -4283150.107701 nChanged 162 SP:Iteration 31Q (1093.132319 sec): 3 clusters Score: Raw -4284185.351830 + Penalty 1027.736827 = -4283157.615003 nChanged 137 SP:Iteration 32Q (1093.246479 sec): 3 clusters Score: Raw -4284190.464641 + Penalty 1027.736827 = -4283162.727814 nChanged 108 SP:Iteration 33Q (1093.364179 sec): 3 clusters Score: Raw -4284194.344458 + Penalty 1027.736827 = -4283166.607631 nChanged 102 SP:Iteration 34Q (1093.487840 sec): 3 clusters Score: Raw -4284197.840175 + Penalty 1027.736827 = -4283170.103348 nChanged 102 SP:Iteration 35Q (1093.612813 sec): 3 clusters Score: Raw -4284201.769980 + Penalty 1027.736827 = -4283174.033153 nChanged 117 SP:Iteration 36Q (1093.745338 sec): 3 clusters Score: Raw -4284206.697596 + Penalty 1027.736827 = -4283178.960769 nChanged 104 SP:Iteration 37Q (1093.863167 sec): 3 clusters Score: Raw -4284210.112152 + Penalty 1027.736827 = -4283182.375325 nChanged 104 SP:Iteration 38Q (1093.974226 sec): 3 clusters Score: Raw -4284213.986330 + Penalty 1027.736827 = -4283186.249503 nChanged 116 SP:Iteration 39Q (1094.110608 sec): 3 clusters Score: Raw -4284218.076234 + Penalty 1027.736827 = -4283190.339408 nChanged 115 SP:Iteration 40F (1094.228565 sec): 3 clusters Score: Raw -4284221.807039 + Penalty 1027.736827 = -4283194.070212 nChanged 111 SP:Iteration 41Q (1094.349100 sec): 3 clusters Score: Raw -4284225.708756 + Penalty 1027.736827 = -4283197.971929 nChanged 108 SP:Iteration 42Q (1094.473849 sec): 3 clusters Score: Raw -4284229.485131 + Penalty 1027.736827 = -4283201.748304 nChanged 112 SP:Iteration 43Q (1094.593801 sec): 3 clusters Score: Raw -4284233.941924 + Penalty 1027.736827 = -4283206.205097 nChanged 106 SP:Iteration 44Q (1094.727238 sec): 3 clusters Score: Raw -4284238.023687 + Penalty 1027.736827 = -4283210.286860 nChanged 113 SP:Iteration 45Q (1094.850638 sec): 3 clusters Score: Raw -4284241.995370 + Penalty 1027.736827 = -4283214.258543 nChanged 102 SP:Iteration 46Q (1094.972632 sec): 3 clusters Score: Raw -4284245.324980 + Penalty 1027.736827 = -4283217.588153 nChanged 83 SP:Iteration 47Q (1095.102622 sec): 3 clusters Score: Raw -4284247.737916 + Penalty 1027.736827 = -4283220.001089 nChanged 72 SP:Iteration 48Q (1095.231282 sec): 3 clusters Score: Raw -4284250.141111 + Penalty 1027.736827 = -4283222.404284 nChanged 68 SP:Iteration 49Q (1095.352405 sec): 3 clusters Score: Raw -4284251.841716 + Penalty 1027.736827 = -4283224.104889 nChanged 63 SP:Iteration 50Q (1095.479357 sec): 3 clusters Score: Raw -4284253.551520 + Penalty 1027.736827 = -4283225.814693 nChanged 62 SP:Iteration 51Q (1095.592696 sec): 3 clusters Score: Raw -4284255.234292 + Penalty 1027.736827 = -4283227.497465 nChanged 70 SP:Iteration 52Q (1095.710926 sec): 3 clusters Score: Raw -4284257.213214 + Penalty 1027.736827 = -4283229.476387 nChanged 69 SP:Iteration 53Q (1095.826536 sec): 3 clusters Score: Raw -4284259.455232 + Penalty 1027.736827 = -4283231.718405 nChanged 74 SP:Iteration 54Q (1095.948851 sec): 3 clusters Score: Raw -4284262.131703 + Penalty 1027.736827 = -4283234.394876 nChanged 82 SP:Iteration 55Q (1096.060726 sec): 3 clusters Score: Raw -4284264.753481 + Penalty 1027.736827 = -4283237.016654 nChanged 98 SP:Iteration 56Q (1096.181919 sec): 3 clusters Score: Raw -4284268.101144 + Penalty 1027.736827 = -4283240.364318 nChanged 95 SP:Iteration 57Q (1096.293121 sec): 3 clusters Score: Raw -4284271.518685 + Penalty 1027.736827 = -4283243.781858 nChanged 109 SP:Iteration 58Q (1096.428787 sec): 3 clusters Score: Raw -4284275.016261 + Penalty 1027.736827 = -4283247.279434 nChanged 108 SP:Iteration 59Q (1096.524632 sec): 3 clusters Score: Raw -4284278.958552 + Penalty 1027.736827 = -4283251.221725 nChanged 112 SP:Iteration 60F (1096.651653 sec): 3 clusters Score: Raw -4284282.852489 + Penalty 1027.736827 = -4283255.115662 nChanged 114 SP:Iteration 61Q (1096.774902 sec): 3 clusters Score: Raw -4284286.804693 + Penalty 1027.736827 = -4283259.067866 nChanged 120 SP:Iteration 62Q (1096.904808 sec): 3 clusters Score: Raw -4284291.416225 + Penalty 1027.736827 = -4283263.679398 nChanged 118 SP:Iteration 63Q (1097.027804 sec): 3 clusters Score: Raw -4284295.794848 + Penalty 1027.736827 = -4283268.058021 nChanged 127 SP:Iteration 64Q (1097.139139 sec): 3 clusters Score: Raw -4284300.569497 + Penalty 1027.736827 = -4283272.832670 nChanged 110 SP:Iteration 65Q (1097.265251 sec): 3 clusters Score: Raw -4284304.448620 + Penalty 1027.736827 = -4283276.711794 nChanged 121 SP:Iteration 66Q (1097.380956 sec): 3 clusters Score: Raw -4284308.082633 + Penalty 1027.736827 = -4283280.345806 nChanged 94 SP:Iteration 67Q (1097.508064 sec): 3 clusters Score: Raw -4284310.489226 + Penalty 1027.736827 = -4283282.752399 nChanged 81 SP:Iteration 68Q (1097.632400 sec): 3 clusters Score: Raw -4284312.498847 + Penalty 1027.736827 = -4283284.762020 nChanged 81 SP:Iteration 69Q (1097.725241 sec): 3 clusters Score: Raw -4284314.961663 + Penalty 1027.736827 = -4283287.224836 nChanged 89 SP:Iteration 70Q (1097.856128 sec): 3 clusters Score: Raw -4284317.636322 + Penalty 1027.736827 = -4283289.899495 nChanged 100 SP:Iteration 71Q (1097.968955 sec): 3 clusters Score: Raw -4284320.812729 + Penalty 1027.736827 = -4283293.075902 nChanged 107 SP:Iteration 72Q (1098.089958 sec): 3 clusters Score: Raw -4284324.643032 + Penalty 1027.736827 = -4283296.906205 nChanged 113 SP:Iteration 73Q (1098.200589 sec): 3 clusters Score: Raw -4284328.289253 + Penalty 1027.736827 = -4283300.552426 nChanged 92 SP:Iteration 74Q (1098.328281 sec): 3 clusters Score: Raw -4284330.829514 + Penalty 1027.736827 = -4283303.092687 nChanged 78 SP:Iteration 75Q (1098.443349 sec): 3 clusters Score: Raw -4284332.813162 + Penalty 1027.736827 = -4283305.076335 nChanged 76 SP:Iteration 76Q (1098.570974 sec): 3 clusters Score: Raw -4284334.592116 + Penalty 1027.736827 = -4283306.855289 nChanged 68 SP:Iteration 77Q (1098.692863 sec): 3 clusters Score: Raw -4284336.120732 + Penalty 1027.736827 = -4283308.383905 nChanged 67 SP:Iteration 78Q (1098.815449 sec): 3 clusters Score: Raw -4284337.499041 + Penalty 1027.736827 = -4283309.762214 nChanged 68 SP:Iteration 79Q (1098.937449 sec): 3 clusters Score: Raw -4284338.742171 + Penalty 1027.736827 = -4283311.005344 nChanged 57 SP:Iteration 80F (1099.055215 sec): 3 clusters Score: Raw -4284339.721062 + Penalty 1027.736827 = -4283311.984235 nChanged 53 SP:Iteration 81Q (1099.171657 sec): 3 clusters Score: Raw -4284340.581685 + Penalty 1027.736827 = -4283312.844858 nChanged 59 SP:Iteration 82Q (1099.304846 sec): 3 clusters Score: Raw -4284341.574867 + Penalty 1027.736827 = -4283313.838040 nChanged 58 SP:Iteration 83Q (1099.419022 sec): 3 clusters Score: Raw -4284342.757114 + Penalty 1027.736827 = -4283315.020287 nChanged 55 SP:Iteration 84Q (1099.537436 sec): 3 clusters Score: Raw -4284343.961123 + Penalty 1027.736827 = -4283316.224296 nChanged 54 SP:Iteration 85Q (1099.664996 sec): 3 clusters Score: Raw -4284345.242306 + Penalty 1027.736827 = -4283317.505479 nChanged 72 SP:Iteration 86Q (1099.784025 sec): 3 clusters Score: Raw -4284346.952128 + Penalty 1027.736827 = -4283319.215301 nChanged 67 SP:Iteration 87Q (1099.899053 sec): 3 clusters Score: Raw -4284348.387109 + Penalty 1027.736827 = -4283320.650282 nChanged 70 SP:Iteration 88Q (1100.017779 sec): 3 clusters Score: Raw -4284349.643865 + Penalty 1027.736827 = -4283321.907039 nChanged 63 SP:Iteration 89Q (1100.135671 sec): 3 clusters Score: Raw -4284350.990899 + Penalty 1027.736827 = -4283323.254072 nChanged 72 SP:Iteration 90Q (1100.249990 sec): 3 clusters Score: Raw -4284352.701447 + Penalty 1027.736827 = -4283324.964620 nChanged 60 SP:Iteration 91Q (1100.359697 sec): 3 clusters Score: Raw -4284353.879272 + Penalty 1027.736827 = -4283326.142445 nChanged 60 SP:Iteration 92Q (1100.477972 sec): 3 clusters Score: Raw -4284354.913468 + Penalty 1027.736827 = -4283327.176641 nChanged 43 SP:Iteration 93Q (1100.597185 sec): 3 clusters Score: Raw -4284355.571521 + Penalty 1027.736827 = -4283327.834694 nChanged 54 SP:Iteration 94Q (1100.735444 sec): 3 clusters Score: Raw -4284356.622720 + Penalty 1027.736827 = -4283328.885893 nChanged 53 SP:Iteration 95Q (1100.852883 sec): 3 clusters Score: Raw -4284357.631857 + Penalty 1027.736827 = -4283329.895030 nChanged 49 SP:Iteration 96Q (1100.980029 sec): 3 clusters Score: Raw -4284358.540357 + Penalty 1027.736827 = -4283330.803530 nChanged 49 SP:Iteration 97Q (1101.093895 sec): 3 clusters Score: Raw -4284359.442309 + Penalty 1027.736827 = -4283331.705482 nChanged 45 SP:Iteration 98Q (1101.209841 sec): 3 clusters Score: Raw -4284360.175318 + Penalty 1027.736827 = -4283332.438491 nChanged 47 SP:Iteration 99Q (1101.325306 sec): 3 clusters Score: Raw -4284361.028533 + Penalty 1027.736827 = -4283333.291706 nChanged 58 SP:Iteration 100F (1101.440658 sec): 3 clusters Score: Raw -4284362.039725 + Penalty 1027.736827 = -4283334.302898 nChanged 48 SP:Iteration 101Q (1101.554993 sec): 3 clusters Score: Raw -4284362.749920 + Penalty 1027.736827 = -4283335.013094 nChanged 39 SP:Iteration 102Q (1101.669668 sec): 3 clusters Score: Raw -4284363.349197 + Penalty 1027.736827 = -4283335.612370 nChanged 40 SP:Iteration 103Q (1101.794787 sec): 3 clusters Score: Raw -4284364.026623 + Penalty 1027.736827 = -4283336.289796 nChanged 45 SP:Iteration 104Q (1101.917384 sec): 3 clusters Score: Raw -4284364.809387 + Penalty 1027.736827 = -4283337.072560 nChanged 47 SP:Iteration 105Q (1102.039356 sec): 3 clusters Score: Raw -4284365.497212 + Penalty 1027.736827 = -4283337.760385 nChanged 40 SP:Iteration 106Q (1102.150754 sec): 3 clusters Score: Raw -4284366.048637 + Penalty 1027.736827 = -4283338.311811 nChanged 34 SP:Iteration 107Q (1102.273587 sec): 3 clusters Score: Raw -4284366.517610 + Penalty 1027.736827 = -4283338.780783 nChanged 44 SP:Iteration 108Q (1102.394148 sec): 3 clusters Score: Raw -4284367.229154 + Penalty 1027.736827 = -4283339.492328 nChanged 39 SP:Iteration 109Q (1102.507111 sec): 3 clusters Score: Raw -4284367.880271 + Penalty 1027.736827 = -4283340.143444 nChanged 40 SP:Iteration 110Q (1102.621198 sec): 3 clusters Score: Raw -4284368.523082 + Penalty 1027.736827 = -4283340.786255 nChanged 39 SP:Iteration 111Q (1102.744733 sec): 3 clusters Score: Raw -4284369.187928 + Penalty 1027.736827 = -4283341.451101 nChanged 46 SP:Iteration 112Q (1102.855582 sec): 3 clusters Score: Raw -4284369.899958 + Penalty 1027.736827 = -4283342.163131 nChanged 42 SP:Iteration 113Q (1102.967851 sec): 3 clusters Score: Raw -4284370.649262 + Penalty 1027.736827 = -4283342.912435 nChanged 59 SP:Iteration 114Q (1103.077124 sec): 3 clusters Score: Raw -4284371.965142 + Penalty 1027.736827 = -4283344.228315 nChanged 68 SP:Iteration 115Q (1103.204259 sec): 3 clusters Score: Raw -4284373.485399 + Penalty 1027.736827 = -4283345.748572 nChanged 64 SP:Iteration 116Q (1103.324599 sec): 3 clusters Score: Raw -4284374.822030 + Penalty 1027.736827 = -4283347.085203 nChanged 57 SP:Iteration 117Q (1103.448257 sec): 3 clusters Score: Raw -4284375.784313 + Penalty 1027.736827 = -4283348.047486 nChanged 57 SP:Iteration 118Q (1103.551352 sec): 3 clusters Score: Raw -4284376.616466 + Penalty 1027.736827 = -4283348.879639 nChanged 55 SP:Iteration 119Q (1103.673244 sec): 3 clusters Score: Raw -4284377.790543 + Penalty 1027.736827 = -4283350.053716 nChanged 68 SP:Iteration 120F (1103.794591 sec): 3 clusters Score: Raw -4284379.400990 + Penalty 1027.736827 = -4283351.664163 nChanged 73 SP:Iteration 121Q (1103.918265 sec): 3 clusters Score: Raw -4284381.011285 + Penalty 1027.736827 = -4283353.274459 nChanged 64 SP:Iteration 122Q (1104.039873 sec): 3 clusters Score: Raw -4284382.340233 + Penalty 1027.736827 = -4283354.603406 nChanged 62 SP:Iteration 123Q (1104.157387 sec): 3 clusters Score: Raw -4284383.624196 + Penalty 1027.736827 = -4283355.887369 nChanged 73 SP:Iteration 124Q (1104.272085 sec): 3 clusters Score: Raw -4284385.477349 + Penalty 1027.736827 = -4283357.740522 nChanged 89 SP:Iteration 125Q (1104.391093 sec): 3 clusters Score: Raw -4284387.969804 + Penalty 1027.736827 = -4283360.232977 nChanged 79 SP:Iteration 126Q (1104.516314 sec): 3 clusters Score: Raw -4284390.064092 + Penalty 1027.736827 = -4283362.327266 nChanged 93 SP:Iteration 127Q (1104.643336 sec): 3 clusters Score: Raw -4284392.461785 + Penalty 1027.736827 = -4283364.724958 nChanged 87 SP:Iteration 128Q (1104.755343 sec): 3 clusters Score: Raw -4284394.711638 + Penalty 1027.736827 = -4283366.974811 nChanged 108 SP:Iteration 129Q (1104.890783 sec): 3 clusters Score: Raw -4284397.858613 + Penalty 1027.736827 = -4283370.121787 nChanged 101 SP:Iteration 130Q (1104.988318 sec): 3 clusters Score: Raw -4284400.758301 + Penalty 1027.736827 = -4283373.021474 nChanged 105 SP:Iteration 131Q (1105.124536 sec): 3 clusters Score: Raw -4284403.546527 + Penalty 1027.736827 = -4283375.809700 nChanged 107 SP:Iteration 132Q (1105.244850 sec): 3 clusters Score: Raw -4284406.659696 + Penalty 1027.736827 = -4283378.922869 nChanged 108 SP:Iteration 133Q (1105.356857 sec): 3 clusters Score: Raw -4284409.816465 + Penalty 1027.736827 = -4283382.079638 nChanged 99 SP:Iteration 134Q (1105.477883 sec): 3 clusters Score: Raw -4284412.526417 + Penalty 1027.736827 = -4283384.789590 nChanged 95 SP:Iteration 135Q (1105.591333 sec): 3 clusters Score: Raw -4284414.973691 + Penalty 1027.736827 = -4283387.236864 nChanged 80 SP:Iteration 136Q (1105.714856 sec): 3 clusters Score: Raw -4284417.337662 + Penalty 1027.736827 = -4283389.600836 nChanged 104 SP:Iteration 137Q (1105.826389 sec): 3 clusters Score: Raw -4284420.608761 + Penalty 1027.736827 = -4283392.871934 nChanged 88 SP:Iteration 138Q (1105.952864 sec): 3 clusters Score: Raw -4284423.045041 + Penalty 1027.736827 = -4283395.308214 nChanged 100 SP:Iteration 139Q (1106.077346 sec): 3 clusters Score: Raw -4284425.701796 + Penalty 1027.736827 = -4283397.964969 nChanged 94 SP:Iteration 140F (1106.189590 sec): 3 clusters Score: Raw -4284427.952368 + Penalty 1027.736827 = -4283400.215541 nChanged 79 SP:Iteration 141Q (1106.300243 sec): 3 clusters Score: Raw -4284429.704263 + Penalty 1027.736827 = -4283401.967436 nChanged 72 SP:Iteration 142Q (1106.429358 sec): 3 clusters Score: Raw -4284431.100653 + Penalty 1027.736827 = -4283403.363827 nChanged 69 SP:Iteration 143Q (1106.565733 sec): 3 clusters Score: Raw -4284432.272707 + Penalty 1027.736827 = -4283404.535880 nChanged 60 SP:Iteration 144Q (1106.689007 sec): 3 clusters Score: Raw -4284433.177117 + Penalty 1027.736827 = -4283405.440290 nChanged 53 SP:Iteration 145Q (1106.808676 sec): 3 clusters Score: Raw -4284434.206681 + Penalty 1027.736827 = -4283406.469854 nChanged 52 SP:Iteration 146Q (1106.926091 sec): 3 clusters Score: Raw -4284435.137208 + Penalty 1027.736827 = -4283407.400381 nChanged 56 SP:Iteration 147Q (1107.045043 sec): 3 clusters Score: Raw -4284436.149858 + Penalty 1027.736827 = -4283408.413031 nChanged 53 SP:Iteration 148Q (1107.165286 sec): 3 clusters Score: Raw -4284436.998842 + Penalty 1027.736827 = -4283409.262016 nChanged 49 SP:Iteration 149Q (1107.303052 sec): 3 clusters Score: Raw -4284437.799854 + Penalty 1027.736827 = -4283410.063027 nChanged 59 SP:Iteration 150Q (1107.423234 sec): 3 clusters Score: Raw -4284438.856743 + Penalty 1027.736827 = -4283411.119916 nChanged 65 SP:Iteration 151Q (1107.552585 sec): 3 clusters Score: Raw -4284440.153937 + Penalty 1027.736827 = -4283412.417110 nChanged 60 SP:Iteration 152Q (1107.672725 sec): 3 clusters Score: Raw -4284441.280035 + Penalty 1027.736827 = -4283413.543208 nChanged 55 SP:Iteration 153Q (1107.808972 sec): 3 clusters Score: Raw -4284442.089364 + Penalty 1027.736827 = -4283414.352537 nChanged 44 SP:Iteration 154Q (1107.933979 sec): 3 clusters Score: Raw -4284442.714162 + Penalty 1027.736827 = -4283414.977336 nChanged 40 SP:Iteration 155Q (1108.063450 sec): 3 clusters Score: Raw -4284443.132332 + Penalty 1027.736827 = -4283415.395505 nChanged 28 SP:Iteration 156Q (1108.173896 sec): 3 clusters Score: Raw -4284443.433488 + Penalty 1027.736827 = -4283415.696661 nChanged 31 SP:Iteration 157Q (1108.294351 sec): 3 clusters Score: Raw -4284443.733361 + Penalty 1027.736827 = -4283415.996534 nChanged 27 SP:Iteration 158Q (1108.404198 sec): 3 clusters Score: Raw -4284443.990714 + Penalty 1027.736827 = -4283416.253888 nChanged 26 SP:Iteration 159Q (1108.531227 sec): 3 clusters Score: Raw -4284444.223813 + Penalty 1027.736827 = -4283416.486986 nChanged 26 SP:Iteration 160F (1108.643906 sec): 3 clusters Score: Raw -4284444.516350 + Penalty 1027.736827 = -4283416.779523 nChanged 30 SP:Iteration 161Q (1108.774160 sec): 3 clusters Score: Raw -4284444.841355 + Penalty 1027.736827 = -4283417.104528 nChanged 30 SP:Iteration 162Q (1108.871297 sec): 3 clusters Score: Raw -4284445.132658 + Penalty 1027.736827 = -4283417.395831 nChanged 28 SP:Iteration 163Q (1109.000964 sec): 3 clusters Score: Raw -4284445.340790 + Penalty 1027.736827 = -4283417.603963 nChanged 15 SP:Iteration 164Q (1109.122844 sec): 3 clusters Score: Raw -4284445.432209 + Penalty 1027.736827 = -4283417.695382 nChanged 12 SP:Iteration 165Q (1109.243045 sec): 3 clusters Score: Raw -4284445.501372 + Penalty 1027.736827 = -4283417.764545 nChanged 14 SP:Iteration 166Q (1109.349651 sec): 3 clusters Score: Raw -4284445.637513 + Penalty 1027.736827 = -4283417.900686 nChanged 19 SP:Iteration 167Q (1109.471031 sec): 3 clusters Score: Raw -4284445.812586 + Penalty 1027.736827 = -4283418.075759 nChanged 20 SP:Iteration 168Q (1109.592279 sec): 3 clusters Score: Raw -4284446.030875 + Penalty 1027.736827 = -4283418.294048 nChanged 20 SP:Iteration 169Q (1109.705145 sec): 3 clusters Score: Raw -4284446.326563 + Penalty 1027.736827 = -4283418.589736 nChanged 27 SP:Iteration 170Q (1109.825309 sec): 3 clusters Score: Raw -4284446.772455 + Penalty 1027.736827 = -4283419.035628 nChanged 25 SP:Iteration 171Q (1109.933559 sec): 3 clusters Score: Raw -4284447.031828 + Penalty 1027.736827 = -4283419.295001 nChanged 25 SP:Iteration 172Q (1110.065492 sec): 3 clusters Score: Raw -4284447.305739 + Penalty 1027.736827 = -4283419.568912 nChanged 35 SP:Iteration 173Q (1110.187018 sec): 3 clusters Score: Raw -4284447.816937 + Penalty 1027.736827 = -4283420.080110 nChanged 30 SP:Iteration 174Q (1110.314780 sec): 3 clusters Score: Raw -4284448.162850 + Penalty 1027.736827 = -4283420.426023 nChanged 33 SP:Iteration 175Q (1110.446523 sec): 3 clusters Score: Raw -4284448.484986 + Penalty 1027.736827 = -4283420.748160 nChanged 24 SP:Iteration 176Q (1110.567264 sec): 3 clusters Score: Raw -4284448.667441 + Penalty 1027.736827 = -4283420.930614 nChanged 18 SP:Iteration 177Q (1110.690712 sec): 3 clusters Score: Raw -4284448.840960 + Penalty 1027.736827 = -4283421.104133 nChanged 18 SP:Iteration 178Q (1110.813194 sec): 3 clusters Score: Raw -4284449.015602 + Penalty 1027.736827 = -4283421.278775 nChanged 18 SP:Iteration 179Q (1110.936670 sec): 3 clusters Score: Raw -4284449.178224 + Penalty 1027.736827 = -4283421.441397 nChanged 22 SP:Iteration 180F (1111.051920 sec): 3 clusters Score: Raw -4284449.363136 + Penalty 1027.736827 = -4283421.626309 nChanged 23 SP:Iteration 181Q (1111.179298 sec): 3 clusters Score: Raw -4284449.597133 + Penalty 1027.736827 = -4283421.860306 nChanged 24 SP:Iteration 182Q (1111.301720 sec): 3 clusters Score: Raw -4284449.872946 + Penalty 1027.736827 = -4283422.136119 nChanged 25 SP:Iteration 183Q (1111.425373 sec): 3 clusters Score: Raw -4284450.272269 + Penalty 1027.736827 = -4283422.535442 nChanged 33 SP:Iteration 184Q (1111.541092 sec): 3 clusters Score: Raw -4284450.670910 + Penalty 1027.736827 = -4283422.934083 nChanged 33 SP:Iteration 185Q (1111.658713 sec): 3 clusters Score: Raw -4284450.976619 + Penalty 1027.736827 = -4283423.239792 nChanged 27 SP:Iteration 186Q (1111.796878 sec): 3 clusters Score: Raw -4284451.170874 + Penalty 1027.736827 = -4283423.434047 nChanged 23 SP:Iteration 187Q (1111.921625 sec): 3 clusters Score: Raw -4284451.349776 + Penalty 1027.736827 = -4283423.612949 nChanged 23 SP:Iteration 188Q (1112.044343 sec): 3 clusters Score: Raw -4284451.528109 + Penalty 1027.736827 = -4283423.791282 nChanged 20 SP:Iteration 189Q (1112.160580 sec): 3 clusters Score: Raw -4284451.654708 + Penalty 1027.736827 = -4283423.917881 nChanged 19 SP:Iteration 190Q (1112.282347 sec): 3 clusters Score: Raw -4284451.781173 + Penalty 1027.736827 = -4283424.044346 nChanged 19 SP:Iteration 191Q (1112.414704 sec): 3 clusters Score: Raw -4284451.914755 + Penalty 1027.736827 = -4283424.177929 nChanged 17 SP:Iteration 192Q (1112.540446 sec): 3 clusters Score: Raw -4284452.105499 + Penalty 1027.736827 = -4283424.368673 nChanged 18 SP:Iteration 193Q (1112.654067 sec): 3 clusters Score: Raw -4284452.334167 + Penalty 1027.736827 = -4283424.597340 nChanged 22 SP:Iteration 194Q (1112.778518 sec): 3 clusters Score: Raw -4284452.626995 + Penalty 1027.736827 = -4283424.890168 nChanged 31 SP:Iteration 195Q (1112.898365 sec): 3 clusters Score: Raw -4284453.093458 + Penalty 1027.736827 = -4283425.356631 nChanged 27 SP:Iteration 196Q (1113.024478 sec): 3 clusters Score: Raw -4284453.416849 + Penalty 1027.736827 = -4283425.680022 nChanged 26 SP:Iteration 197Q (1113.130534 sec): 3 clusters Score: Raw -4284453.679797 + Penalty 1027.736827 = -4283425.942970 nChanged 23 SP:Iteration 198Q (1113.262601 sec): 3 clusters Score: Raw -4284453.942051 + Penalty 1027.736827 = -4283426.205224 nChanged 23 SP:Iteration 199Q (1113.379606 sec): 3 clusters Score: Raw -4284454.143782 + Penalty 1027.736827 = -4283426.406955 nChanged 18 SP:Iteration 200F (1113.501421 sec): 3 clusters Score: Raw -4284454.345010 + Penalty 1027.736827 = -4283426.608183 nChanged 24 SP:Iteration 201Q (1113.613957 sec): 3 clusters Score: Raw -4284454.681629 + Penalty 1027.736827 = -4283426.944802 nChanged 25 SP:Iteration 202Q (1113.740943 sec): 3 clusters Score: Raw -4284454.977340 + Penalty 1027.736827 = -4283427.240513 nChanged 21 SP:Iteration 203Q (1113.868367 sec): 3 clusters Score: Raw -4284455.117960 + Penalty 1027.736827 = -4283427.381133 nChanged 15 SP:Iteration 204Q (1113.988308 sec): 3 clusters Score: Raw -4284455.211794 + Penalty 1027.736827 = -4283427.474967 nChanged 14 SP:Iteration 205Q (1114.125861 sec): 3 clusters Score: Raw -4284455.283660 + Penalty 1027.736827 = -4283427.546833 nChanged 13 SP:Iteration 206Q (1114.254901 sec): 3 clusters Score: Raw -4284455.353380 + Penalty 1027.736827 = -4283427.616553 nChanged 7 SP:Iteration 207Q (1114.388990 sec): 3 clusters Score: Raw -4284455.397873 + Penalty 1027.736827 = -4283427.661046 nChanged 6 SP:Iteration 208Q (1114.512436 sec): 3 clusters Score: Raw -4284455.435087 + Penalty 1027.736827 = -4283427.698260 nChanged 7 SP:Iteration 209Q (1114.626012 sec): 3 clusters Score: Raw -4284455.477780 + Penalty 1027.736827 = -4283427.740954 nChanged 6 SP:Iteration 210Q (1114.754195 sec): 3 clusters Score: Raw -4284455.531495 + Penalty 1027.736827 = -4283427.794668 nChanged 9 SP:Iteration 211Q (1114.882567 sec): 3 clusters Score: Raw -4284455.603447 + Penalty 1027.736827 = -4283427.866620 nChanged 11 SP:Iteration 212Q (1115.009788 sec): 3 clusters Score: Raw -4284455.698727 + Penalty 1027.736827 = -4283427.961900 nChanged 12 SP:Iteration 213Q (1115.143748 sec): 3 clusters Score: Raw -4284455.778225 + Penalty 1027.736827 = -4283428.041398 nChanged 10 SP:Iteration 214Q (1115.269643 sec): 3 clusters Score: Raw -4284455.828158 + Penalty 1027.736827 = -4283428.091331 nChanged 9 SP:Iteration 215Q (1115.386205 sec): 3 clusters Score: Raw -4284455.892139 + Penalty 1027.736827 = -4283428.155312 nChanged 7 SP:Iteration 216Q (1115.511557 sec): 3 clusters Score: Raw -4284455.935396 + Penalty 1027.736827 = -4283428.198569 nChanged 5 SP:Iteration 217Q (1115.607106 sec): 3 clusters Score: Raw -4284455.957214 + Penalty 1027.736827 = -4283428.220387 nChanged 7 SP:Iteration 218Q (1115.740674 sec): 3 clusters Score: Raw -4284455.990176 + Penalty 1027.736827 = -4283428.253349 nChanged 3 SP:Iteration 219Q (1115.858528 sec): 3 clusters Score: Raw -4284456.007931 + Penalty 1027.736827 = -4283428.271105 nChanged 3 SP:Iteration 220F (1115.987796 sec): 3 clusters Score: Raw -4284456.019703 + Penalty 1027.736827 = -4283428.282876 nChanged 4 SP:Iteration 221Q (1116.106443 sec): 3 clusters Score: Raw -4284456.039181 + Penalty 1027.736827 = -4283428.302354 nChanged 6 SP:Iteration 222Q (1116.240496 sec): 3 clusters Score: Raw -4284456.066359 + Penalty 1027.736827 = -4283428.329532 nChanged 6 SP:Iteration 223Q (1116.370491 sec): 3 clusters Score: Raw -4284456.097668 + Penalty 1027.736827 = -4283428.360841 nChanged 6 SP:Iteration 224Q (1116.493410 sec): 3 clusters Score: Raw -4284456.136864 + Penalty 1027.736827 = -4283428.400037 nChanged 5 SP:Iteration 225Q (1116.623470 sec): 3 clusters Score: Raw -4284456.160763 + Penalty 1027.736827 = -4283428.423936 nChanged 6 SP:Iteration 226Q (1116.744176 sec): 3 clusters Score: Raw -4284456.193484 + Penalty 1027.736827 = -4283428.456657 nChanged 6 SP:Iteration 227Q (1116.862866 sec): 3 clusters Score: Raw -4284456.252394 + Penalty 1027.736827 = -4283428.515567 nChanged 7 SP:Iteration 228Q (1116.989103 sec): 3 clusters Score: Raw -4284456.301248 + Penalty 1027.736827 = -4283428.564421 nChanged 10 SP:Iteration 229Q (1117.101567 sec): 3 clusters Score: Raw -4284456.352836 + Penalty 1027.736827 = -4283428.616009 nChanged 8 SP:Iteration 230Q (1117.215254 sec): 3 clusters Score: Raw -4284456.421421 + Penalty 1027.736827 = -4283428.684595 nChanged 9 SP:Iteration 231Q (1117.333066 sec): 3 clusters Score: Raw -4284456.483917 + Penalty 1027.736827 = -4283428.747090 nChanged 9 SP:Iteration 232Q (1117.463978 sec): 3 clusters Score: Raw -4284456.562804 + Penalty 1027.736827 = -4283428.825977 nChanged 6 SP:Iteration 233Q (1117.581915 sec): 3 clusters Score: Raw -4284456.596637 + Penalty 1027.736827 = -4283428.859810 nChanged 4 SP:Iteration 234Q (1117.705510 sec): 3 clusters Score: Raw -4284456.617423 + Penalty 1027.736827 = -4283428.880597 nChanged 3 SP:Iteration 235Q (1117.818325 sec): 3 clusters Score: Raw -4284456.630878 + Penalty 1027.736827 = -4283428.894051 nChanged 4 SP:Iteration 236Q (1117.944734 sec): 3 clusters Score: Raw -4284456.640380 + Penalty 1027.736827 = -4283428.903553 nChanged 2 SP:Iteration 237Q (1118.062067 sec): 3 clusters Score: Raw -4284456.642576 + Penalty 1027.736827 = -4283428.905749 nChanged 1 SP:Iteration 238Q (1118.186117 sec): 3 clusters Score: Raw -4284456.643308 + Penalty 1027.736827 = -4283428.906481 nChanged 0 SP:Iteration 239F (1118.302270 sec): 3 clusters Score: Raw -4284456.643308 + Penalty 1027.736827 = -4283428.906481 nChanged 0 Trying to split cluster 17 (2493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1118.329750 sec): 2 clusters Score: Raw -116565.215573 + Penalty 355.866515 = -116209.349058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1118.363899 sec): 3 clusters Score: Raw -115189.565109 + Penalty 711.733030 = -114477.832079 nChanged 1064 SP:Iteration 1F (1118.405588 sec): 3 clusters Score: Raw -115947.520177 + Penalty 711.733030 = -115235.787147 nChanged 276 SP:Iteration 2F (1118.455050 sec): 3 clusters Score: Raw -116501.213003 + Penalty 711.733030 = -115789.479973 nChanged 327 SP:Iteration 3F (1118.495427 sec): 3 clusters Score: Raw -117575.548706 + Penalty 711.733030 = -116863.815677 nChanged 213 SP:Iteration 4F (1118.525317 sec): 3 clusters Score: Raw -117944.333577 + Penalty 711.733030 = -117232.600547 nChanged 88 SP:Iteration 5Q (1118.570166 sec): 3 clusters Score: Raw -118050.402305 + Penalty 711.733030 = -117338.669276 nChanged 37 SP:Iteration 6Q (1118.600896 sec): 3 clusters Score: Raw -118089.545133 + Penalty 711.733030 = -117377.812104 nChanged 21 SP:Iteration 7Q (1118.643958 sec): 3 clusters Score: Raw -118111.233460 + Penalty 711.733030 = -117399.500431 nChanged 21 SP:Iteration 8Q (1118.684724 sec): 3 clusters Score: Raw -118127.452586 + Penalty 711.733030 = -117415.719556 nChanged 13 SP:Iteration 9Q (1118.735574 sec): 3 clusters Score: Raw -118147.759108 + Penalty 711.733030 = -117436.026079 nChanged 14 SP:Iteration 10Q (1118.768199 sec): 3 clusters Score: Raw -118172.525174 + Penalty 711.733030 = -117460.792144 nChanged 11 SP:Iteration 11Q (1118.809494 sec): 3 clusters Score: Raw -118183.919641 + Penalty 711.733030 = -117472.186611 nChanged 7 SP:Iteration 12Q (1118.853137 sec): 3 clusters Score: Raw -118186.187132 + Penalty 711.733030 = -117474.454103 nChanged 3 SP:Iteration 13Q (1118.906651 sec): 3 clusters Score: Raw -118187.483691 + Penalty 711.733030 = -117475.750662 nChanged 1 SP:Iteration 14Q (1118.934817 sec): 3 clusters Score: Raw -118188.033144 + Penalty 711.733030 = -117476.300114 nChanged 2 SP:Iteration 15Q (1118.972692 sec): 3 clusters Score: Raw -118188.823127 + Penalty 711.733030 = -117477.090097 nChanged 2 SP:Iteration 16Q (1119.021473 sec): 3 clusters Score: Raw -118189.580705 + Penalty 711.733030 = -117477.847676 nChanged 2 SP:Iteration 17Q (1119.049135 sec): 3 clusters Score: Raw -118190.362566 + Penalty 711.733030 = -117478.629537 nChanged 1 SP:Iteration 18Q (1119.082339 sec): 3 clusters Score: Raw -118190.539462 + Penalty 711.733030 = -117478.806433 nChanged 0 SP:Iteration 19F (1119.126654 sec): 3 clusters Score: Raw -118190.539462 + Penalty 711.733030 = -117478.806433 nChanged 0 Score: Raw -56316649.842252 + Penalty 27908.304083 = -56288741.538170 Splitting cluster 17 changes total score from -56280671.757784 to -56288741.538170 So it's getting split into cluster 44. Trying to split cluster 18 (10246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1137.173300 sec): 2 clusters Score: Raw -545328.337517 + Penalty 420.176241 = -544908.161276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1137.216896 sec): 3 clusters Score: Raw -538882.530785 + Penalty 840.352482 = -538042.178303 nChanged 4787 SP:Iteration 1F (1137.269991 sec): 3 clusters Score: Raw -541928.893101 + Penalty 840.352482 = -541088.540618 nChanged 702 SP:Iteration 2F (1137.324175 sec): 3 clusters Score: Raw -542437.382035 + Penalty 840.352482 = -541597.029553 nChanged 740 SP:Iteration 3F (1137.373587 sec): 3 clusters Score: Raw -543040.866484 + Penalty 840.352482 = -542200.514002 nChanged 686 SP:Iteration 4F (1137.425166 sec): 3 clusters Score: Raw -543647.303981 + Penalty 840.352482 = -542806.951498 nChanged 654 SP:Iteration 5F (1137.472916 sec): 3 clusters Score: Raw -544127.460898 + Penalty 840.352482 = -543287.108416 nChanged 484 SP:Iteration 6Q (1137.516253 sec): 3 clusters Score: Raw -544435.628045 + Penalty 840.352482 = -543595.275563 nChanged 355 SP:Iteration 7Q (1137.563084 sec): 3 clusters Score: Raw -544591.644452 + Penalty 840.352482 = -543751.291969 nChanged 232 SP:Iteration 8Q (1137.621273 sec): 3 clusters Score: Raw -544681.723067 + Penalty 840.352482 = -543841.370584 nChanged 183 SP:Iteration 9Q (1137.676562 sec): 3 clusters Score: Raw -544735.925079 + Penalty 840.352482 = -543895.572597 nChanged 158 SP:Iteration 10Q (1137.719605 sec): 3 clusters Score: Raw -544778.877152 + Penalty 840.352482 = -543938.524670 nChanged 136 SP:Iteration 11Q (1137.762573 sec): 3 clusters Score: Raw -544812.072458 + Penalty 840.352482 = -543971.719976 nChanged 119 SP:Iteration 12Q (1137.806568 sec): 3 clusters Score: Raw -544844.025469 + Penalty 840.352482 = -544003.672987 nChanged 133 SP:Iteration 13Q (1137.874649 sec): 3 clusters Score: Raw -544881.384631 + Penalty 840.352482 = -544041.032148 nChanged 131 SP:Iteration 14Q (1137.922840 sec): 3 clusters Score: Raw -544925.080880 + Penalty 840.352482 = -544084.728398 nChanged 147 SP:Iteration 15Q (1137.978910 sec): 3 clusters Score: Raw -544972.686211 + Penalty 840.352482 = -544132.333728 nChanged 139 SP:Iteration 16Q (1138.023864 sec): 3 clusters Score: Raw -545021.326283 + Penalty 840.352482 = -544180.973801 nChanged 135 SP:Iteration 17Q (1138.082183 sec): 3 clusters Score: Raw -545070.883759 + Penalty 840.352482 = -544230.531277 nChanged 144 SP:Iteration 18Q (1138.142092 sec): 3 clusters Score: Raw -545122.093311 + Penalty 840.352482 = -544281.740829 nChanged 124 SP:Iteration 19Q (1138.195300 sec): 3 clusters Score: Raw -545164.158205 + Penalty 840.352482 = -544323.805722 nChanged 100 SP:Iteration 20F (1138.246893 sec): 3 clusters Score: Raw -545203.115527 + Penalty 840.352482 = -544362.763045 nChanged 106 SP:Iteration 21Q (1138.292656 sec): 3 clusters Score: Raw -545244.629697 + Penalty 840.352482 = -544404.277214 nChanged 92 SP:Iteration 22Q (1138.350099 sec): 3 clusters Score: Raw -545283.267197 + Penalty 840.352482 = -544442.914714 nChanged 77 SP:Iteration 23Q (1138.395684 sec): 3 clusters Score: Raw -545309.657788 + Penalty 840.352482 = -544469.305305 nChanged 76 SP:Iteration 24Q (1138.446027 sec): 3 clusters Score: Raw -545332.395419 + Penalty 840.352482 = -544492.042937 nChanged 58 SP:Iteration 25Q (1138.496818 sec): 3 clusters Score: Raw -545349.208742 + Penalty 840.352482 = -544508.856260 nChanged 49 SP:Iteration 26Q (1138.551967 sec): 3 clusters Score: Raw -545362.695949 + Penalty 840.352482 = -544522.343466 nChanged 45 SP:Iteration 27Q (1138.600353 sec): 3 clusters Score: Raw -545377.929662 + Penalty 840.352482 = -544537.577179 nChanged 46 SP:Iteration 28Q (1138.649768 sec): 3 clusters Score: Raw -545392.724961 + Penalty 840.352482 = -544552.372479 nChanged 46 SP:Iteration 29Q (1138.707724 sec): 3 clusters Score: Raw -545413.041450 + Penalty 840.352482 = -544572.688968 nChanged 34 SP:Iteration 30Q (1138.750117 sec): 3 clusters Score: Raw -545426.932063 + Penalty 840.352482 = -544586.579580 nChanged 38 SP:Iteration 31Q (1138.799171 sec): 3 clusters Score: Raw -545438.087857 + Penalty 840.352482 = -544597.735374 nChanged 33 SP:Iteration 32Q (1138.856296 sec): 3 clusters Score: Raw -545446.248620 + Penalty 840.352482 = -544605.896138 nChanged 25 SP:Iteration 33Q (1138.908197 sec): 3 clusters Score: Raw -545453.699434 + Penalty 840.352482 = -544613.346952 nChanged 30 SP:Iteration 34Q (1138.965556 sec): 3 clusters Score: Raw -545462.405608 + Penalty 840.352482 = -544622.053125 nChanged 26 SP:Iteration 35Q (1139.000459 sec): 3 clusters Score: Raw -545468.865095 + Penalty 840.352482 = -544628.512613 nChanged 20 SP:Iteration 36Q (1139.057140 sec): 3 clusters Score: Raw -545475.818354 + Penalty 840.352482 = -544635.465872 nChanged 22 SP:Iteration 37Q (1139.103811 sec): 3 clusters Score: Raw -545480.430872 + Penalty 840.352482 = -544640.078389 nChanged 19 SP:Iteration 38Q (1139.163177 sec): 3 clusters Score: Raw -545484.910498 + Penalty 840.352482 = -544644.558016 nChanged 11 SP:Iteration 39Q (1139.203046 sec): 3 clusters Score: Raw -545487.158888 + Penalty 840.352482 = -544646.806405 nChanged 10 SP:Iteration 40F (1139.247530 sec): 3 clusters Score: Raw -545489.267288 + Penalty 840.352482 = -544648.914805 nChanged 10 SP:Iteration 41Q (1139.302307 sec): 3 clusters Score: Raw -545491.458468 + Penalty 840.352482 = -544651.105985 nChanged 8 SP:Iteration 42Q (1139.351362 sec): 3 clusters Score: Raw -545492.875343 + Penalty 840.352482 = -544652.522860 nChanged 6 SP:Iteration 43Q (1139.407148 sec): 3 clusters Score: Raw -545494.778504 + Penalty 840.352482 = -544654.426022 nChanged 12 SP:Iteration 44Q (1139.453580 sec): 3 clusters Score: Raw -545497.988194 + Penalty 840.352482 = -544657.635712 nChanged 6 SP:Iteration 45Q (1139.497585 sec): 3 clusters Score: Raw -545499.371826 + Penalty 840.352482 = -544659.019344 nChanged 5 SP:Iteration 46Q (1139.546157 sec): 3 clusters Score: Raw -545499.958085 + Penalty 840.352482 = -544659.605603 nChanged 1 SP:Iteration 47Q (1139.597212 sec): 3 clusters Score: Raw -545499.982873 + Penalty 840.352482 = -544659.630391 nChanged 1 SP:Iteration 48Q (1139.645133 sec): 3 clusters Score: Raw -545500.224285 + Penalty 840.352482 = -544659.871802 nChanged 3 SP:Iteration 49Q (1139.694629 sec): 3 clusters Score: Raw -545500.830512 + Penalty 840.352482 = -544660.478029 nChanged 3 SP:Iteration 50Q (1139.740171 sec): 3 clusters Score: Raw -545501.478088 + Penalty 840.352482 = -544661.125605 nChanged 7 SP:Iteration 51Q (1139.782187 sec): 3 clusters Score: Raw -545502.999577 + Penalty 840.352482 = -544662.647094 nChanged 6 SP:Iteration 52Q (1139.827099 sec): 3 clusters Score: Raw -545504.061890 + Penalty 840.352482 = -544663.709407 nChanged 4 SP:Iteration 53Q (1139.877044 sec): 3 clusters Score: Raw -545504.548100 + Penalty 840.352482 = -544664.195617 nChanged 4 SP:Iteration 54Q (1139.935226 sec): 3 clusters Score: Raw -545505.510017 + Penalty 840.352482 = -544665.157535 nChanged 4 SP:Iteration 55Q (1139.993629 sec): 3 clusters Score: Raw -545506.100401 + Penalty 840.352482 = -544665.747918 nChanged 2 SP:Iteration 56Q (1140.028093 sec): 3 clusters Score: Raw -545506.380651 + Penalty 840.352482 = -544666.028169 nChanged 1 SP:Iteration 57Q (1140.077339 sec): 3 clusters Score: Raw -545506.867641 + Penalty 840.352482 = -544666.515158 nChanged 5 SP:Iteration 58Q (1140.122948 sec): 3 clusters Score: Raw -545507.378552 + Penalty 840.352482 = -544667.026070 nChanged 4 SP:Iteration 59Q (1140.180623 sec): 3 clusters Score: Raw -545507.987955 + Penalty 840.352482 = -544667.635472 nChanged 4 SP:Iteration 60F (1140.232374 sec): 3 clusters Score: Raw -545508.751114 + Penalty 840.352482 = -544668.398632 nChanged 2 SP:Iteration 61Q (1140.286686 sec): 3 clusters Score: Raw -545509.010934 + Penalty 840.352482 = -544668.658451 nChanged 2 SP:Iteration 62Q (1140.333220 sec): 3 clusters Score: Raw -545509.275429 + Penalty 840.352482 = -544668.922947 nChanged 0 SP:Iteration 63F (1140.383940 sec): 3 clusters Score: Raw -545509.275429 + Penalty 840.352482 = -544668.922947 nChanged 0 Trying to split cluster 19 (1025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1140.405530 sec): 2 clusters Score: Raw -34735.585658 + Penalty 315.426379 = -34420.159279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1140.441627 sec): 3 clusters Score: Raw -34315.236218 + Penalty 630.852758 = -33684.383460 nChanged 442 SP:Iteration 1F (1140.475268 sec): 3 clusters Score: Raw -34838.552450 + Penalty 630.852758 = -34207.699692 nChanged 111 SP:Iteration 2F (1140.523245 sec): 3 clusters Score: Raw -34981.253421 + Penalty 630.852758 = -34350.400663 nChanged 75 SP:Iteration 3F (1140.571096 sec): 3 clusters Score: Raw -35083.443626 + Penalty 630.852758 = -34452.590868 nChanged 49 SP:Iteration 4Q (1140.611513 sec): 3 clusters Score: Raw -35188.701314 + Penalty 630.852758 = -34557.848556 nChanged 31 SP:Iteration 5Q (1140.660291 sec): 3 clusters Score: Raw -35217.329162 + Penalty 630.852758 = -34586.476404 nChanged 15 SP:Iteration 6Q (1140.691683 sec): 3 clusters Score: Raw -35224.180539 + Penalty 630.852758 = -34593.327781 nChanged 10 SP:Iteration 7Q (1140.723612 sec): 3 clusters Score: Raw -35228.020392 + Penalty 630.852758 = -34597.167634 nChanged 8 SP:Iteration 8Q (1140.762136 sec): 3 clusters Score: Raw -35233.171183 + Penalty 630.852758 = -34602.318425 nChanged 10 SP:Iteration 9Q (1140.792809 sec): 3 clusters Score: Raw -35236.776048 + Penalty 630.852758 = -34605.923290 nChanged 3 SP:Iteration 10Q (1140.831083 sec): 3 clusters Score: Raw -35238.079155 + Penalty 630.852758 = -34607.226397 nChanged 2 SP:Iteration 11Q (1140.879556 sec): 3 clusters Score: Raw -35238.876100 + Penalty 630.852758 = -34608.023342 nChanged 1 SP:Iteration 12Q (1140.924071 sec): 3 clusters Score: Raw -35239.529858 + Penalty 630.852758 = -34608.677100 nChanged 1 SP:Iteration 13Q (1140.970769 sec): 3 clusters Score: Raw -35241.175881 + Penalty 630.852758 = -34610.323123 nChanged 3 SP:Iteration 14Q (1141.015846 sec): 3 clusters Score: Raw -35245.323334 + Penalty 630.852758 = -34614.470576 nChanged 3 SP:Iteration 15Q (1141.047608 sec): 3 clusters Score: Raw -35250.231430 + Penalty 630.852758 = -34619.378672 nChanged 7 SP:Iteration 16Q (1141.087189 sec): 3 clusters Score: Raw -35252.095431 + Penalty 630.852758 = -34621.242673 nChanged 1 SP:Iteration 17Q (1141.130417 sec): 3 clusters Score: Raw -35252.163231 + Penalty 630.852758 = -34621.310473 nChanged 1 SP:Iteration 18Q (1141.173392 sec): 3 clusters Score: Raw -35252.234201 + Penalty 630.852758 = -34621.381443 nChanged 0 SP:Iteration 19F (1141.222937 sec): 3 clusters Score: Raw -35252.234201 + Penalty 630.852758 = -34621.381443 nChanged 0 Score: Raw -56317166.490796 + Penalty 28542.583721 = -56288623.907075 Splitting cluster 19 changes total score from -56280671.757784 to -56288623.907075 So it's getting split into cluster 45. Trying to split cluster 20 (2946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1157.958222 sec): 2 clusters Score: Raw -149409.413854 + Penalty 363.463264 = -149045.950590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1157.989913 sec): 3 clusters Score: Raw -147726.577120 + Penalty 726.926527 = -146999.650593 nChanged 1278 SP:Iteration 1F (1158.027167 sec): 3 clusters Score: Raw -148460.517283 + Penalty 726.926527 = -147733.590756 nChanged 190 SP:Iteration 2F (1158.071385 sec): 3 clusters Score: Raw -148578.622120 + Penalty 726.926527 = -147851.695593 nChanged 178 SP:Iteration 3F (1158.088746 sec): 3 clusters Score: Raw -148687.732459 + Penalty 726.926527 = -147960.805931 nChanged 150 SP:Iteration 4F (1158.138976 sec): 3 clusters Score: Raw -148809.608371 + Penalty 726.926527 = -148082.681844 nChanged 143 SP:Iteration 5Q (1158.180811 sec): 3 clusters Score: Raw -148927.366102 + Penalty 726.926527 = -148200.439575 nChanged 123 SP:Iteration 6Q (1158.228853 sec): 3 clusters Score: Raw -149031.935978 + Penalty 726.926527 = -148305.009450 nChanged 107 SP:Iteration 7Q (1158.260520 sec): 3 clusters Score: Raw -149114.782891 + Penalty 726.926527 = -148387.856364 nChanged 85 SP:Iteration 8Q (1158.294198 sec): 3 clusters Score: Raw -149161.129238 + Penalty 726.926527 = -148434.202710 nChanged 79 SP:Iteration 9Q (1158.323695 sec): 3 clusters Score: Raw -149208.263710 + Penalty 726.926527 = -148481.337183 nChanged 65 SP:Iteration 10Q (1158.338817 sec): 3 clusters Score: Raw -149240.090868 + Penalty 726.926527 = -148513.164340 nChanged 50 SP:Iteration 11Q (1158.381344 sec): 3 clusters Score: Raw -149266.063710 + Penalty 726.926527 = -148539.137183 nChanged 34 SP:Iteration 12Q (1158.431169 sec): 3 clusters Score: Raw -149283.429910 + Penalty 726.926527 = -148556.503383 nChanged 27 SP:Iteration 13Q (1158.469742 sec): 3 clusters Score: Raw -149294.077221 + Penalty 726.926527 = -148567.150694 nChanged 24 SP:Iteration 14Q (1158.509404 sec): 3 clusters Score: Raw -149303.930399 + Penalty 726.926527 = -148577.003871 nChanged 25 SP:Iteration 15Q (1158.554940 sec): 3 clusters Score: Raw -149312.479314 + Penalty 726.926527 = -148585.552787 nChanged 19 SP:Iteration 16Q (1158.593802 sec): 3 clusters Score: Raw -149319.298641 + Penalty 726.926527 = -148592.372113 nChanged 12 SP:Iteration 17Q (1158.638977 sec): 3 clusters Score: Raw -149322.978981 + Penalty 726.926527 = -148596.052453 nChanged 5 SP:Iteration 18Q (1158.690074 sec): 3 clusters Score: Raw -149324.706703 + Penalty 726.926527 = -148597.780176 nChanged 7 SP:Iteration 19Q (1158.739788 sec): 3 clusters Score: Raw -149328.396561 + Penalty 726.926527 = -148601.470034 nChanged 10 SP:Iteration 20F (1158.790838 sec): 3 clusters Score: Raw -149331.911401 + Penalty 726.926527 = -148604.984874 nChanged 11 SP:Iteration 21Q (1158.841360 sec): 3 clusters Score: Raw -149338.242068 + Penalty 726.926527 = -148611.315540 nChanged 18 SP:Iteration 22Q (1158.887274 sec): 3 clusters Score: Raw -149346.125172 + Penalty 726.926527 = -148619.198645 nChanged 19 SP:Iteration 23Q (1158.930836 sec): 3 clusters Score: Raw -149352.609376 + Penalty 726.926527 = -148625.682849 nChanged 18 SP:Iteration 24Q (1158.964804 sec): 3 clusters Score: Raw -149361.625626 + Penalty 726.926527 = -148634.699099 nChanged 21 SP:Iteration 25Q (1159.008704 sec): 3 clusters Score: Raw -149375.075095 + Penalty 726.926527 = -148648.148567 nChanged 14 SP:Iteration 26Q (1159.047263 sec): 3 clusters Score: Raw -149383.396886 + Penalty 726.926527 = -148656.470359 nChanged 16 SP:Iteration 27Q (1159.084483 sec): 3 clusters Score: Raw -149390.674426 + Penalty 726.926527 = -148663.747899 nChanged 16 SP:Iteration 28Q (1159.131449 sec): 3 clusters Score: Raw -149396.230186 + Penalty 726.926527 = -148669.303659 nChanged 7 SP:Iteration 29Q (1159.171765 sec): 3 clusters Score: Raw -149399.793670 + Penalty 726.926527 = -148672.867143 nChanged 10 SP:Iteration 30Q (1159.207039 sec): 3 clusters Score: Raw -149402.326995 + Penalty 726.926527 = -148675.400468 nChanged 7 SP:Iteration 31Q (1159.234242 sec): 3 clusters Score: Raw -149405.309248 + Penalty 726.926527 = -148678.382721 nChanged 6 SP:Iteration 32Q (1159.277523 sec): 3 clusters Score: Raw -149407.471953 + Penalty 726.926527 = -148680.545425 nChanged 7 SP:Iteration 33Q (1159.320957 sec): 3 clusters Score: Raw -149411.783452 + Penalty 726.926527 = -148684.856925 nChanged 8 SP:Iteration 34Q (1159.364485 sec): 3 clusters Score: Raw -149414.130175 + Penalty 726.926527 = -148687.203648 nChanged 1 SP:Iteration 35Q (1159.409689 sec): 3 clusters Score: Raw -149414.331586 + Penalty 726.926527 = -148687.405059 nChanged 1 SP:Iteration 36Q (1159.454446 sec): 3 clusters Score: Raw -149414.463272 + Penalty 726.926527 = -148687.536745 nChanged 2 SP:Iteration 37Q (1159.505502 sec): 3 clusters Score: Raw -149414.846979 + Penalty 726.926527 = -148687.920451 nChanged 1 SP:Iteration 38Q (1159.557379 sec): 3 clusters Score: Raw -149414.959560 + Penalty 726.926527 = -148688.033032 nChanged 2 SP:Iteration 39Q (1159.597380 sec): 3 clusters Score: Raw -149415.533526 + Penalty 726.926527 = -148688.606999 nChanged 6 SP:Iteration 40F (1159.631308 sec): 3 clusters Score: Raw -149417.401241 + Penalty 726.926527 = -148690.474713 nChanged 3 SP:Iteration 41Q (1159.676144 sec): 3 clusters Score: Raw -149417.855644 + Penalty 726.926527 = -148690.929116 nChanged 1 SP:Iteration 42Q (1159.718883 sec): 3 clusters Score: Raw -149417.943753 + Penalty 726.926527 = -148691.017225 nChanged 1 SP:Iteration 43Q (1159.756680 sec): 3 clusters Score: Raw -149417.976540 + Penalty 726.926527 = -148691.050013 nChanged 0 SP:Iteration 44F (1159.809004 sec): 3 clusters Score: Raw -149417.976540 + Penalty 726.926527 = -148691.050013 nChanged 0 Trying to split cluster 21 (3458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1159.830949 sec): 2 clusters Score: Raw -155767.946279 + Penalty 370.754278 = -155397.192001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1159.875254 sec): 3 clusters Score: Raw -153730.506082 + Penalty 741.508556 = -152988.997527 nChanged 1573 SP:Iteration 1F (1159.916086 sec): 3 clusters Score: Raw -154936.037063 + Penalty 741.508556 = -154194.528508 nChanged 300 SP:Iteration 2F (1159.946828 sec): 3 clusters Score: Raw -155226.972616 + Penalty 741.508556 = -154485.464061 nChanged 284 SP:Iteration 3F (1159.989883 sec): 3 clusters Score: Raw -155538.436154 + Penalty 741.508556 = -154796.927599 nChanged 264 SP:Iteration 4F (1160.033589 sec): 3 clusters Score: Raw -155859.437006 + Penalty 741.508556 = -155117.928450 nChanged 239 SP:Iteration 5F (1160.082589 sec): 3 clusters Score: Raw -156231.968374 + Penalty 741.508556 = -155490.459818 nChanged 241 SP:Iteration 6F (1160.117166 sec): 3 clusters Score: Raw -156768.554470 + Penalty 741.508556 = -156027.045915 nChanged 206 SP:Iteration 7F (1160.163673 sec): 3 clusters Score: Raw -157451.719772 + Penalty 741.508556 = -156710.211216 nChanged 87 SP:Iteration 8Q (1160.205020 sec): 3 clusters Score: Raw -157733.965815 + Penalty 741.508556 = -156992.457260 nChanged 20 SP:Iteration 9Q (1160.249211 sec): 3 clusters Score: Raw -157756.385827 + Penalty 741.508556 = -157014.877271 nChanged 7 SP:Iteration 10Q (1160.290763 sec): 3 clusters Score: Raw -157757.960389 + Penalty 741.508556 = -157016.451834 nChanged 2 SP:Iteration 11Q (1160.334369 sec): 3 clusters Score: Raw -157758.412135 + Penalty 741.508556 = -157016.903579 nChanged 2 SP:Iteration 12Q (1160.374248 sec): 3 clusters Score: Raw -157758.609638 + Penalty 741.508556 = -157017.101082 nChanged 0 SP:Iteration 13F (1160.402515 sec): 3 clusters Score: Raw -157758.609638 + Penalty 741.508556 = -157017.101082 nChanged 0 Score: Raw -56319157.154154 + Penalty 29176.863359 = -56289980.290795 Splitting cluster 21 changes total score from -56280671.757784 to -56289980.290795 So it's getting split into cluster 46. Trying to split cluster 22 (114011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1177.715970 sec): 2 clusters Score: Raw -6047282.362126 + Penalty 529.804285 = -6046752.557841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1177.867436 sec): 3 clusters Score: Raw -5970610.714999 + Penalty 1059.608569 = -5969551.106430 nChanged 55924 SP:Iteration 1F (1178.018788 sec): 3 clusters Score: Raw -6005232.106429 + Penalty 1059.608569 = -6004172.497860 nChanged 6013 SP:Iteration 2F (1178.165152 sec): 3 clusters Score: Raw -6007855.855815 + Penalty 1059.608569 = -6006796.247246 nChanged 6981 SP:Iteration 3F (1178.310987 sec): 3 clusters Score: Raw -6011440.731562 + Penalty 1059.608569 = -6010381.122992 nChanged 7570 SP:Iteration 4F (1178.452222 sec): 3 clusters Score: Raw -6015925.348399 + Penalty 1059.608569 = -6014865.739830 nChanged 7697 SP:Iteration 5F (1178.600129 sec): 3 clusters Score: Raw -6021058.349433 + Penalty 1059.608569 = -6019998.740863 nChanged 7255 SP:Iteration 6F (1178.743088 sec): 3 clusters Score: Raw -6026445.575237 + Penalty 1059.608569 = -6025385.966668 nChanged 6328 SP:Iteration 7F (1178.890726 sec): 3 clusters Score: Raw -6031367.052658 + Penalty 1059.608569 = -6030307.444089 nChanged 4915 SP:Iteration 8Q (1179.050904 sec): 3 clusters Score: Raw -6034963.929908 + Penalty 1059.608569 = -6033904.321339 nChanged 3678 SP:Iteration 9Q (1179.203839 sec): 3 clusters Score: Raw -6037396.997420 + Penalty 1059.608569 = -6036337.388851 nChanged 2801 SP:Iteration 10Q (1179.349588 sec): 3 clusters Score: Raw -6039093.022086 + Penalty 1059.608569 = -6038033.413516 nChanged 2360 SP:Iteration 11Q (1179.487555 sec): 3 clusters Score: Raw -6040474.515395 + Penalty 1059.608569 = -6039414.906826 nChanged 2055 SP:Iteration 12Q (1179.652557 sec): 3 clusters Score: Raw -6041655.301333 + Penalty 1059.608569 = -6040595.692764 nChanged 1851 SP:Iteration 13Q (1179.812535 sec): 3 clusters Score: Raw -6042713.262026 + Penalty 1059.608569 = -6041653.653457 nChanged 1668 SP:Iteration 14Q (1179.966443 sec): 3 clusters Score: Raw -6043644.144418 + Penalty 1059.608569 = -6042584.535848 nChanged 1445 SP:Iteration 15Q (1180.117483 sec): 3 clusters Score: Raw -6044413.830672 + Penalty 1059.608569 = -6043354.222103 nChanged 1229 SP:Iteration 16Q (1180.260060 sec): 3 clusters Score: Raw -6045040.689728 + Penalty 1059.608569 = -6043981.081159 nChanged 1093 SP:Iteration 17Q (1180.397017 sec): 3 clusters Score: Raw -6045570.967743 + Penalty 1059.608569 = -6044511.359174 nChanged 1001 SP:Iteration 18Q (1180.564612 sec): 3 clusters Score: Raw -6046031.978899 + Penalty 1059.608569 = -6044972.370329 nChanged 840 SP:Iteration 19Q (1180.719957 sec): 3 clusters Score: Raw -6046386.825997 + Penalty 1059.608569 = -6045327.217428 nChanged 690 SP:Iteration 20F (1180.868439 sec): 3 clusters Score: Raw -6046653.098089 + Penalty 1059.608569 = -6045593.489519 nChanged 607 SP:Iteration 21Q (1181.002182 sec): 3 clusters Score: Raw -6046876.193456 + Penalty 1059.608569 = -6045816.584886 nChanged 578 SP:Iteration 22Q (1181.172787 sec): 3 clusters Score: Raw -6047090.518514 + Penalty 1059.608569 = -6046030.909944 nChanged 477 SP:Iteration 23Q (1181.330317 sec): 3 clusters Score: Raw -6047235.652948 + Penalty 1059.608569 = -6046176.044379 nChanged 397 SP:Iteration 24Q (1181.455071 sec): 3 clusters Score: Raw -6047348.424090 + Penalty 1059.608569 = -6046288.815520 nChanged 372 SP:Iteration 25Q (1181.611310 sec): 3 clusters Score: Raw -6047457.178432 + Penalty 1059.608569 = -6046397.569863 nChanged 311 SP:Iteration 26Q (1181.764599 sec): 3 clusters Score: Raw -6047534.299128 + Penalty 1059.608569 = -6046474.690559 nChanged 252 SP:Iteration 27Q (1181.899161 sec): 3 clusters Score: Raw -6047586.525766 + Penalty 1059.608569 = -6046526.917196 nChanged 214 SP:Iteration 28Q (1182.040591 sec): 3 clusters Score: Raw -6047629.537411 + Penalty 1059.608569 = -6046569.928841 nChanged 198 SP:Iteration 29Q (1182.166335 sec): 3 clusters Score: Raw -6047666.894199 + Penalty 1059.608569 = -6046607.285630 nChanged 184 SP:Iteration 30Q (1182.321460 sec): 3 clusters Score: Raw -6047702.361100 + Penalty 1059.608569 = -6046642.752530 nChanged 181 SP:Iteration 31Q (1182.463032 sec): 3 clusters Score: Raw -6047735.377220 + Penalty 1059.608569 = -6046675.768651 nChanged 158 SP:Iteration 32Q (1182.605613 sec): 3 clusters Score: Raw -6047760.436108 + Penalty 1059.608569 = -6046700.827538 nChanged 124 SP:Iteration 33Q (1182.752617 sec): 3 clusters Score: Raw -6047778.312327 + Penalty 1059.608569 = -6046718.703757 nChanged 115 SP:Iteration 34Q (1182.911623 sec): 3 clusters Score: Raw -6047793.466944 + Penalty 1059.608569 = -6046733.858375 nChanged 117 SP:Iteration 35Q (1183.055382 sec): 3 clusters Score: Raw -6047808.720207 + Penalty 1059.608569 = -6046749.111637 nChanged 96 SP:Iteration 36Q (1183.185834 sec): 3 clusters Score: Raw -6047822.275639 + Penalty 1059.608569 = -6046762.667070 nChanged 85 SP:Iteration 37Q (1183.340806 sec): 3 clusters Score: Raw -6047832.692424 + Penalty 1059.608569 = -6046773.083855 nChanged 76 SP:Iteration 38Q (1183.500967 sec): 3 clusters Score: Raw -6047841.129233 + Penalty 1059.608569 = -6046781.520663 nChanged 63 SP:Iteration 39Q (1183.624986 sec): 3 clusters Score: Raw -6047847.740457 + Penalty 1059.608569 = -6046788.131888 nChanged 52 SP:Iteration 40F (1183.768140 sec): 3 clusters Score: Raw -6047853.013059 + Penalty 1059.608569 = -6046793.404490 nChanged 49 SP:Iteration 41Q (1183.912354 sec): 3 clusters Score: Raw -6047857.040162 + Penalty 1059.608569 = -6046797.431593 nChanged 36 SP:Iteration 42Q (1184.060464 sec): 3 clusters Score: Raw -6047860.091233 + Penalty 1059.608569 = -6046800.482664 nChanged 46 SP:Iteration 43Q (1184.196164 sec): 3 clusters Score: Raw -6047864.045298 + Penalty 1059.608569 = -6046804.436728 nChanged 46 SP:Iteration 44Q (1184.330842 sec): 3 clusters Score: Raw -6047867.299732 + Penalty 1059.608569 = -6046807.691162 nChanged 43 SP:Iteration 45Q (1184.486223 sec): 3 clusters Score: Raw -6047871.233341 + Penalty 1059.608569 = -6046811.624771 nChanged 33 SP:Iteration 46Q (1184.646013 sec): 3 clusters Score: Raw -6047873.557369 + Penalty 1059.608569 = -6046813.948799 nChanged 25 SP:Iteration 47Q (1184.781895 sec): 3 clusters Score: Raw -6047874.934526 + Penalty 1059.608569 = -6046815.325956 nChanged 30 SP:Iteration 48Q (1184.910597 sec): 3 clusters Score: Raw -6047877.115986 + Penalty 1059.608569 = -6046817.507416 nChanged 24 SP:Iteration 49Q (1185.061749 sec): 3 clusters Score: Raw -6047878.398570 + Penalty 1059.608569 = -6046818.790001 nChanged 21 SP:Iteration 50Q (1185.217587 sec): 3 clusters Score: Raw -6047879.656488 + Penalty 1059.608569 = -6046820.047919 nChanged 20 SP:Iteration 51Q (1185.364598 sec): 3 clusters Score: Raw -6047880.814692 + Penalty 1059.608569 = -6046821.206123 nChanged 19 SP:Iteration 52Q (1185.498296 sec): 3 clusters Score: Raw -6047882.016621 + Penalty 1059.608569 = -6046822.408051 nChanged 13 SP:Iteration 53Q (1185.647753 sec): 3 clusters Score: Raw -6047882.921646 + Penalty 1059.608569 = -6046823.313076 nChanged 15 SP:Iteration 54Q (1185.781870 sec): 3 clusters Score: Raw -6047883.617534 + Penalty 1059.608569 = -6046824.008964 nChanged 8 SP:Iteration 55Q (1185.918149 sec): 3 clusters Score: Raw -6047884.050605 + Penalty 1059.608569 = -6046824.442035 nChanged 6 SP:Iteration 56Q (1186.058968 sec): 3 clusters Score: Raw -6047884.423793 + Penalty 1059.608569 = -6046824.815224 nChanged 4 SP:Iteration 57Q (1186.188350 sec): 3 clusters Score: Raw -6047884.584495 + Penalty 1059.608569 = -6046824.975925 nChanged 4 SP:Iteration 58Q (1186.335582 sec): 3 clusters Score: Raw -6047884.895606 + Penalty 1059.608569 = -6046825.287037 nChanged 5 SP:Iteration 59Q (1186.476190 sec): 3 clusters Score: Raw -6047885.263641 + Penalty 1059.608569 = -6046825.655071 nChanged 6 SP:Iteration 60F (1186.625391 sec): 3 clusters Score: Raw -6047885.535231 + Penalty 1059.608569 = -6046825.926661 nChanged 7 SP:Iteration 61Q (1186.784322 sec): 3 clusters Score: Raw -6047885.892647 + Penalty 1059.608569 = -6046826.284077 nChanged 8 SP:Iteration 62Q (1186.932324 sec): 3 clusters Score: Raw -6047886.411378 + Penalty 1059.608569 = -6046826.802808 nChanged 8 SP:Iteration 63Q (1187.061862 sec): 3 clusters Score: Raw -6047887.144950 + Penalty 1059.608569 = -6046827.536380 nChanged 11 SP:Iteration 64Q (1187.206317 sec): 3 clusters Score: Raw -6047887.762011 + Penalty 1059.608569 = -6046828.153441 nChanged 10 SP:Iteration 65Q (1187.338551 sec): 3 clusters Score: Raw -6047888.194318 + Penalty 1059.608569 = -6046828.585749 nChanged 9 SP:Iteration 66Q (1187.474030 sec): 3 clusters Score: Raw -6047888.663215 + Penalty 1059.608569 = -6046829.054646 nChanged 8 SP:Iteration 67Q (1187.622380 sec): 3 clusters Score: Raw -6047889.348348 + Penalty 1059.608569 = -6046829.739779 nChanged 10 SP:Iteration 68Q (1187.783602 sec): 3 clusters Score: Raw -6047890.073132 + Penalty 1059.608569 = -6046830.464563 nChanged 9 SP:Iteration 69Q (1187.927698 sec): 3 clusters Score: Raw -6047890.587532 + Penalty 1059.608569 = -6046830.978962 nChanged 8 SP:Iteration 70Q (1188.073262 sec): 3 clusters Score: Raw -6047891.083063 + Penalty 1059.608569 = -6046831.474493 nChanged 9 SP:Iteration 71Q (1188.217883 sec): 3 clusters Score: Raw -6047891.544069 + Penalty 1059.608569 = -6046831.935500 nChanged 7 SP:Iteration 72Q (1188.355392 sec): 3 clusters Score: Raw -6047891.899943 + Penalty 1059.608569 = -6046832.291373 nChanged 6 SP:Iteration 73Q (1188.502260 sec): 3 clusters Score: Raw -6047892.149334 + Penalty 1059.608569 = -6046832.540764 nChanged 6 SP:Iteration 74Q (1188.659276 sec): 3 clusters Score: Raw -6047892.331868 + Penalty 1059.608569 = -6046832.723298 nChanged 3 SP:Iteration 75Q (1188.796231 sec): 3 clusters Score: Raw -6047892.572372 + Penalty 1059.608569 = -6046832.963802 nChanged 6 SP:Iteration 76Q (1188.931485 sec): 3 clusters Score: Raw -6047892.841172 + Penalty 1059.608569 = -6046833.232603 nChanged 4 SP:Iteration 77Q (1189.064588 sec): 3 clusters Score: Raw -6047893.152494 + Penalty 1059.608569 = -6046833.543925 nChanged 5 SP:Iteration 78Q (1189.210871 sec): 3 clusters Score: Raw -6047893.367462 + Penalty 1059.608569 = -6046833.758893 nChanged 4 SP:Iteration 79Q (1189.380570 sec): 3 clusters Score: Raw -6047893.516875 + Penalty 1059.608569 = -6046833.908306 nChanged 2 SP:Iteration 80F (1189.528684 sec): 3 clusters Score: Raw -6047893.581532 + Penalty 1059.608569 = -6046833.972963 nChanged 2 SP:Iteration 81Q (1189.663069 sec): 3 clusters Score: Raw -6047893.635803 + Penalty 1059.608569 = -6046834.027233 nChanged 1 SP:Iteration 82Q (1189.811380 sec): 3 clusters Score: Raw -6047893.664507 + Penalty 1059.608569 = -6046834.055937 nChanged 2 SP:Iteration 83Q (1189.945378 sec): 3 clusters Score: Raw -6047893.722867 + Penalty 1059.608569 = -6046834.114297 nChanged 2 SP:Iteration 84Q (1190.072775 sec): 3 clusters Score: Raw -6047893.753497 + Penalty 1059.608569 = -6046834.144927 nChanged 2 SP:Iteration 85Q (1190.210346 sec): 3 clusters Score: Raw -6047893.798712 + Penalty 1059.608569 = -6046834.190143 nChanged 0 SP:Iteration 86F (1190.354790 sec): 3 clusters Score: Raw -6047893.798712 + Penalty 1059.608569 = -6046834.190143 nChanged 0 Score: Raw -56319768.590742 + Penalty 29811.142998 = -56289957.447745 Splitting cluster 22 changes total score from -56280671.757784 to -56289957.447745 So it's getting split into cluster 47. Trying to split cluster 23 (31597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.630232 sec): 2 clusters Score: Raw -1538467.543271 + Penalty 471.417194 = -1537996.126077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.696270 sec): 3 clusters Score: Raw -1517786.199465 + Penalty 942.834389 = -1516843.365077 nChanged 15156 SP:Iteration 1F (1209.775427 sec): 3 clusters Score: Raw -1528191.216158 + Penalty 942.834389 = -1527248.381769 nChanged 2279 SP:Iteration 2F (1209.847458 sec): 3 clusters Score: Raw -1529911.101624 + Penalty 942.834389 = -1528968.267235 nChanged 2351 SP:Iteration 3F (1209.917599 sec): 3 clusters Score: Raw -1531751.030144 + Penalty 942.834389 = -1530808.195755 nChanged 2064 SP:Iteration 4F (1209.992526 sec): 3 clusters Score: Raw -1533185.961774 + Penalty 942.834389 = -1532243.127385 nChanged 1558 SP:Iteration 5Q (1210.074807 sec): 3 clusters Score: Raw -1533902.780477 + Penalty 942.834389 = -1532959.946088 nChanged 969 SP:Iteration 6Q (1210.149423 sec): 3 clusters Score: Raw -1534190.729106 + Penalty 942.834389 = -1533247.894717 nChanged 615 SP:Iteration 7Q (1210.182017 sec): 3 clusters Score: Raw -1534338.578528 + Penalty 942.834389 = -1533395.744140 nChanged 451 SP:Iteration 8Q (1210.245129 sec): 3 clusters Score: Raw -1534435.215218 + Penalty 942.834389 = -1533492.380829 nChanged 385 SP:Iteration 9Q (1210.317141 sec): 3 clusters Score: Raw -1534520.616241 + Penalty 942.834389 = -1533577.781853 nChanged 370 SP:Iteration 10Q (1210.391841 sec): 3 clusters Score: Raw -1534602.783361 + Penalty 942.834389 = -1533659.948972 nChanged 390 SP:Iteration 11Q (1210.457520 sec): 3 clusters Score: Raw -1534685.296317 + Penalty 942.834389 = -1533742.461929 nChanged 393 SP:Iteration 12Q (1210.532917 sec): 3 clusters Score: Raw -1534769.286259 + Penalty 942.834389 = -1533826.451870 nChanged 378 SP:Iteration 13Q (1210.606953 sec): 3 clusters Score: Raw -1534852.749719 + Penalty 942.834389 = -1533909.915330 nChanged 392 SP:Iteration 14Q (1210.674225 sec): 3 clusters Score: Raw -1534953.533164 + Penalty 942.834389 = -1534010.698775 nChanged 455 SP:Iteration 15Q (1210.710347 sec): 3 clusters Score: Raw -1535088.575183 + Penalty 942.834389 = -1534145.740794 nChanged 508 SP:Iteration 16Q (1210.787311 sec): 3 clusters Score: Raw -1535251.762955 + Penalty 942.834389 = -1534308.928566 nChanged 552 SP:Iteration 17Q (1210.863022 sec): 3 clusters Score: Raw -1535445.013155 + Penalty 942.834389 = -1534502.178767 nChanged 560 SP:Iteration 18Q (1210.930892 sec): 3 clusters Score: Raw -1535657.527581 + Penalty 942.834389 = -1534714.693192 nChanged 551 SP:Iteration 19Q (1210.993400 sec): 3 clusters Score: Raw -1535877.059429 + Penalty 942.834389 = -1534934.225040 nChanged 516 SP:Iteration 20F (1211.069423 sec): 3 clusters Score: Raw -1536075.547076 + Penalty 942.834389 = -1535132.712688 nChanged 494 SP:Iteration 21Q (1211.143250 sec): 3 clusters Score: Raw -1536262.318352 + Penalty 942.834389 = -1535319.483963 nChanged 487 SP:Iteration 22Q (1211.213664 sec): 3 clusters Score: Raw -1536449.942497 + Penalty 942.834389 = -1535507.108108 nChanged 479 SP:Iteration 23Q (1211.255816 sec): 3 clusters Score: Raw -1536659.388304 + Penalty 942.834389 = -1535716.553915 nChanged 462 SP:Iteration 24Q (1211.338340 sec): 3 clusters Score: Raw -1536869.926955 + Penalty 942.834389 = -1535927.092566 nChanged 450 SP:Iteration 25Q (1211.396865 sec): 3 clusters Score: Raw -1537087.103897 + Penalty 942.834389 = -1536144.269508 nChanged 441 SP:Iteration 26Q (1211.461218 sec): 3 clusters Score: Raw -1537301.092345 + Penalty 942.834389 = -1536358.257957 nChanged 406 SP:Iteration 27Q (1211.540781 sec): 3 clusters Score: Raw -1537497.012720 + Penalty 942.834389 = -1536554.178331 nChanged 369 SP:Iteration 28Q (1211.609220 sec): 3 clusters Score: Raw -1537660.191091 + Penalty 942.834389 = -1536717.356702 nChanged 336 SP:Iteration 29Q (1211.680268 sec): 3 clusters Score: Raw -1537795.060318 + Penalty 942.834389 = -1536852.225929 nChanged 295 SP:Iteration 30Q (1211.746980 sec): 3 clusters Score: Raw -1537898.767901 + Penalty 942.834389 = -1536955.933512 nChanged 265 SP:Iteration 31Q (1211.814323 sec): 3 clusters Score: Raw -1537983.947109 + Penalty 942.834389 = -1537041.112720 nChanged 233 SP:Iteration 32Q (1211.888654 sec): 3 clusters Score: Raw -1538053.909411 + Penalty 942.834389 = -1537111.075022 nChanged 218 SP:Iteration 33Q (1211.952206 sec): 3 clusters Score: Raw -1538117.452132 + Penalty 942.834389 = -1537174.617743 nChanged 180 SP:Iteration 34Q (1212.023651 sec): 3 clusters Score: Raw -1538165.071253 + Penalty 942.834389 = -1537222.236865 nChanged 161 SP:Iteration 35Q (1212.084556 sec): 3 clusters Score: Raw -1538203.219017 + Penalty 942.834389 = -1537260.384628 nChanged 148 SP:Iteration 36Q (1212.162531 sec): 3 clusters Score: Raw -1538238.122042 + Penalty 942.834389 = -1537295.287653 nChanged 150 SP:Iteration 37Q (1212.232407 sec): 3 clusters Score: Raw -1538275.908645 + Penalty 942.834389 = -1537333.074256 nChanged 130 SP:Iteration 38Q (1212.290530 sec): 3 clusters Score: Raw -1538303.289911 + Penalty 942.834389 = -1537360.455523 nChanged 133 SP:Iteration 39Q (1212.360681 sec): 3 clusters Score: Raw -1538331.144200 + Penalty 942.834389 = -1537388.309811 nChanged 138 SP:Iteration 40F (1212.437493 sec): 3 clusters Score: Raw -1538361.619079 + Penalty 942.834389 = -1537418.784691 nChanged 122 SP:Iteration 41Q (1212.500840 sec): 3 clusters Score: Raw -1538385.480142 + Penalty 942.834389 = -1537442.645753 nChanged 104 SP:Iteration 42Q (1212.559654 sec): 3 clusters Score: Raw -1538403.837958 + Penalty 942.834389 = -1537461.003570 nChanged 89 SP:Iteration 43Q (1212.629861 sec): 3 clusters Score: Raw -1538417.985719 + Penalty 942.834389 = -1537475.151330 nChanged 80 SP:Iteration 44Q (1212.698949 sec): 3 clusters Score: Raw -1538430.882730 + Penalty 942.834389 = -1537488.048341 nChanged 64 SP:Iteration 45Q (1212.750492 sec): 3 clusters Score: Raw -1538441.206780 + Penalty 942.834389 = -1537498.372392 nChanged 69 SP:Iteration 46Q (1212.825406 sec): 3 clusters Score: Raw -1538453.732124 + Penalty 942.834389 = -1537510.897736 nChanged 70 SP:Iteration 47Q (1212.899681 sec): 3 clusters Score: Raw -1538464.285926 + Penalty 942.834389 = -1537521.451538 nChanged 62 SP:Iteration 48Q (1212.966845 sec): 3 clusters Score: Raw -1538472.780609 + Penalty 942.834389 = -1537529.946221 nChanged 40 SP:Iteration 49Q (1213.042265 sec): 3 clusters Score: Raw -1538478.368189 + Penalty 942.834389 = -1537535.533801 nChanged 39 SP:Iteration 50Q (1213.121200 sec): 3 clusters Score: Raw -1538483.710298 + Penalty 942.834389 = -1537540.875909 nChanged 48 SP:Iteration 51Q (1213.189037 sec): 3 clusters Score: Raw -1538490.536124 + Penalty 942.834389 = -1537547.701735 nChanged 45 SP:Iteration 52Q (1213.246707 sec): 3 clusters Score: Raw -1538497.489943 + Penalty 942.834389 = -1537554.655554 nChanged 51 SP:Iteration 53Q (1213.315597 sec): 3 clusters Score: Raw -1538503.677251 + Penalty 942.834389 = -1537560.842862 nChanged 25 SP:Iteration 54Q (1213.380208 sec): 3 clusters Score: Raw -1538506.321921 + Penalty 942.834389 = -1537563.487533 nChanged 25 SP:Iteration 55Q (1213.446438 sec): 3 clusters Score: Raw -1538508.666475 + Penalty 942.834389 = -1537565.832086 nChanged 19 SP:Iteration 56Q (1213.510497 sec): 3 clusters Score: Raw -1538510.500234 + Penalty 942.834389 = -1537567.665846 nChanged 18 SP:Iteration 57Q (1213.582866 sec): 3 clusters Score: Raw -1538511.830120 + Penalty 942.834389 = -1537568.995731 nChanged 13 SP:Iteration 58Q (1213.650794 sec): 3 clusters Score: Raw -1538512.702942 + Penalty 942.834389 = -1537569.868553 nChanged 11 SP:Iteration 59Q (1213.716450 sec): 3 clusters Score: Raw -1538513.453559 + Penalty 942.834389 = -1537570.619171 nChanged 11 SP:Iteration 60F (1213.787695 sec): 3 clusters Score: Raw -1538514.028337 + Penalty 942.834389 = -1537571.193949 nChanged 6 SP:Iteration 61Q (1213.857038 sec): 3 clusters Score: Raw -1538514.200418 + Penalty 942.834389 = -1537571.366029 nChanged 8 SP:Iteration 62Q (1213.922428 sec): 3 clusters Score: Raw -1538514.550718 + Penalty 942.834389 = -1537571.716329 nChanged 10 SP:Iteration 63Q (1213.989971 sec): 3 clusters Score: Raw -1538514.974341 + Penalty 942.834389 = -1537572.139952 nChanged 6 SP:Iteration 64Q (1214.068634 sec): 3 clusters Score: Raw -1538515.300239 + Penalty 942.834389 = -1537572.465850 nChanged 6 SP:Iteration 65Q (1214.137766 sec): 3 clusters Score: Raw -1538515.546737 + Penalty 942.834389 = -1537572.712349 nChanged 5 SP:Iteration 66Q (1214.188904 sec): 3 clusters Score: Raw -1538515.801139 + Penalty 942.834389 = -1537572.966750 nChanged 4 SP:Iteration 67Q (1214.252381 sec): 3 clusters Score: Raw -1538516.106046 + Penalty 942.834389 = -1537573.271657 nChanged 5 SP:Iteration 68Q (1214.324279 sec): 3 clusters Score: Raw -1538516.647218 + Penalty 942.834389 = -1537573.812829 nChanged 4 SP:Iteration 69Q (1214.400080 sec): 3 clusters Score: Raw -1538516.835963 + Penalty 942.834389 = -1537574.001575 nChanged 4 SP:Iteration 70Q (1214.469023 sec): 3 clusters Score: Raw -1538517.188795 + Penalty 942.834389 = -1537574.354406 nChanged 8 SP:Iteration 71Q (1214.539730 sec): 3 clusters Score: Raw -1538517.861867 + Penalty 942.834389 = -1537575.027478 nChanged 13 SP:Iteration 72Q (1214.592251 sec): 3 clusters Score: Raw -1538518.715418 + Penalty 942.834389 = -1537575.881029 nChanged 10 SP:Iteration 73Q (1214.668394 sec): 3 clusters Score: Raw -1538519.343674 + Penalty 942.834389 = -1537576.509285 nChanged 13 SP:Iteration 74Q (1214.738726 sec): 3 clusters Score: Raw -1538520.761985 + Penalty 942.834389 = -1537577.927596 nChanged 13 SP:Iteration 75Q (1214.801222 sec): 3 clusters Score: Raw -1538521.964498 + Penalty 942.834389 = -1537579.130109 nChanged 10 SP:Iteration 76Q (1214.866245 sec): 3 clusters Score: Raw -1538522.796883 + Penalty 942.834389 = -1537579.962494 nChanged 11 SP:Iteration 77Q (1214.921254 sec): 3 clusters Score: Raw -1538523.524659 + Penalty 942.834389 = -1537580.690270 nChanged 10 SP:Iteration 78Q (1214.997671 sec): 3 clusters Score: Raw -1538524.115756 + Penalty 942.834389 = -1537581.281367 nChanged 11 SP:Iteration 79Q (1215.057834 sec): 3 clusters Score: Raw -1538524.607848 + Penalty 942.834389 = -1537581.773459 nChanged 8 SP:Iteration 80F (1215.115862 sec): 3 clusters Score: Raw -1538525.028290 + Penalty 942.834389 = -1537582.193901 nChanged 7 SP:Iteration 81Q (1215.181339 sec): 3 clusters Score: Raw -1538525.517644 + Penalty 942.834389 = -1537582.683255 nChanged 5 SP:Iteration 82Q (1215.243194 sec): 3 clusters Score: Raw -1538525.796624 + Penalty 942.834389 = -1537582.962235 nChanged 6 SP:Iteration 83Q (1215.310561 sec): 3 clusters Score: Raw -1538526.138104 + Penalty 942.834389 = -1537583.303715 nChanged 8 SP:Iteration 84Q (1215.392391 sec): 3 clusters Score: Raw -1538526.581697 + Penalty 942.834389 = -1537583.747308 nChanged 9 SP:Iteration 85Q (1215.455925 sec): 3 clusters Score: Raw -1538527.171686 + Penalty 942.834389 = -1537584.337297 nChanged 11 SP:Iteration 86Q (1215.523919 sec): 3 clusters Score: Raw -1538528.259376 + Penalty 942.834389 = -1537585.424987 nChanged 11 SP:Iteration 87Q (1215.579690 sec): 3 clusters Score: Raw -1538529.311207 + Penalty 942.834389 = -1537586.476818 nChanged 11 SP:Iteration 88Q (1215.651017 sec): 3 clusters Score: Raw -1538530.326591 + Penalty 942.834389 = -1537587.492202 nChanged 15 SP:Iteration 89Q (1215.718932 sec): 3 clusters Score: Raw -1538531.901905 + Penalty 942.834389 = -1537589.067516 nChanged 12 SP:Iteration 90Q (1215.789527 sec): 3 clusters Score: Raw -1538532.817019 + Penalty 942.834389 = -1537589.982631 nChanged 8 SP:Iteration 91Q (1215.854943 sec): 3 clusters Score: Raw -1538533.098341 + Penalty 942.834389 = -1537590.263952 nChanged 5 SP:Iteration 92Q (1215.935710 sec): 3 clusters Score: Raw -1538533.224282 + Penalty 942.834389 = -1537590.389893 nChanged 4 SP:Iteration 93Q (1215.996991 sec): 3 clusters Score: Raw -1538533.334994 + Penalty 942.834389 = -1537590.500605 nChanged 1 SP:Iteration 94Q (1216.059488 sec): 3 clusters Score: Raw -1538533.424104 + Penalty 942.834389 = -1537590.589715 nChanged 1 SP:Iteration 95Q (1216.129813 sec): 3 clusters Score: Raw -1538533.499826 + Penalty 942.834389 = -1537590.665438 nChanged 1 SP:Iteration 96Q (1216.205387 sec): 3 clusters Score: Raw -1538533.506427 + Penalty 942.834389 = -1537590.672038 nChanged 0 SP:Iteration 97F (1216.262807 sec): 3 clusters Score: Raw -1538533.506427 + Penalty 942.834389 = -1537590.672038 nChanged 0 Trying to split cluster 24 (7744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1216.293513 sec): 2 clusters Score: Raw -419382.405352 + Penalty 407.437650 = -418974.967702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1216.327074 sec): 3 clusters Score: Raw -414595.148771 + Penalty 814.875300 = -413780.273471 nChanged 3591 SP:Iteration 1F (1216.377533 sec): 3 clusters Score: Raw -416980.858998 + Penalty 814.875300 = -416165.983698 nChanged 632 SP:Iteration 2F (1216.430245 sec): 3 clusters Score: Raw -417612.207379 + Penalty 814.875300 = -416797.332079 nChanged 733 SP:Iteration 3F (1216.488490 sec): 3 clusters Score: Raw -418403.818652 + Penalty 814.875300 = -417588.943352 nChanged 761 SP:Iteration 4F (1216.532793 sec): 3 clusters Score: Raw -419109.618054 + Penalty 814.875300 = -418294.742754 nChanged 552 SP:Iteration 5F (1216.546138 sec): 3 clusters Score: Raw -419518.036041 + Penalty 814.875300 = -418703.160741 nChanged 377 SP:Iteration 6Q (1216.598587 sec): 3 clusters Score: Raw -419731.258215 + Penalty 814.875300 = -418916.382915 nChanged 233 SP:Iteration 7Q (1216.633624 sec): 3 clusters Score: Raw -419846.331468 + Penalty 814.875300 = -419031.456167 nChanged 170 SP:Iteration 8Q (1216.694554 sec): 3 clusters Score: Raw -419920.916870 + Penalty 814.875300 = -419106.041570 nChanged 121 SP:Iteration 9Q (1216.742527 sec): 3 clusters Score: Raw -419969.709247 + Penalty 814.875300 = -419154.833947 nChanged 97 SP:Iteration 10Q (1216.799712 sec): 3 clusters Score: Raw -420016.103545 + Penalty 814.875300 = -419201.228245 nChanged 93 SP:Iteration 11Q (1216.839956 sec): 3 clusters Score: Raw -420059.115911 + Penalty 814.875300 = -419244.240611 nChanged 91 SP:Iteration 12Q (1216.890756 sec): 3 clusters Score: Raw -420092.193662 + Penalty 814.875300 = -419277.318362 nChanged 60 SP:Iteration 13Q (1216.941380 sec): 3 clusters Score: Raw -420113.655892 + Penalty 814.875300 = -419298.780592 nChanged 53 SP:Iteration 14Q (1216.993445 sec): 3 clusters Score: Raw -420132.579567 + Penalty 814.875300 = -419317.704267 nChanged 56 SP:Iteration 15Q (1217.033224 sec): 3 clusters Score: Raw -420157.799991 + Penalty 814.875300 = -419342.924690 nChanged 53 SP:Iteration 16Q (1217.072542 sec): 3 clusters Score: Raw -420175.824663 + Penalty 814.875300 = -419360.949363 nChanged 32 SP:Iteration 17Q (1217.113687 sec): 3 clusters Score: Raw -420184.666050 + Penalty 814.875300 = -419369.790750 nChanged 31 SP:Iteration 18Q (1217.169449 sec): 3 clusters Score: Raw -420191.860492 + Penalty 814.875300 = -419376.985192 nChanged 32 SP:Iteration 19Q (1217.229442 sec): 3 clusters Score: Raw -420197.472746 + Penalty 814.875300 = -419382.597445 nChanged 32 SP:Iteration 20F (1217.271535 sec): 3 clusters Score: Raw -420203.480869 + Penalty 814.875300 = -419388.605569 nChanged 22 SP:Iteration 21Q (1217.304394 sec): 3 clusters Score: Raw -420207.291247 + Penalty 814.875300 = -419392.415947 nChanged 20 SP:Iteration 22Q (1217.347792 sec): 3 clusters Score: Raw -420210.151450 + Penalty 814.875300 = -419395.276150 nChanged 24 SP:Iteration 23Q (1217.393476 sec): 3 clusters Score: Raw -420213.420243 + Penalty 814.875300 = -419398.544943 nChanged 15 SP:Iteration 24Q (1217.444895 sec): 3 clusters Score: Raw -420215.734124 + Penalty 814.875300 = -419400.858824 nChanged 17 SP:Iteration 25Q (1217.492201 sec): 3 clusters Score: Raw -420218.129599 + Penalty 814.875300 = -419403.254298 nChanged 17 SP:Iteration 26Q (1217.542889 sec): 3 clusters Score: Raw -420220.254169 + Penalty 814.875300 = -419405.378869 nChanged 15 SP:Iteration 27Q (1217.595871 sec): 3 clusters Score: Raw -420221.955638 + Penalty 814.875300 = -419407.080338 nChanged 11 SP:Iteration 28Q (1217.639025 sec): 3 clusters Score: Raw -420222.850736 + Penalty 814.875300 = -419407.975436 nChanged 8 SP:Iteration 29Q (1217.688658 sec): 3 clusters Score: Raw -420223.449320 + Penalty 814.875300 = -419408.574020 nChanged 2 SP:Iteration 30Q (1217.743904 sec): 3 clusters Score: Raw -420223.932725 + Penalty 814.875300 = -419409.057425 nChanged 5 SP:Iteration 31Q (1217.784027 sec): 3 clusters Score: Raw -420224.679887 + Penalty 814.875300 = -419409.804587 nChanged 6 SP:Iteration 32Q (1217.800203 sec): 3 clusters Score: Raw -420225.698680 + Penalty 814.875300 = -419410.823380 nChanged 11 SP:Iteration 33Q (1217.860228 sec): 3 clusters Score: Raw -420227.453600 + Penalty 814.875300 = -419412.578299 nChanged 4 SP:Iteration 34Q (1217.904920 sec): 3 clusters Score: Raw -420227.742295 + Penalty 814.875300 = -419412.866995 nChanged 3 SP:Iteration 35Q (1217.955578 sec): 3 clusters Score: Raw -420228.106597 + Penalty 814.875300 = -419413.231297 nChanged 4 SP:Iteration 36Q (1218.013724 sec): 3 clusters Score: Raw -420228.389746 + Penalty 814.875300 = -419413.514446 nChanged 3 SP:Iteration 37Q (1218.053451 sec): 3 clusters Score: Raw -420228.523000 + Penalty 814.875300 = -419413.647699 nChanged 1 SP:Iteration 38Q (1218.092518 sec): 3 clusters Score: Raw -420228.545094 + Penalty 814.875300 = -419413.669793 nChanged 0 SP:Iteration 39F (1218.137464 sec): 3 clusters Score: Raw -420228.545094 + Penalty 814.875300 = -419413.669793 nChanged 0 Score: Raw -56320614.730484 + Penalty 30445.422636 = -56290169.307848 Splitting cluster 24 changes total score from -56280671.757784 to -56290169.307848 So it's getting split into cluster 48. Trying to split cluster 25 (101473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1236.586343 sec): 2 clusters Score: Raw -5608671.592333 + Penalty 524.503435 = -5608147.088898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1236.714345 sec): 3 clusters Score: Raw -5540853.173916 + Penalty 1049.006871 = -5539804.167045 nChanged 49434 SP:Iteration 1F (1236.845836 sec): 3 clusters Score: Raw -5571759.635216 + Penalty 1049.006871 = -5570710.628345 nChanged 5741 SP:Iteration 2F (1236.972488 sec): 3 clusters Score: Raw -5574777.260943 + Penalty 1049.006871 = -5573728.254072 nChanged 6647 SP:Iteration 3F (1237.115345 sec): 3 clusters Score: Raw -5579033.500262 + Penalty 1049.006871 = -5577984.493391 nChanged 7172 SP:Iteration 4F (1237.248834 sec): 3 clusters Score: Raw -5584358.269759 + Penalty 1049.006871 = -5583309.262888 nChanged 6957 SP:Iteration 5F (1237.377526 sec): 3 clusters Score: Raw -5589901.864496 + Penalty 1049.006871 = -5588852.857625 nChanged 5902 SP:Iteration 6F (1237.524556 sec): 3 clusters Score: Raw -5593803.788701 + Penalty 1049.006871 = -5592754.781830 nChanged 4043 SP:Iteration 7Q (1237.667440 sec): 3 clusters Score: Raw -5595611.854590 + Penalty 1049.006871 = -5594562.847719 nChanged 2490 SP:Iteration 8Q (1237.790046 sec): 3 clusters Score: Raw -5596379.344175 + Penalty 1049.006871 = -5595330.337304 nChanged 1643 SP:Iteration 9Q (1237.924847 sec): 3 clusters Score: Raw -5596830.757939 + Penalty 1049.006871 = -5595781.751068 nChanged 1391 SP:Iteration 10Q (1238.066357 sec): 3 clusters Score: Raw -5597223.551513 + Penalty 1049.006871 = -5596174.544642 nChanged 1380 SP:Iteration 11Q (1238.201097 sec): 3 clusters Score: Raw -5597637.215896 + Penalty 1049.006871 = -5596588.209025 nChanged 1396 SP:Iteration 12Q (1238.343965 sec): 3 clusters Score: Raw -5598071.244345 + Penalty 1049.006871 = -5597022.237474 nChanged 1393 SP:Iteration 13Q (1238.490619 sec): 3 clusters Score: Raw -5598527.578012 + Penalty 1049.006871 = -5597478.571141 nChanged 1449 SP:Iteration 14Q (1238.640627 sec): 3 clusters Score: Raw -5599012.731471 + Penalty 1049.006871 = -5597963.724600 nChanged 1430 SP:Iteration 15Q (1238.787286 sec): 3 clusters Score: Raw -5599531.196790 + Penalty 1049.006871 = -5598482.189919 nChanged 1463 SP:Iteration 16Q (1238.919647 sec): 3 clusters Score: Raw -5600087.504836 + Penalty 1049.006871 = -5599038.497965 nChanged 1461 SP:Iteration 17Q (1239.066754 sec): 3 clusters Score: Raw -5600713.779213 + Penalty 1049.006871 = -5599664.772342 nChanged 1471 SP:Iteration 18Q (1239.205155 sec): 3 clusters Score: Raw -5601391.585940 + Penalty 1049.006871 = -5600342.579069 nChanged 1499 SP:Iteration 19Q (1239.334120 sec): 3 clusters Score: Raw -5602126.469710 + Penalty 1049.006871 = -5601077.462839 nChanged 1479 SP:Iteration 20F (1239.475438 sec): 3 clusters Score: Raw -5602880.920689 + Penalty 1049.006871 = -5601831.913818 nChanged 1405 SP:Iteration 21Q (1239.612379 sec): 3 clusters Score: Raw -5603590.618238 + Penalty 1049.006871 = -5602541.611367 nChanged 1372 SP:Iteration 22Q (1239.741941 sec): 3 clusters Score: Raw -5604301.024752 + Penalty 1049.006871 = -5603252.017881 nChanged 1260 SP:Iteration 23Q (1239.885458 sec): 3 clusters Score: Raw -5604945.178251 + Penalty 1049.006871 = -5603896.171380 nChanged 1186 SP:Iteration 24Q (1240.022982 sec): 3 clusters Score: Raw -5605519.105307 + Penalty 1049.006871 = -5604470.098436 nChanged 1041 SP:Iteration 25Q (1240.158938 sec): 3 clusters Score: Raw -5605977.741396 + Penalty 1049.006871 = -5604928.734525 nChanged 927 SP:Iteration 26Q (1240.283218 sec): 3 clusters Score: Raw -5606318.959595 + Penalty 1049.006871 = -5605269.952724 nChanged 747 SP:Iteration 27Q (1240.395398 sec): 3 clusters Score: Raw -5606523.649991 + Penalty 1049.006871 = -5605474.643121 nChanged 584 SP:Iteration 28Q (1240.518818 sec): 3 clusters Score: Raw -5606652.731101 + Penalty 1049.006871 = -5605603.724230 nChanged 459 SP:Iteration 29Q (1240.664513 sec): 3 clusters Score: Raw -5606733.902845 + Penalty 1049.006871 = -5605684.895974 nChanged 348 SP:Iteration 30Q (1240.800971 sec): 3 clusters Score: Raw -5606788.085917 + Penalty 1049.006871 = -5605739.079047 nChanged 320 SP:Iteration 31Q (1240.931609 sec): 3 clusters Score: Raw -5606832.693606 + Penalty 1049.006871 = -5605783.686735 nChanged 288 SP:Iteration 32Q (1241.080009 sec): 3 clusters Score: Raw -5606867.213382 + Penalty 1049.006871 = -5605818.206511 nChanged 261 SP:Iteration 33Q (1241.218661 sec): 3 clusters Score: Raw -5606897.452611 + Penalty 1049.006871 = -5605848.445740 nChanged 255 SP:Iteration 34Q (1241.344327 sec): 3 clusters Score: Raw -5606927.423742 + Penalty 1049.006871 = -5605878.416871 nChanged 251 SP:Iteration 35Q (1241.473591 sec): 3 clusters Score: Raw -5606954.722927 + Penalty 1049.006871 = -5605905.716056 nChanged 238 SP:Iteration 36Q (1241.598999 sec): 3 clusters Score: Raw -5606978.413058 + Penalty 1049.006871 = -5605929.406187 nChanged 233 SP:Iteration 37Q (1241.735119 sec): 3 clusters Score: Raw -5607000.766183 + Penalty 1049.006871 = -5605951.759312 nChanged 241 SP:Iteration 38Q (1241.838663 sec): 3 clusters Score: Raw -5607023.970790 + Penalty 1049.006871 = -5605974.963919 nChanged 211 SP:Iteration 39Q (1241.977301 sec): 3 clusters Score: Raw -5607042.241560 + Penalty 1049.006871 = -5605993.234689 nChanged 216 SP:Iteration 40F (1242.093407 sec): 3 clusters Score: Raw -5607062.110963 + Penalty 1049.006871 = -5606013.104092 nChanged 209 SP:Iteration 41Q (1242.237585 sec): 3 clusters Score: Raw -5607079.956389 + Penalty 1049.006871 = -5606030.949518 nChanged 198 SP:Iteration 42Q (1242.370392 sec): 3 clusters Score: Raw -5607097.779590 + Penalty 1049.006871 = -5606048.772719 nChanged 235 SP:Iteration 43Q (1242.495039 sec): 3 clusters Score: Raw -5607119.246819 + Penalty 1049.006871 = -5606070.239948 nChanged 212 SP:Iteration 44Q (1242.624144 sec): 3 clusters Score: Raw -5607137.013944 + Penalty 1049.006871 = -5606088.007073 nChanged 195 SP:Iteration 45Q (1242.739524 sec): 3 clusters Score: Raw -5607152.063012 + Penalty 1049.006871 = -5606103.056141 nChanged 178 SP:Iteration 46Q (1242.868706 sec): 3 clusters Score: Raw -5607164.643077 + Penalty 1049.006871 = -5606115.636206 nChanged 171 SP:Iteration 47Q (1242.999131 sec): 3 clusters Score: Raw -5607178.291007 + Penalty 1049.006871 = -5606129.284136 nChanged 177 SP:Iteration 48Q (1243.130821 sec): 3 clusters Score: Raw -5607193.025869 + Penalty 1049.006871 = -5606144.018998 nChanged 185 SP:Iteration 49Q (1243.264191 sec): 3 clusters Score: Raw -5607207.416171 + Penalty 1049.006871 = -5606158.409300 nChanged 172 SP:Iteration 50Q (1243.394000 sec): 3 clusters Score: Raw -5607220.495781 + Penalty 1049.006871 = -5606171.488910 nChanged 170 SP:Iteration 51Q (1243.518088 sec): 3 clusters Score: Raw -5607234.140155 + Penalty 1049.006871 = -5606185.133284 nChanged 172 SP:Iteration 52Q (1243.643983 sec): 3 clusters Score: Raw -5607247.824170 + Penalty 1049.006871 = -5606198.817299 nChanged 180 SP:Iteration 53Q (1243.783046 sec): 3 clusters Score: Raw -5607262.351076 + Penalty 1049.006871 = -5606213.344205 nChanged 182 SP:Iteration 54Q (1243.916616 sec): 3 clusters Score: Raw -5607277.953999 + Penalty 1049.006871 = -5606228.947128 nChanged 192 SP:Iteration 55Q (1244.049332 sec): 3 clusters Score: Raw -5607294.653648 + Penalty 1049.006871 = -5606245.646777 nChanged 171 SP:Iteration 56Q (1244.172247 sec): 3 clusters Score: Raw -5607308.897366 + Penalty 1049.006871 = -5606259.890495 nChanged 169 SP:Iteration 57Q (1244.307010 sec): 3 clusters Score: Raw -5607323.360191 + Penalty 1049.006871 = -5606274.353320 nChanged 160 SP:Iteration 58Q (1244.432883 sec): 3 clusters Score: Raw -5607336.569605 + Penalty 1049.006871 = -5606287.562734 nChanged 146 SP:Iteration 59Q (1244.532986 sec): 3 clusters Score: Raw -5607348.742461 + Penalty 1049.006871 = -5606299.735590 nChanged 154 SP:Iteration 60F (1244.662818 sec): 3 clusters Score: Raw -5607361.379347 + Penalty 1049.006871 = -5606312.372476 nChanged 156 SP:Iteration 61Q (1244.788342 sec): 3 clusters Score: Raw -5607374.101844 + Penalty 1049.006871 = -5606325.094973 nChanged 153 SP:Iteration 62Q (1244.935006 sec): 3 clusters Score: Raw -5607386.788866 + Penalty 1049.006871 = -5606337.781995 nChanged 168 SP:Iteration 63Q (1245.073083 sec): 3 clusters Score: Raw -5607401.677231 + Penalty 1049.006871 = -5606352.670360 nChanged 172 SP:Iteration 64Q (1245.192396 sec): 3 clusters Score: Raw -5607417.245397 + Penalty 1049.006871 = -5606368.238527 nChanged 177 SP:Iteration 65Q (1245.337876 sec): 3 clusters Score: Raw -5607435.164330 + Penalty 1049.006871 = -5606386.157459 nChanged 164 SP:Iteration 66Q (1245.470552 sec): 3 clusters Score: Raw -5607449.058822 + Penalty 1049.006871 = -5606400.051951 nChanged 149 SP:Iteration 67Q (1245.607756 sec): 3 clusters Score: Raw -5607458.423864 + Penalty 1049.006871 = -5606409.416993 nChanged 104 SP:Iteration 68Q (1245.738585 sec): 3 clusters Score: Raw -5607464.223239 + Penalty 1049.006871 = -5606415.216368 nChanged 109 SP:Iteration 69Q (1245.851639 sec): 3 clusters Score: Raw -5607470.773053 + Penalty 1049.006871 = -5606421.766182 nChanged 140 SP:Iteration 70Q (1245.970158 sec): 3 clusters Score: Raw -5607480.679538 + Penalty 1049.006871 = -5606431.672667 nChanged 122 SP:Iteration 71Q (1246.105327 sec): 3 clusters Score: Raw -5607489.674950 + Penalty 1049.006871 = -5606440.668080 nChanged 122 SP:Iteration 72Q (1246.232873 sec): 3 clusters Score: Raw -5607499.156874 + Penalty 1049.006871 = -5606450.150003 nChanged 144 SP:Iteration 73Q (1246.355819 sec): 3 clusters Score: Raw -5607511.003759 + Penalty 1049.006871 = -5606461.996888 nChanged 141 SP:Iteration 74Q (1246.479186 sec): 3 clusters Score: Raw -5607521.751720 + Penalty 1049.006871 = -5606472.744849 nChanged 128 SP:Iteration 75Q (1246.618574 sec): 3 clusters Score: Raw -5607532.134392 + Penalty 1049.006871 = -5606483.127521 nChanged 133 SP:Iteration 76Q (1246.725575 sec): 3 clusters Score: Raw -5607543.050431 + Penalty 1049.006871 = -5606494.043560 nChanged 144 SP:Iteration 77Q (1246.873454 sec): 3 clusters Score: Raw -5607555.548882 + Penalty 1049.006871 = -5606506.542011 nChanged 144 SP:Iteration 78Q (1246.980881 sec): 3 clusters Score: Raw -5607567.955597 + Penalty 1049.006871 = -5606518.948726 nChanged 130 SP:Iteration 79Q (1247.118928 sec): 3 clusters Score: Raw -5607577.925042 + Penalty 1049.006871 = -5606528.918171 nChanged 127 SP:Iteration 80F (1247.241198 sec): 3 clusters Score: Raw -5607587.653641 + Penalty 1049.006871 = -5606538.646770 nChanged 115 SP:Iteration 81Q (1247.371235 sec): 3 clusters Score: Raw -5607596.347924 + Penalty 1049.006871 = -5606547.341053 nChanged 111 SP:Iteration 82Q (1247.506448 sec): 3 clusters Score: Raw -5607605.260424 + Penalty 1049.006871 = -5606556.253553 nChanged 119 SP:Iteration 83Q (1247.642374 sec): 3 clusters Score: Raw -5607615.359177 + Penalty 1049.006871 = -5606566.352306 nChanged 112 SP:Iteration 84Q (1247.766619 sec): 3 clusters Score: Raw -5607625.389221 + Penalty 1049.006871 = -5606576.382350 nChanged 119 SP:Iteration 85Q (1247.911910 sec): 3 clusters Score: Raw -5607635.665096 + Penalty 1049.006871 = -5606586.658225 nChanged 101 SP:Iteration 86Q (1248.042440 sec): 3 clusters Score: Raw -5607643.818825 + Penalty 1049.006871 = -5606594.811954 nChanged 104 SP:Iteration 87Q (1248.161338 sec): 3 clusters Score: Raw -5607650.568376 + Penalty 1049.006871 = -5606601.561505 nChanged 90 SP:Iteration 88Q (1248.291079 sec): 3 clusters Score: Raw -5607656.601716 + Penalty 1049.006871 = -5606607.594845 nChanged 98 SP:Iteration 89Q (1248.422130 sec): 3 clusters Score: Raw -5607663.179009 + Penalty 1049.006871 = -5606614.172138 nChanged 90 SP:Iteration 90Q (1248.567801 sec): 3 clusters Score: Raw -5607669.568972 + Penalty 1049.006871 = -5606620.562101 nChanged 81 SP:Iteration 91Q (1248.679619 sec): 3 clusters Score: Raw -5607674.934898 + Penalty 1049.006871 = -5606625.928027 nChanged 77 SP:Iteration 92Q (1248.822849 sec): 3 clusters Score: Raw -5607680.020180 + Penalty 1049.006871 = -5606631.013309 nChanged 80 SP:Iteration 93Q (1248.957528 sec): 3 clusters Score: Raw -5607685.754853 + Penalty 1049.006871 = -5606636.747982 nChanged 83 SP:Iteration 94Q (1249.083012 sec): 3 clusters Score: Raw -5607692.158166 + Penalty 1049.006871 = -5606643.151295 nChanged 95 SP:Iteration 95Q (1249.207236 sec): 3 clusters Score: Raw -5607699.477584 + Penalty 1049.006871 = -5606650.470713 nChanged 87 SP:Iteration 96Q (1249.332502 sec): 3 clusters Score: Raw -5607707.253066 + Penalty 1049.006871 = -5606658.246195 nChanged 92 SP:Iteration 97Q (1249.463485 sec): 3 clusters Score: Raw -5607714.692775 + Penalty 1049.006871 = -5606665.685904 nChanged 87 SP:Iteration 98Q (1249.590957 sec): 3 clusters Score: Raw -5607722.058391 + Penalty 1049.006871 = -5606673.051520 nChanged 113 SP:Iteration 99Q (1249.722508 sec): 3 clusters Score: Raw -5607733.685789 + Penalty 1049.006871 = -5606684.678918 nChanged 107 SP:Iteration 100F (1249.846112 sec): 3 clusters Score: Raw -5607743.811819 + Penalty 1049.006871 = -5606694.804948 nChanged 103 SP:Iteration 101Q (1249.974181 sec): 3 clusters Score: Raw -5607754.331788 + Penalty 1049.006871 = -5606705.324917 nChanged 121 SP:Iteration 102Q (1250.094979 sec): 3 clusters Score: Raw -5607765.973517 + Penalty 1049.006871 = -5606716.966647 nChanged 104 SP:Iteration 103Q (1250.237577 sec): 3 clusters Score: Raw -5607776.620156 + Penalty 1049.006871 = -5606727.613285 nChanged 105 SP:Iteration 104Q (1250.354446 sec): 3 clusters Score: Raw -5607788.497066 + Penalty 1049.006871 = -5606739.490195 nChanged 122 SP:Iteration 105Q (1250.490522 sec): 3 clusters Score: Raw -5607803.231838 + Penalty 1049.006871 = -5606754.224967 nChanged 142 SP:Iteration 106Q (1250.609511 sec): 3 clusters Score: Raw -5607821.278565 + Penalty 1049.006871 = -5606772.271694 nChanged 143 SP:Iteration 107Q (1250.751445 sec): 3 clusters Score: Raw -5607841.342814 + Penalty 1049.006871 = -5606792.335943 nChanged 156 SP:Iteration 108Q (1250.899487 sec): 3 clusters Score: Raw -5607865.377278 + Penalty 1049.006871 = -5606816.370407 nChanged 159 SP:Iteration 109Q (1251.036307 sec): 3 clusters Score: Raw -5607889.064585 + Penalty 1049.006871 = -5606840.057714 nChanged 149 SP:Iteration 110Q (1251.159252 sec): 3 clusters Score: Raw -5607909.125646 + Penalty 1049.006871 = -5606860.118775 nChanged 132 SP:Iteration 111Q (1251.304286 sec): 3 clusters Score: Raw -5607927.357704 + Penalty 1049.006871 = -5606878.350833 nChanged 147 SP:Iteration 112Q (1251.440508 sec): 3 clusters Score: Raw -5607948.957368 + Penalty 1049.006871 = -5606899.950497 nChanged 147 SP:Iteration 113Q (1251.565433 sec): 3 clusters Score: Raw -5607968.781853 + Penalty 1049.006871 = -5606919.774983 nChanged 128 SP:Iteration 114Q (1251.700304 sec): 3 clusters Score: Raw -5607986.244010 + Penalty 1049.006871 = -5606937.237139 nChanged 135 SP:Iteration 115Q (1251.824331 sec): 3 clusters Score: Raw -5608005.373050 + Penalty 1049.006871 = -5606956.366179 nChanged 146 SP:Iteration 116Q (1251.956480 sec): 3 clusters Score: Raw -5608025.662597 + Penalty 1049.006871 = -5606976.655726 nChanged 143 SP:Iteration 117Q (1252.075653 sec): 3 clusters Score: Raw -5608043.865656 + Penalty 1049.006871 = -5606994.858785 nChanged 134 SP:Iteration 118Q (1252.206799 sec): 3 clusters Score: Raw -5608059.159526 + Penalty 1049.006871 = -5607010.152655 nChanged 122 SP:Iteration 119Q (1252.317598 sec): 3 clusters Score: Raw -5608072.280736 + Penalty 1049.006871 = -5607023.273865 nChanged 120 SP:Iteration 120F (1252.447355 sec): 3 clusters Score: Raw -5608086.528570 + Penalty 1049.006871 = -5607037.521699 nChanged 130 SP:Iteration 121Q (1252.560342 sec): 3 clusters Score: Raw -5608102.976447 + Penalty 1049.006871 = -5607053.969576 nChanged 145 SP:Iteration 122Q (1252.695408 sec): 3 clusters Score: Raw -5608122.293381 + Penalty 1049.006871 = -5607073.286510 nChanged 148 SP:Iteration 123Q (1252.818981 sec): 3 clusters Score: Raw -5608142.363708 + Penalty 1049.006871 = -5607093.356837 nChanged 151 SP:Iteration 124Q (1252.944027 sec): 3 clusters Score: Raw -5608161.136745 + Penalty 1049.006871 = -5607112.129874 nChanged 138 SP:Iteration 125Q (1253.082422 sec): 3 clusters Score: Raw -5608180.123732 + Penalty 1049.006871 = -5607131.116862 nChanged 128 SP:Iteration 126Q (1253.209593 sec): 3 clusters Score: Raw -5608196.191203 + Penalty 1049.006871 = -5607147.184332 nChanged 134 SP:Iteration 127Q (1253.337317 sec): 3 clusters Score: Raw -5608216.922997 + Penalty 1049.006871 = -5607167.916126 nChanged 139 SP:Iteration 128Q (1253.439894 sec): 3 clusters Score: Raw -5608239.920552 + Penalty 1049.006871 = -5607190.913681 nChanged 143 SP:Iteration 129Q (1253.561281 sec): 3 clusters Score: Raw -5608262.573167 + Penalty 1049.006871 = -5607213.566296 nChanged 125 SP:Iteration 130Q (1253.708980 sec): 3 clusters Score: Raw -5608284.109019 + Penalty 1049.006871 = -5607235.102148 nChanged 126 SP:Iteration 131Q (1253.836193 sec): 3 clusters Score: Raw -5608302.743205 + Penalty 1049.006871 = -5607253.736334 nChanged 114 SP:Iteration 132Q (1253.953704 sec): 3 clusters Score: Raw -5608318.614072 + Penalty 1049.006871 = -5607269.607202 nChanged 96 SP:Iteration 133Q (1254.050815 sec): 3 clusters Score: Raw -5608332.429632 + Penalty 1049.006871 = -5607283.422761 nChanged 112 SP:Iteration 134Q (1254.176552 sec): 3 clusters Score: Raw -5608350.260741 + Penalty 1049.006871 = -5607301.253870 nChanged 107 SP:Iteration 135Q (1254.309403 sec): 3 clusters Score: Raw -5608367.862782 + Penalty 1049.006871 = -5607318.855911 nChanged 111 SP:Iteration 136Q (1254.433306 sec): 3 clusters Score: Raw -5608384.165858 + Penalty 1049.006871 = -5607335.158988 nChanged 88 SP:Iteration 137Q (1254.567148 sec): 3 clusters Score: Raw -5608396.770778 + Penalty 1049.006871 = -5607347.763907 nChanged 94 SP:Iteration 138Q (1254.692274 sec): 3 clusters Score: Raw -5608410.934905 + Penalty 1049.006871 = -5607361.928034 nChanged 102 SP:Iteration 139Q (1254.819360 sec): 3 clusters Score: Raw -5608428.866999 + Penalty 1049.006871 = -5607379.860128 nChanged 106 SP:Iteration 140F (1254.960821 sec): 3 clusters Score: Raw -5608447.427269 + Penalty 1049.006871 = -5607398.420398 nChanged 97 SP:Iteration 141Q (1255.089308 sec): 3 clusters Score: Raw -5608465.614481 + Penalty 1049.006871 = -5607416.607610 nChanged 110 SP:Iteration 142Q (1255.212264 sec): 3 clusters Score: Raw -5608484.120743 + Penalty 1049.006871 = -5607435.113872 nChanged 97 SP:Iteration 143Q (1255.342810 sec): 3 clusters Score: Raw -5608501.975126 + Penalty 1049.006871 = -5607452.968255 nChanged 111 SP:Iteration 144Q (1255.462883 sec): 3 clusters Score: Raw -5608523.423727 + Penalty 1049.006871 = -5607474.416856 nChanged 91 SP:Iteration 145Q (1255.590572 sec): 3 clusters Score: Raw -5608536.131549 + Penalty 1049.006871 = -5607487.124678 nChanged 76 SP:Iteration 146Q (1255.733191 sec): 3 clusters Score: Raw -5608547.711920 + Penalty 1049.006871 = -5607498.705049 nChanged 75 SP:Iteration 147Q (1255.862813 sec): 3 clusters Score: Raw -5608558.219936 + Penalty 1049.006871 = -5607509.213065 nChanged 67 SP:Iteration 148Q (1255.987938 sec): 3 clusters Score: Raw -5608569.102076 + Penalty 1049.006871 = -5607520.095205 nChanged 75 SP:Iteration 149Q (1256.111757 sec): 3 clusters Score: Raw -5608584.337949 + Penalty 1049.006871 = -5607535.331078 nChanged 71 SP:Iteration 150Q (1256.239844 sec): 3 clusters Score: Raw -5608599.103577 + Penalty 1049.006871 = -5607550.096706 nChanged 61 SP:Iteration 151Q (1256.363174 sec): 3 clusters Score: Raw -5608610.462241 + Penalty 1049.006871 = -5607561.455370 nChanged 66 SP:Iteration 152Q (1256.492982 sec): 3 clusters Score: Raw -5608622.994051 + Penalty 1049.006871 = -5607573.987180 nChanged 60 SP:Iteration 153Q (1256.611980 sec): 3 clusters Score: Raw -5608633.556892 + Penalty 1049.006871 = -5607584.550021 nChanged 51 SP:Iteration 154Q (1256.707762 sec): 3 clusters Score: Raw -5608641.379889 + Penalty 1049.006871 = -5607592.373019 nChanged 51 SP:Iteration 155Q (1256.834902 sec): 3 clusters Score: Raw -5608650.582109 + Penalty 1049.006871 = -5607601.575238 nChanged 53 SP:Iteration 156Q (1256.957574 sec): 3 clusters Score: Raw -5608660.440054 + Penalty 1049.006871 = -5607611.433183 nChanged 59 SP:Iteration 157Q (1257.096281 sec): 3 clusters Score: Raw -5608673.259491 + Penalty 1049.006871 = -5607624.252621 nChanged 61 SP:Iteration 158Q (1257.223963 sec): 3 clusters Score: Raw -5608686.985595 + Penalty 1049.006871 = -5607637.978724 nChanged 75 SP:Iteration 159Q (1257.339010 sec): 3 clusters Score: Raw -5608703.170738 + Penalty 1049.006871 = -5607654.163867 nChanged 67 SP:Iteration 160F (1257.468658 sec): 3 clusters Score: Raw -5608716.026878 + Penalty 1049.006871 = -5607667.020007 nChanged 58 SP:Iteration 161Q (1257.581002 sec): 3 clusters Score: Raw -5608728.946242 + Penalty 1049.006871 = -5607679.939371 nChanged 52 SP:Iteration 162Q (1257.724696 sec): 3 clusters Score: Raw -5608738.463970 + Penalty 1049.006871 = -5607689.457100 nChanged 45 SP:Iteration 163Q (1257.858998 sec): 3 clusters Score: Raw -5608746.212049 + Penalty 1049.006871 = -5607697.205178 nChanged 33 SP:Iteration 164Q (1257.979408 sec): 3 clusters Score: Raw -5608751.151362 + Penalty 1049.006871 = -5607702.144491 nChanged 27 SP:Iteration 165Q (1258.108959 sec): 3 clusters Score: Raw -5608755.416486 + Penalty 1049.006871 = -5607706.409615 nChanged 30 SP:Iteration 166Q (1258.231503 sec): 3 clusters Score: Raw -5608760.066021 + Penalty 1049.006871 = -5607711.059150 nChanged 28 SP:Iteration 167Q (1258.371365 sec): 3 clusters Score: Raw -5608764.748044 + Penalty 1049.006871 = -5607715.741174 nChanged 20 SP:Iteration 168Q (1258.505442 sec): 3 clusters Score: Raw -5608767.829475 + Penalty 1049.006871 = -5607718.822604 nChanged 15 SP:Iteration 169Q (1258.630519 sec): 3 clusters Score: Raw -5608769.073839 + Penalty 1049.006871 = -5607720.066968 nChanged 9 SP:Iteration 170Q (1258.744214 sec): 3 clusters Score: Raw -5608770.230942 + Penalty 1049.006871 = -5607721.224071 nChanged 11 SP:Iteration 171Q (1258.863374 sec): 3 clusters Score: Raw -5608771.616508 + Penalty 1049.006871 = -5607722.609637 nChanged 11 SP:Iteration 172Q (1258.998631 sec): 3 clusters Score: Raw -5608773.117852 + Penalty 1049.006871 = -5607724.110981 nChanged 13 SP:Iteration 173Q (1259.134599 sec): 3 clusters Score: Raw -5608775.037295 + Penalty 1049.006871 = -5607726.030424 nChanged 13 SP:Iteration 174Q (1259.263455 sec): 3 clusters Score: Raw -5608776.599339 + Penalty 1049.006871 = -5607727.592468 nChanged 11 SP:Iteration 175Q (1259.382706 sec): 3 clusters Score: Raw -5608777.912143 + Penalty 1049.006871 = -5607728.905272 nChanged 14 SP:Iteration 176Q (1259.521005 sec): 3 clusters Score: Raw -5608779.502787 + Penalty 1049.006871 = -5607730.495916 nChanged 14 SP:Iteration 177Q (1259.652271 sec): 3 clusters Score: Raw -5608780.683526 + Penalty 1049.006871 = -5607731.676655 nChanged 5 SP:Iteration 178Q (1259.772239 sec): 3 clusters Score: Raw -5608780.949532 + Penalty 1049.006871 = -5607731.942661 nChanged 3 SP:Iteration 179Q (1259.912079 sec): 3 clusters Score: Raw -5608781.224398 + Penalty 1049.006871 = -5607732.217527 nChanged 3 SP:Iteration 180F (1260.042385 sec): 3 clusters Score: Raw -5608781.376331 + Penalty 1049.006871 = -5607732.369460 nChanged 1 SP:Iteration 181Q (1260.176106 sec): 3 clusters Score: Raw -5608781.538283 + Penalty 1049.006871 = -5607732.531412 nChanged 2 SP:Iteration 182Q (1260.294432 sec): 3 clusters Score: Raw -5608781.893802 + Penalty 1049.006871 = -5607732.886931 nChanged 2 SP:Iteration 183Q (1260.430150 sec): 3 clusters Score: Raw -5608782.159201 + Penalty 1049.006871 = -5607733.152331 nChanged 2 SP:Iteration 184Q (1260.548518 sec): 3 clusters Score: Raw -5608782.405045 + Penalty 1049.006871 = -5607733.398174 nChanged 5 SP:Iteration 185Q (1260.666673 sec): 3 clusters Score: Raw -5608782.671067 + Penalty 1049.006871 = -5607733.664196 nChanged 2 SP:Iteration 186Q (1260.794057 sec): 3 clusters Score: Raw -5608782.799524 + Penalty 1049.006871 = -5607733.792653 nChanged 2 SP:Iteration 187Q (1260.925199 sec): 3 clusters Score: Raw -5608782.919310 + Penalty 1049.006871 = -5607733.912439 nChanged 2 SP:Iteration 188Q (1261.044027 sec): 3 clusters Score: Raw -5608783.192113 + Penalty 1049.006871 = -5607734.185242 nChanged 2 SP:Iteration 189Q (1261.183016 sec): 3 clusters Score: Raw -5608783.409976 + Penalty 1049.006871 = -5607734.403105 nChanged 5 SP:Iteration 190Q (1261.315987 sec): 3 clusters Score: Raw -5608783.928035 + Penalty 1049.006871 = -5607734.921164 nChanged 1 SP:Iteration 191Q (1261.443516 sec): 3 clusters Score: Raw -5608783.968657 + Penalty 1049.006871 = -5607734.961786 nChanged 1 SP:Iteration 192Q (1261.568199 sec): 3 clusters Score: Raw -5608784.000807 + Penalty 1049.006871 = -5607734.993936 nChanged 1 SP:Iteration 193Q (1261.699636 sec): 3 clusters Score: Raw -5608784.101384 + Penalty 1049.006871 = -5607735.094513 nChanged 2 SP:Iteration 194Q (1261.827103 sec): 3 clusters Score: Raw -5608784.304812 + Penalty 1049.006871 = -5607735.297941 nChanged 3 SP:Iteration 195Q (1261.959047 sec): 3 clusters Score: Raw -5608784.540105 + Penalty 1049.006871 = -5607735.533234 nChanged 3 SP:Iteration 196Q (1262.101186 sec): 3 clusters Score: Raw -5608784.796201 + Penalty 1049.006871 = -5607735.789330 nChanged 3 SP:Iteration 197Q (1262.228608 sec): 3 clusters Score: Raw -5608785.049508 + Penalty 1049.006871 = -5607736.042637 nChanged 2 SP:Iteration 198Q (1262.350305 sec): 3 clusters Score: Raw -5608785.237868 + Penalty 1049.006871 = -5607736.230997 nChanged 2 SP:Iteration 199Q (1262.462026 sec): 3 clusters Score: Raw -5608785.362005 + Penalty 1049.006871 = -5607736.355134 nChanged 1 SP:Iteration 200F (1262.591334 sec): 3 clusters Score: Raw -5608785.514865 + Penalty 1049.006871 = -5607736.507995 nChanged 5 SP:Iteration 201Q (1262.724249 sec): 3 clusters Score: Raw -5608786.050533 + Penalty 1049.006871 = -5607737.043662 nChanged 3 SP:Iteration 202Q (1262.837426 sec): 3 clusters Score: Raw -5608786.361227 + Penalty 1049.006871 = -5607737.354356 nChanged 5 SP:Iteration 203Q (1262.969661 sec): 3 clusters Score: Raw -5608786.899887 + Penalty 1049.006871 = -5607737.893016 nChanged 4 SP:Iteration 204Q (1263.097141 sec): 3 clusters Score: Raw -5608787.230811 + Penalty 1049.006871 = -5607738.223940 nChanged 5 SP:Iteration 205Q (1263.192511 sec): 3 clusters Score: Raw -5608787.540362 + Penalty 1049.006871 = -5607738.533492 nChanged 1 SP:Iteration 206Q (1263.294532 sec): 3 clusters Score: Raw -5608787.574494 + Penalty 1049.006871 = -5607738.567623 nChanged 0 SP:Iteration 207F (1263.425980 sec): 3 clusters Score: Raw -5608787.574494 + Penalty 1049.006871 = -5607738.567623 nChanged 0 Trying to split cluster 26 (16976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1263.464958 sec): 2 clusters Score: Raw -867468.658465 + Penalty 443.149792 = -867025.508674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1263.515114 sec): 3 clusters Score: Raw -856918.829275 + Penalty 886.299583 = -856032.529691 nChanged 7857 SP:Iteration 1F (1263.563542 sec): 3 clusters Score: Raw -862197.826979 + Penalty 886.299583 = -861311.527395 nChanged 1498 SP:Iteration 2F (1263.630073 sec): 3 clusters Score: Raw -863272.416332 + Penalty 886.299583 = -862386.116749 nChanged 1422 SP:Iteration 3F (1263.692011 sec): 3 clusters Score: Raw -864308.466938 + Penalty 886.299583 = -863422.167355 nChanged 1227 SP:Iteration 4F (1263.731975 sec): 3 clusters Score: Raw -865246.342967 + Penalty 886.299583 = -864360.043383 nChanged 1047 SP:Iteration 5F (1263.792393 sec): 3 clusters Score: Raw -865961.421270 + Penalty 886.299583 = -865075.121686 nChanged 849 SP:Iteration 6F (1263.836714 sec): 3 clusters Score: Raw -866456.646781 + Penalty 886.299583 = -865570.347198 nChanged 660 SP:Iteration 7Q (1263.891139 sec): 3 clusters Score: Raw -866810.535235 + Penalty 886.299583 = -865924.235652 nChanged 506 SP:Iteration 8Q (1263.956396 sec): 3 clusters Score: Raw -867059.493277 + Penalty 886.299583 = -866173.193694 nChanged 394 SP:Iteration 9Q (1264.022123 sec): 3 clusters Score: Raw -867244.965008 + Penalty 886.299583 = -866358.665425 nChanged 321 SP:Iteration 10Q (1264.085022 sec): 3 clusters Score: Raw -867386.843020 + Penalty 886.299583 = -866500.543437 nChanged 262 SP:Iteration 11Q (1264.137644 sec): 3 clusters Score: Raw -867483.181822 + Penalty 886.299583 = -866596.882238 nChanged 215 SP:Iteration 12Q (1264.191783 sec): 3 clusters Score: Raw -867555.184913 + Penalty 886.299583 = -866668.885330 nChanged 178 SP:Iteration 13Q (1264.256282 sec): 3 clusters Score: Raw -867598.044804 + Penalty 886.299583 = -866711.745221 nChanged 128 SP:Iteration 14Q (1264.308086 sec): 3 clusters Score: Raw -867629.371281 + Penalty 886.299583 = -866743.071697 nChanged 110 SP:Iteration 15Q (1264.364938 sec): 3 clusters Score: Raw -867652.415600 + Penalty 886.299583 = -866766.116016 nChanged 92 SP:Iteration 16Q (1264.408072 sec): 3 clusters Score: Raw -867666.352072 + Penalty 886.299583 = -866780.052489 nChanged 65 SP:Iteration 17Q (1264.469079 sec): 3 clusters Score: Raw -867676.131564 + Penalty 886.299583 = -866789.831980 nChanged 66 SP:Iteration 18Q (1264.529470 sec): 3 clusters Score: Raw -867685.477512 + Penalty 886.299583 = -866799.177929 nChanged 62 SP:Iteration 19Q (1264.593533 sec): 3 clusters Score: Raw -867691.784346 + Penalty 886.299583 = -866805.484763 nChanged 43 SP:Iteration 20F (1264.644837 sec): 3 clusters Score: Raw -867696.372717 + Penalty 886.299583 = -866810.073134 nChanged 44 SP:Iteration 21Q (1264.701615 sec): 3 clusters Score: Raw -867700.832821 + Penalty 886.299583 = -866814.533238 nChanged 32 SP:Iteration 22Q (1264.768901 sec): 3 clusters Score: Raw -867703.536236 + Penalty 886.299583 = -866817.236653 nChanged 41 SP:Iteration 23Q (1264.831003 sec): 3 clusters Score: Raw -867708.891085 + Penalty 886.299583 = -866822.591502 nChanged 48 SP:Iteration 24Q (1264.883611 sec): 3 clusters Score: Raw -867717.139743 + Penalty 886.299583 = -866830.840160 nChanged 53 SP:Iteration 25Q (1264.934935 sec): 3 clusters Score: Raw -867727.023589 + Penalty 886.299583 = -866840.724006 nChanged 61 SP:Iteration 26Q (1264.987241 sec): 3 clusters Score: Raw -867736.189019 + Penalty 886.299583 = -866849.889436 nChanged 47 SP:Iteration 27Q (1265.053466 sec): 3 clusters Score: Raw -867743.620383 + Penalty 886.299583 = -866857.320800 nChanged 55 SP:Iteration 28Q (1265.097792 sec): 3 clusters Score: Raw -867752.642973 + Penalty 886.299583 = -866866.343389 nChanged 56 SP:Iteration 29Q (1265.153143 sec): 3 clusters Score: Raw -867761.040499 + Penalty 886.299583 = -866874.740916 nChanged 38 SP:Iteration 30Q (1265.197161 sec): 3 clusters Score: Raw -867766.355184 + Penalty 886.299583 = -866880.055601 nChanged 33 SP:Iteration 31Q (1265.261221 sec): 3 clusters Score: Raw -867770.431548 + Penalty 886.299583 = -866884.131965 nChanged 34 SP:Iteration 32Q (1265.319132 sec): 3 clusters Score: Raw -867774.042222 + Penalty 886.299583 = -866887.742639 nChanged 20 SP:Iteration 33Q (1265.367261 sec): 3 clusters Score: Raw -867775.871139 + Penalty 886.299583 = -866889.571556 nChanged 19 SP:Iteration 34Q (1265.419305 sec): 3 clusters Score: Raw -867777.274319 + Penalty 886.299583 = -866890.974736 nChanged 18 SP:Iteration 35Q (1265.474723 sec): 3 clusters Score: Raw -867778.926606 + Penalty 886.299583 = -866892.627023 nChanged 16 SP:Iteration 36Q (1265.536885 sec): 3 clusters Score: Raw -867780.328271 + Penalty 886.299583 = -866894.028687 nChanged 12 SP:Iteration 37Q (1265.594849 sec): 3 clusters Score: Raw -867781.542804 + Penalty 886.299583 = -866895.243221 nChanged 12 SP:Iteration 38Q (1265.648756 sec): 3 clusters Score: Raw -867782.799590 + Penalty 886.299583 = -866896.500007 nChanged 12 SP:Iteration 39Q (1265.701100 sec): 3 clusters Score: Raw -867784.327827 + Penalty 886.299583 = -866898.028244 nChanged 13 SP:Iteration 40F (1265.752871 sec): 3 clusters Score: Raw -867785.278309 + Penalty 886.299583 = -866898.978725 nChanged 14 SP:Iteration 41Q (1265.815935 sec): 3 clusters Score: Raw -867786.147104 + Penalty 886.299583 = -866899.847521 nChanged 16 SP:Iteration 42Q (1265.877850 sec): 3 clusters Score: Raw -867787.203458 + Penalty 886.299583 = -866900.903874 nChanged 9 SP:Iteration 43Q (1265.948168 sec): 3 clusters Score: Raw -867788.003473 + Penalty 886.299583 = -866901.703890 nChanged 14 SP:Iteration 44Q (1265.996730 sec): 3 clusters Score: Raw -867788.845669 + Penalty 886.299583 = -866902.546086 nChanged 15 SP:Iteration 45Q (1266.055326 sec): 3 clusters Score: Raw -867789.241938 + Penalty 886.299583 = -866902.942354 nChanged 7 SP:Iteration 46Q (1266.105259 sec): 3 clusters Score: Raw -867789.491683 + Penalty 886.299583 = -866903.192100 nChanged 8 SP:Iteration 47Q (1266.165012 sec): 3 clusters Score: Raw -867789.783134 + Penalty 886.299583 = -866903.483550 nChanged 10 SP:Iteration 48Q (1266.221682 sec): 3 clusters Score: Raw -867790.090118 + Penalty 886.299583 = -866903.790535 nChanged 6 SP:Iteration 49Q (1266.280681 sec): 3 clusters Score: Raw -867790.332560 + Penalty 886.299583 = -866904.032977 nChanged 10 SP:Iteration 50Q (1266.344609 sec): 3 clusters Score: Raw -867790.981726 + Penalty 886.299583 = -866904.682143 nChanged 16 SP:Iteration 51Q (1266.402498 sec): 3 clusters Score: Raw -867791.928508 + Penalty 886.299583 = -866905.628924 nChanged 15 SP:Iteration 52Q (1266.465002 sec): 3 clusters Score: Raw -867792.891272 + Penalty 886.299583 = -866906.591689 nChanged 14 SP:Iteration 53Q (1266.536663 sec): 3 clusters Score: Raw -867793.711882 + Penalty 886.299583 = -866907.412299 nChanged 9 SP:Iteration 54Q (1266.595202 sec): 3 clusters Score: Raw -867794.353331 + Penalty 886.299583 = -866908.053747 nChanged 18 SP:Iteration 55Q (1266.651511 sec): 3 clusters Score: Raw -867795.863239 + Penalty 886.299583 = -866909.563656 nChanged 17 SP:Iteration 56Q (1266.707983 sec): 3 clusters Score: Raw -867796.878885 + Penalty 886.299583 = -866910.579302 nChanged 18 SP:Iteration 57Q (1266.759369 sec): 3 clusters Score: Raw -867797.836260 + Penalty 886.299583 = -866911.536676 nChanged 16 SP:Iteration 58Q (1266.791215 sec): 3 clusters Score: Raw -867799.091871 + Penalty 886.299583 = -866912.792288 nChanged 12 SP:Iteration 59Q (1266.864333 sec): 3 clusters Score: Raw -867799.651236 + Penalty 886.299583 = -866913.351652 nChanged 14 SP:Iteration 60F (1266.919308 sec): 3 clusters Score: Raw -867800.686096 + Penalty 886.299583 = -866914.386512 nChanged 12 SP:Iteration 61Q (1266.979907 sec): 3 clusters Score: Raw -867801.470239 + Penalty 886.299583 = -866915.170656 nChanged 13 SP:Iteration 62Q (1267.027375 sec): 3 clusters Score: Raw -867802.667752 + Penalty 886.299583 = -866916.368169 nChanged 14 SP:Iteration 63Q (1267.073392 sec): 3 clusters Score: Raw -867803.961163 + Penalty 886.299583 = -866917.661580 nChanged 15 SP:Iteration 64Q (1267.135714 sec): 3 clusters Score: Raw -867804.796700 + Penalty 886.299583 = -866918.497117 nChanged 15 SP:Iteration 65Q (1267.187027 sec): 3 clusters Score: Raw -867805.729749 + Penalty 886.299583 = -866919.430165 nChanged 21 SP:Iteration 66Q (1267.236854 sec): 3 clusters Score: Raw -867807.460103 + Penalty 886.299583 = -866921.160520 nChanged 26 SP:Iteration 67Q (1267.291227 sec): 3 clusters Score: Raw -867808.842552 + Penalty 886.299583 = -866922.542969 nChanged 20 SP:Iteration 68Q (1267.344363 sec): 3 clusters Score: Raw -867809.715656 + Penalty 886.299583 = -866923.416073 nChanged 19 SP:Iteration 69Q (1267.403705 sec): 3 clusters Score: Raw -867810.745016 + Penalty 886.299583 = -866924.445433 nChanged 12 SP:Iteration 70Q (1267.473353 sec): 3 clusters Score: Raw -867811.477336 + Penalty 886.299583 = -866925.177753 nChanged 17 SP:Iteration 71Q (1267.526257 sec): 3 clusters Score: Raw -867812.045661 + Penalty 886.299583 = -866925.746078 nChanged 11 SP:Iteration 72Q (1267.579981 sec): 3 clusters Score: Raw -867812.308792 + Penalty 886.299583 = -866926.009208 nChanged 9 SP:Iteration 73Q (1267.638898 sec): 3 clusters Score: Raw -867812.743799 + Penalty 886.299583 = -866926.444215 nChanged 13 SP:Iteration 74Q (1267.692746 sec): 3 clusters Score: Raw -867813.161274 + Penalty 886.299583 = -866926.861691 nChanged 7 SP:Iteration 75Q (1267.740932 sec): 3 clusters Score: Raw -867813.374501 + Penalty 886.299583 = -866927.074917 nChanged 3 SP:Iteration 76Q (1267.789380 sec): 3 clusters Score: Raw -867813.471754 + Penalty 886.299583 = -866927.172171 nChanged 4 SP:Iteration 77Q (1267.841050 sec): 3 clusters Score: Raw -867813.579980 + Penalty 886.299583 = -866927.280396 nChanged 4 SP:Iteration 78Q (1267.900163 sec): 3 clusters Score: Raw -867813.735291 + Penalty 886.299583 = -866927.435707 nChanged 4 SP:Iteration 79Q (1267.953416 sec): 3 clusters Score: Raw -867813.817777 + Penalty 886.299583 = -866927.518193 nChanged 2 SP:Iteration 80F (1268.011586 sec): 3 clusters Score: Raw -867813.857149 + Penalty 886.299583 = -866927.557565 nChanged 0 Trying to split cluster 27 (36610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1268.061776 sec): 2 clusters Score: Raw -1970087.277969 + Penalty 478.117490 = -1969609.160479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1268.146445 sec): 3 clusters Score: Raw -1945887.198244 + Penalty 956.234980 = -1944930.963263 nChanged 17656 SP:Iteration 1F (1268.192338 sec): 3 clusters Score: Raw -1956807.699144 + Penalty 956.234980 = -1955851.464163 nChanged 2502 SP:Iteration 2F (1268.272386 sec): 3 clusters Score: Raw -1958578.282858 + Penalty 956.234980 = -1957622.047877 nChanged 3093 SP:Iteration 3F (1268.350125 sec): 3 clusters Score: Raw -1961477.765435 + Penalty 956.234980 = -1960521.530454 nChanged 3316 SP:Iteration 4F (1268.422210 sec): 3 clusters Score: Raw -1965406.468748 + Penalty 956.234980 = -1964450.233768 nChanged 3068 SP:Iteration 5F (1268.486895 sec): 3 clusters Score: Raw -1969247.629373 + Penalty 956.234980 = -1968291.394393 nChanged 2401 SP:Iteration 6F (1268.560726 sec): 3 clusters Score: Raw -1971908.638459 + Penalty 956.234980 = -1970952.403479 nChanged 1721 SP:Iteration 7Q (1268.634980 sec): 3 clusters Score: Raw -1973588.016726 + Penalty 956.234980 = -1972631.781746 nChanged 1267 SP:Iteration 8Q (1268.710483 sec): 3 clusters Score: Raw -1974637.858476 + Penalty 956.234980 = -1973681.623496 nChanged 873 SP:Iteration 9Q (1268.774751 sec): 3 clusters Score: Raw -1975162.805416 + Penalty 956.234980 = -1974206.570436 nChanged 588 SP:Iteration 10Q (1268.858743 sec): 3 clusters Score: Raw -1975432.021498 + Penalty 956.234980 = -1974475.786517 nChanged 415 SP:Iteration 11Q (1268.927082 sec): 3 clusters Score: Raw -1975579.993271 + Penalty 956.234980 = -1974623.758291 nChanged 277 SP:Iteration 12Q (1268.996799 sec): 3 clusters Score: Raw -1975660.253601 + Penalty 956.234980 = -1974704.018621 nChanged 220 SP:Iteration 13Q (1269.076383 sec): 3 clusters Score: Raw -1975718.022515 + Penalty 956.234980 = -1974761.787535 nChanged 189 SP:Iteration 14Q (1269.158900 sec): 3 clusters Score: Raw -1975765.254655 + Penalty 956.234980 = -1974809.019675 nChanged 161 SP:Iteration 15Q (1269.246867 sec): 3 clusters Score: Raw -1975809.125614 + Penalty 956.234980 = -1974852.890634 nChanged 172 SP:Iteration 16Q (1269.320254 sec): 3 clusters Score: Raw -1975855.815882 + Penalty 956.234980 = -1974899.580902 nChanged 168 SP:Iteration 17Q (1269.385438 sec): 3 clusters Score: Raw -1975897.865957 + Penalty 956.234980 = -1974941.630977 nChanged 140 SP:Iteration 18Q (1269.466114 sec): 3 clusters Score: Raw -1975926.373195 + Penalty 956.234980 = -1974970.138214 nChanged 122 SP:Iteration 19Q (1269.540555 sec): 3 clusters Score: Raw -1975948.462942 + Penalty 956.234980 = -1974992.227961 nChanged 100 SP:Iteration 20F (1269.601472 sec): 3 clusters Score: Raw -1975962.737698 + Penalty 956.234980 = -1975006.502718 nChanged 83 SP:Iteration 21Q (1269.684447 sec): 3 clusters Score: Raw -1975973.318325 + Penalty 956.234980 = -1975017.083345 nChanged 71 SP:Iteration 22Q (1269.754536 sec): 3 clusters Score: Raw -1975980.002017 + Penalty 956.234980 = -1975023.767036 nChanged 54 SP:Iteration 23Q (1269.819609 sec): 3 clusters Score: Raw -1975983.633182 + Penalty 956.234980 = -1975027.398202 nChanged 40 SP:Iteration 24Q (1269.902270 sec): 3 clusters Score: Raw -1975985.365307 + Penalty 956.234980 = -1975029.130327 nChanged 41 SP:Iteration 25Q (1269.960620 sec): 3 clusters Score: Raw -1975987.310953 + Penalty 956.234980 = -1975031.075972 nChanged 33 SP:Iteration 26Q (1270.026812 sec): 3 clusters Score: Raw -1975988.853065 + Penalty 956.234980 = -1975032.618085 nChanged 32 SP:Iteration 27Q (1270.108019 sec): 3 clusters Score: Raw -1975990.195466 + Penalty 956.234980 = -1975033.960486 nChanged 36 SP:Iteration 28Q (1270.185276 sec): 3 clusters Score: Raw -1975991.544424 + Penalty 956.234980 = -1975035.309444 nChanged 18 SP:Iteration 29Q (1270.256466 sec): 3 clusters Score: Raw -1975991.999079 + Penalty 956.234980 = -1975035.764099 nChanged 6 SP:Iteration 30Q (1270.322806 sec): 3 clusters Score: Raw -1975992.148450 + Penalty 956.234980 = -1975035.913470 nChanged 7 SP:Iteration 31Q (1270.411174 sec): 3 clusters Score: Raw -1975992.351787 + Penalty 956.234980 = -1975036.116807 nChanged 8 SP:Iteration 32Q (1270.481038 sec): 3 clusters Score: Raw -1975992.479044 + Penalty 956.234980 = -1975036.244064 nChanged 9 SP:Iteration 33Q (1270.558700 sec): 3 clusters Score: Raw -1975992.680763 + Penalty 956.234980 = -1975036.445783 nChanged 7 SP:Iteration 34Q (1270.627860 sec): 3 clusters Score: Raw -1975992.859409 + Penalty 956.234980 = -1975036.624428 nChanged 8 SP:Iteration 35Q (1270.701527 sec): 3 clusters Score: Raw -1975992.998313 + Penalty 956.234980 = -1975036.763333 nChanged 7 SP:Iteration 36Q (1270.770640 sec): 3 clusters Score: Raw -1975993.074480 + Penalty 956.234980 = -1975036.839500 nChanged 1 SP:Iteration 37Q (1270.856137 sec): 3 clusters Score: Raw -1975993.086082 + Penalty 956.234980 = -1975036.851102 nChanged 1 SP:Iteration 38Q (1270.930321 sec): 3 clusters Score: Raw -1975993.094966 + Penalty 956.234980 = -1975036.859986 nChanged 0 SP:Iteration 39F (1271.000079 sec): 3 clusters Score: Raw -1975993.094966 + Penalty 956.234980 = -1975036.859986 nChanged 0 Score: Raw -56326520.547481 + Penalty 31079.702274 = -56295440.845207 Splitting cluster 27 changes total score from -56280671.757784 to -56295440.845207 So it's getting split into cluster 49. No free clusters, abandoning splitIteration 59Q (1304.326106 sec): 50 clusters Score: Raw -56330660.566248 + Penalty 31079.702274 = -56299580.863974 nChanged 7962 Iteration 60F (1324.046134 sec): 50 clusters Score: Raw -56334889.079428 + Penalty 31079.702274 = -56303809.377154 nChanged 7500 Iteration 61Q (1337.971522 sec): 50 clusters Score: Raw -56337329.927613 + Penalty 31079.702274 = -56306250.225339 nChanged 5106 Iteration 62Q (1351.824442 sec): 50 clusters Score: Raw -56338360.074149 + Penalty 31079.702274 = -56307280.371875 nChanged 4292 Iteration 63Q (1365.736674 sec): 50 clusters Score: Raw -56339082.665078 + Penalty 31079.702274 = -56308002.962804 nChanged 3782 Iteration 64Q (1379.755705 sec): 50 clusters Score: Raw -56339683.525714 + Penalty 31079.702274 = -56308603.823440 nChanged 3437 Iteration 65Q (1393.750462 sec): 50 clusters Score: Raw -56340176.564319 + Penalty 31079.702274 = -56309096.862045 nChanged 3269 Iteration 66Q (1407.734003 sec): 50 clusters Score: Raw -56340590.596655 + Penalty 31079.702274 = -56309510.894381 nChanged 3074 Iteration 67Q (1421.523293 sec): 50 clusters Score: Raw -56340948.648811 + Penalty 31079.702274 = -56309868.946537 nChanged 2857 Iteration 68Q (1435.306781 sec): 50 clusters Score: Raw -56341290.628483 + Penalty 31079.702274 = -56310210.926209 nChanged 2772 Iteration 69Q (1449.214387 sec): 50 clusters Score: Raw -56341650.786125 + Penalty 31079.702274 = -56310571.083851 nChanged 2659 Iteration 70Q (1463.086820 sec): 50 clusters Score: Raw -56342136.164624 + Penalty 31079.702274 = -56311056.462350 nChanged 2473 Iteration 71Q (1477.119133 sec): 50 clusters Score: Raw -56342700.180161 + Penalty 31079.702274 = -56311620.477887 nChanged 2338 Iteration 72Q (1491.033155 sec): 50 clusters Score: Raw -56342971.953699 + Penalty 31079.702274 = -56311892.251425 nChanged 2317 Iteration 73Q (1504.990802 sec): 50 clusters Score: Raw -56343244.430081 + Penalty 31079.702274 = -56312164.727807 nChanged 2241 Iteration 74Q (1518.938705 sec): 50 clusters Score: Raw -56343498.414203 + Penalty 31079.702274 = -56312418.711929 nChanged 2150 Iteration 75Q (1532.812860 sec): 50 clusters Score: Raw -56343742.064990 + Penalty 31079.702274 = -56312662.362716 nChanged 2150 Iteration 76Q (1546.605114 sec): 50 clusters Score: Raw -56343968.120633 + Penalty 31079.702274 = -56312888.418359 nChanged 2136 Iteration 77Q (1560.561422 sec): 50 clusters Score: Raw -56344194.566449 + Penalty 31079.702274 = -56313114.864175 nChanged 2094 Iteration 78Q (1574.397495 sec): 50 clusters Score: Raw -56344431.796630 + Penalty 31079.702274 = -56313352.094356 nChanged 2119 Iteration 79Q (1588.336717 sec): 50 clusters Score: Raw -56344665.755114 + Penalty 31079.702274 = -56313586.052840 nChanged 2113 Iteration 80F (1608.085419 sec): 50 clusters Score: Raw -56345758.825625 + Penalty 31079.702274 = -56314679.123351 nChanged 2364 Iteration 81Q (1621.947107 sec): 50 clusters Score: Raw -56346836.471814 + Penalty 31079.702274 = -56315756.769540 nChanged 2420 Iteration 82Q (1635.764472 sec): 50 clusters Score: Raw -56347391.339219 + Penalty 31079.702274 = -56316311.636945 nChanged 2525 Iteration 83Q (1649.538522 sec): 50 clusters Score: Raw -56347866.367015 + Penalty 31079.702274 = -56316786.664741 nChanged 2457 Iteration 84Q (1663.499619 sec): 50 clusters Score: Raw -56348272.435738 + Penalty 31079.702274 = -56317192.733464 nChanged 2414 Iteration 85Q (1677.357308 sec): 50 clusters Score: Raw -56348642.275834 + Penalty 31079.702274 = -56317562.573560 nChanged 2399 Iteration 86Q (1691.202518 sec): 50 clusters Score: Raw -56348984.612487 + Penalty 31079.702274 = -56317904.910213 nChanged 2202 Iteration 87Q (1704.856462 sec): 50 clusters Score: Raw -56349289.813983 + Penalty 31079.702274 = -56318210.111709 nChanged 2034 Iteration 88Q (1718.705275 sec): 50 clusters Score: Raw -56349558.063150 + Penalty 31079.702274 = -56318478.360876 nChanged 1942 Iteration 89Q (1732.662155 sec): 50 clusters Score: Raw -56349796.052271 + Penalty 31079.702274 = -56318716.349997 nChanged 1886 Iteration 90Q (1746.677374 sec): 50 clusters Score: Raw -56350008.393831 + Penalty 31079.702274 = -56318928.691557 nChanged 1763 Iteration 91Q (1760.740041 sec): 50 clusters Score: Raw -56350186.197069 + Penalty 31079.702274 = -56319106.494795 nChanged 1679 Iteration 92Q (1774.720275 sec): 50 clusters Score: Raw -56350346.804853 + Penalty 31079.702274 = -56319267.102579 nChanged 1574 Iteration 93Q (1788.603277 sec): 50 clusters Score: Raw -56350483.261631 + Penalty 31079.702274 = -56319403.559357 nChanged 1505 Iteration 94Q (1802.496372 sec): 50 clusters Score: Raw -56350598.162341 + Penalty 31079.702274 = -56319518.460067 nChanged 1346 Iteration 95Q (1816.311353 sec): 50 clusters Score: Raw -56350702.371077 + Penalty 31079.702274 = -56319622.668803 nChanged 1342 Iteration 96Q (1830.125050 sec): 50 clusters Score: Raw -56350797.568381 + Penalty 31079.702274 = -56319717.866107 nChanged 1231 Iteration 97Q (1844.129436 sec): 50 clusters Score: Raw -56350880.954647 + Penalty 31079.702274 = -56319801.252373 nChanged 1161 Iteration 98Q (1858.159611 sec): 50 clusters Score: Raw -56350954.214094 + Penalty 31079.702274 = -56319874.511820 nChanged 1127 Writing temp clu file Because OldScore, -56319801.252373, is greater than current (better) Score,-56319874.511820 Won't try splitting - already at maximum number of clusters Iteration 99Q (1872.160159 sec): 50 clusters Score: Raw -56351028.080575 + Penalty 31079.702274 = -56319948.378301 nChanged 1080 Iteration 100F (1891.846407 sec): 50 clusters Score: Raw -56351294.499509 + Penalty 31079.702274 = -56320214.797235 nChanged 1063 Iteration 101Q (1905.778055 sec): 50 clusters Score: Raw -56351536.184931 + Penalty 31079.702274 = -56320456.482657 nChanged 1005 Iteration 102Q (1919.638058 sec): 50 clusters Score: Raw -56351635.556985 + Penalty 31079.702274 = -56320555.854711 nChanged 961 Iteration 103Q (1933.642420 sec): 50 clusters Score: Raw -56351718.700835 + Penalty 31079.702274 = -56320638.998561 nChanged 963 Iteration 104Q (1947.568495 sec): 50 clusters Score: Raw -56351806.659085 + Penalty 31079.702274 = -56320726.956811 nChanged 928 Iteration 105Q (1961.434878 sec): 50 clusters Score: Raw -56351879.347458 + Penalty 31079.702274 = -56320799.645184 nChanged 901 Iteration 106Q (1975.404549 sec): 50 clusters Score: Raw -56351945.187631 + Penalty 31079.702274 = -56320865.485357 nChanged 856 Iteration 107Q (1989.427305 sec): 50 clusters Score: Raw -56352009.186978 + Penalty 31079.702274 = -56320929.484703 nChanged 831 Iteration 108Q (2003.333787 sec): 50 clusters Score: Raw -56352069.256709 + Penalty 31079.702274 = -56320989.554435 nChanged 774 Iteration 109Q (2017.319866 sec): 50 clusters Score: Raw -56352127.826938 + Penalty 31079.702274 = -56321048.124664 nChanged 770 Iteration 110Q (2031.223204 sec): 50 clusters Score: Raw -56352179.387278 + Penalty 31079.702274 = -56321099.685004 nChanged 738 Iteration 111Q (2045.167074 sec): 50 clusters Score: Raw -56352233.225709 + Penalty 31079.702274 = -56321153.523435 nChanged 689 Iteration 112Q (2059.205106 sec): 50 clusters Score: Raw -56352283.868171 + Penalty 31079.702274 = -56321204.165896 nChanged 684 Iteration 113Q (2073.246604 sec): 50 clusters Score: Raw -56352327.029763 + Penalty 31079.702274 = -56321247.327489 nChanged 655 Iteration 114Q (2087.252533 sec): 50 clusters Score: Raw -56352369.933155 + Penalty 31079.702274 = -56321290.230881 nChanged 663 Iteration 115Q (2101.194481 sec): 50 clusters Score: Raw -56352406.107407 + Penalty 31079.702274 = -56321326.405133 nChanged 581 Iteration 116Q (2115.103906 sec): 50 clusters Score: Raw -56352433.297340 + Penalty 31079.702274 = -56321353.595066 nChanged 562 Iteration 117Q (2129.050963 sec): 50 clusters Score: Raw -56352460.008323 + Penalty 31079.702274 = -56321380.306049 nChanged 516 Iteration 118Q (2142.974452 sec): 50 clusters Score: Raw -56352482.883071 + Penalty 31079.702274 = -56321403.180797 nChanged 487 Iteration 119Q (2156.860898 sec): 50 clusters Score: Raw -56352503.828910 + Penalty 31079.702274 = -56321424.126636 nChanged 463 Iteration 120F (2176.601089 sec): 50 clusters Score: Raw -56352603.425080 + Penalty 31079.702274 = -56321523.722806 nChanged 461 Iteration 121Q (2190.440367 sec): 50 clusters Score: Raw -56352906.983063 + Penalty 31079.702274 = -56321827.280789 nChanged 483 Iteration 122Q (2204.337873 sec): 50 clusters Score: Raw -56352950.524286 + Penalty 31079.702274 = -56321870.822012 nChanged 467 Iteration 123Q (2218.223582 sec): 50 clusters Score: Raw -56352979.362513 + Penalty 31079.702274 = -56321899.660239 nChanged 453 Iteration 124Q (2232.099069 sec): 50 clusters Score: Raw -56352998.109739 + Penalty 31079.702274 = -56321918.407465 nChanged 445 Iteration 125Q (2245.981774 sec): 50 clusters Score: Raw -56353015.652273 + Penalty 31079.702274 = -56321935.949999 nChanged 454 Iteration 126Q (2260.030654 sec): 50 clusters Score: Raw -56353031.724502 + Penalty 31079.702274 = -56321952.022228 nChanged 418 Iteration 127Q (2273.844779 sec): 50 clusters Score: Raw -56353047.348897 + Penalty 31079.702274 = -56321967.646623 nChanged 424 Iteration 128Q (2287.760165 sec): 50 clusters Score: Raw -56353064.038316 + Penalty 31079.702274 = -56321984.336042 nChanged 400 Iteration 129Q (2301.630909 sec): 50 clusters Score: Raw -56353078.623703 + Penalty 31079.702274 = -56321998.921429 nChanged 352 Iteration 130Q (2315.600119 sec): 50 clusters Score: Raw -56353091.597924 + Penalty 31079.702274 = -56322011.895650 nChanged 332 Iteration 131Q (2329.437660 sec): 50 clusters Score: Raw -56353104.756302 + Penalty 31079.702274 = -56322025.054028 nChanged 348 Iteration 132Q (2343.322438 sec): 50 clusters Score: Raw -56353118.816187 + Penalty 31079.702274 = -56322039.113913 nChanged 324 Iteration 133Q (2357.296360 sec): 50 clusters Score: Raw -56353132.500155 + Penalty 31079.702274 = -56322052.797881 nChanged 327 Iteration 134Q (2371.261197 sec): 50 clusters Score: Raw -56353144.516011 + Penalty 31079.702274 = -56322064.813737 nChanged 305 Iteration 135Q (2385.125911 sec): 50 clusters Score: Raw -56353156.736884 + Penalty 31079.702274 = -56322077.034610 nChanged 330 Iteration 136Q (2399.024523 sec): 50 clusters Score: Raw -56353168.315878 + Penalty 31079.702274 = -56322088.613604 nChanged 310 Iteration 137Q (2412.934879 sec): 50 clusters Score: Raw -56353179.898517 + Penalty 31079.702274 = -56322100.196243 nChanged 268 Iteration 138Q (2426.732639 sec): 50 clusters Score: Raw -56353188.759588 + Penalty 31079.702274 = -56322109.057314 nChanged 259 Writing temp clu file Because OldScore, -56322100.196243, is greater than current (better) Score,-56322109.057314 Won't try splitting - already at maximum number of clusters Iteration 139Q (2440.686406 sec): 50 clusters Score: Raw -56353198.179173 + Penalty 31079.702274 = -56322118.476899 nChanged 275 Iteration 140F (2460.442107 sec): 50 clusters Score: Raw -56353230.308141 + Penalty 31079.702274 = -56322150.605867 nChanged 259 Iteration 141Q (2474.403928 sec): 50 clusters Score: Raw -56353248.043009 + Penalty 31079.702274 = -56322168.340735 nChanged 226 Iteration 142Q (2488.396356 sec): 50 clusters Score: Raw -56353257.306863 + Penalty 31079.702274 = -56322177.604589 nChanged 213 Iteration 143Q (2502.320040 sec): 50 clusters Score: Raw -56353264.393534 + Penalty 31079.702274 = -56322184.691260 nChanged 185 Iteration 144Q (2516.240817 sec): 50 clusters Score: Raw -56353271.474381 + Penalty 31079.702274 = -56322191.772107 nChanged 193 Iteration 145Q (2530.100532 sec): 50 clusters Score: Raw -56353276.927693 + Penalty 31079.702274 = -56322197.225419 nChanged 195 Iteration 146Q (2544.046535 sec): 50 clusters Score: Raw -56353281.118096 + Penalty 31079.702274 = -56322201.415822 nChanged 169 Iteration 147Q (2558.107366 sec): 50 clusters Score: Raw -56353284.696641 + Penalty 31079.702274 = -56322204.994367 nChanged 159 Iteration 148Q (2572.148525 sec): 50 clusters Score: Raw -56353288.106908 + Penalty 31079.702274 = -56322208.404634 nChanged 156 Iteration 149Q (2586.100024 sec): 50 clusters Score: Raw -56353291.843564 + Penalty 31079.702274 = -56322212.141290 nChanged 150 Iteration 150Q (2599.943638 sec): 50 clusters Score: Raw -56353294.616873 + Penalty 31079.702274 = -56322214.914599 nChanged 133 Iteration 151Q (2613.902256 sec): 50 clusters Score: Raw -56353296.841074 + Penalty 31079.702274 = -56322217.138800 nChanged 147 Iteration 152Q (2627.887791 sec): 50 clusters Score: Raw -56353299.468840 + Penalty 31079.702274 = -56322219.766566 nChanged 143 Iteration 153Q (2641.707752 sec): 50 clusters Score: Raw -56353301.875485 + Penalty 31079.702274 = -56322222.173211 nChanged 130 Iteration 154Q (2655.604524 sec): 50 clusters Score: Raw -56353303.705213 + Penalty 31079.702274 = -56322224.002939 nChanged 136 Iteration 155Q (2669.639791 sec): 50 clusters Score: Raw -56353305.612750 + Penalty 31079.702274 = -56322225.910476 nChanged 106 Iteration 156Q (2683.550401 sec): 50 clusters Score: Raw -56353307.011409 + Penalty 31079.702274 = -56322227.309135 nChanged 116 Iteration 157Q (2697.379188 sec): 50 clusters Score: Raw -56353309.074787 + Penalty 31079.702274 = -56322229.372513 nChanged 126 Iteration 158Q (2711.256330 sec): 50 clusters Score: Raw -56353311.408869 + Penalty 31079.702274 = -56322231.706595 nChanged 139 Iteration 159Q (2725.178614 sec): 50 clusters Score: Raw -56353313.344019 + Penalty 31079.702274 = -56322233.641745 nChanged 131 Iteration 160F (2744.859050 sec): 50 clusters Score: Raw -56353315.000480 + Penalty 31079.702274 = -56322235.298206 nChanged 120 Iteration 161Q (2758.739761 sec): 50 clusters Score: Raw -56353316.689558 + Penalty 31079.702274 = -56322236.987284 nChanged 124 Iteration 162Q (2772.732389 sec): 50 clusters Score: Raw -56353318.563593 + Penalty 31079.702274 = -56322238.861319 nChanged 128 Iteration 163Q (2786.680901 sec): 50 clusters Score: Raw -56353320.930863 + Penalty 31079.702274 = -56322241.228589 nChanged 139 Iteration 164Q (2800.553899 sec): 50 clusters Score: Raw -56353323.089350 + Penalty 31079.702274 = -56322243.387076 nChanged 123 Iteration 165Q (2814.349962 sec): 50 clusters Score: Raw -56353324.954592 + Penalty 31079.702274 = -56322245.252318 nChanged 112 Iteration 166Q (2828.249361 sec): 50 clusters Score: Raw -56353326.662564 + Penalty 31079.702274 = -56322246.960290 nChanged 100 Iteration 167Q (2842.004768 sec): 50 clusters Score: Raw -56353328.756030 + Penalty 31079.702274 = -56322249.053756 nChanged 100 Iteration 168Q (2855.883763 sec): 50 clusters Score: Raw -56353331.032533 + Penalty 31079.702274 = -56322251.330259 nChanged 101 Iteration 169Q (2869.758349 sec): 50 clusters Score: Raw -56353332.876331 + Penalty 31079.702274 = -56322253.174057 nChanged 106 Iteration 170Q (2883.693874 sec): 50 clusters Score: Raw -56353334.819749 + Penalty 31079.702274 = -56322255.117475 nChanged 94 Iteration 171Q (2897.791478 sec): 50 clusters Score: Raw -56353336.076692 + Penalty 31079.702274 = -56322256.374418 nChanged 84 Iteration 172Q (2911.760634 sec): 50 clusters Score: Raw -56353337.183640 + Penalty 31079.702274 = -56322257.481366 nChanged 89 Iteration 173Q (2925.678704 sec): 50 clusters Score: Raw -56353338.267471 + Penalty 31079.702274 = -56322258.565197 nChanged 71 Iteration 174Q (2939.600142 sec): 50 clusters Score: Raw -56353339.333437 + Penalty 31079.702274 = -56322259.631163 nChanged 67 Iteration 175Q (2953.368570 sec): 50 clusters Score: Raw -56353340.409012 + Penalty 31079.702274 = -56322260.706738 nChanged 69 Iteration 176Q (2967.201823 sec): 50 clusters Score: Raw -56353341.589728 + Penalty 31079.702274 = -56322261.887454 nChanged 77 Iteration 177Q (2981.155001 sec): 50 clusters Score: Raw -56353343.116120 + Penalty 31079.702274 = -56322263.413846 nChanged 88 Iteration 178Q (2995.100170 sec): 50 clusters Score: Raw -56353344.358709 + Penalty 31079.702274 = -56322264.656435 nChanged 77 Writing temp clu file Because OldScore, -56322263.413846, is greater than current (better) Score,-56322264.656435 Won't try splitting - already at maximum number of clusters Iteration 179Q (3009.216873 sec): 50 clusters Score: Raw -56353345.274565 + Penalty 31079.702274 = -56322265.572291 nChanged 63 Iteration 180F (3028.958381 sec): 50 clusters Score: Raw -56353346.035425 + Penalty 31079.702274 = -56322266.333151 nChanged 61 Iteration 181Q (3042.369334 sec): 50 clusters Score: Raw -56353346.818389 + Penalty 31079.702274 = -56322267.116115 nChanged 56 Iteration 182Q (3055.632271 sec): 50 clusters Score: Raw -56353347.492707 + Penalty 31079.702274 = -56322267.790433 nChanged 35 Iteration 183Q (3068.821045 sec): 50 clusters Score: Raw -56353347.852482 + Penalty 31079.702274 = -56322268.150208 nChanged 31 Iteration 184Q (3081.441154 sec): 50 clusters Score: Raw -56353348.205354 + Penalty 31079.702274 = -56322268.503080 nChanged 30 Iteration 185Q (3093.399321 sec): 50 clusters Score: Raw -56353348.622786 + Penalty 31079.702274 = -56322268.920512 nChanged 22 Iteration 186Q (3105.060346 sec): 50 clusters Score: Raw -56353349.138818 + Penalty 31079.702274 = -56322269.436544 nChanged 32 Iteration 187Q (3117.206347 sec): 50 clusters Score: Raw -56353349.570666 + Penalty 31079.702274 = -56322269.868392 nChanged 27 Iteration 188Q (3129.421663 sec): 50 clusters Score: Raw -56353349.892709 + Penalty 31079.702274 = -56322270.190435 nChanged 25 Iteration 189Q (3141.309666 sec): 50 clusters Score: Raw -56353350.099749 + Penalty 31079.702274 = -56322270.397475 nChanged 21 Iteration 190Q (3153.202129 sec): 50 clusters Score: Raw -56353350.298737 + Penalty 31079.702274 = -56322270.596463 nChanged 16 Iteration 191Q (3165.810746 sec): 50 clusters Score: Raw -56353350.382141 + Penalty 31079.702274 = -56322270.679867 nChanged 9 Iteration 192Q (3178.647462 sec): 50 clusters Score: Raw -56353350.447013 + Penalty 31079.702274 = -56322270.744739 nChanged 10 Iteration 193Q (3191.288588 sec): 50 clusters Score: Raw -56353350.488748 + Penalty 31079.702274 = -56322270.786474 nChanged 14 Iteration 194Q (3204.244373 sec): 50 clusters Score: Raw -56353350.542217 + Penalty 31079.702274 = -56322270.839943 nChanged 8 Iteration 195Q (3217.416150 sec): 50 clusters Score: Raw -56353350.572764 + Penalty 31079.702274 = -56322270.870490 nChanged 7 Iteration 196Q (3230.337556 sec): 50 clusters Score: Raw -56353350.616779 + Penalty 31079.702274 = -56322270.914505 nChanged 6 Iteration 197Q (3242.380695 sec): 50 clusters Score: Raw -56353350.634462 + Penalty 31079.702274 = -56322270.932188 nChanged 2 Iteration 198Q (3254.606324 sec): 50 clusters Score: Raw -56353350.639113 + Penalty 31079.702274 = -56322270.936839 nChanged 1 Iteration 199Q (3266.284256 sec): 50 clusters Score: Raw -56353350.641047 + Penalty 31079.702274 = -56322270.938773 nChanged 0 Iteration 200F (3285.290701 sec): 50 clusters Score: Raw -56353350.641047 + Penalty 31079.702274 = -56322270.938773 nChanged 0 Won't try splitting - already at maximum number of clusters Time taken for this iteration:3281.220483 seconds. 20->50 Clusters: Score -56322270.938773, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 1132810 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 5 (820 points): Lose 47.229325 but Gain 634.279638 Iteration 0F (3293.529121 sec): 20 clusters Score: Raw -47973736.701279 + Penalty 12051.313127 = -47961685.388152 nChanged 1075975 Iteration 1F (3301.025844 sec): 20 clusters Score: Raw -52574699.351583 + Penalty 12051.313127 = -52562648.038456 nChanged 283433 Iteration 2F (3308.463443 sec): 20 clusters Score: Raw -53384365.914420 + Penalty 12051.313127 = -53372314.601293 nChanged 248210 Iteration 3F (3316.013883 sec): 20 clusters Score: Raw -54202031.279028 + Penalty 12051.313127 = -54189979.965901 nChanged 253171 Iteration 4F (3323.407458 sec): 20 clusters Score: Raw -54894128.027280 + Penalty 12051.313127 = -54882076.714154 nChanged 187311 Iteration 5F (3331.002327 sec): 20 clusters Score: Raw -55175882.681902 + Penalty 12051.313127 = -55163831.368775 nChanged 150460 Iteration 6F (3338.607520 sec): 20 clusters Score: Raw -55367675.865409 + Penalty 12051.313127 = -55355624.552282 nChanged 102559 Iteration 7F (3345.992065 sec): 20 clusters Score: Raw -55487226.239236 + Penalty 12051.313127 = -55475174.926109 nChanged 74134 Iteration 8F (3353.520057 sec): 20 clusters Score: Raw -55557338.788929 + Penalty 12051.313127 = -55545287.475803 nChanged 66201 Iteration 9F (3361.028797 sec): 20 clusters Score: Raw -55615234.159800 + Penalty 12051.313127 = -55603182.846674 nChanged 61444 Iteration 10F (3368.634790 sec): 20 clusters Score: Raw -55662587.048676 + Penalty 12051.313127 = -55650535.735550 nChanged 54883 Iteration 11Q (3373.960895 sec): 20 clusters Score: Raw -55701247.442687 + Penalty 12051.313127 = -55689196.129560 nChanged 48870 Iteration 12Q (3379.031038 sec): 20 clusters Score: Raw -55742514.403793 + Penalty 12051.313127 = -55730463.090666 nChanged 46185 Iteration 13Q (3384.348948 sec): 20 clusters Score: Raw -55808900.624521 + Penalty 12051.313127 = -55796849.311395 nChanged 42502 Iteration 14Q (3390.082527 sec): 20 clusters Score: Raw -55913808.558760 + Penalty 12051.313127 = -55901757.245633 nChanged 31339 Iteration 15Q (3395.622017 sec): 20 clusters Score: Raw -55955279.379463 + Penalty 12051.313127 = -55943228.066336 nChanged 25424 Iteration 16Q (3401.047338 sec): 20 clusters Score: Raw -55974674.829969 + Penalty 12051.313127 = -55962623.516842 nChanged 20812 Iteration 17Q (3406.545055 sec): 20 clusters Score: Raw -55987552.663490 + Penalty 12051.313127 = -55975501.350363 nChanged 17893 Iteration 18Q (3411.880113 sec): 20 clusters Score: Raw -55999530.287579 + Penalty 12051.313127 = -55987478.974453 nChanged 16640 Iteration 19Q (3417.506604 sec): 20 clusters Score: Raw -56013044.904386 + Penalty 12051.313127 = -56000993.591259 nChanged 15450 Writing temp clu file Because OldScore, -55987478.974453, is greater than current (better) Score,-56000993.591259 Compute initial score before splitting: Score: Raw -56013044.904386 + Penalty 12051.313127 = -56000993.591259 Trying to split cluster 1 (4208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3417.780132 sec): 2 clusters Score: Raw -202317.629725 + Penalty 379.685795 = -201937.943930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3417.812901 sec): 3 clusters Score: Raw -199851.805170 + Penalty 759.371591 = -199092.433579 nChanged 1892 SP:Iteration 1F (3417.851950 sec): 3 clusters Score: Raw -201533.187244 + Penalty 759.371591 = -200773.815654 nChanged 543 SP:Iteration 2F (3417.890835 sec): 3 clusters Score: Raw -202438.884785 + Penalty 759.371591 = -201679.513194 nChanged 437 SP:Iteration 3F (3417.945645 sec): 3 clusters Score: Raw -203126.380478 + Penalty 759.371591 = -202367.008887 nChanged 252 SP:Iteration 4F (3417.986191 sec): 3 clusters Score: Raw -203356.029797 + Penalty 759.371591 = -202596.658207 nChanged 104 SP:Iteration 5Q (3418.042673 sec): 3 clusters Score: Raw -203400.011031 + Penalty 759.371591 = -202640.639440 nChanged 35 SP:Iteration 6Q (3418.084327 sec): 3 clusters Score: Raw -203409.308043 + Penalty 759.371591 = -202649.936452 nChanged 18 SP:Iteration 7Q (3418.118697 sec): 3 clusters Score: Raw -203412.761186 + Penalty 759.371591 = -202653.389595 nChanged 6 SP:Iteration 8Q (3418.159754 sec): 3 clusters Score: Raw -203414.402508 + Penalty 759.371591 = -202655.030918 nChanged 4 SP:Iteration 9Q (3418.198922 sec): 3 clusters Score: Raw -203415.030856 + Penalty 759.371591 = -202655.659265 nChanged 3 SP:Iteration 10Q (3418.248125 sec): 3 clusters Score: Raw -203415.460687 + Penalty 759.371591 = -202656.089097 nChanged 2 SP:Iteration 11Q (3418.282294 sec): 3 clusters Score: Raw -203415.681840 + Penalty 759.371591 = -202656.310249 nChanged 1 SP:Iteration 12Q (3418.326710 sec): 3 clusters Score: Raw -203415.708546 + Penalty 759.371591 = -202656.336956 nChanged 1 SP:Iteration 13Q (3418.363919 sec): 3 clusters Score: Raw -203415.743193 + Penalty 759.371591 = -202656.371602 nChanged 0 SP:Iteration 14F (3418.410377 sec): 3 clusters Score: Raw -203415.743193 + Penalty 759.371591 = -202656.371602 nChanged 0 Score: Raw -56019432.499379 + Penalty 12685.592765 = -56006746.906614 Splitting cluster 1 changes total score from -56000993.591259 to -56006746.906614 So it's getting split into cluster 5. Trying to split cluster 2 (260310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3426.096121 sec): 2 clusters Score: Raw -14014872.156362 + Penalty 567.368097 = -14014304.788264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3426.393542 sec): 3 clusters Score: Raw -13838049.079179 + Penalty 1134.736194 = -13836914.342984 nChanged 128433 SP:Iteration 1F (3426.672927 sec): 3 clusters Score: Raw -13933739.277491 + Penalty 1134.736194 = -13932604.541297 nChanged 23650 SP:Iteration 2F (3426.962232 sec): 3 clusters Score: Raw -13954092.524853 + Penalty 1134.736194 = -13952957.788659 nChanged 22767 SP:Iteration 3F (3427.258668 sec): 3 clusters Score: Raw -13974263.021794 + Penalty 1134.736194 = -13973128.285600 nChanged 17373 SP:Iteration 4F (3427.541952 sec): 3 clusters Score: Raw -13988036.541778 + Penalty 1134.736194 = -13986901.805584 nChanged 11663 SP:Iteration 5Q (3427.873883 sec): 3 clusters Score: Raw -13996902.492166 + Penalty 1134.736194 = -13995767.755972 nChanged 7548 SP:Iteration 6Q (3428.175405 sec): 3 clusters Score: Raw -14002464.685932 + Penalty 1134.736194 = -14001329.949737 nChanged 5125 SP:Iteration 7Q (3428.447436 sec): 3 clusters Score: Raw -14005993.270685 + Penalty 1134.736194 = -14004858.534491 nChanged 3824 SP:Iteration 8Q (3428.727189 sec): 3 clusters Score: Raw -14008271.818043 + Penalty 1134.736194 = -14007137.081848 nChanged 2929 SP:Iteration 9Q (3428.997326 sec): 3 clusters Score: Raw -14009752.901297 + Penalty 1134.736194 = -14008618.165102 nChanged 2482 SP:Iteration 10Q (3429.269626 sec): 3 clusters Score: Raw -14010938.524648 + Penalty 1134.736194 = -14009803.788454 nChanged 2246 SP:Iteration 11Q (3429.546204 sec): 3 clusters Score: Raw -14011954.257518 + Penalty 1134.736194 = -14010819.521323 nChanged 1966 SP:Iteration 12Q (3429.810709 sec): 3 clusters Score: Raw -14012806.675314 + Penalty 1134.736194 = -14011671.939120 nChanged 1798 SP:Iteration 13Q (3430.077867 sec): 3 clusters Score: Raw -14013570.077018 + Penalty 1134.736194 = -14012435.340823 nChanged 1628 SP:Iteration 14Q (3430.361240 sec): 3 clusters Score: Raw -14014258.855628 + Penalty 1134.736194 = -14013124.119434 nChanged 1443 SP:Iteration 15Q (3430.643959 sec): 3 clusters Score: Raw -14014833.519966 + Penalty 1134.736194 = -14013698.783772 nChanged 1212 SP:Iteration 16Q (3430.903583 sec): 3 clusters Score: Raw -14015314.380804 + Penalty 1134.736194 = -14014179.644610 nChanged 1166 SP:Iteration 17Q (3431.186025 sec): 3 clusters Score: Raw -14015742.334521 + Penalty 1134.736194 = -14014607.598326 nChanged 1002 SP:Iteration 18Q (3431.439093 sec): 3 clusters Score: Raw -14016069.881952 + Penalty 1134.736194 = -14014935.145757 nChanged 894 SP:Iteration 19Q (3431.705175 sec): 3 clusters Score: Raw -14016352.892716 + Penalty 1134.736194 = -14015218.156522 nChanged 743 SP:Iteration 20F (3431.966620 sec): 3 clusters Score: Raw -14016585.724625 + Penalty 1134.736194 = -14015450.988431 nChanged 686 SP:Iteration 21Q (3432.227240 sec): 3 clusters Score: Raw -14016789.529179 + Penalty 1134.736194 = -14015654.792985 nChanged 604 SP:Iteration 22Q (3432.477472 sec): 3 clusters Score: Raw -14016968.019066 + Penalty 1134.736194 = -14015833.282872 nChanged 555 SP:Iteration 23Q (3432.742693 sec): 3 clusters Score: Raw -14017115.868457 + Penalty 1134.736194 = -14015981.132263 nChanged 469 SP:Iteration 24Q (3433.002745 sec): 3 clusters Score: Raw -14017230.983974 + Penalty 1134.736194 = -14016096.247780 nChanged 450 SP:Iteration 25Q (3433.263052 sec): 3 clusters Score: Raw -14017342.381011 + Penalty 1134.736194 = -14016207.644817 nChanged 417 SP:Iteration 26Q (3433.515841 sec): 3 clusters Score: Raw -14017438.104649 + Penalty 1134.736194 = -14016303.368455 nChanged 386 SP:Iteration 27Q (3433.791843 sec): 3 clusters Score: Raw -14017529.941534 + Penalty 1134.736194 = -14016395.205340 nChanged 348 SP:Iteration 28Q (3434.054936 sec): 3 clusters Score: Raw -14017605.995526 + Penalty 1134.736194 = -14016471.259332 nChanged 321 SP:Iteration 29Q (3434.357133 sec): 3 clusters Score: Raw -14017663.697424 + Penalty 1134.736194 = -14016528.961230 nChanged 275 SP:Iteration 30Q (3434.601403 sec): 3 clusters Score: Raw -14017714.081936 + Penalty 1134.736194 = -14016579.345742 nChanged 255 SP:Iteration 31Q (3434.857193 sec): 3 clusters Score: Raw -14017755.318463 + Penalty 1134.736194 = -14016620.582268 nChanged 212 SP:Iteration 32Q (3435.105153 sec): 3 clusters Score: Raw -14017787.300286 + Penalty 1134.736194 = -14016652.564092 nChanged 202 SP:Iteration 33Q (3435.352643 sec): 3 clusters Score: Raw -14017812.720635 + Penalty 1134.736194 = -14016677.984441 nChanged 163 SP:Iteration 34Q (3435.651560 sec): 3 clusters Score: Raw -14017832.123777 + Penalty 1134.736194 = -14016697.387583 nChanged 137 SP:Iteration 35Q (3435.936234 sec): 3 clusters Score: Raw -14017846.405626 + Penalty 1134.736194 = -14016711.669432 nChanged 129 SP:Iteration 36Q (3436.222542 sec): 3 clusters Score: Raw -14017858.836700 + Penalty 1134.736194 = -14016724.100506 nChanged 118 SP:Iteration 37Q (3436.478018 sec): 3 clusters Score: Raw -14017867.953625 + Penalty 1134.736194 = -14016733.217431 nChanged 122 SP:Iteration 38Q (3436.740168 sec): 3 clusters Score: Raw -14017876.334321 + Penalty 1134.736194 = -14016741.598126 nChanged 98 SP:Iteration 39Q (3436.987325 sec): 3 clusters Score: Raw -14017881.659114 + Penalty 1134.736194 = -14016746.922920 nChanged 57 SP:Iteration 40F (3437.257510 sec): 3 clusters Score: Raw -14017884.394351 + Penalty 1134.736194 = -14016749.658157 nChanged 59 SP:Iteration 41Q (3437.514451 sec): 3 clusters Score: Raw -14017887.151651 + Penalty 1134.736194 = -14016752.415457 nChanged 50 SP:Iteration 42Q (3437.793508 sec): 3 clusters Score: Raw -14017888.945780 + Penalty 1134.736194 = -14016754.209586 nChanged 38 SP:Iteration 43Q (3438.047647 sec): 3 clusters Score: Raw -14017890.347937 + Penalty 1134.736194 = -14016755.611743 nChanged 38 SP:Iteration 44Q (3438.304878 sec): 3 clusters Score: Raw -14017891.577306 + Penalty 1134.736194 = -14016756.841112 nChanged 29 SP:Iteration 45Q (3438.598017 sec): 3 clusters Score: Raw -14017892.456619 + Penalty 1134.736194 = -14016757.720425 nChanged 25 SP:Iteration 46Q (3438.855804 sec): 3 clusters Score: Raw -14017893.304455 + Penalty 1134.736194 = -14016758.568261 nChanged 26 SP:Iteration 47Q (3439.115505 sec): 3 clusters Score: Raw -14017894.316451 + Penalty 1134.736194 = -14016759.580256 nChanged 35 SP:Iteration 48Q (3439.376892 sec): 3 clusters Score: Raw -14017895.475829 + Penalty 1134.736194 = -14016760.739635 nChanged 28 SP:Iteration 49Q (3439.642863 sec): 3 clusters Score: Raw -14017896.557286 + Penalty 1134.736194 = -14016761.821092 nChanged 36 SP:Iteration 50Q (3439.882693 sec): 3 clusters Score: Raw -14017897.840280 + Penalty 1134.736194 = -14016763.104085 nChanged 28 SP:Iteration 51Q (3440.138614 sec): 3 clusters Score: Raw -14017898.683710 + Penalty 1134.736194 = -14016763.947516 nChanged 17 SP:Iteration 52Q (3440.397132 sec): 3 clusters Score: Raw -14017899.126443 + Penalty 1134.736194 = -14016764.390249 nChanged 18 SP:Iteration 53Q (3440.668003 sec): 3 clusters Score: Raw -14017899.403775 + Penalty 1134.736194 = -14016764.667581 nChanged 9 SP:Iteration 54Q (3440.920039 sec): 3 clusters Score: Raw -14017899.520673 + Penalty 1134.736194 = -14016764.784479 nChanged 7 SP:Iteration 55Q (3441.230906 sec): 3 clusters Score: Raw -14017899.655303 + Penalty 1134.736194 = -14016764.919109 nChanged 7 SP:Iteration 56Q (3441.471764 sec): 3 clusters Score: Raw -14017899.743096 + Penalty 1134.736194 = -14016765.006901 nChanged 5 SP:Iteration 57Q (3441.737445 sec): 3 clusters Score: Raw -14017899.834118 + Penalty 1134.736194 = -14016765.097924 nChanged 4 SP:Iteration 58Q (3441.989450 sec): 3 clusters Score: Raw -14017899.862088 + Penalty 1134.736194 = -14016765.125893 nChanged 2 SP:Iteration 59Q (3442.265312 sec): 3 clusters Score: Raw -14017899.885356 + Penalty 1134.736194 = -14016765.149162 nChanged 2 SP:Iteration 60F (3442.524942 sec): 3 clusters Score: Raw -14017899.903329 + Penalty 1134.736194 = -14016765.167135 nChanged 2 SP:Iteration 61Q (3442.806499 sec): 3 clusters Score: Raw -14017899.909691 + Penalty 1134.736194 = -14016765.173497 nChanged 1 SP:Iteration 62Q (3443.071836 sec): 3 clusters Score: Raw -14017899.924178 + Penalty 1134.736194 = -14016765.187984 nChanged 2 SP:Iteration 63Q (3443.360482 sec): 3 clusters Score: Raw -14017899.946984 + Penalty 1134.736194 = -14016765.210790 nChanged 2 SP:Iteration 64Q (3443.618355 sec): 3 clusters Score: Raw -14017899.964307 + Penalty 1134.736194 = -14016765.228113 nChanged 0 SP:Iteration 65F (3443.877105 sec): 3 clusters Score: Raw -14017899.964307 + Penalty 1134.736194 = -14016765.228113 nChanged 0 Score: Raw -56022460.307324 + Penalty 13319.872403 = -56009140.434921 Splitting cluster 2 changes total score from -56000993.591259 to -56009140.434921 So it's getting split into cluster 21. Trying to split cluster 3 (37180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3452.268572 sec): 2 clusters Score: Raw -1951587.270721 + Penalty 478.820445 = -1951108.450276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3452.354705 sec): 3 clusters Score: Raw -1927254.000286 + Penalty 957.640890 = -1926296.359397 nChanged 17938 SP:Iteration 1F (3452.440186 sec): 3 clusters Score: Raw -1938964.617953 + Penalty 957.640890 = -1938006.977063 nChanged 2752 SP:Iteration 2F (3452.522893 sec): 3 clusters Score: Raw -1941217.906093 + Penalty 957.640890 = -1940260.265203 nChanged 3053 SP:Iteration 3F (3452.606535 sec): 3 clusters Score: Raw -1944005.628414 + Penalty 957.640890 = -1943047.987525 nChanged 3008 SP:Iteration 4F (3452.686423 sec): 3 clusters Score: Raw -1946906.206919 + Penalty 957.640890 = -1945948.566029 nChanged 2562 SP:Iteration 5F (3452.770362 sec): 3 clusters Score: Raw -1949426.861524 + Penalty 957.640890 = -1948469.220635 nChanged 1673 SP:Iteration 6Q (3452.854557 sec): 3 clusters Score: Raw -1950911.572746 + Penalty 957.640890 = -1949953.931857 nChanged 978 SP:Iteration 7Q (3452.940308 sec): 3 clusters Score: Raw -1951678.370863 + Penalty 957.640890 = -1950720.729974 nChanged 619 SP:Iteration 8Q (3453.017941 sec): 3 clusters Score: Raw -1952117.487490 + Penalty 957.640890 = -1951159.846600 nChanged 448 SP:Iteration 9Q (3453.095443 sec): 3 clusters Score: Raw -1952427.274075 + Penalty 957.640890 = -1951469.633185 nChanged 355 SP:Iteration 10Q (3453.173287 sec): 3 clusters Score: Raw -1952680.423105 + Penalty 957.640890 = -1951722.782216 nChanged 295 SP:Iteration 11Q (3453.248112 sec): 3 clusters Score: Raw -1952895.435851 + Penalty 957.640890 = -1951937.794961 nChanged 245 SP:Iteration 12Q (3453.325134 sec): 3 clusters Score: Raw -1953056.808657 + Penalty 957.640890 = -1952099.167768 nChanged 213 SP:Iteration 13Q (3453.400707 sec): 3 clusters Score: Raw -1953170.552325 + Penalty 957.640890 = -1952212.911436 nChanged 153 SP:Iteration 14Q (3453.475752 sec): 3 clusters Score: Raw -1953230.725086 + Penalty 957.640890 = -1952273.084196 nChanged 106 SP:Iteration 15Q (3453.540043 sec): 3 clusters Score: Raw -1953268.668504 + Penalty 957.640890 = -1952311.027614 nChanged 65 SP:Iteration 16Q (3453.612103 sec): 3 clusters Score: Raw -1953298.076218 + Penalty 957.640890 = -1952340.435328 nChanged 63 SP:Iteration 17Q (3453.678463 sec): 3 clusters Score: Raw -1953307.976653 + Penalty 957.640890 = -1952350.335763 nChanged 38 SP:Iteration 18Q (3453.737731 sec): 3 clusters Score: Raw -1953315.592691 + Penalty 957.640890 = -1952357.951801 nChanged 39 SP:Iteration 19Q (3453.819080 sec): 3 clusters Score: Raw -1953325.501020 + Penalty 957.640890 = -1952367.860131 nChanged 27 SP:Iteration 20F (3453.883423 sec): 3 clusters Score: Raw -1953697.070132 + Penalty 957.640890 = -1952739.429242 nChanged 206 SP:Iteration 21Q (3453.963538 sec): 3 clusters Score: Raw -1954180.968255 + Penalty 957.640890 = -1953223.327366 nChanged 360 SP:Iteration 22Q (3454.039970 sec): 3 clusters Score: Raw -1954796.008281 + Penalty 957.640890 = -1953838.367391 nChanged 422 SP:Iteration 23Q (3454.111997 sec): 3 clusters Score: Raw -1955293.889546 + Penalty 957.640890 = -1954336.248656 nChanged 368 SP:Iteration 24Q (3454.186774 sec): 3 clusters Score: Raw -1955612.004368 + Penalty 957.640890 = -1954654.363478 nChanged 299 SP:Iteration 25Q (3454.261881 sec): 3 clusters Score: Raw -1955813.677110 + Penalty 957.640890 = -1954856.036221 nChanged 230 SP:Iteration 26Q (3454.335864 sec): 3 clusters Score: Raw -1955905.900937 + Penalty 957.640890 = -1954948.260047 nChanged 166 SP:Iteration 27Q (3454.418574 sec): 3 clusters Score: Raw -1955974.814930 + Penalty 957.640890 = -1955017.174041 nChanged 137 SP:Iteration 28Q (3454.481165 sec): 3 clusters Score: Raw -1956021.301143 + Penalty 957.640890 = -1955063.660253 nChanged 122 SP:Iteration 29Q (3454.561544 sec): 3 clusters Score: Raw -1956050.957306 + Penalty 957.640890 = -1955093.316416 nChanged 81 SP:Iteration 30Q (3454.641107 sec): 3 clusters Score: Raw -1956113.019730 + Penalty 957.640890 = -1955155.378840 nChanged 74 SP:Iteration 31Q (3454.711616 sec): 3 clusters Score: Raw -1956126.132081 + Penalty 957.640890 = -1955168.491191 nChanged 66 SP:Iteration 32Q (3454.806102 sec): 3 clusters Score: Raw -1956155.270976 + Penalty 957.640890 = -1955197.630086 nChanged 65 SP:Iteration 33Q (3454.885923 sec): 3 clusters Score: Raw -1956166.974549 + Penalty 957.640890 = -1955209.333659 nChanged 38 SP:Iteration 34Q (3454.957226 sec): 3 clusters Score: Raw -1956176.649071 + Penalty 957.640890 = -1955219.008182 nChanged 28 SP:Iteration 35Q (3455.040220 sec): 3 clusters Score: Raw -1956178.683952 + Penalty 957.640890 = -1955221.043062 nChanged 28 SP:Iteration 36Q (3455.114546 sec): 3 clusters Score: Raw -1956179.870643 + Penalty 957.640890 = -1955222.229754 nChanged 19 SP:Iteration 37Q (3455.195490 sec): 3 clusters Score: Raw -1956188.873368 + Penalty 957.640890 = -1955231.232478 nChanged 23 SP:Iteration 38Q (3455.276471 sec): 3 clusters Score: Raw -1956189.500319 + Penalty 957.640890 = -1955231.859429 nChanged 12 SP:Iteration 39Q (3455.350079 sec): 3 clusters Score: Raw -1956199.567520 + Penalty 957.640890 = -1955241.926630 nChanged 15 SP:Iteration 40F (3455.431748 sec): 3 clusters Score: Raw -1956719.827657 + Penalty 957.640890 = -1955762.186767 nChanged 203 SP:Iteration 41Q (3455.508138 sec): 3 clusters Score: Raw -1957138.528741 + Penalty 957.640890 = -1956180.887851 nChanged 301 SP:Iteration 42Q (3455.601505 sec): 3 clusters Score: Raw -1957484.394852 + Penalty 957.640890 = -1956526.753962 nChanged 352 SP:Iteration 43Q (3455.676987 sec): 3 clusters Score: Raw -1957912.331604 + Penalty 957.640890 = -1956954.690715 nChanged 389 SP:Iteration 44Q (3455.752129 sec): 3 clusters Score: Raw -1958358.177393 + Penalty 957.640890 = -1957400.536503 nChanged 368 SP:Iteration 45Q (3455.816908 sec): 3 clusters Score: Raw -1958644.336599 + Penalty 957.640890 = -1957686.695710 nChanged 297 SP:Iteration 46Q (3455.892588 sec): 3 clusters Score: Raw -1958834.002957 + Penalty 957.640890 = -1957876.362068 nChanged 245 SP:Iteration 47Q (3455.972372 sec): 3 clusters Score: Raw -1958930.475818 + Penalty 957.640890 = -1957972.834928 nChanged 207 SP:Iteration 48Q (3456.061638 sec): 3 clusters Score: Raw -1959042.470208 + Penalty 957.640890 = -1958084.829319 nChanged 178 SP:Iteration 49Q (3456.145538 sec): 3 clusters Score: Raw -1959091.021631 + Penalty 957.640890 = -1958133.380741 nChanged 165 SP:Iteration 50Q (3456.226182 sec): 3 clusters Score: Raw -1959131.961073 + Penalty 957.640890 = -1958174.320183 nChanged 140 SP:Iteration 51Q (3456.298946 sec): 3 clusters Score: Raw -1959150.297215 + Penalty 957.640890 = -1958192.656326 nChanged 125 SP:Iteration 52Q (3456.384504 sec): 3 clusters Score: Raw -1959161.553664 + Penalty 957.640890 = -1958203.912774 nChanged 118 SP:Iteration 53Q (3456.462881 sec): 3 clusters Score: Raw -1959172.488207 + Penalty 957.640890 = -1958214.847317 nChanged 99 SP:Iteration 54Q (3456.549734 sec): 3 clusters Score: Raw -1959200.142799 + Penalty 957.640890 = -1958242.501910 nChanged 85 SP:Iteration 55Q (3456.627913 sec): 3 clusters Score: Raw -1959224.271740 + Penalty 957.640890 = -1958266.630850 nChanged 67 SP:Iteration 56Q (3456.701548 sec): 3 clusters Score: Raw -1959230.111961 + Penalty 957.640890 = -1958272.471072 nChanged 54 SP:Iteration 57Q (3456.784546 sec): 3 clusters Score: Raw -1959232.879844 + Penalty 957.640890 = -1958275.238954 nChanged 47 SP:Iteration 58Q (3456.868631 sec): 3 clusters Score: Raw -1959234.689928 + Penalty 957.640890 = -1958277.049038 nChanged 47 SP:Iteration 59Q (3456.936424 sec): 3 clusters Score: Raw -1959236.144796 + Penalty 957.640890 = -1958278.503907 nChanged 31 SP:Iteration 60F (3457.013768 sec): 3 clusters Score: Raw -1959576.668858 + Penalty 957.640890 = -1958619.027968 nChanged 171 SP:Iteration 61Q (3457.086981 sec): 3 clusters Score: Raw -1961103.188824 + Penalty 957.640890 = -1960145.547934 nChanged 447 SP:Iteration 62Q (3457.164298 sec): 3 clusters Score: Raw -1961622.417248 + Penalty 957.640890 = -1960664.776358 nChanged 464 SP:Iteration 63Q (3457.247397 sec): 3 clusters Score: Raw -1961815.420624 + Penalty 957.640890 = -1960857.779734 nChanged 417 SP:Iteration 64Q (3457.323661 sec): 3 clusters Score: Raw -1961959.518253 + Penalty 957.640890 = -1961001.877364 nChanged 398 SP:Iteration 65Q (3457.400932 sec): 3 clusters Score: Raw -1962077.757637 + Penalty 957.640890 = -1961120.116747 nChanged 351 SP:Iteration 66Q (3457.478246 sec): 3 clusters Score: Raw -1962162.654643 + Penalty 957.640890 = -1961205.013754 nChanged 317 SP:Iteration 67Q (3457.560379 sec): 3 clusters Score: Raw -1962232.688475 + Penalty 957.640890 = -1961275.047585 nChanged 290 SP:Iteration 68Q (3457.640358 sec): 3 clusters Score: Raw -1962291.686601 + Penalty 957.640890 = -1961334.045711 nChanged 270 SP:Iteration 69Q (3457.716233 sec): 3 clusters Score: Raw -1962340.916447 + Penalty 957.640890 = -1961383.275558 nChanged 264 SP:Iteration 70Q (3457.789061 sec): 3 clusters Score: Raw -1962387.616508 + Penalty 957.640890 = -1961429.975618 nChanged 242 SP:Iteration 71Q (3457.871729 sec): 3 clusters Score: Raw -1962423.740724 + Penalty 957.640890 = -1961466.099834 nChanged 198 SP:Iteration 72Q (3457.952541 sec): 3 clusters Score: Raw -1962446.697471 + Penalty 957.640890 = -1961489.056581 nChanged 188 SP:Iteration 73Q (3458.023110 sec): 3 clusters Score: Raw -1962468.322693 + Penalty 957.640890 = -1961510.681803 nChanged 186 SP:Iteration 74Q (3458.100381 sec): 3 clusters Score: Raw -1962488.885903 + Penalty 957.640890 = -1961531.245013 nChanged 176 SP:Iteration 75Q (3458.173056 sec): 3 clusters Score: Raw -1962505.479071 + Penalty 957.640890 = -1961547.838181 nChanged 148 SP:Iteration 76Q (3458.252206 sec): 3 clusters Score: Raw -1962519.412909 + Penalty 957.640890 = -1961561.772019 nChanged 160 SP:Iteration 77Q (3458.328753 sec): 3 clusters Score: Raw -1962534.605848 + Penalty 957.640890 = -1961576.964958 nChanged 147 SP:Iteration 78Q (3458.406963 sec): 3 clusters Score: Raw -1962548.475000 + Penalty 957.640890 = -1961590.834111 nChanged 137 SP:Iteration 79Q (3458.491051 sec): 3 clusters Score: Raw -1962560.444670 + Penalty 957.640890 = -1961602.803781 nChanged 138 SP:Iteration 80F (3458.564552 sec): 3 clusters Score: Raw -1962572.319407 + Penalty 957.640890 = -1961614.678518 nChanged 103 SP:Iteration 81Q (3458.648040 sec): 3 clusters Score: Raw -1962579.553454 + Penalty 957.640890 = -1961621.912564 nChanged 97 SP:Iteration 82Q (3458.721437 sec): 3 clusters Score: Raw -1962585.513559 + Penalty 957.640890 = -1961627.872669 nChanged 81 SP:Iteration 83Q (3458.806328 sec): 3 clusters Score: Raw -1962589.588172 + Penalty 957.640890 = -1961631.947282 nChanged 70 SP:Iteration 84Q (3458.880561 sec): 3 clusters Score: Raw -1962592.824010 + Penalty 957.640890 = -1961635.183120 nChanged 60 SP:Iteration 85Q (3458.965677 sec): 3 clusters Score: Raw -1962595.159874 + Penalty 957.640890 = -1961637.518984 nChanged 53 SP:Iteration 86Q (3459.049526 sec): 3 clusters Score: Raw -1962597.057323 + Penalty 957.640890 = -1961639.416434 nChanged 54 SP:Iteration 87Q (3459.132402 sec): 3 clusters Score: Raw -1962599.124454 + Penalty 957.640890 = -1961641.483564 nChanged 49 SP:Iteration 88Q (3459.212563 sec): 3 clusters Score: Raw -1962600.587535 + Penalty 957.640890 = -1961642.946646 nChanged 36 SP:Iteration 89Q (3459.299103 sec): 3 clusters Score: Raw -1962601.566204 + Penalty 957.640890 = -1961643.925315 nChanged 28 SP:Iteration 90Q (3459.372956 sec): 3 clusters Score: Raw -1962602.255139 + Penalty 957.640890 = -1961644.614250 nChanged 36 SP:Iteration 91Q (3459.462503 sec): 3 clusters Score: Raw -1962603.290890 + Penalty 957.640890 = -1961645.650000 nChanged 32 SP:Iteration 92Q (3459.539980 sec): 3 clusters Score: Raw -1962604.090741 + Penalty 957.640890 = -1961646.449851 nChanged 34 SP:Iteration 93Q (3459.627768 sec): 3 clusters Score: Raw -1962604.974806 + Penalty 957.640890 = -1961647.333917 nChanged 33 SP:Iteration 94Q (3459.703574 sec): 3 clusters Score: Raw -1962605.982876 + Penalty 957.640890 = -1961648.341987 nChanged 42 SP:Iteration 95Q (3459.795494 sec): 3 clusters Score: Raw -1962607.033528 + Penalty 957.640890 = -1961649.392638 nChanged 29 SP:Iteration 96Q (3459.872996 sec): 3 clusters Score: Raw -1962607.670535 + Penalty 957.640890 = -1961650.029645 nChanged 28 SP:Iteration 97Q (3459.956681 sec): 3 clusters Score: Raw -1962608.324199 + Penalty 957.640890 = -1961650.683309 nChanged 30 SP:Iteration 98Q (3460.032362 sec): 3 clusters Score: Raw -1962608.937500 + Penalty 957.640890 = -1961651.296610 nChanged 26 SP:Iteration 99Q (3460.119450 sec): 3 clusters Score: Raw -1962609.503463 + Penalty 957.640890 = -1961651.862574 nChanged 16 SP:Iteration 100F (3460.189577 sec): 3 clusters Score: Raw -1962609.759392 + Penalty 957.640890 = -1961652.118502 nChanged 20 SP:Iteration 101Q (3460.284659 sec): 3 clusters Score: Raw -1962610.049996 + Penalty 957.640890 = -1961652.409106 nChanged 14 SP:Iteration 102Q (3460.364500 sec): 3 clusters Score: Raw -1962610.295955 + Penalty 957.640890 = -1961652.655065 nChanged 15 SP:Iteration 103Q (3460.440802 sec): 3 clusters Score: Raw -1962610.521982 + Penalty 957.640890 = -1961652.881092 nChanged 14 SP:Iteration 104Q (3460.523147 sec): 3 clusters Score: Raw -1962610.765000 + Penalty 957.640890 = -1961653.124110 nChanged 18 SP:Iteration 105Q (3460.597289 sec): 3 clusters Score: Raw -1962611.111125 + Penalty 957.640890 = -1961653.470235 nChanged 18 SP:Iteration 106Q (3460.684872 sec): 3 clusters Score: Raw -1962611.379176 + Penalty 957.640890 = -1961653.738286 nChanged 10 SP:Iteration 107Q (3460.760794 sec): 3 clusters Score: Raw -1962611.534436 + Penalty 957.640890 = -1961653.893546 nChanged 11 SP:Iteration 108Q (3460.836110 sec): 3 clusters Score: Raw -1962611.647867 + Penalty 957.640890 = -1961654.006977 nChanged 7 SP:Iteration 109Q (3460.906836 sec): 3 clusters Score: Raw -1962611.720723 + Penalty 957.640890 = -1961654.079834 nChanged 7 SP:Iteration 110Q (3460.981576 sec): 3 clusters Score: Raw -1962611.869516 + Penalty 957.640890 = -1961654.228626 nChanged 11 SP:Iteration 111Q (3461.058026 sec): 3 clusters Score: Raw -1962612.041257 + Penalty 957.640890 = -1961654.400367 nChanged 11 SP:Iteration 112Q (3461.134521 sec): 3 clusters Score: Raw -1962612.229671 + Penalty 957.640890 = -1961654.588781 nChanged 11 SP:Iteration 113Q (3461.216644 sec): 3 clusters Score: Raw -1962612.384069 + Penalty 957.640890 = -1961654.743180 nChanged 7 SP:Iteration 114Q (3461.297408 sec): 3 clusters Score: Raw -1962612.467109 + Penalty 957.640890 = -1961654.826220 nChanged 4 SP:Iteration 115Q (3461.379659 sec): 3 clusters Score: Raw -1962612.506502 + Penalty 957.640890 = -1961654.865612 nChanged 5 SP:Iteration 116Q (3461.445069 sec): 3 clusters Score: Raw -1962612.550014 + Penalty 957.640890 = -1961654.909125 nChanged 1 SP:Iteration 117Q (3461.529499 sec): 3 clusters Score: Raw -1962612.555156 + Penalty 957.640890 = -1961654.914266 nChanged 1 SP:Iteration 118Q (3461.599283 sec): 3 clusters Score: Raw -1962612.585062 + Penalty 957.640890 = -1961654.944173 nChanged 3 SP:Iteration 119Q (3461.680713 sec): 3 clusters Score: Raw -1962612.628836 + Penalty 957.640890 = -1961654.987946 nChanged 3 SP:Iteration 120F (3461.750074 sec): 3 clusters Score: Raw -1962612.665303 + Penalty 957.640890 = -1961655.024414 nChanged 5 SP:Iteration 121Q (3461.831266 sec): 3 clusters Score: Raw -1962612.737806 + Penalty 957.640890 = -1961655.096916 nChanged 4 SP:Iteration 122Q (3461.904225 sec): 3 clusters Score: Raw -1962612.788866 + Penalty 957.640890 = -1961655.147977 nChanged 5 SP:Iteration 123Q (3461.974442 sec): 3 clusters Score: Raw -1962612.829629 + Penalty 957.640890 = -1961655.188739 nChanged 3 SP:Iteration 124Q (3462.055879 sec): 3 clusters Score: Raw -1962612.860067 + Penalty 957.640890 = -1961655.219178 nChanged 6 SP:Iteration 125Q (3462.133555 sec): 3 clusters Score: Raw -1962612.941026 + Penalty 957.640890 = -1961655.300136 nChanged 6 SP:Iteration 126Q (3462.207941 sec): 3 clusters Score: Raw -1962612.992342 + Penalty 957.640890 = -1961655.351452 nChanged 6 SP:Iteration 127Q (3462.289599 sec): 3 clusters Score: Raw -1962613.060902 + Penalty 957.640890 = -1961655.420013 nChanged 2 SP:Iteration 128Q (3462.366467 sec): 3 clusters Score: Raw -1962613.075706 + Penalty 957.640890 = -1961655.434817 nChanged 3 SP:Iteration 129Q (3462.437893 sec): 3 clusters Score: Raw -1962613.097399 + Penalty 957.640890 = -1961655.456509 nChanged 3 SP:Iteration 130Q (3462.512684 sec): 3 clusters Score: Raw -1962613.125471 + Penalty 957.640890 = -1961655.484581 nChanged 3 SP:Iteration 131Q (3462.591409 sec): 3 clusters Score: Raw -1962613.173679 + Penalty 957.640890 = -1961655.532790 nChanged 6 SP:Iteration 132Q (3462.669665 sec): 3 clusters Score: Raw -1962613.259455 + Penalty 957.640890 = -1961655.618565 nChanged 3 SP:Iteration 133Q (3462.752486 sec): 3 clusters Score: Raw -1962613.300621 + Penalty 957.640890 = -1961655.659731 nChanged 6 SP:Iteration 134Q (3462.829976 sec): 3 clusters Score: Raw -1962613.365416 + Penalty 957.640890 = -1961655.724526 nChanged 3 SP:Iteration 135Q (3462.902546 sec): 3 clusters Score: Raw -1962613.387596 + Penalty 957.640890 = -1961655.746707 nChanged 2 SP:Iteration 136Q (3462.972824 sec): 3 clusters Score: Raw -1962613.398803 + Penalty 957.640890 = -1961655.757913 nChanged 2 SP:Iteration 137Q (3463.054841 sec): 3 clusters Score: Raw -1962613.413435 + Penalty 957.640890 = -1961655.772545 nChanged 0 SP:Iteration 138F (3463.127887 sec): 3 clusters Score: Raw -1962613.413435 + Penalty 957.640890 = -1961655.772545 nChanged 0 Score: Raw -56033486.450039 + Penalty 13954.152041 = -56019532.297997 Splitting cluster 3 changes total score from -56000993.591259 to -56019532.297997 So it's getting split into cluster 22. Trying to split cluster 4 (3343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3471.736117 sec): 2 clusters Score: Raw -186949.418071 + Penalty 369.215387 = -186580.202684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3471.784796 sec): 3 clusters Score: Raw -185044.446196 + Penalty 738.430774 = -184306.015422 nChanged 1459 SP:Iteration 1F (3471.834177 sec): 3 clusters Score: Raw -186084.717406 + Penalty 738.430774 = -185346.286633 nChanged 268 SP:Iteration 2F (3471.870383 sec): 3 clusters Score: Raw -186281.326704 + Penalty 738.430774 = -185542.895931 nChanged 228 SP:Iteration 3F (3471.917832 sec): 3 clusters Score: Raw -186475.069659 + Penalty 738.430774 = -185736.638886 nChanged 222 SP:Iteration 4F (3471.973680 sec): 3 clusters Score: Raw -186674.514080 + Penalty 738.430774 = -185936.083306 nChanged 199 SP:Iteration 5F (3472.030212 sec): 3 clusters Score: Raw -186839.800344 + Penalty 738.430774 = -186101.369570 nChanged 161 SP:Iteration 6Q (3472.071585 sec): 3 clusters Score: Raw -186997.393276 + Penalty 738.430774 = -186258.962502 nChanged 161 SP:Iteration 7Q (3472.122218 sec): 3 clusters Score: Raw -187302.213278 + Penalty 738.430774 = -186563.782504 nChanged 220 SP:Iteration 8F (3472.185594 sec): 3 clusters Score: Raw -188318.777898 + Penalty 738.430774 = -187580.347125 nChanged 236 SP:Iteration 9F (3472.235442 sec): 3 clusters Score: Raw -189367.723905 + Penalty 738.430774 = -188629.293132 nChanged 224 SP:Iteration 10F (3472.275568 sec): 3 clusters Score: Raw -189848.152637 + Penalty 738.430774 = -189109.721863 nChanged 109 SP:Iteration 11Q (3472.334035 sec): 3 clusters Score: Raw -190635.135451 + Penalty 738.430774 = -189896.704677 nChanged 5 SP:Iteration 12Q (3472.369830 sec): 3 clusters Score: Raw -190734.249858 + Penalty 738.430774 = -189995.819084 nChanged 0 SP:Iteration 13F (3472.414529 sec): 3 clusters Score: Raw -190734.249858 + Penalty 738.430774 = -189995.819084 nChanged 0 Score: Raw -56037271.281825 + Penalty 14588.431680 = -56022682.850146 Splitting cluster 4 changes total score from -56000993.591259 to -56022682.850146 So it's getting split into cluster 23. Trying to split cluster 6 (8711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3481.250580 sec): 2 clusters Score: Raw -428746.311165 + Penalty 412.791555 = -428333.519610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3481.298195 sec): 3 clusters Score: Raw -423512.732373 + Penalty 825.583111 = -422687.149262 nChanged 4017 SP:Iteration 1F (3481.352698 sec): 3 clusters Score: Raw -427445.454290 + Penalty 825.583111 = -426619.871179 nChanged 1145 SP:Iteration 2F (3481.416144 sec): 3 clusters Score: Raw -429123.801729 + Penalty 825.583111 = -428298.218618 nChanged 1013 SP:Iteration 3F (3481.458200 sec): 3 clusters Score: Raw -431005.503686 + Penalty 825.583111 = -430179.920576 nChanged 759 SP:Iteration 4F (3481.511222 sec): 3 clusters Score: Raw -433128.732427 + Penalty 825.583111 = -432303.149317 nChanged 591 SP:Iteration 5F (3481.566763 sec): 3 clusters Score: Raw -436464.218465 + Penalty 825.583111 = -435638.635355 nChanged 515 SP:Iteration 6F (3481.627082 sec): 3 clusters Score: Raw -444175.558795 + Penalty 825.583111 = -443349.975684 nChanged 294 SP:Iteration 7Q (3481.680980 sec): 3 clusters Score: Raw -444535.709704 + Penalty 825.583111 = -443710.126594 nChanged 83 SP:Iteration 8Q (3481.737378 sec): 3 clusters Score: Raw -444595.387717 + Penalty 825.583111 = -443769.804606 nChanged 34 SP:Iteration 9Q (3481.789508 sec): 3 clusters Score: Raw -444605.175113 + Penalty 825.583111 = -443779.592002 nChanged 10 SP:Iteration 10Q (3481.842747 sec): 3 clusters Score: Raw -444607.108081 + Penalty 825.583111 = -443781.524970 nChanged 6 SP:Iteration 11Q (3481.900693 sec): 3 clusters Score: Raw -444607.841454 + Penalty 825.583111 = -443782.258344 nChanged 3 SP:Iteration 12Q (3481.942847 sec): 3 clusters Score: Raw -444608.082876 + Penalty 825.583111 = -443782.499766 nChanged 1 SP:Iteration 13Q (3482.011133 sec): 3 clusters Score: Raw -444608.209289 + Penalty 825.583111 = -443782.626179 nChanged 1 SP:Iteration 14Q (3482.067461 sec): 3 clusters Score: Raw -444608.279222 + Penalty 825.583111 = -443782.696112 nChanged 0 SP:Iteration 15F (3482.112435 sec): 3 clusters Score: Raw -444608.279222 + Penalty 825.583111 = -443782.696112 nChanged 0 Score: Raw -56053133.249882 + Penalty 15222.711318 = -56037910.538564 Splitting cluster 6 changes total score from -56000993.591259 to -56037910.538564 So it's getting split into cluster 24. Trying to split cluster 7 (8809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3490.991941 sec): 2 clusters Score: Raw -446071.056891 + Penalty 413.300579 = -445657.756313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3491.043636 sec): 3 clusters Score: Raw -440447.924631 + Penalty 826.601158 = -439621.323473 nChanged 4163 SP:Iteration 1F (3491.098877 sec): 3 clusters Score: Raw -442953.865881 + Penalty 826.601158 = -442127.264724 nChanged 586 SP:Iteration 2F (3491.142949 sec): 3 clusters Score: Raw -443246.551153 + Penalty 826.601158 = -442419.949995 nChanged 591 SP:Iteration 3F (3491.196342 sec): 3 clusters Score: Raw -443562.601616 + Penalty 826.601158 = -442736.000458 nChanged 592 SP:Iteration 4F (3491.257419 sec): 3 clusters Score: Raw -443991.079415 + Penalty 826.601158 = -443164.478257 nChanged 597 SP:Iteration 5F (3491.308727 sec): 3 clusters Score: Raw -444489.296750 + Penalty 826.601158 = -443662.695593 nChanged 523 SP:Iteration 6F (3491.359418 sec): 3 clusters Score: Raw -444984.199496 + Penalty 826.601158 = -444157.598338 nChanged 470 SP:Iteration 7F (3491.400258 sec): 3 clusters Score: Raw -445477.904115 + Penalty 826.601158 = -444651.302957 nChanged 325 SP:Iteration 8Q (3491.450957 sec): 3 clusters Score: Raw -445769.942506 + Penalty 826.601158 = -444943.341348 nChanged 218 SP:Iteration 9Q (3491.512056 sec): 3 clusters Score: Raw -445955.023021 + Penalty 826.601158 = -445128.421863 nChanged 144 SP:Iteration 10Q (3491.564697 sec): 3 clusters Score: Raw -446083.371329 + Penalty 826.601158 = -445256.770172 nChanged 125 SP:Iteration 11Q (3491.615589 sec): 3 clusters Score: Raw -446203.687322 + Penalty 826.601158 = -445377.086164 nChanged 100 SP:Iteration 12Q (3491.656323 sec): 3 clusters Score: Raw -446284.018454 + Penalty 826.601158 = -445457.417296 nChanged 77 SP:Iteration 13Q (3491.712944 sec): 3 clusters Score: Raw -446330.590029 + Penalty 826.601158 = -445503.988872 nChanged 48 SP:Iteration 14Q (3491.762732 sec): 3 clusters Score: Raw -446347.704678 + Penalty 826.601158 = -445521.103520 nChanged 31 SP:Iteration 15Q (3491.812805 sec): 3 clusters Score: Raw -446356.025820 + Penalty 826.601158 = -445529.424662 nChanged 20 SP:Iteration 16Q (3491.852150 sec): 3 clusters Score: Raw -446361.078424 + Penalty 826.601158 = -445534.477267 nChanged 19 SP:Iteration 17Q (3491.900763 sec): 3 clusters Score: Raw -446364.600772 + Penalty 826.601158 = -445537.999614 nChanged 10 SP:Iteration 18Q (3491.942035 sec): 3 clusters Score: Raw -446366.757067 + Penalty 826.601158 = -445540.155909 nChanged 9 SP:Iteration 19Q (3491.998637 sec): 3 clusters Score: Raw -446368.141915 + Penalty 826.601158 = -445541.540757 nChanged 4 SP:Iteration 20F (3492.051521 sec): 3 clusters Score: Raw -446368.392752 + Penalty 826.601158 = -445541.791594 nChanged 2 SP:Iteration 21Q (3492.099983 sec): 3 clusters Score: Raw -446368.615767 + Penalty 826.601158 = -445542.014609 nChanged 1 SP:Iteration 22Q (3492.158391 sec): 3 clusters Score: Raw -446368.650778 + Penalty 826.601158 = -445542.049620 nChanged 0 SP:Iteration 23F (3492.211193 sec): 3 clusters Score: Raw -446368.650778 + Penalty 826.601158 = -445542.049620 nChanged 0 Trying to split cluster 8 (869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3492.225633 sec): 2 clusters Score: Raw -33827.607234 + Penalty 307.914112 = -33519.693122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3492.271490 sec): 3 clusters Score: Raw -33534.178790 + Penalty 615.828224 = -32918.350566 nChanged 337 SP:Iteration 1F (3492.319558 sec): 3 clusters Score: Raw -34200.798739 + Penalty 615.828224 = -33584.970514 nChanged 110 SP:Iteration 2F (3492.370397 sec): 3 clusters Score: Raw -34478.599096 + Penalty 615.828224 = -33862.770871 nChanged 64 SP:Iteration 3F (3492.409467 sec): 3 clusters Score: Raw -34618.106225 + Penalty 615.828224 = -34002.278001 nChanged 45 SP:Iteration 4F (3492.459387 sec): 3 clusters Score: Raw -34694.490516 + Penalty 615.828224 = -34078.662291 nChanged 30 SP:Iteration 5Q (3492.497088 sec): 3 clusters Score: Raw -34742.138815 + Penalty 615.828224 = -34126.310591 nChanged 18 SP:Iteration 6Q (3492.541577 sec): 3 clusters Score: Raw -34767.727362 + Penalty 615.828224 = -34151.899137 nChanged 17 SP:Iteration 7Q (3492.578815 sec): 3 clusters Score: Raw -34794.642858 + Penalty 615.828224 = -34178.814633 nChanged 24 SP:Iteration 8Q (3492.615343 sec): 3 clusters Score: Raw -34820.474942 + Penalty 615.828224 = -34204.646718 nChanged 14 SP:Iteration 9Q (3492.670038 sec): 3 clusters Score: Raw -34834.861206 + Penalty 615.828224 = -34219.032981 nChanged 11 SP:Iteration 10Q (3492.707551 sec): 3 clusters Score: Raw -34842.138482 + Penalty 615.828224 = -34226.310258 nChanged 7 SP:Iteration 11Q (3492.760625 sec): 3 clusters Score: Raw -34846.215965 + Penalty 615.828224 = -34230.387741 nChanged 5 SP:Iteration 12Q (3492.794544 sec): 3 clusters Score: Raw -34848.917690 + Penalty 615.828224 = -34233.089465 nChanged 2 SP:Iteration 13Q (3492.833926 sec): 3 clusters Score: Raw -34849.655591 + Penalty 615.828224 = -34233.827367 nChanged 0 SP:Iteration 14F (3492.882671 sec): 3 clusters Score: Raw -34849.655591 + Penalty 615.828224 = -34233.827367 nChanged 0 Score: Raw -56054155.298239 + Penalty 15856.990956 = -56038298.307283 Splitting cluster 8 changes total score from -56000993.591259 to -56038298.307283 So it's getting split into cluster 25. Trying to split cluster 9 (102841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3502.386194 sec): 2 clusters Score: Raw -5198676.195839 + Penalty 525.112742 = -5198151.083097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3502.525548 sec): 3 clusters Score: Raw -5129684.320086 + Penalty 1050.225484 = -5128634.094602 nChanged 50501 SP:Iteration 1F (3502.656350 sec): 3 clusters Score: Raw -5169118.864684 + Penalty 1050.225484 = -5168068.639200 nChanged 8204 SP:Iteration 2F (3502.801077 sec): 3 clusters Score: Raw -5177796.941811 + Penalty 1050.225484 = -5176746.716327 nChanged 8752 SP:Iteration 3F (3502.942370 sec): 3 clusters Score: Raw -5186665.078823 + Penalty 1050.225484 = -5185614.853339 nChanged 8432 SP:Iteration 4F (3503.080936 sec): 3 clusters Score: Raw -5193545.352718 + Penalty 1050.225484 = -5192495.127234 nChanged 7182 SP:Iteration 5F (3503.216695 sec): 3 clusters Score: Raw -5199052.116825 + Penalty 1050.225484 = -5198001.891341 nChanged 6218 SP:Iteration 6F (3503.359863 sec): 3 clusters Score: Raw -5204309.653348 + Penalty 1050.225484 = -5203259.427864 nChanged 5598 SP:Iteration 7F (3503.498294 sec): 3 clusters Score: Raw -5209215.748743 + Penalty 1050.225484 = -5208165.523259 nChanged 4487 SP:Iteration 8Q (3503.650744 sec): 3 clusters Score: Raw -5213035.189181 + Penalty 1050.225484 = -5211984.963697 nChanged 3049 SP:Iteration 9Q (3503.800830 sec): 3 clusters Score: Raw -5215435.542433 + Penalty 1050.225484 = -5214385.316949 nChanged 1916 SP:Iteration 10Q (3503.947900 sec): 3 clusters Score: Raw -5216712.187273 + Penalty 1050.225484 = -5215661.961789 nChanged 1231 SP:Iteration 11Q (3504.077165 sec): 3 clusters Score: Raw -5217347.972069 + Penalty 1050.225484 = -5216297.746585 nChanged 818 SP:Iteration 12Q (3504.216346 sec): 3 clusters Score: Raw -5217714.638656 + Penalty 1050.225484 = -5216664.413172 nChanged 605 SP:Iteration 13Q (3504.351272 sec): 3 clusters Score: Raw -5217976.740039 + Penalty 1050.225484 = -5216926.514555 nChanged 459 SP:Iteration 14Q (3504.549916 sec): 3 clusters Score: Raw -5218189.375534 + Penalty 1050.225484 = -5217139.150050 nChanged 376 SP:Iteration 15Q (3504.688605 sec): 3 clusters Score: Raw -5218392.048556 + Penalty 1050.225484 = -5217341.823072 nChanged 343 SP:Iteration 16Q (3504.816352 sec): 3 clusters Score: Raw -5218596.091307 + Penalty 1050.225484 = -5217545.865823 nChanged 292 SP:Iteration 17Q (3504.946673 sec): 3 clusters Score: Raw -5218785.100848 + Penalty 1050.225484 = -5217734.875364 nChanged 263 SP:Iteration 18Q (3505.069960 sec): 3 clusters Score: Raw -5218972.710911 + Penalty 1050.225484 = -5217922.485427 nChanged 245 SP:Iteration 19Q (3505.189688 sec): 3 clusters Score: Raw -5219142.167610 + Penalty 1050.225484 = -5218091.942126 nChanged 235 SP:Iteration 20F (3505.310591 sec): 3 clusters Score: Raw -5219252.110104 + Penalty 1050.225484 = -5218201.884620 nChanged 203 SP:Iteration 21Q (3505.447596 sec): 3 clusters Score: Raw -5219305.341235 + Penalty 1050.225484 = -5218255.115751 nChanged 145 SP:Iteration 22Q (3505.569241 sec): 3 clusters Score: Raw -5219338.620440 + Penalty 1050.225484 = -5218288.394956 nChanged 117 SP:Iteration 23Q (3505.707910 sec): 3 clusters Score: Raw -5219363.164774 + Penalty 1050.225484 = -5218312.939290 nChanged 101 SP:Iteration 24Q (3505.834944 sec): 3 clusters Score: Raw -5219381.478820 + Penalty 1050.225484 = -5218331.253335 nChanged 85 SP:Iteration 25Q (3505.951263 sec): 3 clusters Score: Raw -5219394.321266 + Penalty 1050.225484 = -5218344.095782 nChanged 68 SP:Iteration 26Q (3506.074441 sec): 3 clusters Score: Raw -5219405.689702 + Penalty 1050.225484 = -5218355.464218 nChanged 63 SP:Iteration 27Q (3506.204039 sec): 3 clusters Score: Raw -5219416.192908 + Penalty 1050.225484 = -5218365.967424 nChanged 54 SP:Iteration 28Q (3506.342538 sec): 3 clusters Score: Raw -5219423.429002 + Penalty 1050.225484 = -5218373.203518 nChanged 43 SP:Iteration 29Q (3506.474871 sec): 3 clusters Score: Raw -5219427.790155 + Penalty 1050.225484 = -5218377.564671 nChanged 42 SP:Iteration 30Q (3506.604247 sec): 3 clusters Score: Raw -5219431.423379 + Penalty 1050.225484 = -5218381.197895 nChanged 32 SP:Iteration 31Q (3506.730911 sec): 3 clusters Score: Raw -5219433.624276 + Penalty 1050.225484 = -5218383.398792 nChanged 19 SP:Iteration 32Q (3506.852489 sec): 3 clusters Score: Raw -5219434.281419 + Penalty 1050.225484 = -5218384.055935 nChanged 12 SP:Iteration 33Q (3506.996045 sec): 3 clusters Score: Raw -5219434.600668 + Penalty 1050.225484 = -5218384.375184 nChanged 7 SP:Iteration 34Q (3507.123847 sec): 3 clusters Score: Raw -5219434.777938 + Penalty 1050.225484 = -5218384.552453 nChanged 6 SP:Iteration 35Q (3507.248238 sec): 3 clusters Score: Raw -5219434.921148 + Penalty 1050.225484 = -5218384.695664 nChanged 4 SP:Iteration 36Q (3507.380302 sec): 3 clusters Score: Raw -5219435.017259 + Penalty 1050.225484 = -5218384.791775 nChanged 6 SP:Iteration 37Q (3507.506339 sec): 3 clusters Score: Raw -5219435.204253 + Penalty 1050.225484 = -5218384.978769 nChanged 2 SP:Iteration 38Q (3507.630015 sec): 3 clusters Score: Raw -5219435.213520 + Penalty 1050.225484 = -5218384.988036 nChanged 0 SP:Iteration 39F (3507.758709 sec): 3 clusters Score: Raw -5219435.213520 + Penalty 1050.225484 = -5218384.988036 nChanged 0 Score: Raw -56074914.315920 + Penalty 16491.270594 = -56058423.045326 Splitting cluster 9 changes total score from -56000993.591259 to -56058423.045326 So it's getting split into cluster 26. Trying to split cluster 10 (118564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3517.316674 sec): 2 clusters Score: Raw -6295454.987873 + Penalty 531.585972 = -6294923.401901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3517.467605 sec): 3 clusters Score: Raw -6215582.089171 + Penalty 1063.171944 = -6214518.917227 nChanged 58112 SP:Iteration 1F (3517.617877 sec): 3 clusters Score: Raw -6251951.788746 + Penalty 1063.171944 = -6250888.616802 nChanged 6348 SP:Iteration 2F (3517.764862 sec): 3 clusters Score: Raw -6254805.072442 + Penalty 1063.171944 = -6253741.900498 nChanged 6912 SP:Iteration 3F (3517.927990 sec): 3 clusters Score: Raw -6258585.667098 + Penalty 1063.171944 = -6257522.495154 nChanged 7549 SP:Iteration 4F (3518.082167 sec): 3 clusters Score: Raw -6263547.801382 + Penalty 1063.171944 = -6262484.629437 nChanged 7969 SP:Iteration 5F (3518.236928 sec): 3 clusters Score: Raw -6269437.367225 + Penalty 1063.171944 = -6268374.195281 nChanged 7395 SP:Iteration 6F (3518.384875 sec): 3 clusters Score: Raw -6274857.187599 + Penalty 1063.171944 = -6273794.015655 nChanged 5953 SP:Iteration 7F (3518.529056 sec): 3 clusters Score: Raw -6278865.971083 + Penalty 1063.171944 = -6277802.799139 nChanged 4541 SP:Iteration 8Q (3518.693585 sec): 3 clusters Score: Raw -6281438.842146 + Penalty 1063.171944 = -6280375.670202 nChanged 3358 SP:Iteration 9Q (3518.856757 sec): 3 clusters Score: Raw -6283151.996876 + Penalty 1063.171944 = -6282088.824932 nChanged 2785 SP:Iteration 10Q (3519.018677 sec): 3 clusters Score: Raw -6284638.667602 + Penalty 1063.171944 = -6283575.495657 nChanged 2499 SP:Iteration 11Q (3519.170960 sec): 3 clusters Score: Raw -6286000.210516 + Penalty 1063.171944 = -6284937.038572 nChanged 2316 SP:Iteration 12Q (3519.326163 sec): 3 clusters Score: Raw -6287305.875876 + Penalty 1063.171944 = -6286242.703931 nChanged 2167 SP:Iteration 13Q (3519.478291 sec): 3 clusters Score: Raw -6288585.921417 + Penalty 1063.171944 = -6287522.749472 nChanged 2042 SP:Iteration 14Q (3519.642523 sec): 3 clusters Score: Raw -6289838.784909 + Penalty 1063.171944 = -6288775.612965 nChanged 1898 SP:Iteration 15Q (3519.799596 sec): 3 clusters Score: Raw -6291049.331874 + Penalty 1063.171944 = -6289986.159930 nChanged 1677 SP:Iteration 16Q (3519.956026 sec): 3 clusters Score: Raw -6292082.378139 + Penalty 1063.171944 = -6291019.206195 nChanged 1445 SP:Iteration 17Q (3520.115480 sec): 3 clusters Score: Raw -6292865.961889 + Penalty 1063.171944 = -6291802.789945 nChanged 1226 SP:Iteration 18Q (3520.258415 sec): 3 clusters Score: Raw -6293491.240226 + Penalty 1063.171944 = -6292428.068282 nChanged 1027 SP:Iteration 19Q (3520.414093 sec): 3 clusters Score: Raw -6293955.241953 + Penalty 1063.171944 = -6292892.070009 nChanged 909 SP:Iteration 20F (3520.561827 sec): 3 clusters Score: Raw -6294296.681121 + Penalty 1063.171944 = -6293233.509177 nChanged 783 SP:Iteration 21Q (3520.713656 sec): 3 clusters Score: Raw -6294544.879790 + Penalty 1063.171944 = -6293481.707846 nChanged 726 SP:Iteration 22Q (3520.864213 sec): 3 clusters Score: Raw -6294761.478864 + Penalty 1063.171944 = -6293698.306920 nChanged 651 SP:Iteration 23Q (3521.019645 sec): 3 clusters Score: Raw -6294922.561109 + Penalty 1063.171944 = -6293859.389165 nChanged 515 SP:Iteration 24Q (3521.156515 sec): 3 clusters Score: Raw -6295035.110095 + Penalty 1063.171944 = -6293971.938151 nChanged 477 SP:Iteration 25Q (3521.288732 sec): 3 clusters Score: Raw -6295129.622349 + Penalty 1063.171944 = -6294066.450404 nChanged 372 SP:Iteration 26Q (3521.432778 sec): 3 clusters Score: Raw -6295187.573630 + Penalty 1063.171944 = -6294124.401686 nChanged 291 SP:Iteration 27Q (3521.589754 sec): 3 clusters Score: Raw -6295227.448404 + Penalty 1063.171944 = -6294164.276460 nChanged 264 SP:Iteration 28Q (3521.747724 sec): 3 clusters Score: Raw -6295258.709642 + Penalty 1063.171944 = -6294195.537698 nChanged 238 SP:Iteration 29Q (3521.904418 sec): 3 clusters Score: Raw -6295283.191665 + Penalty 1063.171944 = -6294220.019721 nChanged 198 SP:Iteration 30Q (3522.057942 sec): 3 clusters Score: Raw -6295300.816310 + Penalty 1063.171944 = -6294237.644366 nChanged 168 SP:Iteration 31Q (3522.189926 sec): 3 clusters Score: Raw -6295312.692553 + Penalty 1063.171944 = -6294249.520609 nChanged 147 SP:Iteration 32Q (3522.313307 sec): 3 clusters Score: Raw -6295321.904012 + Penalty 1063.171944 = -6294258.732068 nChanged 115 SP:Iteration 33Q (3522.454268 sec): 3 clusters Score: Raw -6295328.986262 + Penalty 1063.171944 = -6294265.814318 nChanged 112 SP:Iteration 34Q (3522.607098 sec): 3 clusters Score: Raw -6295336.739131 + Penalty 1063.171944 = -6294273.567187 nChanged 99 SP:Iteration 35Q (3522.761371 sec): 3 clusters Score: Raw -6295342.329580 + Penalty 1063.171944 = -6294279.157636 nChanged 91 SP:Iteration 36Q (3522.906716 sec): 3 clusters Score: Raw -6295347.186436 + Penalty 1063.171944 = -6294284.014492 nChanged 96 SP:Iteration 37Q (3523.068565 sec): 3 clusters Score: Raw -6295353.618786 + Penalty 1063.171944 = -6294290.446842 nChanged 103 SP:Iteration 38Q (3523.214178 sec): 3 clusters Score: Raw -6295360.137975 + Penalty 1063.171944 = -6294296.966031 nChanged 90 SP:Iteration 39Q (3523.362442 sec): 3 clusters Score: Raw -6295363.813807 + Penalty 1063.171944 = -6294300.641863 nChanged 82 SP:Iteration 40F (3523.513978 sec): 3 clusters Score: Raw -6295367.821013 + Penalty 1063.171944 = -6294304.649069 nChanged 63 SP:Iteration 41Q (3523.658812 sec): 3 clusters Score: Raw -6295370.488505 + Penalty 1063.171944 = -6294307.316561 nChanged 57 SP:Iteration 42Q (3523.800909 sec): 3 clusters Score: Raw -6295372.538864 + Penalty 1063.171944 = -6294309.366920 nChanged 51 SP:Iteration 43Q (3523.924585 sec): 3 clusters Score: Raw -6295374.351258 + Penalty 1063.171944 = -6294311.179313 nChanged 44 SP:Iteration 44Q (3524.054575 sec): 3 clusters Score: Raw -6295375.661157 + Penalty 1063.171944 = -6294312.489212 nChanged 38 SP:Iteration 45Q (3524.182531 sec): 3 clusters Score: Raw -6295376.568017 + Penalty 1063.171944 = -6294313.396073 nChanged 30 SP:Iteration 46Q (3524.316235 sec): 3 clusters Score: Raw -6295377.284249 + Penalty 1063.171944 = -6294314.112305 nChanged 18 SP:Iteration 47Q (3524.473199 sec): 3 clusters Score: Raw -6295377.590363 + Penalty 1063.171944 = -6294314.418419 nChanged 11 SP:Iteration 48Q (3524.630096 sec): 3 clusters Score: Raw -6295377.746102 + Penalty 1063.171944 = -6294314.574157 nChanged 14 SP:Iteration 49Q (3524.769014 sec): 3 clusters Score: Raw -6295378.125360 + Penalty 1063.171944 = -6294314.953416 nChanged 13 SP:Iteration 50Q (3524.922195 sec): 3 clusters Score: Raw -6295378.361148 + Penalty 1063.171944 = -6294315.189204 nChanged 15 SP:Iteration 51Q (3525.061473 sec): 3 clusters Score: Raw -6295378.672226 + Penalty 1063.171944 = -6294315.500282 nChanged 21 SP:Iteration 52Q (3525.219867 sec): 3 clusters Score: Raw -6295379.044589 + Penalty 1063.171944 = -6294315.872645 nChanged 18 SP:Iteration 53Q (3525.373238 sec): 3 clusters Score: Raw -6295379.498727 + Penalty 1063.171944 = -6294316.326783 nChanged 23 SP:Iteration 54Q (3525.516910 sec): 3 clusters Score: Raw -6295379.997103 + Penalty 1063.171944 = -6294316.825159 nChanged 21 SP:Iteration 55Q (3525.673267 sec): 3 clusters Score: Raw -6295380.338309 + Penalty 1063.171944 = -6294317.166365 nChanged 19 SP:Iteration 56Q (3525.824687 sec): 3 clusters Score: Raw -6295380.809044 + Penalty 1063.171944 = -6294317.637100 nChanged 20 SP:Iteration 57Q (3525.969350 sec): 3 clusters Score: Raw -6295381.240997 + Penalty 1063.171944 = -6294318.069052 nChanged 19 SP:Iteration 58Q (3526.121718 sec): 3 clusters Score: Raw -6295381.531360 + Penalty 1063.171944 = -6294318.359416 nChanged 11 SP:Iteration 59Q (3526.269102 sec): 3 clusters Score: Raw -6295381.691682 + Penalty 1063.171944 = -6294318.519738 nChanged 12 SP:Iteration 60F (3526.419322 sec): 3 clusters Score: Raw -6295381.812725 + Penalty 1063.171944 = -6294318.640781 nChanged 9 SP:Iteration 61Q (3526.562999 sec): 3 clusters Score: Raw -6295381.935489 + Penalty 1063.171944 = -6294318.763544 nChanged 10 SP:Iteration 62Q (3526.700631 sec): 3 clusters Score: Raw -6295382.090925 + Penalty 1063.171944 = -6294318.918981 nChanged 12 SP:Iteration 63Q (3526.847691 sec): 3 clusters Score: Raw -6295382.267933 + Penalty 1063.171944 = -6294319.095989 nChanged 9 SP:Iteration 64Q (3526.992457 sec): 3 clusters Score: Raw -6295382.355246 + Penalty 1063.171944 = -6294319.183302 nChanged 3 SP:Iteration 65Q (3527.137915 sec): 3 clusters Score: Raw -6295382.382712 + Penalty 1063.171944 = -6294319.210768 nChanged 1 SP:Iteration 66Q (3527.277551 sec): 3 clusters Score: Raw -6295382.390800 + Penalty 1063.171944 = -6294319.218856 nChanged 0 SP:Iteration 67F (3527.414532 sec): 3 clusters Score: Raw -6295382.390800 + Penalty 1063.171944 = -6294319.218856 nChanged 0 Trying to split cluster 11 (24192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3527.450870 sec): 2 clusters Score: Raw -1201458.888597 + Penalty 459.266866 = -1200999.621731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3527.513055 sec): 3 clusters Score: Raw -1185844.908347 + Penalty 918.533732 = -1184926.374614 nChanged 11551 SP:Iteration 1F (3527.578364 sec): 3 clusters Score: Raw -1194226.249496 + Penalty 918.533732 = -1193307.715764 nChanged 2038 SP:Iteration 2F (3527.643378 sec): 3 clusters Score: Raw -1195647.682508 + Penalty 918.533732 = -1194729.148775 nChanged 1829 SP:Iteration 3F (3527.698398 sec): 3 clusters Score: Raw -1196791.341318 + Penalty 918.533732 = -1195872.807586 nChanged 1413 SP:Iteration 4F (3527.770960 sec): 3 clusters Score: Raw -1197521.363372 + Penalty 918.533732 = -1196602.829639 nChanged 1115 SP:Iteration 5Q (3527.841287 sec): 3 clusters Score: Raw -1198026.008460 + Penalty 918.533732 = -1197107.474728 nChanged 901 SP:Iteration 6Q (3527.910402 sec): 3 clusters Score: Raw -1198412.496892 + Penalty 918.533732 = -1197493.963160 nChanged 838 SP:Iteration 7Q (3527.976783 sec): 3 clusters Score: Raw -1198766.907632 + Penalty 918.533732 = -1197848.373899 nChanged 830 SP:Iteration 8Q (3528.044693 sec): 3 clusters Score: Raw -1199146.647223 + Penalty 918.533732 = -1198228.113491 nChanged 841 SP:Iteration 9Q (3528.097583 sec): 3 clusters Score: Raw -1199575.677505 + Penalty 918.533732 = -1198657.143773 nChanged 813 SP:Iteration 10Q (3528.163731 sec): 3 clusters Score: Raw -1199936.166247 + Penalty 918.533732 = -1199017.632514 nChanged 740 SP:Iteration 11Q (3528.245092 sec): 3 clusters Score: Raw -1200257.804260 + Penalty 918.533732 = -1199339.270528 nChanged 670 SP:Iteration 12Q (3528.309930 sec): 3 clusters Score: Raw -1200536.521754 + Penalty 918.533732 = -1199617.988021 nChanged 566 SP:Iteration 13Q (3528.381675 sec): 3 clusters Score: Raw -1200766.104106 + Penalty 918.533732 = -1199847.570374 nChanged 512 SP:Iteration 14Q (3528.438392 sec): 3 clusters Score: Raw -1200974.472368 + Penalty 918.533732 = -1200055.938635 nChanged 487 SP:Iteration 15Q (3528.519699 sec): 3 clusters Score: Raw -1201193.002518 + Penalty 918.533732 = -1200274.468786 nChanged 494 SP:Iteration 16Q (3528.587250 sec): 3 clusters Score: Raw -1201428.428781 + Penalty 918.533732 = -1200509.895049 nChanged 480 SP:Iteration 17Q (3528.652978 sec): 3 clusters Score: Raw -1201653.701216 + Penalty 918.533732 = -1200735.167484 nChanged 458 SP:Iteration 18Q (3528.714622 sec): 3 clusters Score: Raw -1201887.832524 + Penalty 918.533732 = -1200969.298792 nChanged 428 SP:Iteration 19Q (3528.776663 sec): 3 clusters Score: Raw -1202092.750792 + Penalty 918.533732 = -1201174.217059 nChanged 379 SP:Iteration 20F (3528.842940 sec): 3 clusters Score: Raw -1202248.119363 + Penalty 918.533732 = -1201329.585631 nChanged 321 SP:Iteration 21Q (3528.901081 sec): 3 clusters Score: Raw -1202362.639308 + Penalty 918.533732 = -1201444.105576 nChanged 293 SP:Iteration 22Q (3528.965163 sec): 3 clusters Score: Raw -1202470.684629 + Penalty 918.533732 = -1201552.150896 nChanged 273 SP:Iteration 23Q (3529.019885 sec): 3 clusters Score: Raw -1202556.478187 + Penalty 918.533732 = -1201637.944455 nChanged 246 SP:Iteration 24Q (3529.084366 sec): 3 clusters Score: Raw -1202631.815103 + Penalty 918.533732 = -1201713.281371 nChanged 221 SP:Iteration 25Q (3529.142360 sec): 3 clusters Score: Raw -1202695.801680 + Penalty 918.533732 = -1201777.267947 nChanged 207 SP:Iteration 26Q (3529.202060 sec): 3 clusters Score: Raw -1202755.176859 + Penalty 918.533732 = -1201836.643126 nChanged 171 SP:Iteration 27Q (3529.258701 sec): 3 clusters Score: Raw -1202799.681378 + Penalty 918.533732 = -1201881.147646 nChanged 148 SP:Iteration 28Q (3529.336191 sec): 3 clusters Score: Raw -1202831.519567 + Penalty 918.533732 = -1201912.985835 nChanged 140 SP:Iteration 29Q (3529.392224 sec): 3 clusters Score: Raw -1202860.763579 + Penalty 918.533732 = -1201942.229846 nChanged 128 SP:Iteration 30Q (3529.454396 sec): 3 clusters Score: Raw -1202888.661853 + Penalty 918.533732 = -1201970.128120 nChanged 129 SP:Iteration 31Q (3529.525224 sec): 3 clusters Score: Raw -1202919.401003 + Penalty 918.533732 = -1202000.867271 nChanged 115 SP:Iteration 32Q (3529.584634 sec): 3 clusters Score: Raw -1202944.489878 + Penalty 918.533732 = -1202025.956145 nChanged 107 SP:Iteration 33Q (3529.649333 sec): 3 clusters Score: Raw -1202967.763265 + Penalty 918.533732 = -1202049.229532 nChanged 83 SP:Iteration 34Q (3529.713833 sec): 3 clusters Score: Raw -1202984.761446 + Penalty 918.533732 = -1202066.227713 nChanged 79 SP:Iteration 35Q (3529.777432 sec): 3 clusters Score: Raw -1203002.421130 + Penalty 918.533732 = -1202083.887398 nChanged 66 SP:Iteration 36Q (3529.835222 sec): 3 clusters Score: Raw -1203013.069866 + Penalty 918.533732 = -1202094.536134 nChanged 52 SP:Iteration 37Q (3529.899953 sec): 3 clusters Score: Raw -1203020.759942 + Penalty 918.533732 = -1202102.226209 nChanged 50 SP:Iteration 38Q (3529.965389 sec): 3 clusters Score: Raw -1203027.307795 + Penalty 918.533732 = -1202108.774063 nChanged 47 SP:Iteration 39Q (3530.029922 sec): 3 clusters Score: Raw -1203032.545129 + Penalty 918.533732 = -1202114.011397 nChanged 33 SP:Iteration 40F (3530.084350 sec): 3 clusters Score: Raw -1203035.933137 + Penalty 918.533732 = -1202117.399404 nChanged 33 SP:Iteration 41Q (3530.162187 sec): 3 clusters Score: Raw -1203038.135974 + Penalty 918.533732 = -1202119.602242 nChanged 23 SP:Iteration 42Q (3530.214774 sec): 3 clusters Score: Raw -1203039.538310 + Penalty 918.533732 = -1202121.004578 nChanged 15 SP:Iteration 43Q (3530.286408 sec): 3 clusters Score: Raw -1203040.456159 + Penalty 918.533732 = -1202121.922427 nChanged 8 SP:Iteration 44Q (3530.356617 sec): 3 clusters Score: Raw -1203040.978110 + Penalty 918.533732 = -1202122.444378 nChanged 8 SP:Iteration 45Q (3530.414135 sec): 3 clusters Score: Raw -1203041.608670 + Penalty 918.533732 = -1202123.074938 nChanged 9 SP:Iteration 46Q (3530.482955 sec): 3 clusters Score: Raw -1203042.130233 + Penalty 918.533732 = -1202123.596501 nChanged 7 SP:Iteration 47Q (3530.548017 sec): 3 clusters Score: Raw -1203042.408680 + Penalty 918.533732 = -1202123.874948 nChanged 6 SP:Iteration 48Q (3530.610224 sec): 3 clusters Score: Raw -1203043.060182 + Penalty 918.533732 = -1202124.526450 nChanged 9 SP:Iteration 49Q (3530.660805 sec): 3 clusters Score: Raw -1203044.019104 + Penalty 918.533732 = -1202125.485372 nChanged 11 SP:Iteration 50Q (3530.726122 sec): 3 clusters Score: Raw -1203046.068821 + Penalty 918.533732 = -1202127.535089 nChanged 19 SP:Iteration 51Q (3530.788311 sec): 3 clusters Score: Raw -1203048.370926 + Penalty 918.533732 = -1202129.837194 nChanged 15 SP:Iteration 52Q (3530.861479 sec): 3 clusters Score: Raw -1203049.752838 + Penalty 918.533732 = -1202131.219105 nChanged 11 SP:Iteration 53Q (3530.918900 sec): 3 clusters Score: Raw -1203050.374918 + Penalty 918.533732 = -1202131.841185 nChanged 12 SP:Iteration 54Q (3530.985061 sec): 3 clusters Score: Raw -1203051.232040 + Penalty 918.533732 = -1202132.698308 nChanged 8 SP:Iteration 55Q (3531.051956 sec): 3 clusters Score: Raw -1203052.040547 + Penalty 918.533732 = -1202133.506815 nChanged 6 SP:Iteration 56Q (3531.116055 sec): 3 clusters Score: Raw -1203052.444097 + Penalty 918.533732 = -1202133.910365 nChanged 6 SP:Iteration 57Q (3531.178916 sec): 3 clusters Score: Raw -1203052.996340 + Penalty 918.533732 = -1202134.462608 nChanged 7 SP:Iteration 58Q (3531.251924 sec): 3 clusters Score: Raw -1203053.586193 + Penalty 918.533732 = -1202135.052461 nChanged 9 SP:Iteration 59Q (3531.311656 sec): 3 clusters Score: Raw -1203054.125903 + Penalty 918.533732 = -1202135.592170 nChanged 7 SP:Iteration 60F (3531.384882 sec): 3 clusters Score: Raw -1203054.795812 + Penalty 918.533732 = -1202136.262080 nChanged 8 SP:Iteration 61Q (3531.446413 sec): 3 clusters Score: Raw -1203055.446857 + Penalty 918.533732 = -1202136.913125 nChanged 7 SP:Iteration 62Q (3531.500655 sec): 3 clusters Score: Raw -1203055.688523 + Penalty 918.533732 = -1202137.154791 nChanged 1 SP:Iteration 63Q (3531.558875 sec): 3 clusters Score: Raw -1203055.696101 + Penalty 918.533732 = -1202137.162368 nChanged 0 SP:Iteration 64F (3531.627254 sec): 3 clusters Score: Raw -1203055.696101 + Penalty 918.533732 = -1202137.162368 nChanged 0 Score: Raw -56076511.123424 + Penalty 17125.550233 = -56059385.573191 Splitting cluster 11 changes total score from -56000993.591259 to -56059385.573191 So it's getting split into cluster 27. Trying to split cluster 12 (5871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3541.789768 sec): 2 clusters Score: Raw -265362.685405 + Penalty 394.839002 = -264967.846403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3541.842914 sec): 3 clusters Score: Raw -261865.270023 + Penalty 789.678003 = -261075.592020 nChanged 2655 SP:Iteration 1F (3541.884408 sec): 3 clusters Score: Raw -264706.507716 + Penalty 789.678003 = -263916.829713 nChanged 717 SP:Iteration 2F (3541.938151 sec): 3 clusters Score: Raw -265784.254429 + Penalty 789.678003 = -264994.576425 nChanged 565 SP:Iteration 3F (3541.986771 sec): 3 clusters Score: Raw -266560.527751 + Penalty 789.678003 = -265770.849748 nChanged 418 SP:Iteration 4F (3542.042640 sec): 3 clusters Score: Raw -267213.535855 + Penalty 789.678003 = -266423.857852 nChanged 283 SP:Iteration 5Q (3542.103428 sec): 3 clusters Score: Raw -267715.797079 + Penalty 789.678003 = -266926.119076 nChanged 173 SP:Iteration 6Q (3542.152237 sec): 3 clusters Score: Raw -268144.915078 + Penalty 789.678003 = -267355.237074 nChanged 107 SP:Iteration 7Q (3542.206540 sec): 3 clusters Score: Raw -268385.189105 + Penalty 789.678003 = -267595.511101 nChanged 69 SP:Iteration 8Q (3542.260460 sec): 3 clusters Score: Raw -268465.675645 + Penalty 789.678003 = -267675.997642 nChanged 40 SP:Iteration 9Q (3542.306370 sec): 3 clusters Score: Raw -268485.665022 + Penalty 789.678003 = -267695.987019 nChanged 22 SP:Iteration 10Q (3542.365307 sec): 3 clusters Score: Raw -268491.759254 + Penalty 789.678003 = -267702.081251 nChanged 12 SP:Iteration 11Q (3542.409275 sec): 3 clusters Score: Raw -268493.963909 + Penalty 789.678003 = -267704.285905 nChanged 7 SP:Iteration 12Q (3542.459789 sec): 3 clusters Score: Raw -268495.020576 + Penalty 789.678003 = -267705.342573 nChanged 3 SP:Iteration 13Q (3542.509008 sec): 3 clusters Score: Raw -268495.327286 + Penalty 789.678003 = -267705.649282 nChanged 3 SP:Iteration 14Q (3542.550826 sec): 3 clusters Score: Raw -268495.569836 + Penalty 789.678003 = -267705.891832 nChanged 1 SP:Iteration 15Q (3542.591860 sec): 3 clusters Score: Raw -268495.609969 + Penalty 789.678003 = -267705.931965 nChanged 0 SP:Iteration 16F (3542.643784 sec): 3 clusters Score: Raw -268495.609969 + Penalty 789.678003 = -267705.931965 nChanged 0 Score: Raw -56079644.047988 + Penalty 17759.829871 = -56061884.218117 Splitting cluster 12 changes total score from -56000993.591259 to -56061884.218117 So it's getting split into cluster 28. Trying to split cluster 13 (8394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3553.038169 sec): 2 clusters Score: Raw -411969.846247 + Penalty 411.104896 = -411558.741351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3553.076934 sec): 3 clusters Score: Raw -406725.145539 + Penalty 822.209792 = -405902.935747 nChanged 3890 SP:Iteration 1F (3553.121577 sec): 3 clusters Score: Raw -409235.321376 + Penalty 822.209792 = -408413.111584 nChanged 639 SP:Iteration 2F (3553.180745 sec): 3 clusters Score: Raw -409779.367315 + Penalty 822.209792 = -408957.157522 nChanged 635 SP:Iteration 3F (3553.224427 sec): 3 clusters Score: Raw -410280.913935 + Penalty 822.209792 = -409458.704143 nChanged 628 SP:Iteration 4F (3553.259726 sec): 3 clusters Score: Raw -410690.013920 + Penalty 822.209792 = -409867.804127 nChanged 509 SP:Iteration 5F (3553.303361 sec): 3 clusters Score: Raw -410987.875051 + Penalty 822.209792 = -410165.665258 nChanged 345 SP:Iteration 6Q (3553.356293 sec): 3 clusters Score: Raw -411162.718894 + Penalty 822.209792 = -410340.509102 nChanged 272 SP:Iteration 7Q (3553.410649 sec): 3 clusters Score: Raw -411343.585598 + Penalty 822.209792 = -410521.375805 nChanged 247 SP:Iteration 8Q (3553.454945 sec): 3 clusters Score: Raw -411563.085857 + Penalty 822.209792 = -410740.876064 nChanged 280 SP:Iteration 9Q (3553.499811 sec): 3 clusters Score: Raw -411857.795688 + Penalty 822.209792 = -411035.585896 nChanged 311 SP:Iteration 10Q (3553.562799 sec): 3 clusters Score: Raw -412212.559725 + Penalty 822.209792 = -411390.349933 nChanged 337 SP:Iteration 11Q (3553.614903 sec): 3 clusters Score: Raw -412621.913395 + Penalty 822.209792 = -411799.703602 nChanged 392 SP:Iteration 12Q (3553.663670 sec): 3 clusters Score: Raw -413333.438975 + Penalty 822.209792 = -412511.229183 nChanged 374 SP:Iteration 13Q (3553.716401 sec): 3 clusters Score: Raw -413872.327955 + Penalty 822.209792 = -413050.118163 nChanged 280 SP:Iteration 14Q (3553.765590 sec): 3 clusters Score: Raw -414041.077698 + Penalty 822.209792 = -413218.867905 nChanged 190 SP:Iteration 15Q (3553.818158 sec): 3 clusters Score: Raw -414134.576526 + Penalty 822.209792 = -413312.366734 nChanged 124 SP:Iteration 16Q (3553.860809 sec): 3 clusters Score: Raw -414184.153178 + Penalty 822.209792 = -413361.943386 nChanged 99 SP:Iteration 17Q (3553.922053 sec): 3 clusters Score: Raw -414227.296933 + Penalty 822.209792 = -413405.087140 nChanged 88 SP:Iteration 18Q (3553.967816 sec): 3 clusters Score: Raw -414261.709747 + Penalty 822.209792 = -413439.499954 nChanged 53 SP:Iteration 19Q (3554.019203 sec): 3 clusters Score: Raw -414280.607933 + Penalty 822.209792 = -413458.398140 nChanged 49 SP:Iteration 20F (3554.067103 sec): 3 clusters Score: Raw -414312.396785 + Penalty 822.209792 = -413490.186993 nChanged 61 SP:Iteration 21Q (3554.121601 sec): 3 clusters Score: Raw -414333.153635 + Penalty 822.209792 = -413510.943843 nChanged 50 SP:Iteration 22Q (3554.162042 sec): 3 clusters Score: Raw -414347.013737 + Penalty 822.209792 = -413524.803945 nChanged 35 SP:Iteration 23Q (3554.203592 sec): 3 clusters Score: Raw -414355.641174 + Penalty 822.209792 = -413533.431382 nChanged 39 SP:Iteration 24Q (3554.251257 sec): 3 clusters Score: Raw -414364.527527 + Penalty 822.209792 = -413542.317734 nChanged 32 SP:Iteration 25Q (3554.301568 sec): 3 clusters Score: Raw -414372.179251 + Penalty 822.209792 = -413549.969459 nChanged 35 SP:Iteration 26Q (3554.349686 sec): 3 clusters Score: Raw -414381.368268 + Penalty 822.209792 = -413559.158476 nChanged 39 SP:Iteration 27Q (3554.406857 sec): 3 clusters Score: Raw -414392.626016 + Penalty 822.209792 = -413570.416223 nChanged 37 SP:Iteration 28Q (3554.456630 sec): 3 clusters Score: Raw -414401.505539 + Penalty 822.209792 = -413579.295746 nChanged 26 SP:Iteration 29Q (3554.492502 sec): 3 clusters Score: Raw -414405.863243 + Penalty 822.209792 = -413583.653450 nChanged 17 SP:Iteration 30Q (3554.541823 sec): 3 clusters Score: Raw -414407.919270 + Penalty 822.209792 = -413585.709478 nChanged 9 SP:Iteration 31Q (3554.599359 sec): 3 clusters Score: Raw -414408.955866 + Penalty 822.209792 = -413586.746073 nChanged 11 SP:Iteration 32Q (3554.649696 sec): 3 clusters Score: Raw -414409.920748 + Penalty 822.209792 = -413587.710955 nChanged 10 SP:Iteration 33Q (3554.702442 sec): 3 clusters Score: Raw -414410.661459 + Penalty 822.209792 = -413588.451667 nChanged 9 SP:Iteration 34Q (3554.744562 sec): 3 clusters Score: Raw -414411.596069 + Penalty 822.209792 = -413589.386276 nChanged 10 SP:Iteration 35Q (3554.782307 sec): 3 clusters Score: Raw -414412.436482 + Penalty 822.209792 = -413590.226690 nChanged 8 SP:Iteration 36Q (3554.829131 sec): 3 clusters Score: Raw -414413.181972 + Penalty 822.209792 = -413590.972180 nChanged 10 SP:Iteration 37Q (3554.879520 sec): 3 clusters Score: Raw -414414.088722 + Penalty 822.209792 = -413591.878929 nChanged 5 SP:Iteration 38Q (3554.928907 sec): 3 clusters Score: Raw -414414.290295 + Penalty 822.209792 = -413592.080502 nChanged 1 SP:Iteration 39Q (3554.969876 sec): 3 clusters Score: Raw -414414.362873 + Penalty 822.209792 = -413592.153081 nChanged 3 SP:Iteration 40F (3555.011517 sec): 3 clusters Score: Raw -414414.468244 + Penalty 822.209792 = -413592.258452 nChanged 0 Score: Raw -56082088.669984 + Penalty 18394.109509 = -56063694.560475 Splitting cluster 13 changes total score from -56000993.591259 to -56063694.560475 So it's getting split into cluster 29. Trying to split cluster 14 (160207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3565.780480 sec): 2 clusters Score: Raw -8414598.409626 + Penalty 545.282101 = -8414053.127525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3565.978278 sec): 3 clusters Score: Raw -8306287.785792 + Penalty 1090.564203 = -8305197.221590 nChanged 78792 SP:Iteration 1F (3566.174584 sec): 3 clusters Score: Raw -8358732.904173 + Penalty 1090.564203 = -8357642.339970 nChanged 12556 SP:Iteration 2F (3566.366563 sec): 3 clusters Score: Raw -8366828.128497 + Penalty 1090.564203 = -8365737.564294 nChanged 14242 SP:Iteration 3F (3566.560761 sec): 3 clusters Score: Raw -8377337.939620 + Penalty 1090.564203 = -8376247.375418 nChanged 13441 SP:Iteration 4F (3566.747328 sec): 3 clusters Score: Raw -8387024.395308 + Penalty 1090.564203 = -8385933.831106 nChanged 10299 SP:Iteration 5F (3566.933649 sec): 3 clusters Score: Raw -8393593.556469 + Penalty 1090.564203 = -8392502.992267 nChanged 7211 SP:Iteration 6Q (3567.141851 sec): 3 clusters Score: Raw -8397585.415262 + Penalty 1090.564203 = -8396494.851060 nChanged 5111 SP:Iteration 7Q (3567.340762 sec): 3 clusters Score: Raw -8400280.645282 + Penalty 1090.564203 = -8399190.081079 nChanged 4200 SP:Iteration 8Q (3567.539864 sec): 3 clusters Score: Raw -8402649.705734 + Penalty 1090.564203 = -8401559.141532 nChanged 3799 SP:Iteration 9Q (3567.731899 sec): 3 clusters Score: Raw -8405000.851876 + Penalty 1090.564203 = -8403910.287673 nChanged 3566 SP:Iteration 10Q (3567.952726 sec): 3 clusters Score: Raw -8407461.379713 + Penalty 1090.564203 = -8406370.815511 nChanged 3136 SP:Iteration 11Q (3568.163252 sec): 3 clusters Score: Raw -8409983.707568 + Penalty 1090.564203 = -8408893.143365 nChanged 2512 SP:Iteration 12Q (3568.355580 sec): 3 clusters Score: Raw -8412271.649940 + Penalty 1090.564203 = -8411181.085737 nChanged 1684 SP:Iteration 13Q (3568.553845 sec): 3 clusters Score: Raw -8414246.964489 + Penalty 1090.564203 = -8413156.400286 nChanged 1085 SP:Iteration 14Q (3568.734771 sec): 3 clusters Score: Raw -8416589.425363 + Penalty 1090.564203 = -8415498.861161 nChanged 1153 SP:Iteration 15Q (3568.904602 sec): 3 clusters Score: Raw -8418585.470256 + Penalty 1090.564203 = -8417494.906054 nChanged 978 SP:Iteration 16Q (3569.065315 sec): 3 clusters Score: Raw -8419200.416489 + Penalty 1090.564203 = -8418109.852286 nChanged 560 SP:Iteration 17Q (3569.234555 sec): 3 clusters Score: Raw -8419435.201119 + Penalty 1090.564203 = -8418344.636917 nChanged 417 SP:Iteration 18Q (3569.400757 sec): 3 clusters Score: Raw -8419583.823900 + Penalty 1090.564203 = -8418493.259698 nChanged 323 SP:Iteration 19Q (3569.561423 sec): 3 clusters Score: Raw -8419679.784230 + Penalty 1090.564203 = -8418589.220027 nChanged 280 SP:Iteration 20F (3569.732100 sec): 3 clusters Score: Raw -8419750.832016 + Penalty 1090.564203 = -8418660.267813 nChanged 259 SP:Iteration 21Q (3569.900599 sec): 3 clusters Score: Raw -8419820.547404 + Penalty 1090.564203 = -8418729.983201 nChanged 218 SP:Iteration 22Q (3570.072166 sec): 3 clusters Score: Raw -8419872.918915 + Penalty 1090.564203 = -8418782.354712 nChanged 235 SP:Iteration 23Q (3570.251435 sec): 3 clusters Score: Raw -8419932.038633 + Penalty 1090.564203 = -8418841.474431 nChanged 206 SP:Iteration 24Q (3570.417385 sec): 3 clusters Score: Raw -8419979.028708 + Penalty 1090.564203 = -8418888.464505 nChanged 179 SP:Iteration 25Q (3570.579686 sec): 3 clusters Score: Raw -8420017.195159 + Penalty 1090.564203 = -8418926.630956 nChanged 170 SP:Iteration 26Q (3570.743181 sec): 3 clusters Score: Raw -8420052.775655 + Penalty 1090.564203 = -8418962.211452 nChanged 171 SP:Iteration 27Q (3570.908928 sec): 3 clusters Score: Raw -8420084.740445 + Penalty 1090.564203 = -8418994.176243 nChanged 153 SP:Iteration 28Q (3571.089977 sec): 3 clusters Score: Raw -8420109.098604 + Penalty 1090.564203 = -8419018.534401 nChanged 136 SP:Iteration 29Q (3571.271141 sec): 3 clusters Score: Raw -8420126.170814 + Penalty 1090.564203 = -8419035.606612 nChanged 113 SP:Iteration 30Q (3571.439471 sec): 3 clusters Score: Raw -8420137.982812 + Penalty 1090.564203 = -8419047.418609 nChanged 90 SP:Iteration 31Q (3571.598782 sec): 3 clusters Score: Raw -8420146.511122 + Penalty 1090.564203 = -8419055.946919 nChanged 85 SP:Iteration 32Q (3571.780465 sec): 3 clusters Score: Raw -8420154.219355 + Penalty 1090.564203 = -8419063.655153 nChanged 68 SP:Iteration 33Q (3571.981673 sec): 3 clusters Score: Raw -8420159.447745 + Penalty 1090.564203 = -8419068.883542 nChanged 69 SP:Iteration 34Q (3572.171206 sec): 3 clusters Score: Raw -8420164.696266 + Penalty 1090.564203 = -8419074.132063 nChanged 67 SP:Iteration 35Q (3572.361756 sec): 3 clusters Score: Raw -8420168.738823 + Penalty 1090.564203 = -8419078.174621 nChanged 68 SP:Iteration 36Q (3572.523297 sec): 3 clusters Score: Raw -8420172.840135 + Penalty 1090.564203 = -8419082.275932 nChanged 63 SP:Iteration 37Q (3572.692580 sec): 3 clusters Score: Raw -8420177.356664 + Penalty 1090.564203 = -8419086.792461 nChanged 57 SP:Iteration 38Q (3572.862568 sec): 3 clusters Score: Raw -8420180.687625 + Penalty 1090.564203 = -8419090.123422 nChanged 50 SP:Iteration 39Q (3573.032292 sec): 3 clusters Score: Raw -8420182.947843 + Penalty 1090.564203 = -8419092.383640 nChanged 47 SP:Iteration 40F (3573.203282 sec): 3 clusters Score: Raw -8420188.574471 + Penalty 1090.564203 = -8419098.010268 nChanged 35 SP:Iteration 41Q (3573.371709 sec): 3 clusters Score: Raw -8420190.332985 + Penalty 1090.564203 = -8419099.768782 nChanged 27 SP:Iteration 42Q (3573.541489 sec): 3 clusters Score: Raw -8420191.275026 + Penalty 1090.564203 = -8419100.710823 nChanged 19 SP:Iteration 43Q (3573.710367 sec): 3 clusters Score: Raw -8420191.891461 + Penalty 1090.564203 = -8419101.327258 nChanged 15 SP:Iteration 44Q (3573.868027 sec): 3 clusters Score: Raw -8420192.196829 + Penalty 1090.564203 = -8419101.632626 nChanged 14 SP:Iteration 45Q (3574.049920 sec): 3 clusters Score: Raw -8420192.476878 + Penalty 1090.564203 = -8419101.912676 nChanged 10 SP:Iteration 46Q (3574.229953 sec): 3 clusters Score: Raw -8420192.645023 + Penalty 1090.564203 = -8419102.080820 nChanged 7 SP:Iteration 47Q (3574.410033 sec): 3 clusters Score: Raw -8420192.725542 + Penalty 1090.564203 = -8419102.161339 nChanged 7 SP:Iteration 48Q (3574.585701 sec): 3 clusters Score: Raw -8420192.868622 + Penalty 1090.564203 = -8419102.304419 nChanged 10 SP:Iteration 49Q (3574.749129 sec): 3 clusters Score: Raw -8420193.088145 + Penalty 1090.564203 = -8419102.523942 nChanged 8 SP:Iteration 50Q (3574.912211 sec): 3 clusters Score: Raw -8420193.268470 + Penalty 1090.564203 = -8419102.704267 nChanged 4 SP:Iteration 51Q (3575.092598 sec): 3 clusters Score: Raw -8420193.367369 + Penalty 1090.564203 = -8419102.803166 nChanged 7 SP:Iteration 52Q (3575.260821 sec): 3 clusters Score: Raw -8420193.475994 + Penalty 1090.564203 = -8419102.911792 nChanged 3 SP:Iteration 53Q (3575.443577 sec): 3 clusters Score: Raw -8420193.543517 + Penalty 1090.564203 = -8419102.979314 nChanged 2 SP:Iteration 54Q (3575.617395 sec): 3 clusters Score: Raw -8420193.594994 + Penalty 1090.564203 = -8419103.030791 nChanged 1 SP:Iteration 55Q (3575.801854 sec): 3 clusters Score: Raw -8420193.601542 + Penalty 1090.564203 = -8419103.037339 nChanged 1 SP:Iteration 56Q (3575.977387 sec): 3 clusters Score: Raw -8420193.616935 + Penalty 1090.564203 = -8419103.052732 nChanged 1 SP:Iteration 57Q (3576.153053 sec): 3 clusters Score: Raw -8420193.631136 + Penalty 1090.564203 = -8419103.066933 nChanged 3 SP:Iteration 58Q (3576.335905 sec): 3 clusters Score: Raw -8420193.655053 + Penalty 1090.564203 = -8419103.090851 nChanged 2 SP:Iteration 59Q (3576.500653 sec): 3 clusters Score: Raw -8420193.667831 + Penalty 1090.564203 = -8419103.103629 nChanged 4 SP:Iteration 60F (3576.675420 sec): 3 clusters Score: Raw -8420193.702147 + Penalty 1090.564203 = -8419103.137944 nChanged 4 SP:Iteration 61Q (3576.859007 sec): 3 clusters Score: Raw -8420193.728926 + Penalty 1090.564203 = -8419103.164724 nChanged 2 SP:Iteration 62Q (3577.030396 sec): 3 clusters Score: Raw -8420193.746580 + Penalty 1090.564203 = -8419103.182377 nChanged 2 SP:Iteration 63Q (3577.203934 sec): 3 clusters Score: Raw -8420193.768214 + Penalty 1090.564203 = -8419103.204012 nChanged 2 SP:Iteration 64Q (3577.390373 sec): 3 clusters Score: Raw -8420193.783064 + Penalty 1090.564203 = -8419103.218861 nChanged 0 SP:Iteration 65F (3577.580852 sec): 3 clusters Score: Raw -8420193.783064 + Penalty 1090.564203 = -8419103.218861 nChanged 0 Score: Raw -56087684.043423 + Penalty 19028.389147 = -56068655.654275 Splitting cluster 14 changes total score from -56000993.591259 to -56068655.654275 So it's getting split into cluster 30. Trying to split cluster 15 (8993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3589.453428 sec): 2 clusters Score: Raw -331013.917670 + Penalty 414.241181 = -330599.676489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3589.499518 sec): 3 clusters Score: Raw -325897.359244 + Penalty 828.482362 = -325068.876882 nChanged 4240 SP:Iteration 1F (3589.547017 sec): 3 clusters Score: Raw -335814.126000 + Penalty 828.482362 = -334985.643638 nChanged 1144 SP:Iteration 2F (3589.590427 sec): 3 clusters Score: Raw -337585.716135 + Penalty 828.482362 = -336757.233774 nChanged 554 SP:Iteration 3F (3589.638125 sec): 3 clusters Score: Raw -338325.920548 + Penalty 828.482362 = -337497.438186 nChanged 361 SP:Iteration 4Q (3589.692715 sec): 3 clusters Score: Raw -338622.711248 + Penalty 828.482362 = -337794.228886 nChanged 208 SP:Iteration 5Q (3589.723674 sec): 3 clusters Score: Raw -338724.808465 + Penalty 828.482362 = -337896.326103 nChanged 111 SP:Iteration 6Q (3589.771637 sec): 3 clusters Score: Raw -338767.100911 + Penalty 828.482362 = -337938.618550 nChanged 93 SP:Iteration 7Q (3589.819534 sec): 3 clusters Score: Raw -338812.286238 + Penalty 828.482362 = -337983.803876 nChanged 86 SP:Iteration 8Q (3589.875477 sec): 3 clusters Score: Raw -338860.048353 + Penalty 828.482362 = -338031.565991 nChanged 87 SP:Iteration 9Q (3589.925565 sec): 3 clusters Score: Raw -338921.960339 + Penalty 828.482362 = -338093.477977 nChanged 74 SP:Iteration 10Q (3589.964810 sec): 3 clusters Score: Raw -338965.376054 + Penalty 828.482362 = -338136.893692 nChanged 53 SP:Iteration 11Q (3590.015882 sec): 3 clusters Score: Raw -338984.979703 + Penalty 828.482362 = -338156.497341 nChanged 53 SP:Iteration 12Q (3590.068087 sec): 3 clusters Score: Raw -338996.540841 + Penalty 828.482362 = -338168.058479 nChanged 28 SP:Iteration 13Q (3590.130595 sec): 3 clusters Score: Raw -338999.421095 + Penalty 828.482362 = -338170.938734 nChanged 20 SP:Iteration 14Q (3590.179882 sec): 3 clusters Score: Raw -339001.673856 + Penalty 828.482362 = -338173.191495 nChanged 12 SP:Iteration 15Q (3590.229723 sec): 3 clusters Score: Raw -339002.642516 + Penalty 828.482362 = -338174.160154 nChanged 10 SP:Iteration 16Q (3590.279636 sec): 3 clusters Score: Raw -339003.619866 + Penalty 828.482362 = -338175.137505 nChanged 12 SP:Iteration 17Q (3590.323658 sec): 3 clusters Score: Raw -339005.991394 + Penalty 828.482362 = -338177.509032 nChanged 14 SP:Iteration 18Q (3590.368685 sec): 3 clusters Score: Raw -339008.151009 + Penalty 828.482362 = -338179.668647 nChanged 10 SP:Iteration 19Q (3590.425670 sec): 3 clusters Score: Raw -339009.229763 + Penalty 828.482362 = -338180.747401 nChanged 9 SP:Iteration 20F (3590.469825 sec): 3 clusters Score: Raw -339009.702040 + Penalty 828.482362 = -338181.219678 nChanged 6 SP:Iteration 21Q (3590.521977 sec): 3 clusters Score: Raw -339009.984094 + Penalty 828.482362 = -338181.501733 nChanged 6 SP:Iteration 22Q (3590.576449 sec): 3 clusters Score: Raw -339010.343399 + Penalty 828.482362 = -338181.861038 nChanged 8 SP:Iteration 23Q (3590.634278 sec): 3 clusters Score: Raw -339010.980984 + Penalty 828.482362 = -338182.498622 nChanged 3 SP:Iteration 24Q (3590.677373 sec): 3 clusters Score: Raw -339011.220848 + Penalty 828.482362 = -338182.738486 nChanged 4 SP:Iteration 25Q (3590.736495 sec): 3 clusters Score: Raw -339011.828778 + Penalty 828.482362 = -338183.346416 nChanged 10 SP:Iteration 26Q (3590.777292 sec): 3 clusters Score: Raw -339012.839686 + Penalty 828.482362 = -338184.357325 nChanged 8 SP:Iteration 27Q (3590.825853 sec): 3 clusters Score: Raw -339013.453946 + Penalty 828.482362 = -338184.971584 nChanged 6 SP:Iteration 28Q (3590.877958 sec): 3 clusters Score: Raw -339014.642036 + Penalty 828.482362 = -338186.159675 nChanged 14 SP:Iteration 29Q (3590.914340 sec): 3 clusters Score: Raw -339016.641025 + Penalty 828.482362 = -338188.158663 nChanged 12 SP:Iteration 30Q (3590.957000 sec): 3 clusters Score: Raw -339017.763691 + Penalty 828.482362 = -338189.281330 nChanged 6 SP:Iteration 31Q (3591.020402 sec): 3 clusters Score: Raw -339018.336901 + Penalty 828.482362 = -338189.854540 nChanged 8 SP:Iteration 32Q (3591.067400 sec): 3 clusters Score: Raw -339019.111075 + Penalty 828.482362 = -338190.628714 nChanged 5 SP:Iteration 33Q (3591.113315 sec): 3 clusters Score: Raw -339019.427028 + Penalty 828.482362 = -338190.944666 nChanged 4 SP:Iteration 34Q (3591.158910 sec): 3 clusters Score: Raw -339019.615746 + Penalty 828.482362 = -338191.133384 nChanged 2 SP:Iteration 35Q (3591.204458 sec): 3 clusters Score: Raw -339019.651498 + Penalty 828.482362 = -338191.169136 nChanged 0 SP:Iteration 36F (3591.250902 sec): 3 clusters Score: Raw -339019.651498 + Penalty 828.482362 = -338191.169136 nChanged 0 Score: Raw -56095689.777251 + Penalty 19662.668786 = -56076027.108465 Splitting cluster 15 changes total score from -56000993.591259 to -56076027.108465 So it's getting split into cluster 31. Trying to split cluster 16 (32710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3602.642074 sec): 2 clusters Score: Raw -1499468.917058 + Penalty 472.992343 = -1498995.924714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3602.709058 sec): 3 clusters Score: Raw -1478249.194723 + Penalty 945.984687 = -1477303.210036 nChanged 15701 SP:Iteration 1F (3602.781460 sec): 3 clusters Score: Raw -1490375.591979 + Penalty 945.984687 = -1489429.607292 nChanged 3380 SP:Iteration 2F (3602.852463 sec): 3 clusters Score: Raw -1493632.871318 + Penalty 945.984687 = -1492686.886631 nChanged 3249 SP:Iteration 3F (3602.925388 sec): 3 clusters Score: Raw -1496609.834402 + Penalty 945.984687 = -1495663.849715 nChanged 2615 SP:Iteration 4F (3602.988759 sec): 3 clusters Score: Raw -1498539.077214 + Penalty 945.984687 = -1497593.092527 nChanged 1832 SP:Iteration 5F (3603.062000 sec): 3 clusters Score: Raw -1499554.797187 + Penalty 945.984687 = -1498608.812500 nChanged 1154 SP:Iteration 6Q (3603.135094 sec): 3 clusters Score: Raw -1500072.715201 + Penalty 945.984687 = -1499126.730514 nChanged 821 SP:Iteration 7Q (3603.206078 sec): 3 clusters Score: Raw -1500386.144269 + Penalty 945.984687 = -1499440.159582 nChanged 650 SP:Iteration 8Q (3603.282035 sec): 3 clusters Score: Raw -1500621.842817 + Penalty 945.984687 = -1499675.858130 nChanged 544 SP:Iteration 9Q (3603.363594 sec): 3 clusters Score: Raw -1500808.102109 + Penalty 945.984687 = -1499862.117422 nChanged 511 SP:Iteration 10Q (3603.438531 sec): 3 clusters Score: Raw -1500975.053201 + Penalty 945.984687 = -1500029.068514 nChanged 423 SP:Iteration 11Q (3603.509586 sec): 3 clusters Score: Raw -1501097.161599 + Penalty 945.984687 = -1500151.176912 nChanged 338 SP:Iteration 12Q (3603.586128 sec): 3 clusters Score: Raw -1501177.418907 + Penalty 945.984687 = -1500231.434220 nChanged 275 SP:Iteration 13Q (3603.661041 sec): 3 clusters Score: Raw -1501235.982656 + Penalty 945.984687 = -1500289.997969 nChanged 215 SP:Iteration 14Q (3603.739313 sec): 3 clusters Score: Raw -1501275.012638 + Penalty 945.984687 = -1500329.027951 nChanged 151 SP:Iteration 15Q (3603.819572 sec): 3 clusters Score: Raw -1501302.161839 + Penalty 945.984687 = -1500356.177152 nChanged 163 SP:Iteration 16Q (3603.900826 sec): 3 clusters Score: Raw -1501334.430362 + Penalty 945.984687 = -1500388.445676 nChanged 120 SP:Iteration 17Q (3603.982042 sec): 3 clusters Score: Raw -1501353.112725 + Penalty 945.984687 = -1500407.128038 nChanged 86 SP:Iteration 18Q (3604.063293 sec): 3 clusters Score: Raw -1501363.057906 + Penalty 945.984687 = -1500417.073219 nChanged 69 SP:Iteration 19Q (3604.143905 sec): 3 clusters Score: Raw -1501372.430733 + Penalty 945.984687 = -1500426.446046 nChanged 57 SP:Iteration 20F (3604.218527 sec): 3 clusters Score: Raw -1501380.176435 + Penalty 945.984687 = -1500434.191748 nChanged 52 SP:Iteration 21Q (3604.298944 sec): 3 clusters Score: Raw -1501387.057045 + Penalty 945.984687 = -1500441.072358 nChanged 50 SP:Iteration 22Q (3604.387075 sec): 3 clusters Score: Raw -1501394.746439 + Penalty 945.984687 = -1500448.761752 nChanged 44 SP:Iteration 23Q (3604.456646 sec): 3 clusters Score: Raw -1501401.554040 + Penalty 945.984687 = -1500455.569353 nChanged 47 SP:Iteration 24Q (3604.537950 sec): 3 clusters Score: Raw -1501407.574616 + Penalty 945.984687 = -1500461.589929 nChanged 51 SP:Iteration 25Q (3604.622036 sec): 3 clusters Score: Raw -1501415.856139 + Penalty 945.984687 = -1500469.871452 nChanged 49 SP:Iteration 26Q (3604.701484 sec): 3 clusters Score: Raw -1501422.554656 + Penalty 945.984687 = -1500476.569969 nChanged 52 SP:Iteration 27Q (3604.762892 sec): 3 clusters Score: Raw -1501433.652817 + Penalty 945.984687 = -1500487.668130 nChanged 59 SP:Iteration 28Q (3604.844015 sec): 3 clusters Score: Raw -1501442.314523 + Penalty 945.984687 = -1500496.329836 nChanged 63 SP:Iteration 29Q (3604.929138 sec): 3 clusters Score: Raw -1501454.224582 + Penalty 945.984687 = -1500508.239895 nChanged 59 SP:Iteration 30Q (3605.008327 sec): 3 clusters Score: Raw -1501468.264492 + Penalty 945.984687 = -1500522.279805 nChanged 77 SP:Iteration 31Q (3605.083251 sec): 3 clusters Score: Raw -1501484.900009 + Penalty 945.984687 = -1500538.915322 nChanged 71 SP:Iteration 32Q (3605.150038 sec): 3 clusters Score: Raw -1501499.547880 + Penalty 945.984687 = -1500553.563193 nChanged 80 SP:Iteration 33Q (3605.231766 sec): 3 clusters Score: Raw -1501513.049779 + Penalty 945.984687 = -1500567.065093 nChanged 63 SP:Iteration 34Q (3605.309113 sec): 3 clusters Score: Raw -1501522.467910 + Penalty 945.984687 = -1500576.483223 nChanged 59 SP:Iteration 35Q (3605.390767 sec): 3 clusters Score: Raw -1501530.280373 + Penalty 945.984687 = -1500584.295686 nChanged 52 SP:Iteration 36Q (3605.459953 sec): 3 clusters Score: Raw -1501536.792192 + Penalty 945.984687 = -1500590.807505 nChanged 43 SP:Iteration 37Q (3605.541343 sec): 3 clusters Score: Raw -1501543.592886 + Penalty 945.984687 = -1500597.608199 nChanged 44 SP:Iteration 38Q (3605.621509 sec): 3 clusters Score: Raw -1501550.379852 + Penalty 945.984687 = -1500604.395165 nChanged 53 SP:Iteration 39Q (3605.683236 sec): 3 clusters Score: Raw -1501557.062588 + Penalty 945.984687 = -1500611.077901 nChanged 38 SP:Iteration 40F (3605.758617 sec): 3 clusters Score: Raw -1501561.351182 + Penalty 945.984687 = -1500615.366496 nChanged 34 SP:Iteration 41Q (3605.837162 sec): 3 clusters Score: Raw -1501566.971928 + Penalty 945.984687 = -1500620.987241 nChanged 40 SP:Iteration 42Q (3605.926303 sec): 3 clusters Score: Raw -1501573.639581 + Penalty 945.984687 = -1500627.654894 nChanged 47 SP:Iteration 43Q (3606.004657 sec): 3 clusters Score: Raw -1501581.235844 + Penalty 945.984687 = -1500635.251157 nChanged 61 SP:Iteration 44Q (3606.083862 sec): 3 clusters Score: Raw -1501591.925431 + Penalty 945.984687 = -1500645.940744 nChanged 57 SP:Iteration 45Q (3606.156387 sec): 3 clusters Score: Raw -1501601.717351 + Penalty 945.984687 = -1500655.732664 nChanged 55 SP:Iteration 46Q (3606.236009 sec): 3 clusters Score: Raw -1501613.259693 + Penalty 945.984687 = -1500667.275006 nChanged 58 SP:Iteration 47Q (3606.313031 sec): 3 clusters Score: Raw -1501626.078975 + Penalty 945.984687 = -1500680.094288 nChanged 61 SP:Iteration 48Q (3606.391297 sec): 3 clusters Score: Raw -1501636.316982 + Penalty 945.984687 = -1500690.332295 nChanged 58 SP:Iteration 49Q (3606.468259 sec): 3 clusters Score: Raw -1501652.430549 + Penalty 945.984687 = -1500706.445862 nChanged 75 SP:Iteration 50Q (3606.541622 sec): 3 clusters Score: Raw -1501674.144925 + Penalty 945.984687 = -1500728.160238 nChanged 74 SP:Iteration 51Q (3606.621301 sec): 3 clusters Score: Raw -1501698.319602 + Penalty 945.984687 = -1500752.334915 nChanged 68 SP:Iteration 52Q (3606.688373 sec): 3 clusters Score: Raw -1501725.565533 + Penalty 945.984687 = -1500779.580846 nChanged 80 SP:Iteration 53Q (3606.746889 sec): 3 clusters Score: Raw -1501763.152575 + Penalty 945.984687 = -1500817.167888 nChanged 93 SP:Iteration 54Q (3606.824219 sec): 3 clusters Score: Raw -1501805.460798 + Penalty 945.984687 = -1500859.476111 nChanged 90 SP:Iteration 55Q (3606.907026 sec): 3 clusters Score: Raw -1501841.017317 + Penalty 945.984687 = -1500895.032630 nChanged 75 SP:Iteration 56Q (3606.971788 sec): 3 clusters Score: Raw -1501868.143567 + Penalty 945.984687 = -1500922.158880 nChanged 74 SP:Iteration 57Q (3607.045983 sec): 3 clusters Score: Raw -1501893.220003 + Penalty 945.984687 = -1500947.235316 nChanged 65 SP:Iteration 58Q (3607.124661 sec): 3 clusters Score: Raw -1501905.913315 + Penalty 945.984687 = -1500959.928628 nChanged 35 SP:Iteration 59Q (3607.207533 sec): 3 clusters Score: Raw -1501911.673812 + Penalty 945.984687 = -1500965.689125 nChanged 22 SP:Iteration 60F (3607.283146 sec): 3 clusters Score: Raw -1501914.286908 + Penalty 945.984687 = -1500968.302221 nChanged 16 SP:Iteration 61Q (3607.358676 sec): 3 clusters Score: Raw -1501915.269429 + Penalty 945.984687 = -1500969.284742 nChanged 11 SP:Iteration 62Q (3607.434282 sec): 3 clusters Score: Raw -1501915.698253 + Penalty 945.984687 = -1500969.713566 nChanged 6 SP:Iteration 63Q (3607.508463 sec): 3 clusters Score: Raw -1501915.888723 + Penalty 945.984687 = -1500969.904036 nChanged 6 SP:Iteration 64Q (3607.574659 sec): 3 clusters Score: Raw -1501916.026160 + Penalty 945.984687 = -1500970.041473 nChanged 3 SP:Iteration 65Q (3607.657528 sec): 3 clusters Score: Raw -1501916.119899 + Penalty 945.984687 = -1500970.135212 nChanged 8 SP:Iteration 66Q (3607.729966 sec): 3 clusters Score: Raw -1501916.303400 + Penalty 945.984687 = -1500970.318713 nChanged 4 SP:Iteration 67Q (3607.795965 sec): 3 clusters Score: Raw -1501916.383631 + Penalty 945.984687 = -1500970.398944 nChanged 5 SP:Iteration 68Q (3607.881161 sec): 3 clusters Score: Raw -1501916.558096 + Penalty 945.984687 = -1500970.573409 nChanged 6 SP:Iteration 69Q (3607.944412 sec): 3 clusters Score: Raw -1501916.662691 + Penalty 945.984687 = -1500970.678004 nChanged 4 SP:Iteration 70Q (3608.020418 sec): 3 clusters Score: Raw -1501916.721640 + Penalty 945.984687 = -1500970.736953 nChanged 2 SP:Iteration 71Q (3608.093565 sec): 3 clusters Score: Raw -1501916.753206 + Penalty 945.984687 = -1500970.768519 nChanged 2 SP:Iteration 72Q (3608.169860 sec): 3 clusters Score: Raw -1501916.768542 + Penalty 945.984687 = -1500970.783855 nChanged 0 SP:Iteration 73F (3608.244647 sec): 3 clusters Score: Raw -1501916.768542 + Penalty 945.984687 = -1500970.783855 nChanged 0 Score: Raw -56098137.628736 + Penalty 20296.948424 = -56077840.680312 Splitting cluster 16 changes total score from -56000993.591259 to -56077840.680312 So it's getting split into cluster 32. Trying to split cluster 17 (97369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3619.890825 sec): 2 clusters Score: Raw -4436992.281186 + Penalty 522.624974 = -4436469.656212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3620.012878 sec): 3 clusters Score: Raw -4371389.894887 + Penalty 1045.249948 = -4370344.644939 nChanged 47851 SP:Iteration 1F (3620.136987 sec): 3 clusters Score: Raw -4401633.081771 + Penalty 1045.249948 = -4400587.831823 nChanged 5509 SP:Iteration 2F (3620.258314 sec): 3 clusters Score: Raw -4404392.327653 + Penalty 1045.249948 = -4403347.077705 nChanged 6249 SP:Iteration 3F (3620.379726 sec): 3 clusters Score: Raw -4408166.452191 + Penalty 1045.249948 = -4407121.202243 nChanged 7414 SP:Iteration 4F (3620.509155 sec): 3 clusters Score: Raw -4414039.081000 + Penalty 1045.249948 = -4412993.831052 nChanged 8052 SP:Iteration 5F (3620.636955 sec): 3 clusters Score: Raw -4422531.280568 + Penalty 1045.249948 = -4421486.030620 nChanged 6344 SP:Iteration 6F (3620.767375 sec): 3 clusters Score: Raw -4429220.931071 + Penalty 1045.249948 = -4428175.681123 nChanged 4329 SP:Iteration 7Q (3620.900836 sec): 3 clusters Score: Raw -4432196.411556 + Penalty 1045.249948 = -4431151.161608 nChanged 3028 SP:Iteration 8Q (3621.044457 sec): 3 clusters Score: Raw -4433843.618635 + Penalty 1045.249948 = -4432798.368687 nChanged 2092 SP:Iteration 9Q (3621.182679 sec): 3 clusters Score: Raw -4434847.531163 + Penalty 1045.249948 = -4433802.281215 nChanged 1582 SP:Iteration 10Q (3621.322944 sec): 3 clusters Score: Raw -4435521.747404 + Penalty 1045.249948 = -4434476.497456 nChanged 1307 SP:Iteration 11Q (3621.457994 sec): 3 clusters Score: Raw -4436008.871981 + Penalty 1045.249948 = -4434963.622033 nChanged 1043 SP:Iteration 12Q (3621.600309 sec): 3 clusters Score: Raw -4436400.550407 + Penalty 1045.249948 = -4435355.300459 nChanged 921 SP:Iteration 13Q (3621.730327 sec): 3 clusters Score: Raw -4436741.647808 + Penalty 1045.249948 = -4435696.397860 nChanged 842 SP:Iteration 14Q (3621.862037 sec): 3 clusters Score: Raw -4437027.781662 + Penalty 1045.249948 = -4435982.531714 nChanged 769 SP:Iteration 15Q (3621.979154 sec): 3 clusters Score: Raw -4437269.396669 + Penalty 1045.249948 = -4436224.146721 nChanged 725 SP:Iteration 16Q (3622.104802 sec): 3 clusters Score: Raw -4437470.194669 + Penalty 1045.249948 = -4436424.944721 nChanged 648 SP:Iteration 17Q (3622.233820 sec): 3 clusters Score: Raw -4437632.633915 + Penalty 1045.249948 = -4436587.383967 nChanged 563 SP:Iteration 18Q (3622.369979 sec): 3 clusters Score: Raw -4437772.108098 + Penalty 1045.249948 = -4436726.858150 nChanged 551 SP:Iteration 19Q (3622.509042 sec): 3 clusters Score: Raw -4437897.650147 + Penalty 1045.249948 = -4436852.400199 nChanged 484 SP:Iteration 20F (3622.644548 sec): 3 clusters Score: Raw -4438015.765715 + Penalty 1045.249948 = -4436970.515767 nChanged 381 SP:Iteration 21Q (3622.779982 sec): 3 clusters Score: Raw -4438094.280251 + Penalty 1045.249948 = -4437049.030303 nChanged 364 SP:Iteration 22Q (3622.908221 sec): 3 clusters Score: Raw -4438161.085391 + Penalty 1045.249948 = -4437115.835443 nChanged 352 SP:Iteration 23Q (3623.033847 sec): 3 clusters Score: Raw -4438218.149220 + Penalty 1045.249948 = -4437172.899272 nChanged 325 SP:Iteration 24Q (3623.172680 sec): 3 clusters Score: Raw -4438270.285466 + Penalty 1045.249948 = -4437225.035518 nChanged 320 SP:Iteration 25Q (3623.310961 sec): 3 clusters Score: Raw -4438322.585266 + Penalty 1045.249948 = -4437277.335318 nChanged 295 SP:Iteration 26Q (3623.455695 sec): 3 clusters Score: Raw -4438368.237614 + Penalty 1045.249948 = -4437322.987666 nChanged 269 SP:Iteration 27Q (3623.594936 sec): 3 clusters Score: Raw -4438403.143683 + Penalty 1045.249948 = -4437357.893735 nChanged 227 SP:Iteration 28Q (3623.732869 sec): 3 clusters Score: Raw -4438433.842383 + Penalty 1045.249948 = -4437388.592435 nChanged 248 SP:Iteration 29Q (3623.881176 sec): 3 clusters Score: Raw -4438463.153921 + Penalty 1045.249948 = -4437417.903973 nChanged 210 SP:Iteration 30Q (3624.021850 sec): 3 clusters Score: Raw -4438492.892343 + Penalty 1045.249948 = -4437447.642395 nChanged 195 SP:Iteration 31Q (3624.154325 sec): 3 clusters Score: Raw -4438517.022177 + Penalty 1045.249948 = -4437471.772229 nChanged 188 SP:Iteration 32Q (3624.293773 sec): 3 clusters Score: Raw -4438540.269626 + Penalty 1045.249948 = -4437495.019678 nChanged 169 SP:Iteration 33Q (3624.426501 sec): 3 clusters Score: Raw -4438559.503860 + Penalty 1045.249948 = -4437514.253912 nChanged 175 SP:Iteration 34Q (3624.560384 sec): 3 clusters Score: Raw -4438578.347556 + Penalty 1045.249948 = -4437533.097608 nChanged 156 SP:Iteration 35Q (3624.690185 sec): 3 clusters Score: Raw -4438592.330781 + Penalty 1045.249948 = -4437547.080833 nChanged 144 SP:Iteration 36Q (3624.832021 sec): 3 clusters Score: Raw -4438604.813465 + Penalty 1045.249948 = -4437559.563517 nChanged 136 SP:Iteration 37Q (3624.946912 sec): 3 clusters Score: Raw -4438613.922211 + Penalty 1045.249948 = -4437568.672263 nChanged 106 SP:Iteration 38Q (3625.082332 sec): 3 clusters Score: Raw -4438620.447558 + Penalty 1045.249948 = -4437575.197610 nChanged 105 SP:Iteration 39Q (3625.220569 sec): 3 clusters Score: Raw -4438627.726214 + Penalty 1045.249948 = -4437582.476266 nChanged 100 SP:Iteration 40F (3625.357234 sec): 3 clusters Score: Raw -4438632.362814 + Penalty 1045.249948 = -4437587.112866 nChanged 57 SP:Iteration 41Q (3625.488086 sec): 3 clusters Score: Raw -4438635.048386 + Penalty 1045.249948 = -4437589.798438 nChanged 57 SP:Iteration 42Q (3625.621101 sec): 3 clusters Score: Raw -4438637.940158 + Penalty 1045.249948 = -4437592.690210 nChanged 53 SP:Iteration 43Q (3625.759150 sec): 3 clusters Score: Raw -4438639.813405 + Penalty 1045.249948 = -4437594.563457 nChanged 57 SP:Iteration 44Q (3625.896746 sec): 3 clusters Score: Raw -4438642.358901 + Penalty 1045.249948 = -4437597.108953 nChanged 55 SP:Iteration 45Q (3626.035816 sec): 3 clusters Score: Raw -4438644.654635 + Penalty 1045.249948 = -4437599.404688 nChanged 59 SP:Iteration 46Q (3626.168472 sec): 3 clusters Score: Raw -4438647.257373 + Penalty 1045.249948 = -4437602.007425 nChanged 67 SP:Iteration 47Q (3626.300510 sec): 3 clusters Score: Raw -4438651.177380 + Penalty 1045.249948 = -4437605.927432 nChanged 86 SP:Iteration 48Q (3626.430115 sec): 3 clusters Score: Raw -4438658.276648 + Penalty 1045.249948 = -4437613.026700 nChanged 95 SP:Iteration 49Q (3626.573314 sec): 3 clusters Score: Raw -4438667.087135 + Penalty 1045.249948 = -4437621.837187 nChanged 110 SP:Iteration 50Q (3626.704372 sec): 3 clusters Score: Raw -4438677.100723 + Penalty 1045.249948 = -4437631.850776 nChanged 114 SP:Iteration 51Q (3626.825498 sec): 3 clusters Score: Raw -4438687.918928 + Penalty 1045.249948 = -4437642.668980 nChanged 147 SP:Iteration 52Q (3626.956292 sec): 3 clusters Score: Raw -4438703.046153 + Penalty 1045.249948 = -4437657.796205 nChanged 168 SP:Iteration 53Q (3627.087229 sec): 3 clusters Score: Raw -4438719.955430 + Penalty 1045.249948 = -4437674.705482 nChanged 144 SP:Iteration 54Q (3627.219545 sec): 3 clusters Score: Raw -4438734.884388 + Penalty 1045.249948 = -4437689.634440 nChanged 161 SP:Iteration 55Q (3627.357420 sec): 3 clusters Score: Raw -4438750.363687 + Penalty 1045.249948 = -4437705.113740 nChanged 154 SP:Iteration 56Q (3627.490550 sec): 3 clusters Score: Raw -4438767.166982 + Penalty 1045.249948 = -4437721.917034 nChanged 155 SP:Iteration 57Q (3627.625419 sec): 3 clusters Score: Raw -4438784.716386 + Penalty 1045.249948 = -4437739.466439 nChanged 144 SP:Iteration 58Q (3627.758237 sec): 3 clusters Score: Raw -4438799.535020 + Penalty 1045.249948 = -4437754.285072 nChanged 143 SP:Iteration 59Q (3627.898161 sec): 3 clusters Score: Raw -4438813.967971 + Penalty 1045.249948 = -4437768.718023 nChanged 134 SP:Iteration 60F (3628.033872 sec): 3 clusters Score: Raw -4438822.067801 + Penalty 1045.249948 = -4437776.817853 nChanged 91 SP:Iteration 61Q (3628.173509 sec): 3 clusters Score: Raw -4438826.454227 + Penalty 1045.249948 = -4437781.204279 nChanged 69 SP:Iteration 62Q (3628.312208 sec): 3 clusters Score: Raw -4438829.534187 + Penalty 1045.249948 = -4437784.284239 nChanged 61 SP:Iteration 63Q (3628.451715 sec): 3 clusters Score: Raw -4438832.205878 + Penalty 1045.249948 = -4437786.955930 nChanged 62 SP:Iteration 64Q (3628.585517 sec): 3 clusters Score: Raw -4438834.554201 + Penalty 1045.249948 = -4437789.304253 nChanged 50 SP:Iteration 65Q (3628.710902 sec): 3 clusters Score: Raw -4438836.981009 + Penalty 1045.249948 = -4437791.731061 nChanged 59 SP:Iteration 66Q (3628.852596 sec): 3 clusters Score: Raw -4438841.194679 + Penalty 1045.249948 = -4437795.944731 nChanged 80 SP:Iteration 67Q (3628.984556 sec): 3 clusters Score: Raw -4438845.435367 + Penalty 1045.249948 = -4437800.185419 nChanged 70 SP:Iteration 68Q (3629.126040 sec): 3 clusters Score: Raw -4438849.830165 + Penalty 1045.249948 = -4437804.580217 nChanged 70 SP:Iteration 69Q (3629.262373 sec): 3 clusters Score: Raw -4438853.942670 + Penalty 1045.249948 = -4437808.692722 nChanged 69 SP:Iteration 70Q (3629.403219 sec): 3 clusters Score: Raw -4438858.604058 + Penalty 1045.249948 = -4437813.354110 nChanged 77 SP:Iteration 71Q (3629.522239 sec): 3 clusters Score: Raw -4438864.270693 + Penalty 1045.249948 = -4437819.020745 nChanged 77 SP:Iteration 72Q (3629.641764 sec): 3 clusters Score: Raw -4438868.708835 + Penalty 1045.249948 = -4437823.458887 nChanged 56 SP:Iteration 73Q (3629.764445 sec): 3 clusters Score: Raw -4438870.742221 + Penalty 1045.249948 = -4437825.492273 nChanged 51 SP:Iteration 74Q (3629.883320 sec): 3 clusters Score: Raw -4438872.884183 + Penalty 1045.249948 = -4437827.634235 nChanged 59 SP:Iteration 75Q (3630.009541 sec): 3 clusters Score: Raw -4438875.002935 + Penalty 1045.249948 = -4437829.752987 nChanged 52 SP:Iteration 76Q (3630.131517 sec): 3 clusters Score: Raw -4438877.770414 + Penalty 1045.249948 = -4437832.520466 nChanged 59 SP:Iteration 77Q (3630.254659 sec): 3 clusters Score: Raw -4438880.914060 + Penalty 1045.249948 = -4437835.664112 nChanged 65 SP:Iteration 78Q (3630.388906 sec): 3 clusters Score: Raw -4438883.849643 + Penalty 1045.249948 = -4437838.599695 nChanged 68 SP:Iteration 79Q (3630.508301 sec): 3 clusters Score: Raw -4438886.705145 + Penalty 1045.249948 = -4437841.455197 nChanged 61 SP:Iteration 80F (3630.641740 sec): 3 clusters Score: Raw -4438889.727740 + Penalty 1045.249948 = -4437844.477792 nChanged 64 SP:Iteration 81Q (3630.767275 sec): 3 clusters Score: Raw -4438892.423898 + Penalty 1045.249948 = -4437847.173951 nChanged 63 SP:Iteration 82Q (3630.908888 sec): 3 clusters Score: Raw -4438896.086792 + Penalty 1045.249948 = -4437850.836844 nChanged 65 SP:Iteration 83Q (3631.031893 sec): 3 clusters Score: Raw -4438899.475291 + Penalty 1045.249948 = -4437854.225343 nChanged 70 SP:Iteration 84Q (3631.159860 sec): 3 clusters Score: Raw -4438904.089465 + Penalty 1045.249948 = -4437858.839517 nChanged 73 SP:Iteration 85Q (3631.293938 sec): 3 clusters Score: Raw -4438907.874020 + Penalty 1045.249948 = -4437862.624072 nChanged 60 SP:Iteration 86Q (3631.429685 sec): 3 clusters Score: Raw -4438911.190312 + Penalty 1045.249948 = -4437865.940364 nChanged 66 SP:Iteration 87Q (3631.557993 sec): 3 clusters Score: Raw -4438913.490771 + Penalty 1045.249948 = -4437868.240823 nChanged 55 SP:Iteration 88Q (3631.707872 sec): 3 clusters Score: Raw -4438915.476657 + Penalty 1045.249948 = -4437870.226710 nChanged 53 SP:Iteration 89Q (3631.845058 sec): 3 clusters Score: Raw -4438917.628010 + Penalty 1045.249948 = -4437872.378062 nChanged 47 SP:Iteration 90Q (3631.967530 sec): 3 clusters Score: Raw -4438919.016927 + Penalty 1045.249948 = -4437873.766979 nChanged 38 SP:Iteration 91Q (3632.108454 sec): 3 clusters Score: Raw -4438920.357605 + Penalty 1045.249948 = -4437875.107657 nChanged 37 SP:Iteration 92Q (3632.239743 sec): 3 clusters Score: Raw -4438921.696720 + Penalty 1045.249948 = -4437876.446772 nChanged 44 SP:Iteration 93Q (3632.374569 sec): 3 clusters Score: Raw -4438923.127636 + Penalty 1045.249948 = -4437877.877688 nChanged 42 SP:Iteration 94Q (3632.508785 sec): 3 clusters Score: Raw -4438924.327498 + Penalty 1045.249948 = -4437879.077550 nChanged 39 SP:Iteration 95Q (3632.645817 sec): 3 clusters Score: Raw -4438925.689096 + Penalty 1045.249948 = -4437880.439148 nChanged 54 SP:Iteration 96Q (3632.787020 sec): 3 clusters Score: Raw -4438927.949743 + Penalty 1045.249948 = -4437882.699795 nChanged 57 SP:Iteration 97Q (3632.913651 sec): 3 clusters Score: Raw -4438930.595681 + Penalty 1045.249948 = -4437885.345733 nChanged 48 SP:Iteration 98Q (3633.041394 sec): 3 clusters Score: Raw -4438932.509636 + Penalty 1045.249948 = -4437887.259688 nChanged 56 SP:Iteration 99Q (3633.152086 sec): 3 clusters Score: Raw -4438935.415131 + Penalty 1045.249948 = -4437890.165183 nChanged 77 SP:Iteration 100F (3633.282113 sec): 3 clusters Score: Raw -4438938.559493 + Penalty 1045.249948 = -4437893.309545 nChanged 63 SP:Iteration 101Q (3633.412044 sec): 3 clusters Score: Raw -4438941.169343 + Penalty 1045.249948 = -4437895.919395 nChanged 65 SP:Iteration 102Q (3633.554592 sec): 3 clusters Score: Raw -4438944.612119 + Penalty 1045.249948 = -4437899.362171 nChanged 66 SP:Iteration 103Q (3633.692122 sec): 3 clusters Score: Raw -4438947.332901 + Penalty 1045.249948 = -4437902.082953 nChanged 67 SP:Iteration 104Q (3633.826974 sec): 3 clusters Score: Raw -4438949.854622 + Penalty 1045.249948 = -4437904.604674 nChanged 57 SP:Iteration 105Q (3633.958892 sec): 3 clusters Score: Raw -4438952.519472 + Penalty 1045.249948 = -4437907.269524 nChanged 61 SP:Iteration 106Q (3634.104683 sec): 3 clusters Score: Raw -4438955.123415 + Penalty 1045.249948 = -4437909.873467 nChanged 79 SP:Iteration 107Q (3634.248020 sec): 3 clusters Score: Raw -4438958.587291 + Penalty 1045.249948 = -4437913.337343 nChanged 71 SP:Iteration 108Q (3634.384864 sec): 3 clusters Score: Raw -4438962.177042 + Penalty 1045.249948 = -4437916.927094 nChanged 70 SP:Iteration 109Q (3634.516690 sec): 3 clusters Score: Raw -4438965.247974 + Penalty 1045.249948 = -4437919.998026 nChanged 73 SP:Iteration 110Q (3634.647537 sec): 3 clusters Score: Raw -4438968.590514 + Penalty 1045.249948 = -4437923.340566 nChanged 92 SP:Iteration 111Q (3634.782734 sec): 3 clusters Score: Raw -4438973.810797 + Penalty 1045.249948 = -4437928.560849 nChanged 94 SP:Iteration 112Q (3634.916509 sec): 3 clusters Score: Raw -4438979.069689 + Penalty 1045.249948 = -4437933.819741 nChanged 124 SP:Iteration 113Q (3635.043493 sec): 3 clusters Score: Raw -4438986.985094 + Penalty 1045.249948 = -4437941.735146 nChanged 131 SP:Iteration 114Q (3635.170504 sec): 3 clusters Score: Raw -4438995.392153 + Penalty 1045.249948 = -4437950.142205 nChanged 140 SP:Iteration 115Q (3635.310460 sec): 3 clusters Score: Raw -4439004.560909 + Penalty 1045.249948 = -4437959.310961 nChanged 160 SP:Iteration 116Q (3635.443869 sec): 3 clusters Score: Raw -4439016.837673 + Penalty 1045.249948 = -4437971.587725 nChanged 180 SP:Iteration 117Q (3635.578452 sec): 3 clusters Score: Raw -4439031.613177 + Penalty 1045.249948 = -4437986.363229 nChanged 204 SP:Iteration 118Q (3635.717458 sec): 3 clusters Score: Raw -4439051.477049 + Penalty 1045.249948 = -4438006.227102 nChanged 224 SP:Iteration 119Q (3635.854414 sec): 3 clusters Score: Raw -4439072.950169 + Penalty 1045.249948 = -4438027.700221 nChanged 248 SP:Iteration 120F (3635.989290 sec): 3 clusters Score: Raw -4439098.040779 + Penalty 1045.249948 = -4438052.790831 nChanged 259 SP:Iteration 121Q (3636.107164 sec): 3 clusters Score: Raw -4439128.880639 + Penalty 1045.249948 = -4438083.630691 nChanged 322 SP:Iteration 122Q (3636.250035 sec): 3 clusters Score: Raw -4439172.117842 + Penalty 1045.249948 = -4438126.867894 nChanged 359 SP:Iteration 123Q (3636.386928 sec): 3 clusters Score: Raw -4439227.435603 + Penalty 1045.249948 = -4438182.185655 nChanged 387 SP:Iteration 124Q (3636.527443 sec): 3 clusters Score: Raw -4439288.185501 + Penalty 1045.249948 = -4438242.935553 nChanged 427 SP:Iteration 125Q (3636.658893 sec): 3 clusters Score: Raw -4439356.911589 + Penalty 1045.249948 = -4438311.661642 nChanged 484 SP:Iteration 126Q (3636.782861 sec): 3 clusters Score: Raw -4439450.055367 + Penalty 1045.249948 = -4438404.805419 nChanged 550 SP:Iteration 127Q (3636.909567 sec): 3 clusters Score: Raw -4439566.274772 + Penalty 1045.249948 = -4438521.024824 nChanged 617 SP:Iteration 128Q (3637.040418 sec): 3 clusters Score: Raw -4439705.312038 + Penalty 1045.249948 = -4438660.062090 nChanged 649 SP:Iteration 129Q (3637.160341 sec): 3 clusters Score: Raw -4439848.901618 + Penalty 1045.249948 = -4438803.651670 nChanged 638 SP:Iteration 130Q (3637.300115 sec): 3 clusters Score: Raw -4439986.306331 + Penalty 1045.249948 = -4438941.056383 nChanged 654 SP:Iteration 131Q (3637.434562 sec): 3 clusters Score: Raw -4440126.661995 + Penalty 1045.249948 = -4439081.412047 nChanged 655 SP:Iteration 132Q (3637.571501 sec): 3 clusters Score: Raw -4440261.788355 + Penalty 1045.249948 = -4439216.538407 nChanged 612 SP:Iteration 133Q (3637.698293 sec): 3 clusters Score: Raw -4440384.808244 + Penalty 1045.249948 = -4439339.558296 nChanged 652 SP:Iteration 134Q (3637.842456 sec): 3 clusters Score: Raw -4440527.273546 + Penalty 1045.249948 = -4439482.023598 nChanged 619 SP:Iteration 135Q (3637.966422 sec): 3 clusters Score: Raw -4440662.103501 + Penalty 1045.249948 = -4439616.853553 nChanged 629 SP:Iteration 136Q (3638.110639 sec): 3 clusters Score: Raw -4440779.784452 + Penalty 1045.249948 = -4439734.534504 nChanged 540 SP:Iteration 137Q (3638.248887 sec): 3 clusters Score: Raw -4440864.774404 + Penalty 1045.249948 = -4439819.524456 nChanged 461 SP:Iteration 138Q (3638.385873 sec): 3 clusters Score: Raw -4440923.107322 + Penalty 1045.249948 = -4439877.857374 nChanged 382 SP:Iteration 139Q (3638.521691 sec): 3 clusters Score: Raw -4440964.770547 + Penalty 1045.249948 = -4439919.520599 nChanged 340 SP:Iteration 140F (3638.653867 sec): 3 clusters Score: Raw -4441040.848930 + Penalty 1045.249948 = -4439995.598982 nChanged 343 SP:Iteration 141Q (3638.783670 sec): 3 clusters Score: Raw -4441092.094724 + Penalty 1045.249948 = -4440046.844776 nChanged 360 SP:Iteration 142Q (3638.913487 sec): 3 clusters Score: Raw -4441134.812956 + Penalty 1045.249948 = -4440089.563008 nChanged 320 SP:Iteration 143Q (3639.048843 sec): 3 clusters Score: Raw -4441165.726734 + Penalty 1045.249948 = -4440120.476786 nChanged 279 SP:Iteration 144Q (3639.187189 sec): 3 clusters Score: Raw -4441189.505613 + Penalty 1045.249948 = -4440144.255665 nChanged 248 SP:Iteration 145Q (3639.322252 sec): 3 clusters Score: Raw -4441209.497470 + Penalty 1045.249948 = -4440164.247522 nChanged 216 SP:Iteration 146Q (3639.458812 sec): 3 clusters Score: Raw -4441224.159741 + Penalty 1045.249948 = -4440178.909793 nChanged 184 SP:Iteration 147Q (3639.596943 sec): 3 clusters Score: Raw -4441234.801866 + Penalty 1045.249948 = -4440189.551918 nChanged 165 SP:Iteration 148Q (3639.732197 sec): 3 clusters Score: Raw -4441243.433825 + Penalty 1045.249948 = -4440198.183878 nChanged 161 SP:Iteration 149Q (3639.863957 sec): 3 clusters Score: Raw -4441252.479778 + Penalty 1045.249948 = -4440207.229831 nChanged 155 SP:Iteration 150Q (3640.010641 sec): 3 clusters Score: Raw -4441263.095197 + Penalty 1045.249948 = -4440217.845249 nChanged 175 SP:Iteration 151Q (3640.152251 sec): 3 clusters Score: Raw -4441275.612993 + Penalty 1045.249948 = -4440230.363045 nChanged 182 SP:Iteration 152Q (3640.296316 sec): 3 clusters Score: Raw -4441287.685304 + Penalty 1045.249948 = -4440242.435356 nChanged 174 SP:Iteration 153Q (3640.440591 sec): 3 clusters Score: Raw -4441297.609905 + Penalty 1045.249948 = -4440252.359958 nChanged 145 SP:Iteration 154Q (3640.570940 sec): 3 clusters Score: Raw -4441306.170195 + Penalty 1045.249948 = -4440260.920247 nChanged 145 SP:Iteration 155Q (3640.701618 sec): 3 clusters Score: Raw -4441314.410122 + Penalty 1045.249948 = -4440269.160174 nChanged 153 SP:Iteration 156Q (3640.830356 sec): 3 clusters Score: Raw -4441325.223090 + Penalty 1045.249948 = -4440279.973142 nChanged 154 SP:Iteration 157Q (3640.974701 sec): 3 clusters Score: Raw -4441337.508333 + Penalty 1045.249948 = -4440292.258385 nChanged 176 SP:Iteration 158Q (3641.099107 sec): 3 clusters Score: Raw -4441350.600343 + Penalty 1045.249948 = -4440305.350395 nChanged 167 SP:Iteration 159Q (3641.230513 sec): 3 clusters Score: Raw -4441363.826905 + Penalty 1045.249948 = -4440318.576957 nChanged 183 SP:Iteration 160F (3641.364313 sec): 3 clusters Score: Raw -4441378.795890 + Penalty 1045.249948 = -4440333.545942 nChanged 184 SP:Iteration 161Q (3641.495678 sec): 3 clusters Score: Raw -4441395.477747 + Penalty 1045.249948 = -4440350.227799 nChanged 191 SP:Iteration 162Q (3641.624952 sec): 3 clusters Score: Raw -4441411.423170 + Penalty 1045.249948 = -4440366.173222 nChanged 163 SP:Iteration 163Q (3641.765339 sec): 3 clusters Score: Raw -4441425.469978 + Penalty 1045.249948 = -4440380.220030 nChanged 161 SP:Iteration 164Q (3641.896903 sec): 3 clusters Score: Raw -4441440.325819 + Penalty 1045.249948 = -4440395.075871 nChanged 179 SP:Iteration 165Q (3642.030604 sec): 3 clusters Score: Raw -4441460.055164 + Penalty 1045.249948 = -4440414.805216 nChanged 201 SP:Iteration 166Q (3642.170317 sec): 3 clusters Score: Raw -4441483.924009 + Penalty 1045.249948 = -4440438.674061 nChanged 225 SP:Iteration 167Q (3642.305135 sec): 3 clusters Score: Raw -4441514.173106 + Penalty 1045.249948 = -4440468.923158 nChanged 220 SP:Iteration 168Q (3642.442476 sec): 3 clusters Score: Raw -4441542.064327 + Penalty 1045.249948 = -4440496.814379 nChanged 203 SP:Iteration 169Q (3642.589344 sec): 3 clusters Score: Raw -4441563.163705 + Penalty 1045.249948 = -4440517.913757 nChanged 182 SP:Iteration 170Q (3642.723966 sec): 3 clusters Score: Raw -4441581.086797 + Penalty 1045.249948 = -4440535.836849 nChanged 173 SP:Iteration 171Q (3642.858679 sec): 3 clusters Score: Raw -4441599.222382 + Penalty 1045.249948 = -4440553.972434 nChanged 190 SP:Iteration 172Q (3642.995594 sec): 3 clusters Score: Raw -4441622.096382 + Penalty 1045.249948 = -4440576.846434 nChanged 193 SP:Iteration 173Q (3643.136206 sec): 3 clusters Score: Raw -4441640.856845 + Penalty 1045.249948 = -4440595.606897 nChanged 181 SP:Iteration 174Q (3643.276301 sec): 3 clusters Score: Raw -4441655.990968 + Penalty 1045.249948 = -4440610.741020 nChanged 178 SP:Iteration 175Q (3643.409810 sec): 3 clusters Score: Raw -4441668.374898 + Penalty 1045.249948 = -4440623.124950 nChanged 148 SP:Iteration 176Q (3643.534226 sec): 3 clusters Score: Raw -4441678.000996 + Penalty 1045.249948 = -4440632.751048 nChanged 136 SP:Iteration 177Q (3643.668582 sec): 3 clusters Score: Raw -4441686.789208 + Penalty 1045.249948 = -4440641.539260 nChanged 142 SP:Iteration 178Q (3643.787149 sec): 3 clusters Score: Raw -4441693.747882 + Penalty 1045.249948 = -4440648.497934 nChanged 128 SP:Iteration 179Q (3643.926348 sec): 3 clusters Score: Raw -4441700.478220 + Penalty 1045.249948 = -4440655.228272 nChanged 118 SP:Iteration 180F (3644.073725 sec): 3 clusters Score: Raw -4441706.830598 + Penalty 1045.249948 = -4440661.580650 nChanged 129 SP:Iteration 181Q (3644.208775 sec): 3 clusters Score: Raw -4441713.987024 + Penalty 1045.249948 = -4440668.737076 nChanged 108 SP:Iteration 182Q (3644.350288 sec): 3 clusters Score: Raw -4441719.548834 + Penalty 1045.249948 = -4440674.298886 nChanged 115 SP:Iteration 183Q (3644.478634 sec): 3 clusters Score: Raw -4441725.825532 + Penalty 1045.249948 = -4440680.575584 nChanged 116 SP:Iteration 184Q (3644.615469 sec): 3 clusters Score: Raw -4441731.708713 + Penalty 1045.249948 = -4440686.458765 nChanged 112 SP:Iteration 185Q (3644.745025 sec): 3 clusters Score: Raw -4441737.370174 + Penalty 1045.249948 = -4440692.120226 nChanged 108 SP:Iteration 186Q (3644.877634 sec): 3 clusters Score: Raw -4441741.664468 + Penalty 1045.249948 = -4440696.414520 nChanged 83 SP:Iteration 187Q (3645.003947 sec): 3 clusters Score: Raw -4441744.530884 + Penalty 1045.249948 = -4440699.280936 nChanged 78 SP:Iteration 188Q (3645.122353 sec): 3 clusters Score: Raw -4441747.309985 + Penalty 1045.249948 = -4440702.060037 nChanged 76 SP:Iteration 189Q (3645.244461 sec): 3 clusters Score: Raw -4441749.794071 + Penalty 1045.249948 = -4440704.544123 nChanged 68 SP:Iteration 190Q (3645.382481 sec): 3 clusters Score: Raw -4441752.399854 + Penalty 1045.249948 = -4440707.149906 nChanged 73 SP:Iteration 191Q (3645.505064 sec): 3 clusters Score: Raw -4441754.714342 + Penalty 1045.249948 = -4440709.464394 nChanged 62 SP:Iteration 192Q (3645.629249 sec): 3 clusters Score: Raw -4441756.246577 + Penalty 1045.249948 = -4440710.996630 nChanged 44 SP:Iteration 193Q (3645.768219 sec): 3 clusters Score: Raw -4441757.196156 + Penalty 1045.249948 = -4440711.946208 nChanged 43 SP:Iteration 194Q (3645.888185 sec): 3 clusters Score: Raw -4441758.217415 + Penalty 1045.249948 = -4440712.967467 nChanged 46 SP:Iteration 195Q (3646.032931 sec): 3 clusters Score: Raw -4441759.182905 + Penalty 1045.249948 = -4440713.932957 nChanged 35 SP:Iteration 196Q (3646.166853 sec): 3 clusters Score: Raw -4441759.933172 + Penalty 1045.249948 = -4440714.683224 nChanged 35 SP:Iteration 197Q (3646.312384 sec): 3 clusters Score: Raw -4441760.757748 + Penalty 1045.249948 = -4440715.507800 nChanged 31 SP:Iteration 198Q (3646.453515 sec): 3 clusters Score: Raw -4441761.155878 + Penalty 1045.249948 = -4440715.905930 nChanged 24 SP:Iteration 199Q (3646.595662 sec): 3 clusters Score: Raw -4441761.468393 + Penalty 1045.249948 = -4440716.218445 nChanged 23 SP:Iteration 200F (3646.731251 sec): 3 clusters Score: Raw -4441761.852757 + Penalty 1045.249948 = -4440716.602809 nChanged 22 SP:Iteration 201Q (3646.879349 sec): 3 clusters Score: Raw -4441762.236922 + Penalty 1045.249948 = -4440716.986974 nChanged 18 SP:Iteration 202Q (3647.017954 sec): 3 clusters Score: Raw -4441762.525495 + Penalty 1045.249948 = -4440717.275548 nChanged 21 SP:Iteration 203Q (3647.150006 sec): 3 clusters Score: Raw -4441762.968412 + Penalty 1045.249948 = -4440717.718465 nChanged 28 SP:Iteration 204Q (3647.269724 sec): 3 clusters Score: Raw -4441763.455803 + Penalty 1045.249948 = -4440718.205855 nChanged 24 SP:Iteration 205Q (3647.408566 sec): 3 clusters Score: Raw -4441763.852971 + Penalty 1045.249948 = -4440718.603023 nChanged 23 SP:Iteration 206Q (3647.537452 sec): 3 clusters Score: Raw -4441764.243795 + Penalty 1045.249948 = -4440718.993847 nChanged 15 SP:Iteration 207Q (3647.669098 sec): 3 clusters Score: Raw -4441764.441291 + Penalty 1045.249948 = -4440719.191343 nChanged 16 SP:Iteration 208Q (3647.806464 sec): 3 clusters Score: Raw -4441764.640347 + Penalty 1045.249948 = -4440719.390399 nChanged 13 SP:Iteration 209Q (3647.949824 sec): 3 clusters Score: Raw -4441764.767263 + Penalty 1045.249948 = -4440719.517315 nChanged 11 SP:Iteration 210Q (3648.083451 sec): 3 clusters Score: Raw -4441764.908506 + Penalty 1045.249948 = -4440719.658558 nChanged 13 SP:Iteration 211Q (3648.217362 sec): 3 clusters Score: Raw -4441765.097696 + Penalty 1045.249948 = -4440719.847748 nChanged 12 SP:Iteration 212Q (3648.353836 sec): 3 clusters Score: Raw -4441765.202457 + Penalty 1045.249948 = -4440719.952510 nChanged 8 SP:Iteration 213Q (3648.484900 sec): 3 clusters Score: Raw -4441765.277583 + Penalty 1045.249948 = -4440720.027635 nChanged 7 SP:Iteration 214Q (3648.622086 sec): 3 clusters Score: Raw -4441765.321127 + Penalty 1045.249948 = -4440720.071179 nChanged 2 SP:Iteration 215Q (3648.757594 sec): 3 clusters Score: Raw -4441765.347459 + Penalty 1045.249948 = -4440720.097511 nChanged 5 SP:Iteration 216Q (3648.894584 sec): 3 clusters Score: Raw -4441765.382847 + Penalty 1045.249948 = -4440720.132899 nChanged 1 SP:Iteration 217Q (3649.031314 sec): 3 clusters Score: Raw -4441765.385281 + Penalty 1045.249948 = -4440720.135333 nChanged 0 SP:Iteration 218F (3649.166365 sec): 3 clusters Score: Raw -4441765.385281 + Penalty 1045.249948 = -4440720.135333 nChanged 0 Score: Raw -56102910.732830 + Penalty 20931.228062 = -56081979.504768 Splitting cluster 17 changes total score from -56000993.591259 to -56081979.504768 So it's getting split into cluster 33. Trying to split cluster 18 (16467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3661.977520 sec): 2 clusters Score: Raw -821163.464531 + Penalty 441.764671 = -820721.699859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3662.034416 sec): 3 clusters Score: Raw -810579.808072 + Penalty 883.529343 = -809696.278729 nChanged 7865 SP:Iteration 1F (3662.087089 sec): 3 clusters Score: Raw -815683.714019 + Penalty 883.529343 = -814800.184676 nChanged 1247 SP:Iteration 2F (3662.148056 sec): 3 clusters Score: Raw -816496.046728 + Penalty 883.529343 = -815612.517385 nChanged 1237 SP:Iteration 3F (3662.213703 sec): 3 clusters Score: Raw -817412.958172 + Penalty 883.529343 = -816529.428829 nChanged 1175 SP:Iteration 4F (3662.276809 sec): 3 clusters Score: Raw -818358.411875 + Penalty 883.529343 = -817474.882532 nChanged 1087 SP:Iteration 5F (3662.323629 sec): 3 clusters Score: Raw -819273.925147 + Penalty 883.529343 = -818390.395804 nChanged 880 SP:Iteration 6F (3662.384830 sec): 3 clusters Score: Raw -820045.400576 + Penalty 883.529343 = -819161.871233 nChanged 694 SP:Iteration 7Q (3662.446272 sec): 3 clusters Score: Raw -820663.130799 + Penalty 883.529343 = -819779.601456 nChanged 452 SP:Iteration 8Q (3662.516395 sec): 3 clusters Score: Raw -821060.739411 + Penalty 883.529343 = -820177.210068 nChanged 244 SP:Iteration 9Q (3662.562155 sec): 3 clusters Score: Raw -821263.021206 + Penalty 883.529343 = -820379.491864 nChanged 109 SP:Iteration 10Q (3662.625685 sec): 3 clusters Score: Raw -821365.863501 + Penalty 883.529343 = -820482.334159 nChanged 60 SP:Iteration 11Q (3662.685092 sec): 3 clusters Score: Raw -821428.314992 + Penalty 883.529343 = -820544.785649 nChanged 34 SP:Iteration 12Q (3662.738078 sec): 3 clusters Score: Raw -821463.780452 + Penalty 883.529343 = -820580.251109 nChanged 27 SP:Iteration 13Q (3662.801709 sec): 3 clusters Score: Raw -821478.711737 + Penalty 883.529343 = -820595.182394 nChanged 20 SP:Iteration 14Q (3662.853900 sec): 3 clusters Score: Raw -821489.447383 + Penalty 883.529343 = -820605.918040 nChanged 11 SP:Iteration 15Q (3662.917587 sec): 3 clusters Score: Raw -821493.891258 + Penalty 883.529343 = -820610.361916 nChanged 7 SP:Iteration 16Q (3662.978065 sec): 3 clusters Score: Raw -821497.145185 + Penalty 883.529343 = -820613.615843 nChanged 7 SP:Iteration 17Q (3663.032893 sec): 3 clusters Score: Raw -821500.442782 + Penalty 883.529343 = -820616.913439 nChanged 3 SP:Iteration 18Q (3663.090651 sec): 3 clusters Score: Raw -821501.488440 + Penalty 883.529343 = -820617.959097 nChanged 2 SP:Iteration 19Q (3663.141183 sec): 3 clusters Score: Raw -821502.201207 + Penalty 883.529343 = -820618.671864 nChanged 3 SP:Iteration 20F (3663.208898 sec): 3 clusters Score: Raw -821503.148567 + Penalty 883.529343 = -820619.619224 nChanged 3 SP:Iteration 21Q (3663.272366 sec): 3 clusters Score: Raw -821503.657451 + Penalty 883.529343 = -820620.128109 nChanged 0 SP:Iteration 22F (3663.321052 sec): 3 clusters Score: Raw -821503.657451 + Penalty 883.529343 = -820620.128109 nChanged 0 Trying to split cluster 19 (86949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3663.424090 sec): 2 clusters Score: Raw -4643070.055350 + Penalty 517.475004 = -4642552.580346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3663.552273 sec): 3 clusters Score: Raw -4584801.627492 + Penalty 1034.950009 = -4583766.677483 nChanged 42661 SP:Iteration 1F (3663.663386 sec): 3 clusters Score: Raw -4612216.805223 + Penalty 1034.950009 = -4611181.855215 nChanged 4252 SP:Iteration 2Q (3663.802650 sec): 3 clusters Score: Raw -4614175.906716 + Penalty 1034.950009 = -4613140.956708 nChanged 4603 SP:Iteration 3F (3663.924972 sec): 3 clusters Score: Raw -4616758.376709 + Penalty 1034.950009 = -4615723.426701 nChanged 5470 SP:Iteration 4F (3664.046552 sec): 3 clusters Score: Raw -4620470.601270 + Penalty 1034.950009 = -4619435.651261 nChanged 6391 SP:Iteration 5F (3664.170345 sec): 3 clusters Score: Raw -4625493.381334 + Penalty 1034.950009 = -4624458.431325 nChanged 6841 SP:Iteration 6F (3664.292404 sec): 3 clusters Score: Raw -4631333.119600 + Penalty 1034.950009 = -4630298.169592 nChanged 5898 SP:Iteration 7F (3664.403098 sec): 3 clusters Score: Raw -4636451.436212 + Penalty 1034.950009 = -4635416.486204 nChanged 4051 SP:Iteration 8Q (3664.532740 sec): 3 clusters Score: Raw -4639917.590166 + Penalty 1034.950009 = -4638882.640157 nChanged 2218 SP:Iteration 9Q (3664.652906 sec): 3 clusters Score: Raw -4641739.926433 + Penalty 1034.950009 = -4640704.976424 nChanged 1042 SP:Iteration 10Q (3664.772973 sec): 3 clusters Score: Raw -4642544.320073 + Penalty 1034.950009 = -4641509.370064 nChanged 414 SP:Iteration 11Q (3664.892227 sec): 3 clusters Score: Raw -4642870.366316 + Penalty 1034.950009 = -4641835.416307 nChanged 179 SP:Iteration 12Q (3665.014690 sec): 3 clusters Score: Raw -4643016.961114 + Penalty 1034.950009 = -4641982.011106 nChanged 88 SP:Iteration 13Q (3665.119814 sec): 3 clusters Score: Raw -4643091.275405 + Penalty 1034.950009 = -4642056.325397 nChanged 38 SP:Iteration 14Q (3665.224105 sec): 3 clusters Score: Raw -4643133.728697 + Penalty 1034.950009 = -4642098.778688 nChanged 36 SP:Iteration 15Q (3665.337868 sec): 3 clusters Score: Raw -4643160.099215 + Penalty 1034.950009 = -4642125.149206 nChanged 22 SP:Iteration 16Q (3665.448994 sec): 3 clusters Score: Raw -4643185.156210 + Penalty 1034.950009 = -4642150.206201 nChanged 25 SP:Iteration 17Q (3665.562016 sec): 3 clusters Score: Raw -4643209.136634 + Penalty 1034.950009 = -4642174.186626 nChanged 22 SP:Iteration 18Q (3665.675577 sec): 3 clusters Score: Raw -4643231.437163 + Penalty 1034.950009 = -4642196.487154 nChanged 26 SP:Iteration 19Q (3665.788216 sec): 3 clusters Score: Raw -4643254.508819 + Penalty 1034.950009 = -4642219.558810 nChanged 43 SP:Iteration 20F (3665.908133 sec): 3 clusters Score: Raw -4643299.032295 + Penalty 1034.950009 = -4642264.082286 nChanged 46 SP:Iteration 21Q (3666.012210 sec): 3 clusters Score: Raw -4643349.469340 + Penalty 1034.950009 = -4642314.519331 nChanged 43 SP:Iteration 22Q (3666.117675 sec): 3 clusters Score: Raw -4643376.588036 + Penalty 1034.950009 = -4642341.638027 nChanged 37 SP:Iteration 23Q (3666.237267 sec): 3 clusters Score: Raw -4643394.094786 + Penalty 1034.950009 = -4642359.144777 nChanged 27 SP:Iteration 24Q (3666.357192 sec): 3 clusters Score: Raw -4643411.441665 + Penalty 1034.950009 = -4642376.491656 nChanged 27 SP:Iteration 25Q (3666.473276 sec): 3 clusters Score: Raw -4643431.748049 + Penalty 1034.950009 = -4642396.798040 nChanged 35 SP:Iteration 26Q (3666.585594 sec): 3 clusters Score: Raw -4643452.623165 + Penalty 1034.950009 = -4642417.673156 nChanged 33 SP:Iteration 27Q (3666.707229 sec): 3 clusters Score: Raw -4643470.092115 + Penalty 1034.950009 = -4642435.142107 nChanged 30 SP:Iteration 28Q (3666.825776 sec): 3 clusters Score: Raw -4643482.828252 + Penalty 1034.950009 = -4642447.878243 nChanged 25 SP:Iteration 29Q (3666.945626 sec): 3 clusters Score: Raw -4643492.438035 + Penalty 1034.950009 = -4642457.488027 nChanged 19 SP:Iteration 30Q (3667.062304 sec): 3 clusters Score: Raw -4643498.025759 + Penalty 1034.950009 = -4642463.075751 nChanged 19 SP:Iteration 31Q (3667.176106 sec): 3 clusters Score: Raw -4643503.686345 + Penalty 1034.950009 = -4642468.736337 nChanged 17 SP:Iteration 32Q (3667.289855 sec): 3 clusters Score: Raw -4643507.241115 + Penalty 1034.950009 = -4642472.291107 nChanged 6 SP:Iteration 33Q (3667.399322 sec): 3 clusters Score: Raw -4643508.533234 + Penalty 1034.950009 = -4642473.583225 nChanged 7 SP:Iteration 34Q (3667.514857 sec): 3 clusters Score: Raw -4643509.697547 + Penalty 1034.950009 = -4642474.747538 nChanged 3 SP:Iteration 35Q (3667.632140 sec): 3 clusters Score: Raw -4643510.151457 + Penalty 1034.950009 = -4642475.201448 nChanged 5 SP:Iteration 36Q (3667.738285 sec): 3 clusters Score: Raw -4643511.100190 + Penalty 1034.950009 = -4642476.150181 nChanged 5 SP:Iteration 37Q (3667.845539 sec): 3 clusters Score: Raw -4643511.988503 + Penalty 1034.950009 = -4642477.038494 nChanged 7 SP:Iteration 38Q (3667.958746 sec): 3 clusters Score: Raw -4643513.084132 + Penalty 1034.950009 = -4642478.134123 nChanged 8 SP:Iteration 39Q (3668.074420 sec): 3 clusters Score: Raw -4643514.641050 + Penalty 1034.950009 = -4642479.691041 nChanged 5 SP:Iteration 40F (3668.198742 sec): 3 clusters Score: Raw -4643523.162069 + Penalty 1034.950009 = -4642488.212061 nChanged 13 SP:Iteration 41Q (3668.314364 sec): 3 clusters Score: Raw -4643528.591283 + Penalty 1034.950009 = -4642493.641274 nChanged 21 SP:Iteration 42Q (3668.430970 sec): 3 clusters Score: Raw -4643535.695439 + Penalty 1034.950009 = -4642500.745430 nChanged 19 SP:Iteration 43Q (3668.544497 sec): 3 clusters Score: Raw -4643539.599839 + Penalty 1034.950009 = -4642504.649830 nChanged 18 SP:Iteration 44Q (3668.648506 sec): 3 clusters Score: Raw -4643543.135299 + Penalty 1034.950009 = -4642508.185290 nChanged 10 SP:Iteration 45Q (3668.768572 sec): 3 clusters Score: Raw -4643544.613214 + Penalty 1034.950009 = -4642509.663205 nChanged 10 SP:Iteration 46Q (3668.886245 sec): 3 clusters Score: Raw -4643546.873032 + Penalty 1034.950009 = -4642511.923023 nChanged 11 SP:Iteration 47Q (3669.002996 sec): 3 clusters Score: Raw -4643549.228092 + Penalty 1034.950009 = -4642514.278083 nChanged 12 SP:Iteration 48Q (3669.109037 sec): 3 clusters Score: Raw -4643552.218004 + Penalty 1034.950009 = -4642517.267995 nChanged 15 SP:Iteration 49Q (3669.233101 sec): 3 clusters Score: Raw -4643555.190323 + Penalty 1034.950009 = -4642520.240314 nChanged 14 SP:Iteration 50Q (3669.344875 sec): 3 clusters Score: Raw -4643558.091158 + Penalty 1034.950009 = -4642523.141149 nChanged 16 SP:Iteration 51Q (3669.469207 sec): 3 clusters Score: Raw -4643561.959460 + Penalty 1034.950009 = -4642527.009452 nChanged 17 SP:Iteration 52Q (3669.583029 sec): 3 clusters Score: Raw -4643566.112017 + Penalty 1034.950009 = -4642531.162008 nChanged 16 SP:Iteration 53Q (3669.693914 sec): 3 clusters Score: Raw -4643569.119013 + Penalty 1034.950009 = -4642534.169004 nChanged 16 SP:Iteration 54Q (3669.801556 sec): 3 clusters Score: Raw -4643571.864933 + Penalty 1034.950009 = -4642536.914925 nChanged 12 SP:Iteration 55Q (3669.904216 sec): 3 clusters Score: Raw -4643573.923291 + Penalty 1034.950009 = -4642538.973283 nChanged 9 SP:Iteration 56Q (3670.002478 sec): 3 clusters Score: Raw -4643575.425631 + Penalty 1034.950009 = -4642540.475623 nChanged 7 SP:Iteration 57Q (3670.119974 sec): 3 clusters Score: Raw -4643576.330422 + Penalty 1034.950009 = -4642541.380414 nChanged 7 SP:Iteration 58Q (3670.251823 sec): 3 clusters Score: Raw -4643577.197256 + Penalty 1034.950009 = -4642542.247247 nChanged 9 SP:Iteration 59Q (3670.367892 sec): 3 clusters Score: Raw -4643578.502464 + Penalty 1034.950009 = -4642543.552456 nChanged 8 SP:Iteration 60F (3670.488786 sec): 3 clusters Score: Raw -4643579.132693 + Penalty 1034.950009 = -4642544.182684 nChanged 5 SP:Iteration 61Q (3670.598459 sec): 3 clusters Score: Raw -4643579.505463 + Penalty 1034.950009 = -4642544.555454 nChanged 2 SP:Iteration 62Q (3670.697426 sec): 3 clusters Score: Raw -4643579.840724 + Penalty 1034.950009 = -4642544.890716 nChanged 2 SP:Iteration 63Q (3670.809018 sec): 3 clusters Score: Raw -4643579.993657 + Penalty 1034.950009 = -4642545.043648 nChanged 2 SP:Iteration 64Q (3670.914842 sec): 3 clusters Score: Raw -4643580.345225 + Penalty 1034.950009 = -4642545.395216 nChanged 7 SP:Iteration 65Q (3671.023745 sec): 3 clusters Score: Raw -4643581.231258 + Penalty 1034.950009 = -4642546.281249 nChanged 9 SP:Iteration 66Q (3671.130885 sec): 3 clusters Score: Raw -4643582.037381 + Penalty 1034.950009 = -4642547.087372 nChanged 5 SP:Iteration 67Q (3671.237897 sec): 3 clusters Score: Raw -4643582.391932 + Penalty 1034.950009 = -4642547.441923 nChanged 4 SP:Iteration 68Q (3671.359111 sec): 3 clusters Score: Raw -4643582.759464 + Penalty 1034.950009 = -4642547.809455 nChanged 4 SP:Iteration 69Q (3671.479068 sec): 3 clusters Score: Raw -4643583.093539 + Penalty 1034.950009 = -4642548.143530 nChanged 1 SP:Iteration 70Q (3671.597824 sec): 3 clusters Score: Raw -4643583.157538 + Penalty 1034.950009 = -4642548.207530 nChanged 1 SP:Iteration 71Q (3671.717073 sec): 3 clusters Score: Raw -4643583.187717 + Penalty 1034.950009 = -4642548.237709 nChanged 0 SP:Iteration 72F (3671.838766 sec): 3 clusters Score: Raw -4643583.187717 + Penalty 1034.950009 = -4642548.237709 nChanged 0 Trying to split cluster 20 (146328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3671.976094 sec): 2 clusters Score: Raw -7866388.164447 + Penalty 541.159071 = -7865847.005376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3672.168101 sec): 3 clusters Score: Raw -7767857.790941 + Penalty 1082.318142 = -7766775.472799 nChanged 71869 SP:Iteration 1F (3672.335216 sec): 3 clusters Score: Raw -7820527.099973 + Penalty 1082.318142 = -7819444.781831 nChanged 11113 SP:Iteration 2F (3672.519866 sec): 3 clusters Score: Raw -7830567.904185 + Penalty 1082.318142 = -7829485.586043 nChanged 14046 SP:Iteration 3F (3672.696260 sec): 3 clusters Score: Raw -7845257.344871 + Penalty 1082.318142 = -7844175.026729 nChanged 15610 SP:Iteration 4F (3672.872840 sec): 3 clusters Score: Raw -7860926.057938 + Penalty 1082.318142 = -7859843.739796 nChanged 12293 SP:Iteration 5F (3673.047424 sec): 3 clusters Score: Raw -7870906.572792 + Penalty 1082.318142 = -7869824.254650 nChanged 7655 SP:Iteration 6F (3673.221379 sec): 3 clusters Score: Raw -7875844.958717 + Penalty 1082.318142 = -7874762.640575 nChanged 4647 SP:Iteration 7Q (3673.427439 sec): 3 clusters Score: Raw -7878325.144397 + Penalty 1082.318142 = -7877242.826255 nChanged 3072 SP:Iteration 8Q (3673.628479 sec): 3 clusters Score: Raw -7879558.678146 + Penalty 1082.318142 = -7878476.360004 nChanged 2099 SP:Iteration 9Q (3673.826962 sec): 3 clusters Score: Raw -7880224.577195 + Penalty 1082.318142 = -7879142.259053 nChanged 1640 SP:Iteration 10Q (3674.033050 sec): 3 clusters Score: Raw -7880672.917783 + Penalty 1082.318142 = -7879590.599641 nChanged 1374 SP:Iteration 11Q (3674.234470 sec): 3 clusters Score: Raw -7881003.099342 + Penalty 1082.318142 = -7879920.781200 nChanged 1210 SP:Iteration 12Q (3674.420389 sec): 3 clusters Score: Raw -7881259.040876 + Penalty 1082.318142 = -7880176.722734 nChanged 1027 SP:Iteration 13Q (3674.609353 sec): 3 clusters Score: Raw -7881471.226422 + Penalty 1082.318142 = -7880388.908280 nChanged 969 SP:Iteration 14Q (3674.799425 sec): 3 clusters Score: Raw -7881666.985245 + Penalty 1082.318142 = -7880584.667103 nChanged 859 SP:Iteration 15Q (3674.981677 sec): 3 clusters Score: Raw -7881830.847837 + Penalty 1082.318142 = -7880748.529695 nChanged 731 SP:Iteration 16Q (3675.169888 sec): 3 clusters Score: Raw -7881956.194816 + Penalty 1082.318142 = -7880873.876674 nChanged 631 SP:Iteration 17Q (3675.346065 sec): 3 clusters Score: Raw -7882061.330334 + Penalty 1082.318142 = -7880979.012192 nChanged 570 SP:Iteration 18Q (3675.525141 sec): 3 clusters Score: Raw -7882168.090033 + Penalty 1082.318142 = -7881085.771891 nChanged 521 SP:Iteration 19Q (3675.702951 sec): 3 clusters Score: Raw -7882265.144946 + Penalty 1082.318142 = -7881182.826804 nChanged 467 SP:Iteration 20F (3675.873581 sec): 3 clusters Score: Raw -7882350.393828 + Penalty 1082.318142 = -7881268.075686 nChanged 422 SP:Iteration 21Q (3676.050597 sec): 3 clusters Score: Raw -7882432.386576 + Penalty 1082.318142 = -7881350.068434 nChanged 434 SP:Iteration 22Q (3676.222315 sec): 3 clusters Score: Raw -7882535.387867 + Penalty 1082.318142 = -7881453.069725 nChanged 392 SP:Iteration 23Q (3676.405747 sec): 3 clusters Score: Raw -7882619.543806 + Penalty 1082.318142 = -7881537.225664 nChanged 363 SP:Iteration 24Q (3676.586378 sec): 3 clusters Score: Raw -7882693.591164 + Penalty 1082.318142 = -7881611.273022 nChanged 328 SP:Iteration 25Q (3676.771138 sec): 3 clusters Score: Raw -7882751.464777 + Penalty 1082.318142 = -7881669.146635 nChanged 296 SP:Iteration 26Q (3676.960199 sec): 3 clusters Score: Raw -7882794.037277 + Penalty 1082.318142 = -7881711.719135 nChanged 244 SP:Iteration 27Q (3677.124553 sec): 3 clusters Score: Raw -7882822.618685 + Penalty 1082.318142 = -7881740.300543 nChanged 185 SP:Iteration 28Q (3677.298723 sec): 3 clusters Score: Raw -7882841.215797 + Penalty 1082.318142 = -7881758.897655 nChanged 160 SP:Iteration 29Q (3677.469783 sec): 3 clusters Score: Raw -7882860.378003 + Penalty 1082.318142 = -7881778.059861 nChanged 167 SP:Iteration 30Q (3677.643215 sec): 3 clusters Score: Raw -7882879.131240 + Penalty 1082.318142 = -7881796.813098 nChanged 176 SP:Iteration 31Q (3677.823475 sec): 3 clusters Score: Raw -7882895.453028 + Penalty 1082.318142 = -7881813.134886 nChanged 155 SP:Iteration 32Q (3678.007663 sec): 3 clusters Score: Raw -7882904.814265 + Penalty 1082.318142 = -7881822.496123 nChanged 115 SP:Iteration 33Q (3678.190373 sec): 3 clusters Score: Raw -7882911.488507 + Penalty 1082.318142 = -7881829.170365 nChanged 92 SP:Iteration 34Q (3678.364325 sec): 3 clusters Score: Raw -7882916.235101 + Penalty 1082.318142 = -7881833.916959 nChanged 73 SP:Iteration 35Q (3678.534476 sec): 3 clusters Score: Raw -7882919.289268 + Penalty 1082.318142 = -7881836.971126 nChanged 65 SP:Iteration 36Q (3678.703324 sec): 3 clusters Score: Raw -7882921.757325 + Penalty 1082.318142 = -7881839.439183 nChanged 56 SP:Iteration 37Q (3678.863568 sec): 3 clusters Score: Raw -7882923.388852 + Penalty 1082.318142 = -7881841.070710 nChanged 45 SP:Iteration 38Q (3679.036307 sec): 3 clusters Score: Raw -7882924.560988 + Penalty 1082.318142 = -7881842.242846 nChanged 43 SP:Iteration 39Q (3679.221201 sec): 3 clusters Score: Raw -7882925.502665 + Penalty 1082.318142 = -7881843.184523 nChanged 35 SP:Iteration 40F (3679.394806 sec): 3 clusters Score: Raw -7882926.372561 + Penalty 1082.318142 = -7881844.054419 nChanged 35 SP:Iteration 41Q (3679.549660 sec): 3 clusters Score: Raw -7882927.183187 + Penalty 1082.318142 = -7881844.865044 nChanged 29 SP:Iteration 42Q (3679.725054 sec): 3 clusters Score: Raw -7882927.832932 + Penalty 1082.318142 = -7881845.514789 nChanged 31 SP:Iteration 43Q (3679.891419 sec): 3 clusters Score: Raw -7882928.546290 + Penalty 1082.318142 = -7881846.228148 nChanged 29 SP:Iteration 44Q (3680.062941 sec): 3 clusters Score: Raw -7882929.047110 + Penalty 1082.318142 = -7881846.728968 nChanged 17 SP:Iteration 45Q (3680.233341 sec): 3 clusters Score: Raw -7882929.270040 + Penalty 1082.318142 = -7881846.951898 nChanged 13 SP:Iteration 46Q (3680.406924 sec): 3 clusters Score: Raw -7882929.395013 + Penalty 1082.318142 = -7881847.076871 nChanged 10 SP:Iteration 47Q (3680.578081 sec): 3 clusters Score: Raw -7882929.557151 + Penalty 1082.318142 = -7881847.239009 nChanged 15 SP:Iteration 48Q (3680.755193 sec): 3 clusters Score: Raw -7882929.860777 + Penalty 1082.318142 = -7881847.542635 nChanged 20 SP:Iteration 49Q (3680.933224 sec): 3 clusters Score: Raw -7882930.128618 + Penalty 1082.318142 = -7881847.810476 nChanged 23 SP:Iteration 50Q (3681.115598 sec): 3 clusters Score: Raw -7882930.474088 + Penalty 1082.318142 = -7881848.155946 nChanged 20 SP:Iteration 51Q (3681.301076 sec): 3 clusters Score: Raw -7882930.858361 + Penalty 1082.318142 = -7881848.540219 nChanged 23 SP:Iteration 52Q (3681.483878 sec): 3 clusters Score: Raw -7882931.298075 + Penalty 1082.318142 = -7881848.979933 nChanged 24 SP:Iteration 53Q (3681.667872 sec): 3 clusters Score: Raw -7882931.727634 + Penalty 1082.318142 = -7881849.409492 nChanged 27 SP:Iteration 54Q (3681.847992 sec): 3 clusters Score: Raw -7882931.926629 + Penalty 1082.318142 = -7881849.608487 nChanged 8 SP:Iteration 55Q (3682.038669 sec): 3 clusters Score: Raw -7882931.968314 + Penalty 1082.318142 = -7881849.650172 nChanged 3 SP:Iteration 56Q (3682.221588 sec): 3 clusters Score: Raw -7882931.996340 + Penalty 1082.318142 = -7881849.678198 nChanged 3 SP:Iteration 57Q (3682.410505 sec): 3 clusters Score: Raw -7882932.012853 + Penalty 1082.318142 = -7881849.694711 nChanged 2 SP:Iteration 58Q (3682.593422 sec): 3 clusters Score: Raw -7882932.018943 + Penalty 1082.318142 = -7881849.700801 nChanged 4 SP:Iteration 59Q (3682.771748 sec): 3 clusters Score: Raw -7882932.047682 + Penalty 1082.318142 = -7881849.729540 nChanged 1 SP:Iteration 60F (3682.948234 sec): 3 clusters Score: Raw -7882932.050135 + Penalty 1082.318142 = -7881849.731993 nChanged 2 SP:Iteration 61Q (3683.122760 sec): 3 clusters Score: Raw -7882932.057670 + Penalty 1082.318142 = -7881849.739528 nChanged 2 SP:Iteration 62Q (3683.290009 sec): 3 clusters Score: Raw -7882932.063508 + Penalty 1082.318142 = -7881849.745366 nChanged 2 SP:Iteration 63Q (3683.458499 sec): 3 clusters Score: Raw -7882932.083229 + Penalty 1082.318142 = -7881849.765087 nChanged 9 SP:Iteration 64Q (3683.640578 sec): 3 clusters Score: Raw -7882932.164754 + Penalty 1082.318142 = -7881849.846612 nChanged 8 SP:Iteration 65Q (3683.817402 sec): 3 clusters Score: Raw -7882932.245466 + Penalty 1082.318142 = -7881849.927324 nChanged 7 SP:Iteration 66Q (3684.000124 sec): 3 clusters Score: Raw -7882932.304252 + Penalty 1082.318142 = -7881849.986110 nChanged 5 SP:Iteration 67Q (3684.181914 sec): 3 clusters Score: Raw -7882932.331890 + Penalty 1082.318142 = -7881850.013748 nChanged 3 SP:Iteration 68Q (3684.373231 sec): 3 clusters Score: Raw -7882932.351930 + Penalty 1082.318142 = -7881850.033788 nChanged 3 SP:Iteration 69Q (3684.572238 sec): 3 clusters Score: Raw -7882932.360132 + Penalty 1082.318142 = -7881850.041990 nChanged 1 SP:Iteration 70Q (3684.756793 sec): 3 clusters Score: Raw -7882932.361151 + Penalty 1082.318142 = -7881850.043009 nChanged 0 SP:Iteration 71F (3684.941538 sec): 3 clusters Score: Raw -7882932.361151 + Penalty 1082.318142 = -7881850.043009 nChanged 0 Score: Raw -56119454.929535 + Penalty 21565.507700 = -56097889.421834 Splitting cluster 20 changes total score from -56000993.591259 to -56097889.421834 So it's getting split into cluster 34. Iteration 20F (3711.367641 sec): 35 clusters Score: Raw -56154771.084754 + Penalty 21565.507700 = -56133205.577054 nChanged 43700 Iteration 21Q (3721.057696 sec): 35 clusters Score: Raw -56180305.267917 + Penalty 21565.507700 = -56158739.760217 nChanged 26209 Iteration 22Q (3730.997166 sec): 35 clusters Score: Raw -56192639.459253 + Penalty 21565.507700 = -56171073.951553 nChanged 20506 Iteration 23Q (3740.640681 sec): 35 clusters Score: Raw -56200787.353159 + Penalty 21565.507700 = -56179221.845458 nChanged 16865 Iteration 24Q (3750.229235 sec): 35 clusters Score: Raw -56206193.672411 + Penalty 21565.507700 = -56184628.164711 nChanged 13606 Iteration 25Q (3760.049263 sec): 35 clusters Score: Raw -56209702.263635 + Penalty 21565.507700 = -56188136.755935 nChanged 10876 Iteration 26Q (3769.482420 sec): 35 clusters Score: Raw -56212035.672895 + Penalty 21565.507700 = -56190470.165194 nChanged 8909 Iteration 27Q (3779.201477 sec): 35 clusters Score: Raw -56213675.878763 + Penalty 21565.507700 = -56192110.371062 nChanged 7446 Iteration 28Q (3788.968099 sec): 35 clusters Score: Raw -56214876.999513 + Penalty 21565.507700 = -56193311.491812 nChanged 6534 Iteration 29Q (3798.296910 sec): 35 clusters Score: Raw -56215863.526535 + Penalty 21565.507700 = -56194298.018835 nChanged 5791 Iteration 30Q (3807.661486 sec): 35 clusters Score: Raw -56216698.356291 + Penalty 21565.507700 = -56195132.848590 nChanged 5191 Iteration 31Q (3816.641362 sec): 35 clusters Score: Raw -56217423.271974 + Penalty 21565.507700 = -56195857.764274 nChanged 4830 Iteration 32Q (3826.309522 sec): 35 clusters Score: Raw -56218198.181265 + Penalty 21565.507700 = -56196632.673564 nChanged 4701 Iteration 33Q (3835.591267 sec): 35 clusters Score: Raw -56219097.370549 + Penalty 21565.507700 = -56197531.862848 nChanged 4801 Iteration 34Q (3845.433367 sec): 35 clusters Score: Raw -56220439.095215 + Penalty 21565.507700 = -56198873.587515 nChanged 5153 Iteration 35Q (3854.666095 sec): 35 clusters Score: Raw -56222836.276490 + Penalty 21565.507700 = -56201270.768789 nChanged 6021 Iteration 36Q (3863.917334 sec): 35 clusters Score: Raw -56226919.295699 + Penalty 21565.507700 = -56205353.787999 nChanged 7206 Iteration 37Q (3873.138630 sec): 35 clusters Score: Raw -56232119.271476 + Penalty 21565.507700 = -56210553.763775 nChanged 7385 Iteration 38Q (3882.362083 sec): 35 clusters Score: Raw -56236439.474914 + Penalty 21565.507700 = -56214873.967214 nChanged 6573 Iteration 39Q (3891.355468 sec): 35 clusters Score: Raw -56238974.231929 + Penalty 21565.507700 = -56217408.724228 nChanged 5420 Iteration 40F (3904.928866 sec): 35 clusters Score: Raw -56244479.455280 + Penalty 21565.507700 = -56222913.947580 nChanged 7618 Iteration 41Q (3914.432640 sec): 35 clusters Score: Raw -56249441.245623 + Penalty 21565.507700 = -56227875.737923 nChanged 7053 Iteration 42Q (3924.736323 sec): 35 clusters Score: Raw -56252533.712056 + Penalty 21565.507700 = -56230968.204355 nChanged 6136 Iteration 43Q (3934.403492 sec): 35 clusters Score: Raw -56254801.923465 + Penalty 21565.507700 = -56233236.415765 nChanged 5354 Iteration 44Q (3943.713535 sec): 35 clusters Score: Raw -56256735.885062 + Penalty 21565.507700 = -56235170.377361 nChanged 4806 Iteration 45Q (3952.962593 sec): 35 clusters Score: Raw -56258413.879840 + Penalty 21565.507700 = -56236848.372140 nChanged 4279 Iteration 46Q (3962.439877 sec): 35 clusters Score: Raw -56259936.147679 + Penalty 21565.507700 = -56238370.639978 nChanged 3715 Iteration 47Q (3971.736061 sec): 35 clusters Score: Raw -56261025.578306 + Penalty 21565.507700 = -56239460.070606 nChanged 2981 Iteration 48Q (3981.095305 sec): 35 clusters Score: Raw -56261770.723357 + Penalty 21565.507700 = -56240205.215657 nChanged 2445 Iteration 49Q (3990.951754 sec): 35 clusters Score: Raw -56262522.989125 + Penalty 21565.507700 = -56240957.481425 nChanged 2117 Iteration 50Q (3999.459544 sec): 35 clusters Score: Raw -56263033.972741 + Penalty 21565.507700 = -56241468.465040 nChanged 1920 Iteration 51Q (4008.534659 sec): 35 clusters Score: Raw -56263355.109888 + Penalty 21565.507700 = -56241789.602188 nChanged 1718 Iteration 52Q (4018.003465 sec): 35 clusters Score: Raw -56263585.703128 + Penalty 21565.507700 = -56242020.195428 nChanged 1584 Iteration 53Q (4027.385144 sec): 35 clusters Score: Raw -56263778.276460 + Penalty 21565.507700 = -56242212.768760 nChanged 1513 Iteration 54Q (4036.854382 sec): 35 clusters Score: Raw -56263927.379318 + Penalty 21565.507700 = -56242361.871618 nChanged 1420 Iteration 55Q (4046.308050 sec): 35 clusters Score: Raw -56264041.662616 + Penalty 21565.507700 = -56242476.154916 nChanged 1244 Iteration 56Q (4055.944435 sec): 35 clusters Score: Raw -56264142.450013 + Penalty 21565.507700 = -56242576.942312 nChanged 1164 Iteration 57Q (4065.107389 sec): 35 clusters Score: Raw -56264222.688342 + Penalty 21565.507700 = -56242657.180641 nChanged 1048 Iteration 58Q (4074.333250 sec): 35 clusters Score: Raw -56264297.393283 + Penalty 21565.507700 = -56242731.885582 nChanged 991 Writing temp clu file Because OldScore, -56242657.180641, is greater than current (better) Score,-56242731.885582 Compute initial score before splitting: Score: Raw -56264297.393283 + Penalty 21565.507700 = -56242731.885582 Trying to split cluster 1 (2179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4074.656615 sec): 2 clusters Score: Raw -106569.817513 + Penalty 349.741271 = -106220.076243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4074.691194 sec): 3 clusters Score: Raw -105349.975923 + Penalty 699.482541 = -104650.493381 nChanged 927 SP:Iteration 1F (4074.737564 sec): 3 clusters Score: Raw -105851.311369 + Penalty 699.482541 = -105151.828827 nChanged 160 SP:Iteration 2F (4074.795667 sec): 3 clusters Score: Raw -105939.874295 + Penalty 699.482541 = -105240.391753 nChanged 115 SP:Iteration 3F (4074.834705 sec): 3 clusters Score: Raw -106008.891886 + Penalty 699.482541 = -105309.409345 nChanged 104 SP:Iteration 4Q (4074.890525 sec): 3 clusters Score: Raw -106077.069533 + Penalty 699.482541 = -105377.586991 nChanged 88 SP:Iteration 5Q (4074.922572 sec): 3 clusters Score: Raw -106127.202188 + Penalty 699.482541 = -105427.719646 nChanged 86 SP:Iteration 6Q (4074.975876 sec): 3 clusters Score: Raw -106183.445963 + Penalty 699.482541 = -105483.963422 nChanged 99 SP:Iteration 7Q (4075.007306 sec): 3 clusters Score: Raw -106247.066675 + Penalty 699.482541 = -105547.584133 nChanged 114 SP:Iteration 8F (4075.060895 sec): 3 clusters Score: Raw -106323.922814 + Penalty 699.482541 = -105624.440272 nChanged 101 SP:Iteration 9Q (4075.101022 sec): 3 clusters Score: Raw -106385.305654 + Penalty 699.482541 = -105685.823112 nChanged 96 SP:Iteration 10Q (4075.137209 sec): 3 clusters Score: Raw -106451.143364 + Penalty 699.482541 = -105751.660823 nChanged 87 SP:Iteration 11Q (4075.186867 sec): 3 clusters Score: Raw -106511.847535 + Penalty 699.482541 = -105812.364994 nChanged 81 SP:Iteration 12Q (4075.228096 sec): 3 clusters Score: Raw -106557.102256 + Penalty 699.482541 = -105857.619714 nChanged 65 SP:Iteration 13Q (4075.279139 sec): 3 clusters Score: Raw -106598.183950 + Penalty 699.482541 = -105898.701409 nChanged 52 SP:Iteration 14Q (4075.320723 sec): 3 clusters Score: Raw -106622.748619 + Penalty 699.482541 = -105923.266077 nChanged 41 SP:Iteration 15Q (4075.361358 sec): 3 clusters Score: Raw -106634.046977 + Penalty 699.482541 = -105934.564435 nChanged 24 SP:Iteration 16Q (4075.397129 sec): 3 clusters Score: Raw -106641.072419 + Penalty 699.482541 = -105941.589878 nChanged 17 SP:Iteration 17Q (4075.449264 sec): 3 clusters Score: Raw -106648.171127 + Penalty 699.482541 = -105948.688586 nChanged 23 SP:Iteration 18Q (4075.483811 sec): 3 clusters Score: Raw -106656.658522 + Penalty 699.482541 = -105957.175980 nChanged 28 SP:Iteration 19Q (4075.533881 sec): 3 clusters Score: Raw -106666.527033 + Penalty 699.482541 = -105967.044491 nChanged 20 SP:Iteration 20F (4075.575247 sec): 3 clusters Score: Raw -106673.032918 + Penalty 699.482541 = -105973.550376 nChanged 21 SP:Iteration 21Q (4075.624778 sec): 3 clusters Score: Raw -106681.596312 + Penalty 699.482541 = -105982.113771 nChanged 22 SP:Iteration 22Q (4075.659788 sec): 3 clusters Score: Raw -106692.093755 + Penalty 699.482541 = -105992.611213 nChanged 24 SP:Iteration 23Q (4075.704643 sec): 3 clusters Score: Raw -106703.492111 + Penalty 699.482541 = -106004.009570 nChanged 31 SP:Iteration 24Q (4075.758023 sec): 3 clusters Score: Raw -106717.503338 + Penalty 699.482541 = -106018.020797 nChanged 25 SP:Iteration 25Q (4075.798306 sec): 3 clusters Score: Raw -106727.746136 + Penalty 699.482541 = -106028.263594 nChanged 30 SP:Iteration 26Q (4075.835066 sec): 3 clusters Score: Raw -106743.073688 + Penalty 699.482541 = -106043.591146 nChanged 30 SP:Iteration 27Q (4075.890886 sec): 3 clusters Score: Raw -106759.003112 + Penalty 699.482541 = -106059.520571 nChanged 29 SP:Iteration 28Q (4075.935526 sec): 3 clusters Score: Raw -106775.122862 + Penalty 699.482541 = -106075.640320 nChanged 41 SP:Iteration 29Q (4075.970604 sec): 3 clusters Score: Raw -106796.391075 + Penalty 699.482541 = -106096.908534 nChanged 43 SP:Iteration 30Q (4076.013879 sec): 3 clusters Score: Raw -106826.824488 + Penalty 699.482541 = -106127.341946 nChanged 40 SP:Iteration 31Q (4076.061890 sec): 3 clusters Score: Raw -106848.175427 + Penalty 699.482541 = -106148.692886 nChanged 27 SP:Iteration 32Q (4076.118047 sec): 3 clusters Score: Raw -106861.452156 + Penalty 699.482541 = -106161.969615 nChanged 15 SP:Iteration 33Q (4076.156759 sec): 3 clusters Score: Raw -106870.341047 + Penalty 699.482541 = -106170.858506 nChanged 19 SP:Iteration 34Q (4076.196455 sec): 3 clusters Score: Raw -106875.982456 + Penalty 699.482541 = -106176.499915 nChanged 9 SP:Iteration 35Q (4076.246844 sec): 3 clusters Score: Raw -106879.048849 + Penalty 699.482541 = -106179.566308 nChanged 6 SP:Iteration 36Q (4076.274927 sec): 3 clusters Score: Raw -106882.879361 + Penalty 699.482541 = -106183.396819 nChanged 7 SP:Iteration 37Q (4076.313881 sec): 3 clusters Score: Raw -106884.773792 + Penalty 699.482541 = -106185.291250 nChanged 8 SP:Iteration 38Q (4076.363401 sec): 3 clusters Score: Raw -106886.200418 + Penalty 699.482541 = -106186.717877 nChanged 4 SP:Iteration 39Q (4076.408001 sec): 3 clusters Score: Raw -106886.817781 + Penalty 699.482541 = -106187.335239 nChanged 4 SP:Iteration 40F (4076.449082 sec): 3 clusters Score: Raw -106888.179045 + Penalty 699.482541 = -106188.696503 nChanged 1 SP:Iteration 41Q (4076.491064 sec): 3 clusters Score: Raw -106888.635275 + Penalty 699.482541 = -106189.152734 nChanged 0 SP:Iteration 42F (4076.534243 sec): 3 clusters Score: Raw -106888.635275 + Penalty 699.482541 = -106189.152734 nChanged 0 Trying to split cluster 2 (220177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4076.749841 sec): 2 clusters Score: Raw -12001316.755763 + Penalty 559.749511 = -12000757.006253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4077.009267 sec): 3 clusters Score: Raw -11851912.553024 + Penalty 1119.499021 = -11850793.054003 nChanged 108781 SP:Iteration 1F (4077.265347 sec): 3 clusters Score: Raw -11918298.745031 + Penalty 1119.499021 = -11917179.246010 nChanged 8996 SP:Iteration 2Q (4077.556552 sec): 3 clusters Score: Raw -11921362.915986 + Penalty 1119.499021 = -11920243.416964 nChanged 10180 SP:Iteration 3Q (4077.847596 sec): 3 clusters Score: Raw -11925661.232214 + Penalty 1119.499021 = -11924541.733193 nChanged 11481 SP:Iteration 4F (4078.101471 sec): 3 clusters Score: Raw -11931365.380693 + Penalty 1119.499021 = -11930245.881671 nChanged 12702 SP:Iteration 5F (4078.353995 sec): 3 clusters Score: Raw -11938749.955300 + Penalty 1119.499021 = -11937630.456278 nChanged 13420 SP:Iteration 6F (4078.603571 sec): 3 clusters Score: Raw -11947381.297399 + Penalty 1119.499021 = -11946261.798377 nChanged 12965 SP:Iteration 7F (4078.859547 sec): 3 clusters Score: Raw -11956336.913544 + Penalty 1119.499021 = -11955217.414523 nChanged 11742 SP:Iteration 8F (4079.102870 sec): 3 clusters Score: Raw -11963738.038310 + Penalty 1119.499021 = -11962618.539289 nChanged 9682 SP:Iteration 9Q (4079.373416 sec): 3 clusters Score: Raw -11968449.656203 + Penalty 1119.499021 = -11967330.157182 nChanged 6666 SP:Iteration 10Q (4079.646196 sec): 3 clusters Score: Raw -11970541.380058 + Penalty 1119.499021 = -11969421.881037 nChanged 4086 SP:Iteration 11Q (4079.923989 sec): 3 clusters Score: Raw -11971326.105496 + Penalty 1119.499021 = -11970206.606475 nChanged 2545 SP:Iteration 12Q (4080.201003 sec): 3 clusters Score: Raw -11971717.562940 + Penalty 1119.499021 = -11970598.063919 nChanged 1957 SP:Iteration 13Q (4080.478875 sec): 3 clusters Score: Raw -11972029.605623 + Penalty 1119.499021 = -11970910.106602 nChanged 1860 SP:Iteration 14Q (4080.745887 sec): 3 clusters Score: Raw -11972359.109158 + Penalty 1119.499021 = -11971239.610136 nChanged 1935 SP:Iteration 15Q (4080.994765 sec): 3 clusters Score: Raw -11972712.589011 + Penalty 1119.499021 = -11971593.089989 nChanged 1936 SP:Iteration 16Q (4081.267995 sec): 3 clusters Score: Raw -11973057.507079 + Penalty 1119.499021 = -11971938.008058 nChanged 1937 SP:Iteration 17Q (4081.535498 sec): 3 clusters Score: Raw -11973401.034697 + Penalty 1119.499021 = -11972281.535676 nChanged 1921 SP:Iteration 18Q (4081.807854 sec): 3 clusters Score: Raw -11973744.154711 + Penalty 1119.499021 = -11972624.655690 nChanged 1976 SP:Iteration 19Q (4082.081461 sec): 3 clusters Score: Raw -11974101.006691 + Penalty 1119.499021 = -11972981.507670 nChanged 2051 SP:Iteration 20F (4082.314690 sec): 3 clusters Score: Raw -11974488.238065 + Penalty 1119.499021 = -11973368.739044 nChanged 2231 SP:Iteration 21Q (4082.620284 sec): 3 clusters Score: Raw -11974917.634419 + Penalty 1119.499021 = -11973798.135398 nChanged 2350 SP:Iteration 22Q (4082.879785 sec): 3 clusters Score: Raw -11975388.756549 + Penalty 1119.499021 = -11974269.257527 nChanged 2540 SP:Iteration 23Q (4083.149694 sec): 3 clusters Score: Raw -11975918.235316 + Penalty 1119.499021 = -11974798.736295 nChanged 2651 SP:Iteration 24Q (4083.403151 sec): 3 clusters Score: Raw -11976474.712619 + Penalty 1119.499021 = -11975355.213598 nChanged 2829 SP:Iteration 25Q (4083.667664 sec): 3 clusters Score: Raw -11977091.178854 + Penalty 1119.499021 = -11975971.679833 nChanged 3076 SP:Iteration 26Q (4083.935939 sec): 3 clusters Score: Raw -11977813.940664 + Penalty 1119.499021 = -11976694.441643 nChanged 3265 SP:Iteration 27Q (4084.196993 sec): 3 clusters Score: Raw -11978637.582463 + Penalty 1119.499021 = -11977518.083441 nChanged 3415 SP:Iteration 28Q (4084.467997 sec): 3 clusters Score: Raw -11979537.633986 + Penalty 1119.499021 = -11978418.134965 nChanged 3566 SP:Iteration 29Q (4084.729736 sec): 3 clusters Score: Raw -11980523.296646 + Penalty 1119.499021 = -11979403.797625 nChanged 3673 SP:Iteration 30Q (4084.980522 sec): 3 clusters Score: Raw -11981607.862232 + Penalty 1119.499021 = -11980488.363211 nChanged 3894 SP:Iteration 31Q (4085.240853 sec): 3 clusters Score: Raw -11982843.406012 + Penalty 1119.499021 = -11981723.906991 nChanged 4003 SP:Iteration 32Q (4085.502823 sec): 3 clusters Score: Raw -11984212.306748 + Penalty 1119.499021 = -11983092.807727 nChanged 4068 SP:Iteration 33Q (4085.766022 sec): 3 clusters Score: Raw -11985711.012782 + Penalty 1119.499021 = -11984591.513760 nChanged 4160 SP:Iteration 34Q (4086.040646 sec): 3 clusters Score: Raw -11987367.880231 + Penalty 1119.499021 = -11986248.381210 nChanged 4062 SP:Iteration 35Q (4086.318090 sec): 3 clusters Score: Raw -11989099.052300 + Penalty 1119.499021 = -11987979.553279 nChanged 3850 SP:Iteration 36Q (4086.577103 sec): 3 clusters Score: Raw -11990823.660200 + Penalty 1119.499021 = -11989704.161179 nChanged 3668 SP:Iteration 37Q (4086.825937 sec): 3 clusters Score: Raw -11992530.142379 + Penalty 1119.499021 = -11991410.643357 nChanged 3321 SP:Iteration 38Q (4087.085568 sec): 3 clusters Score: Raw -11994082.638841 + Penalty 1119.499021 = -11992963.139819 nChanged 2914 SP:Iteration 39Q (4087.334462 sec): 3 clusters Score: Raw -11995458.175333 + Penalty 1119.499021 = -11994338.676312 nChanged 2527 SP:Iteration 40F (4087.597467 sec): 3 clusters Score: Raw -11996657.542846 + Penalty 1119.499021 = -11995538.043825 nChanged 2180 SP:Iteration 41Q (4087.828833 sec): 3 clusters Score: Raw -11997672.331097 + Penalty 1119.499021 = -11996552.832076 nChanged 1874 SP:Iteration 42Q (4088.067312 sec): 3 clusters Score: Raw -11998520.758976 + Penalty 1119.499021 = -11997401.259954 nChanged 1573 SP:Iteration 43Q (4088.321277 sec): 3 clusters Score: Raw -11999200.385005 + Penalty 1119.499021 = -11998080.885984 nChanged 1321 SP:Iteration 44Q (4088.560020 sec): 3 clusters Score: Raw -11999744.927454 + Penalty 1119.499021 = -11998625.428432 nChanged 1062 SP:Iteration 45Q (4088.806041 sec): 3 clusters Score: Raw -12000166.723977 + Penalty 1119.499021 = -11999047.224956 nChanged 896 SP:Iteration 46Q (4089.038802 sec): 3 clusters Score: Raw -12000514.610481 + Penalty 1119.499021 = -11999395.111459 nChanged 783 SP:Iteration 47Q (4089.261640 sec): 3 clusters Score: Raw -12000807.363608 + Penalty 1119.499021 = -11999687.864586 nChanged 650 SP:Iteration 48Q (4089.479306 sec): 3 clusters Score: Raw -12001023.642355 + Penalty 1119.499021 = -11999904.143333 nChanged 486 SP:Iteration 49Q (4089.706313 sec): 3 clusters Score: Raw -12001175.533238 + Penalty 1119.499021 = -12000056.034217 nChanged 431 SP:Iteration 50Q (4089.955645 sec): 3 clusters Score: Raw -12001307.320809 + Penalty 1119.499021 = -12000187.821787 nChanged 333 SP:Iteration 51Q (4090.204106 sec): 3 clusters Score: Raw -12001406.651956 + Penalty 1119.499021 = -12000287.152934 nChanged 281 SP:Iteration 52Q (4090.435834 sec): 3 clusters Score: Raw -12001481.580314 + Penalty 1119.499021 = -12000362.081293 nChanged 236 SP:Iteration 53Q (4090.660580 sec): 3 clusters Score: Raw -12001533.948969 + Penalty 1119.499021 = -12000414.449948 nChanged 168 SP:Iteration 54Q (4090.911993 sec): 3 clusters Score: Raw -12001566.832510 + Penalty 1119.499021 = -12000447.333489 nChanged 140 SP:Iteration 55Q (4091.149067 sec): 3 clusters Score: Raw -12001599.229830 + Penalty 1119.499021 = -12000479.730808 nChanged 124 SP:Iteration 56Q (4091.368016 sec): 3 clusters Score: Raw -12001633.704405 + Penalty 1119.499021 = -12000514.205384 nChanged 129 SP:Iteration 57Q (4091.587278 sec): 3 clusters Score: Raw -12001667.069140 + Penalty 1119.499021 = -12000547.570118 nChanged 106 SP:Iteration 58Q (4091.807495 sec): 3 clusters Score: Raw -12001688.293816 + Penalty 1119.499021 = -12000568.794795 nChanged 89 SP:Iteration 59Q (4092.043072 sec): 3 clusters Score: Raw -12001706.169580 + Penalty 1119.499021 = -12000586.670559 nChanged 82 SP:Iteration 60F (4092.285318 sec): 3 clusters Score: Raw -12001720.276829 + Penalty 1119.499021 = -12000600.777808 nChanged 47 SP:Iteration 61Q (4092.524655 sec): 3 clusters Score: Raw -12001726.894661 + Penalty 1119.499021 = -12000607.395640 nChanged 47 SP:Iteration 62Q (4092.763485 sec): 3 clusters Score: Raw -12001732.820435 + Penalty 1119.499021 = -12000613.321414 nChanged 45 SP:Iteration 63Q (4092.987700 sec): 3 clusters Score: Raw -12001738.360103 + Penalty 1119.499021 = -12000618.861082 nChanged 51 SP:Iteration 64Q (4093.209005 sec): 3 clusters Score: Raw -12001745.545108 + Penalty 1119.499021 = -12000626.046087 nChanged 47 SP:Iteration 65Q (4093.455946 sec): 3 clusters Score: Raw -12001752.892482 + Penalty 1119.499021 = -12000633.393461 nChanged 49 SP:Iteration 66Q (4093.679776 sec): 3 clusters Score: Raw -12001761.899611 + Penalty 1119.499021 = -12000642.400590 nChanged 46 SP:Iteration 67Q (4093.892081 sec): 3 clusters Score: Raw -12001768.628449 + Penalty 1119.499021 = -12000649.129428 nChanged 39 SP:Iteration 68Q (4094.115184 sec): 3 clusters Score: Raw -12001773.070265 + Penalty 1119.499021 = -12000653.571243 nChanged 29 SP:Iteration 69Q (4094.354711 sec): 3 clusters Score: Raw -12001775.708254 + Penalty 1119.499021 = -12000656.209233 nChanged 27 SP:Iteration 70Q (4094.564318 sec): 3 clusters Score: Raw -12001778.165330 + Penalty 1119.499021 = -12000658.666309 nChanged 18 SP:Iteration 71Q (4094.800383 sec): 3 clusters Score: Raw -12001780.329512 + Penalty 1119.499021 = -12000660.830491 nChanged 21 SP:Iteration 72Q (4095.018410 sec): 3 clusters Score: Raw -12001782.066596 + Penalty 1119.499021 = -12000662.567575 nChanged 17 SP:Iteration 73Q (4095.248361 sec): 3 clusters Score: Raw -12001783.906747 + Penalty 1119.499021 = -12000664.407726 nChanged 19 SP:Iteration 74Q (4095.475085 sec): 3 clusters Score: Raw -12001785.463832 + Penalty 1119.499021 = -12000665.964810 nChanged 12 SP:Iteration 75Q (4095.712375 sec): 3 clusters Score: Raw -12001786.060842 + Penalty 1119.499021 = -12000666.561821 nChanged 7 SP:Iteration 76Q (4095.940566 sec): 3 clusters Score: Raw -12001786.374783 + Penalty 1119.499021 = -12000666.875762 nChanged 5 SP:Iteration 77Q (4096.154647 sec): 3 clusters Score: Raw -12001786.531904 + Penalty 1119.499021 = -12000667.032883 nChanged 1 SP:Iteration 78Q (4096.377327 sec): 3 clusters Score: Raw -12001786.551658 + Penalty 1119.499021 = -12000667.052637 nChanged 1 SP:Iteration 79Q (4096.616025 sec): 3 clusters Score: Raw -12001786.606600 + Penalty 1119.499021 = -12000667.107578 nChanged 1 SP:Iteration 80F (4096.863973 sec): 3 clusters Score: Raw -12001786.910720 + Penalty 1119.499021 = -12000667.411699 nChanged 3 SP:Iteration 81Q (4097.090299 sec): 3 clusters Score: Raw -12001787.133400 + Penalty 1119.499021 = -12000667.634379 nChanged 5 SP:Iteration 82Q (4097.317965 sec): 3 clusters Score: Raw -12001787.510482 + Penalty 1119.499021 = -12000668.011461 nChanged 3 SP:Iteration 83Q (4097.529348 sec): 3 clusters Score: Raw -12001787.667729 + Penalty 1119.499021 = -12000668.168707 nChanged 2 SP:Iteration 84Q (4097.767365 sec): 3 clusters Score: Raw -12001787.734349 + Penalty 1119.499021 = -12000668.235327 nChanged 1 SP:Iteration 85Q (4098.006665 sec): 3 clusters Score: Raw -12001787.766530 + Penalty 1119.499021 = -12000668.267508 nChanged 2 SP:Iteration 86Q (4098.240761 sec): 3 clusters Score: Raw -12001787.832889 + Penalty 1119.499021 = -12000668.333867 nChanged 2 SP:Iteration 87Q (4098.457982 sec): 3 clusters Score: Raw -12001787.887850 + Penalty 1119.499021 = -12000668.388829 nChanged 1 SP:Iteration 88Q (4098.696020 sec): 3 clusters Score: Raw -12001787.996327 + Penalty 1119.499021 = -12000668.497305 nChanged 2 SP:Iteration 89Q (4098.895035 sec): 3 clusters Score: Raw -12001788.062255 + Penalty 1119.499021 = -12000668.563234 nChanged 0 SP:Iteration 90F (4099.135247 sec): 3 clusters Score: Raw -12001788.062255 + Penalty 1119.499021 = -12000668.563234 nChanged 0 Trying to split cluster 3 (18975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4099.194293 sec): 2 clusters Score: Raw -950908.596707 + Penalty 448.214931 = -950460.381776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4099.257028 sec): 3 clusters Score: Raw -938642.888883 + Penalty 896.429862 = -937746.459021 nChanged 9123 SP:Iteration 1F (4099.303222 sec): 3 clusters Score: Raw -944639.074122 + Penalty 896.429862 = -943742.644260 nChanged 1664 SP:Iteration 2F (4099.364106 sec): 3 clusters Score: Raw -945962.564848 + Penalty 896.429862 = -945066.134986 nChanged 1680 SP:Iteration 3F (4099.418748 sec): 3 clusters Score: Raw -947258.910513 + Penalty 896.429862 = -946362.480651 nChanged 1457 SP:Iteration 4F (4099.480858 sec): 3 clusters Score: Raw -948291.455763 + Penalty 896.429862 = -947395.025901 nChanged 1151 SP:Iteration 5F (4099.527413 sec): 3 clusters Score: Raw -948999.803271 + Penalty 896.429862 = -948103.373409 nChanged 814 SP:Iteration 6Q (4099.600093 sec): 3 clusters Score: Raw -949344.108177 + Penalty 896.429862 = -948447.678315 nChanged 523 SP:Iteration 7Q (4099.657830 sec): 3 clusters Score: Raw -949518.927798 + Penalty 896.429862 = -948622.497936 nChanged 384 SP:Iteration 8Q (4099.724189 sec): 3 clusters Score: Raw -949628.344279 + Penalty 896.429862 = -948731.914417 nChanged 305 SP:Iteration 9Q (4099.790753 sec): 3 clusters Score: Raw -949698.454090 + Penalty 896.429862 = -948802.024228 nChanged 253 SP:Iteration 10Q (4099.843500 sec): 3 clusters Score: Raw -949750.424103 + Penalty 896.429862 = -948853.994241 nChanged 197 SP:Iteration 11Q (4099.914675 sec): 3 clusters Score: Raw -949782.549317 + Penalty 896.429862 = -948886.119455 nChanged 162 SP:Iteration 12Q (4099.974222 sec): 3 clusters Score: Raw -949805.718472 + Penalty 896.429862 = -948909.288610 nChanged 118 SP:Iteration 13Q (4100.040668 sec): 3 clusters Score: Raw -949822.686819 + Penalty 896.429862 = -948926.256957 nChanged 120 SP:Iteration 14Q (4100.099447 sec): 3 clusters Score: Raw -949838.824050 + Penalty 896.429862 = -948942.394188 nChanged 130 SP:Iteration 15Q (4100.161084 sec): 3 clusters Score: Raw -949856.415858 + Penalty 896.429862 = -948959.985996 nChanged 134 SP:Iteration 16Q (4100.226733 sec): 3 clusters Score: Raw -949873.901745 + Penalty 896.429862 = -948977.471883 nChanged 130 SP:Iteration 17Q (4100.287949 sec): 3 clusters Score: Raw -949894.240710 + Penalty 896.429862 = -948997.810849 nChanged 113 SP:Iteration 18Q (4100.352819 sec): 3 clusters Score: Raw -949911.470458 + Penalty 896.429862 = -949015.040596 nChanged 114 SP:Iteration 19Q (4100.415285 sec): 3 clusters Score: Raw -949928.809919 + Penalty 896.429862 = -949032.380057 nChanged 113 SP:Iteration 20F (4100.479811 sec): 3 clusters Score: Raw -949944.988547 + Penalty 896.429862 = -949048.558685 nChanged 116 SP:Iteration 21Q (4100.542509 sec): 3 clusters Score: Raw -949962.652014 + Penalty 896.429862 = -949066.222152 nChanged 128 SP:Iteration 22Q (4100.603893 sec): 3 clusters Score: Raw -949981.400185 + Penalty 896.429862 = -949084.970324 nChanged 114 SP:Iteration 23Q (4100.665758 sec): 3 clusters Score: Raw -949994.891596 + Penalty 896.429862 = -949098.461735 nChanged 112 SP:Iteration 24Q (4100.737711 sec): 3 clusters Score: Raw -950010.079666 + Penalty 896.429862 = -949113.649804 nChanged 124 SP:Iteration 25Q (4100.793205 sec): 3 clusters Score: Raw -950025.828208 + Penalty 896.429862 = -949129.398346 nChanged 115 SP:Iteration 26Q (4100.858483 sec): 3 clusters Score: Raw -950038.348326 + Penalty 896.429862 = -949141.918464 nChanged 104 SP:Iteration 27Q (4100.917030 sec): 3 clusters Score: Raw -950050.263912 + Penalty 896.429862 = -949153.834050 nChanged 117 SP:Iteration 28Q (4100.975227 sec): 3 clusters Score: Raw -950064.861465 + Penalty 896.429862 = -949168.431603 nChanged 143 SP:Iteration 29Q (4101.042609 sec): 3 clusters Score: Raw -950086.051851 + Penalty 896.429862 = -949189.621989 nChanged 161 SP:Iteration 30Q (4101.102429 sec): 3 clusters Score: Raw -950110.270642 + Penalty 896.429862 = -949213.840780 nChanged 167 SP:Iteration 31Q (4101.166838 sec): 3 clusters Score: Raw -950140.722877 + Penalty 896.429862 = -949244.293016 nChanged 196 SP:Iteration 32Q (4101.221985 sec): 3 clusters Score: Raw -950182.108346 + Penalty 896.429862 = -949285.678484 nChanged 236 SP:Iteration 33Q (4101.286999 sec): 3 clusters Score: Raw -950235.614746 + Penalty 896.429862 = -949339.184885 nChanged 254 SP:Iteration 34Q (4101.345852 sec): 3 clusters Score: Raw -950307.852911 + Penalty 896.429862 = -949411.423049 nChanged 290 SP:Iteration 35Q (4101.407257 sec): 3 clusters Score: Raw -950400.386961 + Penalty 896.429862 = -949503.957099 nChanged 337 SP:Iteration 36Q (4101.470581 sec): 3 clusters Score: Raw -950515.557312 + Penalty 896.429862 = -949619.127451 nChanged 362 SP:Iteration 37Q (4101.532024 sec): 3 clusters Score: Raw -950661.098268 + Penalty 896.429862 = -949764.668407 nChanged 421 SP:Iteration 38Q (4101.586877 sec): 3 clusters Score: Raw -950859.542633 + Penalty 896.429862 = -949963.112771 nChanged 449 SP:Iteration 39Q (4101.645955 sec): 3 clusters Score: Raw -951094.026235 + Penalty 896.429862 = -950197.596373 nChanged 471 SP:Iteration 40F (4101.716014 sec): 3 clusters Score: Raw -951341.209220 + Penalty 896.429862 = -950444.779359 nChanged 428 SP:Iteration 41Q (4101.767092 sec): 3 clusters Score: Raw -951584.317766 + Penalty 896.429862 = -950687.887904 nChanged 385 SP:Iteration 42Q (4101.825079 sec): 3 clusters Score: Raw -951784.545328 + Penalty 896.429862 = -950888.115467 nChanged 289 SP:Iteration 43Q (4101.891313 sec): 3 clusters Score: Raw -951907.155813 + Penalty 896.429862 = -951010.725952 nChanged 223 SP:Iteration 44Q (4101.949561 sec): 3 clusters Score: Raw -951973.659194 + Penalty 896.429862 = -951077.229332 nChanged 177 SP:Iteration 45Q (4102.016846 sec): 3 clusters Score: Raw -952012.744321 + Penalty 896.429862 = -951116.314459 nChanged 115 SP:Iteration 46Q (4102.079950 sec): 3 clusters Score: Raw -952031.801624 + Penalty 896.429862 = -951135.371762 nChanged 83 SP:Iteration 47Q (4102.141994 sec): 3 clusters Score: Raw -952042.553702 + Penalty 896.429862 = -951146.123841 nChanged 53 SP:Iteration 48Q (4102.200282 sec): 3 clusters Score: Raw -952049.011430 + Penalty 896.429862 = -951152.581568 nChanged 47 SP:Iteration 49Q (4102.259153 sec): 3 clusters Score: Raw -952054.753257 + Penalty 896.429862 = -951158.323395 nChanged 44 SP:Iteration 50Q (4102.322307 sec): 3 clusters Score: Raw -952060.034991 + Penalty 896.429862 = -951163.605129 nChanged 36 SP:Iteration 51Q (4102.386380 sec): 3 clusters Score: Raw -952064.192348 + Penalty 896.429862 = -951167.762486 nChanged 36 SP:Iteration 52Q (4102.451277 sec): 3 clusters Score: Raw -952068.631671 + Penalty 896.429862 = -951172.201809 nChanged 37 SP:Iteration 53Q (4102.522200 sec): 3 clusters Score: Raw -952072.790359 + Penalty 896.429862 = -951176.360498 nChanged 29 SP:Iteration 54Q (4102.582577 sec): 3 clusters Score: Raw -952075.732557 + Penalty 896.429862 = -951179.302695 nChanged 18 SP:Iteration 55Q (4102.649432 sec): 3 clusters Score: Raw -952076.932251 + Penalty 896.429862 = -951180.502390 nChanged 19 SP:Iteration 56Q (4102.705977 sec): 3 clusters Score: Raw -952079.662436 + Penalty 896.429862 = -951183.232574 nChanged 17 SP:Iteration 57Q (4102.750896 sec): 3 clusters Score: Raw -952083.065439 + Penalty 896.429862 = -951186.635577 nChanged 26 SP:Iteration 58Q (4102.811245 sec): 3 clusters Score: Raw -952087.357535 + Penalty 896.429862 = -951190.927673 nChanged 28 SP:Iteration 59Q (4102.879190 sec): 3 clusters Score: Raw -952091.242800 + Penalty 896.429862 = -951194.812939 nChanged 22 SP:Iteration 60F (4102.944674 sec): 3 clusters Score: Raw -952095.926710 + Penalty 896.429862 = -951199.496848 nChanged 26 SP:Iteration 61Q (4103.007567 sec): 3 clusters Score: Raw -952105.501028 + Penalty 896.429862 = -951209.071166 nChanged 34 SP:Iteration 62Q (4103.065349 sec): 3 clusters Score: Raw -952117.698451 + Penalty 896.429862 = -951221.268589 nChanged 34 SP:Iteration 63Q (4103.125381 sec): 3 clusters Score: Raw -952136.409977 + Penalty 896.429862 = -951239.980116 nChanged 45 SP:Iteration 64Q (4103.176595 sec): 3 clusters Score: Raw -952162.247964 + Penalty 896.429862 = -951265.818102 nChanged 55 SP:Iteration 65Q (4103.238418 sec): 3 clusters Score: Raw -952187.564010 + Penalty 896.429862 = -951291.134149 nChanged 57 SP:Iteration 66Q (4103.301604 sec): 3 clusters Score: Raw -952216.050377 + Penalty 896.429862 = -951319.620515 nChanged 53 SP:Iteration 67Q (4103.368169 sec): 3 clusters Score: Raw -952236.503143 + Penalty 896.429862 = -951340.073281 nChanged 32 SP:Iteration 68Q (4103.430347 sec): 3 clusters Score: Raw -952245.081570 + Penalty 896.429862 = -951348.651708 nChanged 26 SP:Iteration 69Q (4103.487196 sec): 3 clusters Score: Raw -952249.034780 + Penalty 896.429862 = -951352.604918 nChanged 22 SP:Iteration 70Q (4103.553691 sec): 3 clusters Score: Raw -952251.901319 + Penalty 896.429862 = -951355.471457 nChanged 18 SP:Iteration 71Q (4103.614487 sec): 3 clusters Score: Raw -952254.004913 + Penalty 896.429862 = -951357.575051 nChanged 17 SP:Iteration 72Q (4103.672885 sec): 3 clusters Score: Raw -952257.220361 + Penalty 896.429862 = -951360.790499 nChanged 17 SP:Iteration 73Q (4103.729805 sec): 3 clusters Score: Raw -952261.282014 + Penalty 896.429862 = -951364.852152 nChanged 21 SP:Iteration 74Q (4103.794488 sec): 3 clusters Score: Raw -952264.780242 + Penalty 896.429862 = -951368.350380 nChanged 19 SP:Iteration 75Q (4103.847269 sec): 3 clusters Score: Raw -952268.483061 + Penalty 896.429862 = -951372.053199 nChanged 20 SP:Iteration 76Q (4103.910336 sec): 3 clusters Score: Raw -952272.411705 + Penalty 896.429862 = -951375.981843 nChanged 18 SP:Iteration 77Q (4103.969372 sec): 3 clusters Score: Raw -952274.198773 + Penalty 896.429862 = -951377.768911 nChanged 7 SP:Iteration 78Q (4104.033177 sec): 3 clusters Score: Raw -952274.914632 + Penalty 896.429862 = -951378.484770 nChanged 11 SP:Iteration 79Q (4104.102090 sec): 3 clusters Score: Raw -952275.976570 + Penalty 896.429862 = -951379.546708 nChanged 11 SP:Iteration 80F (4104.146635 sec): 3 clusters Score: Raw -952277.443136 + Penalty 896.429862 = -951381.013274 nChanged 12 SP:Iteration 81Q (4104.198998 sec): 3 clusters Score: Raw -952278.731023 + Penalty 896.429862 = -951382.301161 nChanged 11 SP:Iteration 82Q (4104.266414 sec): 3 clusters Score: Raw -952280.171264 + Penalty 896.429862 = -951383.741403 nChanged 12 SP:Iteration 83Q (4104.323774 sec): 3 clusters Score: Raw -952281.083557 + Penalty 896.429862 = -951384.653695 nChanged 10 SP:Iteration 84Q (4104.375183 sec): 3 clusters Score: Raw -952281.640276 + Penalty 896.429862 = -951385.210414 nChanged 6 SP:Iteration 85Q (4104.439104 sec): 3 clusters Score: Raw -952282.104800 + Penalty 896.429862 = -951385.674938 nChanged 7 SP:Iteration 86Q (4104.496587 sec): 3 clusters Score: Raw -952282.536069 + Penalty 896.429862 = -951386.106207 nChanged 0 SP:Iteration 87F (4104.564143 sec): 3 clusters Score: Raw -952282.536069 + Penalty 896.429862 = -951386.106207 nChanged 0 Score: Raw -56265705.575100 + Penalty 22199.787339 = -56243505.787762 Splitting cluster 3 changes total score from -56242731.885582 to -56243505.787762 So it's getting split into cluster 35. Trying to split cluster 4 (11513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4118.061506 sec): 2 clusters Score: Raw -606878.424244 + Penalty 425.481061 = -606452.943183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4118.116970 sec): 3 clusters Score: Raw -599636.379683 + Penalty 850.962122 = -598785.417561 nChanged 5423 SP:Iteration 1F (4118.170376 sec): 3 clusters Score: Raw -603201.982970 + Penalty 850.962122 = -602351.020848 nChanged 875 SP:Iteration 2F (4118.223839 sec): 3 clusters Score: Raw -603752.343736 + Penalty 850.962122 = -602901.381614 nChanged 778 SP:Iteration 3F (4118.272388 sec): 3 clusters Score: Raw -604288.578731 + Penalty 850.962122 = -603437.616609 nChanged 673 SP:Iteration 4F (4118.328658 sec): 3 clusters Score: Raw -604743.243838 + Penalty 850.962122 = -603892.281716 nChanged 588 SP:Iteration 5F (4118.384451 sec): 3 clusters Score: Raw -605127.007986 + Penalty 850.962122 = -604276.045864 nChanged 525 SP:Iteration 6Q (4118.438078 sec): 3 clusters Score: Raw -605467.498159 + Penalty 850.962122 = -604616.536037 nChanged 441 SP:Iteration 7Q (4118.488498 sec): 3 clusters Score: Raw -605760.194166 + Penalty 850.962122 = -604909.232044 nChanged 323 SP:Iteration 8Q (4118.540688 sec): 3 clusters Score: Raw -605958.343679 + Penalty 850.962122 = -605107.381557 nChanged 273 SP:Iteration 9Q (4118.598667 sec): 3 clusters Score: Raw -606115.834358 + Penalty 850.962122 = -605264.872236 nChanged 221 SP:Iteration 10Q (4118.635180 sec): 3 clusters Score: Raw -606231.679489 + Penalty 850.962122 = -605380.717367 nChanged 233 SP:Iteration 11Q (4118.693208 sec): 3 clusters Score: Raw -606355.169031 + Penalty 850.962122 = -605504.206909 nChanged 204 SP:Iteration 12Q (4118.747278 sec): 3 clusters Score: Raw -606453.846264 + Penalty 850.962122 = -605602.884142 nChanged 172 SP:Iteration 13Q (4118.790750 sec): 3 clusters Score: Raw -606549.080692 + Penalty 850.962122 = -605698.118569 nChanged 176 SP:Iteration 14Q (4118.847844 sec): 3 clusters Score: Raw -606646.801678 + Penalty 850.962122 = -605795.839556 nChanged 172 SP:Iteration 15Q (4118.901853 sec): 3 clusters Score: Raw -606742.921306 + Penalty 850.962122 = -605891.959184 nChanged 177 SP:Iteration 16Q (4118.967469 sec): 3 clusters Score: Raw -606845.226446 + Penalty 850.962122 = -605994.264324 nChanged 170 SP:Iteration 17Q (4119.016712 sec): 3 clusters Score: Raw -606950.225121 + Penalty 850.962122 = -606099.262999 nChanged 159 SP:Iteration 18Q (4119.061691 sec): 3 clusters Score: Raw -607056.654415 + Penalty 850.962122 = -606205.692293 nChanged 160 SP:Iteration 19Q (4119.125076 sec): 3 clusters Score: Raw -607174.560359 + Penalty 850.962122 = -606323.598237 nChanged 134 SP:Iteration 20F (4119.170354 sec): 3 clusters Score: Raw -607297.153417 + Penalty 850.962122 = -606446.191295 nChanged 132 SP:Iteration 21Q (4119.224665 sec): 3 clusters Score: Raw -607427.791974 + Penalty 850.962122 = -606576.829852 nChanged 120 SP:Iteration 22Q (4119.282452 sec): 3 clusters Score: Raw -607535.802106 + Penalty 850.962122 = -606684.839984 nChanged 88 SP:Iteration 23Q (4119.340822 sec): 3 clusters Score: Raw -607606.354937 + Penalty 850.962122 = -606755.392815 nChanged 84 SP:Iteration 24Q (4119.392122 sec): 3 clusters Score: Raw -607662.192992 + Penalty 850.962122 = -606811.230870 nChanged 63 SP:Iteration 25Q (4119.434510 sec): 3 clusters Score: Raw -607698.364240 + Penalty 850.962122 = -606847.402118 nChanged 56 SP:Iteration 26Q (4119.493981 sec): 3 clusters Score: Raw -607726.098805 + Penalty 850.962122 = -606875.136683 nChanged 42 SP:Iteration 27Q (4119.538914 sec): 3 clusters Score: Raw -607739.090456 + Penalty 850.962122 = -606888.128334 nChanged 24 SP:Iteration 28Q (4119.589326 sec): 3 clusters Score: Raw -607744.919663 + Penalty 850.962122 = -606893.957541 nChanged 14 SP:Iteration 29Q (4119.652486 sec): 3 clusters Score: Raw -607750.522391 + Penalty 850.962122 = -606899.560269 nChanged 17 SP:Iteration 30Q (4119.697494 sec): 3 clusters Score: Raw -607755.525368 + Penalty 850.962122 = -606904.563246 nChanged 13 SP:Iteration 31Q (4119.762434 sec): 3 clusters Score: Raw -607757.675657 + Penalty 850.962122 = -606906.713535 nChanged 14 SP:Iteration 32Q (4119.816074 sec): 3 clusters Score: Raw -607761.196236 + Penalty 850.962122 = -606910.234114 nChanged 9 SP:Iteration 33Q (4119.862126 sec): 3 clusters Score: Raw -607763.739567 + Penalty 850.962122 = -606912.777445 nChanged 8 SP:Iteration 34Q (4119.922117 sec): 3 clusters Score: Raw -607765.115638 + Penalty 850.962122 = -606914.153516 nChanged 7 SP:Iteration 35Q (4119.963273 sec): 3 clusters Score: Raw -607766.399554 + Penalty 850.962122 = -606915.437432 nChanged 3 SP:Iteration 36Q (4120.021785 sec): 3 clusters Score: Raw -607766.763048 + Penalty 850.962122 = -606915.800926 nChanged 1 SP:Iteration 37Q (4120.061888 sec): 3 clusters Score: Raw -607766.911012 + Penalty 850.962122 = -606915.948890 nChanged 1 SP:Iteration 38Q (4120.127155 sec): 3 clusters Score: Raw -607767.012967 + Penalty 850.962122 = -606916.050845 nChanged 3 SP:Iteration 39Q (4120.176077 sec): 3 clusters Score: Raw -607767.638997 + Penalty 850.962122 = -606916.676875 nChanged 1 SP:Iteration 40F (4120.225818 sec): 3 clusters Score: Raw -607780.557758 + Penalty 850.962122 = -606929.595636 nChanged 14 SP:Iteration 41Q (4120.281822 sec): 3 clusters Score: Raw -607784.895249 + Penalty 850.962122 = -606933.933127 nChanged 9 SP:Iteration 42Q (4120.331422 sec): 3 clusters Score: Raw -607786.616345 + Penalty 850.962122 = -606935.654223 nChanged 9 SP:Iteration 43Q (4120.389472 sec): 3 clusters Score: Raw -607787.833141 + Penalty 850.962122 = -606936.871019 nChanged 5 SP:Iteration 44Q (4120.438925 sec): 3 clusters Score: Raw -607788.593778 + Penalty 850.962122 = -606937.631656 nChanged 2 SP:Iteration 45Q (4120.491159 sec): 3 clusters Score: Raw -607788.756014 + Penalty 850.962122 = -606937.793892 nChanged 3 SP:Iteration 46Q (4120.544866 sec): 3 clusters Score: Raw -607788.920067 + Penalty 850.962122 = -606937.957945 nChanged 0 SP:Iteration 47F (4120.605349 sec): 3 clusters Score: Raw -607788.920067 + Penalty 850.962122 = -606937.957945 nChanged 0 Score: Raw -56266616.070923 + Penalty 22834.066977 = -56243782.003946 Splitting cluster 4 changes total score from -56242731.885582 to -56243782.003946 So it's getting split into cluster 36. Trying to split cluster 5 (2507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4134.080926 sec): 2 clusters Score: Raw -128648.706587 + Penalty 356.121315 = -128292.585272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4134.125297 sec): 3 clusters Score: Raw -127260.095990 + Penalty 712.242631 = -126547.853359 nChanged 1072 SP:Iteration 1F (4134.167376 sec): 3 clusters Score: Raw -127834.197878 + Penalty 712.242631 = -127121.955247 nChanged 165 SP:Iteration 2F (4134.211429 sec): 3 clusters Score: Raw -127923.049223 + Penalty 712.242631 = -127210.806592 nChanged 125 SP:Iteration 3Q (4134.252324 sec): 3 clusters Score: Raw -127989.865258 + Penalty 712.242631 = -127277.622627 nChanged 103 SP:Iteration 4Q (4134.295745 sec): 3 clusters Score: Raw -128057.549854 + Penalty 712.242631 = -127345.307223 nChanged 113 SP:Iteration 5Q (4134.329929 sec): 3 clusters Score: Raw -128127.903735 + Penalty 712.242631 = -127415.661104 nChanged 97 SP:Iteration 6Q (4134.373667 sec): 3 clusters Score: Raw -128190.318016 + Penalty 712.242631 = -127478.075385 nChanged 92 SP:Iteration 7Q (4134.419444 sec): 3 clusters Score: Raw -128252.759170 + Penalty 712.242631 = -127540.516539 nChanged 91 SP:Iteration 8Q (4134.477562 sec): 3 clusters Score: Raw -128308.191121 + Penalty 712.242631 = -127595.948490 nChanged 83 SP:Iteration 9Q (4134.519736 sec): 3 clusters Score: Raw -128351.120735 + Penalty 712.242631 = -127638.878104 nChanged 69 SP:Iteration 10Q (4134.556417 sec): 3 clusters Score: Raw -128383.101240 + Penalty 712.242631 = -127670.858609 nChanged 50 SP:Iteration 11Q (4134.601968 sec): 3 clusters Score: Raw -128402.568304 + Penalty 712.242631 = -127690.325673 nChanged 33 SP:Iteration 12Q (4134.645797 sec): 3 clusters Score: Raw -128417.328392 + Penalty 712.242631 = -127705.085761 nChanged 39 SP:Iteration 13Q (4134.697287 sec): 3 clusters Score: Raw -128434.542647 + Penalty 712.242631 = -127722.300016 nChanged 32 SP:Iteration 14Q (4134.736848 sec): 3 clusters Score: Raw -128450.010594 + Penalty 712.242631 = -127737.767963 nChanged 36 SP:Iteration 15Q (4134.772066 sec): 3 clusters Score: Raw -128464.031546 + Penalty 712.242631 = -127751.788915 nChanged 32 SP:Iteration 16Q (4134.815462 sec): 3 clusters Score: Raw -128473.857254 + Penalty 712.242631 = -127761.614623 nChanged 32 SP:Iteration 17Q (4134.859479 sec): 3 clusters Score: Raw -128484.334584 + Penalty 712.242631 = -127772.091953 nChanged 33 SP:Iteration 18Q (4134.912624 sec): 3 clusters Score: Raw -128497.943339 + Penalty 712.242631 = -127785.700708 nChanged 38 SP:Iteration 19Q (4134.959761 sec): 3 clusters Score: Raw -128515.118618 + Penalty 712.242631 = -127802.875987 nChanged 38 SP:Iteration 20F (4135.000915 sec): 3 clusters Score: Raw -128535.835040 + Penalty 712.242631 = -127823.592409 nChanged 39 SP:Iteration 21Q (4135.042378 sec): 3 clusters Score: Raw -128555.634884 + Penalty 712.242631 = -127843.392253 nChanged 37 SP:Iteration 22Q (4135.080650 sec): 3 clusters Score: Raw -128573.455513 + Penalty 712.242631 = -127861.212882 nChanged 30 SP:Iteration 23Q (4135.112629 sec): 3 clusters Score: Raw -128588.065885 + Penalty 712.242631 = -127875.823254 nChanged 28 SP:Iteration 24Q (4135.147180 sec): 3 clusters Score: Raw -128602.798051 + Penalty 712.242631 = -127890.555420 nChanged 21 SP:Iteration 25Q (4135.180865 sec): 3 clusters Score: Raw -128612.757729 + Penalty 712.242631 = -127900.515098 nChanged 21 SP:Iteration 26Q (4135.217162 sec): 3 clusters Score: Raw -128619.886371 + Penalty 712.242631 = -127907.643740 nChanged 12 SP:Iteration 27Q (4135.262116 sec): 3 clusters Score: Raw -128625.560650 + Penalty 712.242631 = -127913.318019 nChanged 16 SP:Iteration 28Q (4135.306996 sec): 3 clusters Score: Raw -128632.240941 + Penalty 712.242631 = -127919.998310 nChanged 13 SP:Iteration 29Q (4135.352423 sec): 3 clusters Score: Raw -128639.774642 + Penalty 712.242631 = -127927.532011 nChanged 12 SP:Iteration 30Q (4135.397654 sec): 3 clusters Score: Raw -128646.980936 + Penalty 712.242631 = -127934.738305 nChanged 13 SP:Iteration 31Q (4135.450291 sec): 3 clusters Score: Raw -128651.686261 + Penalty 712.242631 = -127939.443630 nChanged 5 SP:Iteration 32Q (4135.494836 sec): 3 clusters Score: Raw -128655.142957 + Penalty 712.242631 = -127942.900326 nChanged 9 SP:Iteration 33Q (4135.534131 sec): 3 clusters Score: Raw -128660.020332 + Penalty 712.242631 = -127947.777701 nChanged 4 SP:Iteration 34Q (4135.578498 sec): 3 clusters Score: Raw -128661.967010 + Penalty 712.242631 = -127949.724379 nChanged 5 SP:Iteration 35Q (4135.621588 sec): 3 clusters Score: Raw -128664.865442 + Penalty 712.242631 = -127952.622811 nChanged 1 SP:Iteration 36Q (4135.660748 sec): 3 clusters Score: Raw -128665.241341 + Penalty 712.242631 = -127952.998710 nChanged 3 SP:Iteration 37Q (4135.704978 sec): 3 clusters Score: Raw -128666.979628 + Penalty 712.242631 = -127954.736997 nChanged 2 SP:Iteration 38Q (4135.758690 sec): 3 clusters Score: Raw -128667.345473 + Penalty 712.242631 = -127955.102842 nChanged 1 SP:Iteration 39Q (4135.794464 sec): 3 clusters Score: Raw -128667.473358 + Penalty 712.242631 = -127955.230727 nChanged 2 SP:Iteration 40F (4135.831095 sec): 3 clusters Score: Raw -128668.378530 + Penalty 712.242631 = -127956.135899 nChanged 2 SP:Iteration 41Q (4135.867209 sec): 3 clusters Score: Raw -128668.867783 + Penalty 712.242631 = -127956.625152 nChanged 1 SP:Iteration 42Q (4135.903542 sec): 3 clusters Score: Raw -128669.230708 + Penalty 712.242631 = -127956.988077 nChanged 1 SP:Iteration 43Q (4135.938381 sec): 3 clusters Score: Raw -128669.333432 + Penalty 712.242631 = -127957.090801 nChanged 0 SP:Iteration 44F (4135.984506 sec): 3 clusters Score: Raw -128669.333432 + Penalty 712.242631 = -127957.090801 nChanged 0 Trying to split cluster 6 (2451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4136.007268 sec): 2 clusters Score: Raw -116562.085899 + Penalty 355.093438 = -116206.992462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4136.057845 sec): 3 clusters Score: Raw -115184.179185 + Penalty 710.186876 = -114473.992309 nChanged 1032 SP:Iteration 1F (4136.088784 sec): 3 clusters Score: Raw -115796.781497 + Penalty 710.186876 = -115086.594621 nChanged 239 SP:Iteration 2F (4136.130472 sec): 3 clusters Score: Raw -116013.522730 + Penalty 710.186876 = -115303.335854 nChanged 247 SP:Iteration 3F (4136.172775 sec): 3 clusters Score: Raw -116272.139451 + Penalty 710.186876 = -115561.952575 nChanged 216 SP:Iteration 4F (4136.215946 sec): 3 clusters Score: Raw -116493.076831 + Penalty 710.186876 = -115782.889955 nChanged 162 SP:Iteration 5F (4136.255191 sec): 3 clusters Score: Raw -116633.060129 + Penalty 710.186876 = -115922.873253 nChanged 104 SP:Iteration 6Q (4136.300566 sec): 3 clusters Score: Raw -116716.462702 + Penalty 710.186876 = -116006.275826 nChanged 64 SP:Iteration 7Q (4136.343771 sec): 3 clusters Score: Raw -116757.534169 + Penalty 710.186876 = -116047.347293 nChanged 33 SP:Iteration 8Q (4136.388081 sec): 3 clusters Score: Raw -116777.592687 + Penalty 710.186876 = -116067.405811 nChanged 30 SP:Iteration 9Q (4136.442435 sec): 3 clusters Score: Raw -116792.562209 + Penalty 710.186876 = -116082.375334 nChanged 13 SP:Iteration 10Q (4136.484557 sec): 3 clusters Score: Raw -116796.971677 + Penalty 710.186876 = -116086.784801 nChanged 7 SP:Iteration 11Q (4136.537406 sec): 3 clusters Score: Raw -116798.849862 + Penalty 710.186876 = -116088.662986 nChanged 5 SP:Iteration 12Q (4136.570735 sec): 3 clusters Score: Raw -116800.240978 + Penalty 710.186876 = -116090.054102 nChanged 3 SP:Iteration 13Q (4136.616939 sec): 3 clusters Score: Raw -116800.951620 + Penalty 710.186876 = -116090.764744 nChanged 2 SP:Iteration 14Q (4136.658830 sec): 3 clusters Score: Raw -116801.188530 + Penalty 710.186876 = -116091.001654 nChanged 1 SP:Iteration 15Q (4136.708458 sec): 3 clusters Score: Raw -116801.320503 + Penalty 710.186876 = -116091.133627 nChanged 0 SP:Iteration 16F (4136.754556 sec): 3 clusters Score: Raw -116801.320503 + Penalty 710.186876 = -116091.133627 nChanged 0 Trying to split cluster 7 (12007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4136.787093 sec): 2 clusters Score: Raw -595605.138018 + Penalty 427.392652 = -595177.745366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4136.835934 sec): 3 clusters Score: Raw -587937.087441 + Penalty 854.785303 = -587082.302137 nChanged 5768 SP:Iteration 1F (4136.887803 sec): 3 clusters Score: Raw -591408.993749 + Penalty 854.785303 = -590554.208445 nChanged 619 SP:Iteration 2F (4136.940515 sec): 3 clusters Score: Raw -591643.715124 + Penalty 854.785303 = -590788.929821 nChanged 598 SP:Iteration 3Q (4136.987031 sec): 3 clusters Score: Raw -591894.773014 + Penalty 854.785303 = -591039.987711 nChanged 588 SP:Iteration 4Q (4137.048187 sec): 3 clusters Score: Raw -592164.852996 + Penalty 854.785303 = -591310.067693 nChanged 563 SP:Iteration 5Q (4137.093689 sec): 3 clusters Score: Raw -592446.474676 + Penalty 854.785303 = -591591.689373 nChanged 559 SP:Iteration 6Q (4137.150714 sec): 3 clusters Score: Raw -592740.907154 + Penalty 854.785303 = -591886.121851 nChanged 528 SP:Iteration 7Q (4137.208646 sec): 3 clusters Score: Raw -593035.607570 + Penalty 854.785303 = -592180.822267 nChanged 514 SP:Iteration 8Q (4137.258440 sec): 3 clusters Score: Raw -593336.269314 + Penalty 854.785303 = -592481.484010 nChanged 475 SP:Iteration 9Q (4137.315248 sec): 3 clusters Score: Raw -593615.978623 + Penalty 854.785303 = -592761.193320 nChanged 453 SP:Iteration 10Q (4137.372268 sec): 3 clusters Score: Raw -593857.250246 + Penalty 854.785303 = -593002.464943 nChanged 351 SP:Iteration 11Q (4137.421443 sec): 3 clusters Score: Raw -594006.950764 + Penalty 854.785303 = -593152.165460 nChanged 264 SP:Iteration 12Q (4137.482784 sec): 3 clusters Score: Raw -594114.125755 + Penalty 854.785303 = -593259.340452 nChanged 246 SP:Iteration 13Q (4137.534414 sec): 3 clusters Score: Raw -594203.537967 + Penalty 854.785303 = -593348.752664 nChanged 199 SP:Iteration 14Q (4137.583156 sec): 3 clusters Score: Raw -594276.846636 + Penalty 854.785303 = -593422.061333 nChanged 197 SP:Iteration 15Q (4137.635830 sec): 3 clusters Score: Raw -594345.268559 + Penalty 854.785303 = -593490.483256 nChanged 177 SP:Iteration 16Q (4137.693680 sec): 3 clusters Score: Raw -594393.713094 + Penalty 854.785303 = -593538.927790 nChanged 142 SP:Iteration 17Q (4137.751468 sec): 3 clusters Score: Raw -594430.504485 + Penalty 854.785303 = -593575.719181 nChanged 126 SP:Iteration 18Q (4137.799021 sec): 3 clusters Score: Raw -594465.882864 + Penalty 854.785303 = -593611.097561 nChanged 127 SP:Iteration 19Q (4137.848443 sec): 3 clusters Score: Raw -594494.760509 + Penalty 854.785303 = -593639.975206 nChanged 116 SP:Iteration 20F (4137.904289 sec): 3 clusters Score: Raw -594514.835507 + Penalty 854.785303 = -593660.050203 nChanged 97 SP:Iteration 21Q (4137.953791 sec): 3 clusters Score: Raw -594528.693064 + Penalty 854.785303 = -593673.907760 nChanged 66 SP:Iteration 22Q (4138.022237 sec): 3 clusters Score: Raw -594537.692294 + Penalty 854.785303 = -593682.906991 nChanged 56 SP:Iteration 23Q (4138.080841 sec): 3 clusters Score: Raw -594544.054603 + Penalty 854.785303 = -593689.269300 nChanged 56 SP:Iteration 24Q (4138.129913 sec): 3 clusters Score: Raw -594550.695290 + Penalty 854.785303 = -593695.909986 nChanged 56 SP:Iteration 25Q (4138.188450 sec): 3 clusters Score: Raw -594556.028595 + Penalty 854.785303 = -593701.243291 nChanged 38 SP:Iteration 26Q (4138.244719 sec): 3 clusters Score: Raw -594559.552218 + Penalty 854.785303 = -593704.766914 nChanged 38 SP:Iteration 27Q (4138.308354 sec): 3 clusters Score: Raw -594563.677823 + Penalty 854.785303 = -593708.892519 nChanged 41 SP:Iteration 28Q (4138.364627 sec): 3 clusters Score: Raw -594567.454309 + Penalty 854.785303 = -593712.669006 nChanged 26 SP:Iteration 29Q (4138.422200 sec): 3 clusters Score: Raw -594569.808478 + Penalty 854.785303 = -593715.023174 nChanged 39 SP:Iteration 30Q (4138.464164 sec): 3 clusters Score: Raw -594573.908454 + Penalty 854.785303 = -593719.123151 nChanged 31 SP:Iteration 31Q (4138.516134 sec): 3 clusters Score: Raw -594576.669696 + Penalty 854.785303 = -593721.884393 nChanged 25 SP:Iteration 32Q (4138.574991 sec): 3 clusters Score: Raw -594578.600380 + Penalty 854.785303 = -593723.815077 nChanged 34 SP:Iteration 33Q (4138.635648 sec): 3 clusters Score: Raw -594581.457873 + Penalty 854.785303 = -593726.672570 nChanged 35 SP:Iteration 34Q (4138.689759 sec): 3 clusters Score: Raw -594584.335225 + Penalty 854.785303 = -593729.549922 nChanged 40 SP:Iteration 35Q (4138.744485 sec): 3 clusters Score: Raw -594587.383277 + Penalty 854.785303 = -593732.597973 nChanged 30 SP:Iteration 36Q (4138.795822 sec): 3 clusters Score: Raw -594589.574027 + Penalty 854.785303 = -593734.788724 nChanged 33 SP:Iteration 37Q (4138.844096 sec): 3 clusters Score: Raw -594592.180151 + Penalty 854.785303 = -593737.394847 nChanged 43 SP:Iteration 38Q (4138.892343 sec): 3 clusters Score: Raw -594596.643084 + Penalty 854.785303 = -593741.857780 nChanged 40 SP:Iteration 39Q (4138.959561 sec): 3 clusters Score: Raw -594601.578021 + Penalty 854.785303 = -593746.792717 nChanged 50 SP:Iteration 40F (4139.006274 sec): 3 clusters Score: Raw -594608.172908 + Penalty 854.785303 = -593753.387605 nChanged 58 SP:Iteration 41Q (4139.053561 sec): 3 clusters Score: Raw -594616.147173 + Penalty 854.785303 = -593761.361870 nChanged 51 SP:Iteration 42Q (4139.111849 sec): 3 clusters Score: Raw -594622.475572 + Penalty 854.785303 = -593767.690269 nChanged 43 SP:Iteration 43Q (4139.161476 sec): 3 clusters Score: Raw -594628.005083 + Penalty 854.785303 = -593773.219780 nChanged 46 SP:Iteration 44Q (4139.225429 sec): 3 clusters Score: Raw -594633.182520 + Penalty 854.785303 = -593778.397217 nChanged 50 SP:Iteration 45Q (4139.273450 sec): 3 clusters Score: Raw -594638.300445 + Penalty 854.785303 = -593783.515142 nChanged 50 SP:Iteration 46Q (4139.326912 sec): 3 clusters Score: Raw -594643.915869 + Penalty 854.785303 = -593789.130566 nChanged 57 SP:Iteration 47Q (4139.378199 sec): 3 clusters Score: Raw -594651.242448 + Penalty 854.785303 = -593796.457145 nChanged 57 SP:Iteration 48Q (4139.425023 sec): 3 clusters Score: Raw -594657.930501 + Penalty 854.785303 = -593803.145198 nChanged 57 SP:Iteration 49Q (4139.480947 sec): 3 clusters Score: Raw -594664.223504 + Penalty 854.785303 = -593809.438200 nChanged 54 SP:Iteration 50Q (4139.528542 sec): 3 clusters Score: Raw -594670.519949 + Penalty 854.785303 = -593815.734646 nChanged 50 SP:Iteration 51Q (4139.584345 sec): 3 clusters Score: Raw -594677.621974 + Penalty 854.785303 = -593822.836671 nChanged 64 SP:Iteration 52Q (4139.633085 sec): 3 clusters Score: Raw -594688.422740 + Penalty 854.785303 = -593833.637437 nChanged 72 SP:Iteration 53Q (4139.685308 sec): 3 clusters Score: Raw -594700.951191 + Penalty 854.785303 = -593846.165888 nChanged 80 SP:Iteration 54Q (4139.738643 sec): 3 clusters Score: Raw -594713.374594 + Penalty 854.785303 = -593858.589291 nChanged 75 SP:Iteration 55Q (4139.792688 sec): 3 clusters Score: Raw -594724.380453 + Penalty 854.785303 = -593869.595149 nChanged 67 SP:Iteration 56Q (4139.855599 sec): 3 clusters Score: Raw -594734.042916 + Penalty 854.785303 = -593879.257613 nChanged 74 SP:Iteration 57Q (4139.898190 sec): 3 clusters Score: Raw -594744.852438 + Penalty 854.785303 = -593890.067135 nChanged 67 SP:Iteration 58Q (4139.953261 sec): 3 clusters Score: Raw -594753.743695 + Penalty 854.785303 = -593898.958392 nChanged 57 SP:Iteration 59Q (4140.009780 sec): 3 clusters Score: Raw -594760.254371 + Penalty 854.785303 = -593905.469068 nChanged 46 SP:Iteration 60F (4140.064051 sec): 3 clusters Score: Raw -594765.625432 + Penalty 854.785303 = -593910.840129 nChanged 50 SP:Iteration 61Q (4140.121321 sec): 3 clusters Score: Raw -594772.227791 + Penalty 854.785303 = -593917.442488 nChanged 50 SP:Iteration 62Q (4140.169313 sec): 3 clusters Score: Raw -594777.414568 + Penalty 854.785303 = -593922.629265 nChanged 38 SP:Iteration 63Q (4140.229080 sec): 3 clusters Score: Raw -594780.655052 + Penalty 854.785303 = -593925.869749 nChanged 31 SP:Iteration 64Q (4140.272910 sec): 3 clusters Score: Raw -594782.781771 + Penalty 854.785303 = -593927.996467 nChanged 28 SP:Iteration 65Q (4140.340888 sec): 3 clusters Score: Raw -594784.987798 + Penalty 854.785303 = -593930.202495 nChanged 32 SP:Iteration 66Q (4140.386338 sec): 3 clusters Score: Raw -594788.081900 + Penalty 854.785303 = -593933.296596 nChanged 37 SP:Iteration 67Q (4140.442727 sec): 3 clusters Score: Raw -594791.871912 + Penalty 854.785303 = -593937.086609 nChanged 40 SP:Iteration 68Q (4140.498750 sec): 3 clusters Score: Raw -594795.874985 + Penalty 854.785303 = -593941.089682 nChanged 37 SP:Iteration 69Q (4140.550676 sec): 3 clusters Score: Raw -594799.695487 + Penalty 854.785303 = -593944.910184 nChanged 43 SP:Iteration 70Q (4140.611112 sec): 3 clusters Score: Raw -594805.071284 + Penalty 854.785303 = -593950.285981 nChanged 56 SP:Iteration 71Q (4140.670287 sec): 3 clusters Score: Raw -594811.721065 + Penalty 854.785303 = -593956.935762 nChanged 47 SP:Iteration 72Q (4140.724121 sec): 3 clusters Score: Raw -594816.842775 + Penalty 854.785303 = -593962.057472 nChanged 50 SP:Iteration 73Q (4140.778923 sec): 3 clusters Score: Raw -594823.245247 + Penalty 854.785303 = -593968.459943 nChanged 52 SP:Iteration 74Q (4140.836668 sec): 3 clusters Score: Raw -594828.972289 + Penalty 854.785303 = -593974.186986 nChanged 40 SP:Iteration 75Q (4140.884422 sec): 3 clusters Score: Raw -594834.147582 + Penalty 854.785303 = -593979.362278 nChanged 58 SP:Iteration 76Q (4140.937333 sec): 3 clusters Score: Raw -594841.497535 + Penalty 854.785303 = -593986.712232 nChanged 44 SP:Iteration 77Q (4140.985654 sec): 3 clusters Score: Raw -594846.392033 + Penalty 854.785303 = -593991.606730 nChanged 36 SP:Iteration 78Q (4141.045827 sec): 3 clusters Score: Raw -594850.201896 + Penalty 854.785303 = -593995.416592 nChanged 36 SP:Iteration 79Q (4141.095544 sec): 3 clusters Score: Raw -594854.575219 + Penalty 854.785303 = -593999.789916 nChanged 44 SP:Iteration 80F (4141.154275 sec): 3 clusters Score: Raw -594860.332903 + Penalty 854.785303 = -594005.547599 nChanged 52 SP:Iteration 81Q (4141.207428 sec): 3 clusters Score: Raw -594865.995158 + Penalty 854.785303 = -594011.209854 nChanged 35 SP:Iteration 82Q (4141.258042 sec): 3 clusters Score: Raw -594870.225177 + Penalty 854.785303 = -594015.439874 nChanged 38 SP:Iteration 83Q (4141.316992 sec): 3 clusters Score: Raw -594874.616983 + Penalty 854.785303 = -594019.831680 nChanged 40 SP:Iteration 84Q (4141.357681 sec): 3 clusters Score: Raw -594878.877023 + Penalty 854.785303 = -594024.091720 nChanged 36 SP:Iteration 85Q (4141.420320 sec): 3 clusters Score: Raw -594882.278326 + Penalty 854.785303 = -594027.493022 nChanged 33 SP:Iteration 86Q (4141.473610 sec): 3 clusters Score: Raw -594884.928553 + Penalty 854.785303 = -594030.143249 nChanged 27 SP:Iteration 87Q (4141.530755 sec): 3 clusters Score: Raw -594887.166187 + Penalty 854.785303 = -594032.380883 nChanged 29 SP:Iteration 88Q (4141.580980 sec): 3 clusters Score: Raw -594889.441195 + Penalty 854.785303 = -594034.655891 nChanged 29 SP:Iteration 89Q (4141.642341 sec): 3 clusters Score: Raw -594891.576994 + Penalty 854.785303 = -594036.791691 nChanged 26 SP:Iteration 90Q (4141.693428 sec): 3 clusters Score: Raw -594893.332190 + Penalty 854.785303 = -594038.546887 nChanged 29 SP:Iteration 91Q (4141.741474 sec): 3 clusters Score: Raw -594895.711878 + Penalty 854.785303 = -594040.926575 nChanged 32 SP:Iteration 92Q (4141.795412 sec): 3 clusters Score: Raw -594898.115586 + Penalty 854.785303 = -594043.330283 nChanged 36 SP:Iteration 93Q (4141.846165 sec): 3 clusters Score: Raw -594901.702288 + Penalty 854.785303 = -594046.916985 nChanged 37 SP:Iteration 94Q (4141.910008 sec): 3 clusters Score: Raw -594905.386251 + Penalty 854.785303 = -594050.600947 nChanged 38 SP:Iteration 95Q (4141.954367 sec): 3 clusters Score: Raw -594909.344228 + Penalty 854.785303 = -594054.558925 nChanged 37 SP:Iteration 96Q (4142.011894 sec): 3 clusters Score: Raw -594912.764244 + Penalty 854.785303 = -594057.978940 nChanged 29 SP:Iteration 97Q (4142.066664 sec): 3 clusters Score: Raw -594915.465781 + Penalty 854.785303 = -594060.680478 nChanged 33 SP:Iteration 98Q (4142.128549 sec): 3 clusters Score: Raw -594918.072439 + Penalty 854.785303 = -594063.287136 nChanged 22 SP:Iteration 99Q (4142.181496 sec): 3 clusters Score: Raw -594919.907008 + Penalty 854.785303 = -594065.121705 nChanged 28 SP:Iteration 100F (4142.238674 sec): 3 clusters Score: Raw -594922.895765 + Penalty 854.785303 = -594068.110462 nChanged 32 SP:Iteration 101Q (4142.297152 sec): 3 clusters Score: Raw -594926.005511 + Penalty 854.785303 = -594071.220207 nChanged 34 SP:Iteration 102Q (4142.341381 sec): 3 clusters Score: Raw -594930.101388 + Penalty 854.785303 = -594075.316084 nChanged 40 SP:Iteration 103Q (4142.393296 sec): 3 clusters Score: Raw -594934.387779 + Penalty 854.785303 = -594079.602476 nChanged 43 SP:Iteration 104Q (4142.437530 sec): 3 clusters Score: Raw -594939.215349 + Penalty 854.785303 = -594084.430045 nChanged 41 SP:Iteration 105Q (4142.493157 sec): 3 clusters Score: Raw -594944.094704 + Penalty 854.785303 = -594089.309401 nChanged 43 SP:Iteration 106Q (4142.544220 sec): 3 clusters Score: Raw -594949.470696 + Penalty 854.785303 = -594094.685392 nChanged 49 SP:Iteration 107Q (4142.600327 sec): 3 clusters Score: Raw -594955.560362 + Penalty 854.785303 = -594100.775058 nChanged 51 SP:Iteration 108Q (4142.662967 sec): 3 clusters Score: Raw -594961.343237 + Penalty 854.785303 = -594106.557934 nChanged 45 SP:Iteration 109Q (4142.717739 sec): 3 clusters Score: Raw -594966.976781 + Penalty 854.785303 = -594112.191478 nChanged 53 SP:Iteration 110Q (4142.762562 sec): 3 clusters Score: Raw -594974.952831 + Penalty 854.785303 = -594120.167528 nChanged 53 SP:Iteration 111Q (4142.818110 sec): 3 clusters Score: Raw -594983.380952 + Penalty 854.785303 = -594128.595649 nChanged 60 SP:Iteration 112Q (4142.869647 sec): 3 clusters Score: Raw -594992.867388 + Penalty 854.785303 = -594138.082085 nChanged 65 SP:Iteration 113Q (4142.936123 sec): 3 clusters Score: Raw -595005.011542 + Penalty 854.785303 = -594150.226238 nChanged 72 SP:Iteration 114Q (4142.983517 sec): 3 clusters Score: Raw -595018.832213 + Penalty 854.785303 = -594164.046910 nChanged 61 SP:Iteration 115Q (4143.041134 sec): 3 clusters Score: Raw -595029.315364 + Penalty 854.785303 = -594174.530061 nChanged 62 SP:Iteration 116Q (4143.089418 sec): 3 clusters Score: Raw -595041.727726 + Penalty 854.785303 = -594186.942423 nChanged 63 SP:Iteration 117Q (4143.146377 sec): 3 clusters Score: Raw -595053.965053 + Penalty 854.785303 = -594199.179750 nChanged 63 SP:Iteration 118Q (4143.204832 sec): 3 clusters Score: Raw -595064.785950 + Penalty 854.785303 = -594210.000646 nChanged 68 SP:Iteration 119Q (4143.258270 sec): 3 clusters Score: Raw -595077.042240 + Penalty 854.785303 = -594222.256937 nChanged 62 SP:Iteration 120F (4143.321915 sec): 3 clusters Score: Raw -595087.522280 + Penalty 854.785303 = -594232.736977 nChanged 60 SP:Iteration 121Q (4143.365255 sec): 3 clusters Score: Raw -595098.628821 + Penalty 854.785303 = -594243.843517 nChanged 75 SP:Iteration 122Q (4143.426087 sec): 3 clusters Score: Raw -595114.621885 + Penalty 854.785303 = -594259.836582 nChanged 70 SP:Iteration 123Q (4143.471720 sec): 3 clusters Score: Raw -595131.000584 + Penalty 854.785303 = -594276.215281 nChanged 61 SP:Iteration 124Q (4143.525908 sec): 3 clusters Score: Raw -595143.618693 + Penalty 854.785303 = -594288.833389 nChanged 63 SP:Iteration 125Q (4143.581810 sec): 3 clusters Score: Raw -595155.076266 + Penalty 854.785303 = -594300.290963 nChanged 59 SP:Iteration 126Q (4143.640038 sec): 3 clusters Score: Raw -595167.337285 + Penalty 854.785303 = -594312.551982 nChanged 43 SP:Iteration 127Q (4143.689689 sec): 3 clusters Score: Raw -595175.484808 + Penalty 854.785303 = -594320.699504 nChanged 44 SP:Iteration 128Q (4143.734140 sec): 3 clusters Score: Raw -595182.940179 + Penalty 854.785303 = -594328.154876 nChanged 38 SP:Iteration 129Q (4143.775662 sec): 3 clusters Score: Raw -595190.135111 + Penalty 854.785303 = -594335.349808 nChanged 37 SP:Iteration 130Q (4143.827881 sec): 3 clusters Score: Raw -595195.698559 + Penalty 854.785303 = -594340.913256 nChanged 34 SP:Iteration 131Q (4143.892257 sec): 3 clusters Score: Raw -595200.208560 + Penalty 854.785303 = -594345.423257 nChanged 24 SP:Iteration 132Q (4143.945215 sec): 3 clusters Score: Raw -595202.687437 + Penalty 854.785303 = -594347.902133 nChanged 21 SP:Iteration 133Q (4143.990752 sec): 3 clusters Score: Raw -595205.476688 + Penalty 854.785303 = -594350.691385 nChanged 19 SP:Iteration 134Q (4144.046408 sec): 3 clusters Score: Raw -595207.644579 + Penalty 854.785303 = -594352.859276 nChanged 19 SP:Iteration 135Q (4144.102315 sec): 3 clusters Score: Raw -595209.200393 + Penalty 854.785303 = -594354.415090 nChanged 17 SP:Iteration 136Q (4144.145833 sec): 3 clusters Score: Raw -595211.042281 + Penalty 854.785303 = -594356.256977 nChanged 19 SP:Iteration 137Q (4144.204154 sec): 3 clusters Score: Raw -595212.652500 + Penalty 854.785303 = -594357.867196 nChanged 17 SP:Iteration 138Q (4144.251882 sec): 3 clusters Score: Raw -595215.127060 + Penalty 854.785303 = -594360.341757 nChanged 25 SP:Iteration 139Q (4144.300089 sec): 3 clusters Score: Raw -595219.245276 + Penalty 854.785303 = -594364.459972 nChanged 24 SP:Iteration 140F (4144.352033 sec): 3 clusters Score: Raw -595223.775182 + Penalty 854.785303 = -594368.989879 nChanged 24 SP:Iteration 141Q (4144.408659 sec): 3 clusters Score: Raw -595227.955530 + Penalty 854.785303 = -594373.170226 nChanged 29 SP:Iteration 142Q (4144.461611 sec): 3 clusters Score: Raw -595234.732013 + Penalty 854.785303 = -594379.946709 nChanged 31 SP:Iteration 143Q (4144.503263 sec): 3 clusters Score: Raw -595239.314165 + Penalty 854.785303 = -594384.528861 nChanged 24 SP:Iteration 144Q (4144.561840 sec): 3 clusters Score: Raw -595243.744531 + Penalty 854.785303 = -594388.959228 nChanged 24 SP:Iteration 145Q (4144.612238 sec): 3 clusters Score: Raw -595247.946714 + Penalty 854.785303 = -594393.161411 nChanged 27 SP:Iteration 146Q (4144.659528 sec): 3 clusters Score: Raw -595251.533343 + Penalty 854.785303 = -594396.748040 nChanged 27 SP:Iteration 147Q (4144.711633 sec): 3 clusters Score: Raw -595256.126427 + Penalty 854.785303 = -594401.341124 nChanged 29 SP:Iteration 148Q (4144.766336 sec): 3 clusters Score: Raw -595261.498856 + Penalty 854.785303 = -594406.713553 nChanged 28 SP:Iteration 149Q (4144.809331 sec): 3 clusters Score: Raw -595267.270004 + Penalty 854.785303 = -594412.484701 nChanged 27 SP:Iteration 150Q (4144.861419 sec): 3 clusters Score: Raw -595272.783145 + Penalty 854.785303 = -594417.997842 nChanged 29 SP:Iteration 151Q (4144.914735 sec): 3 clusters Score: Raw -595277.722195 + Penalty 854.785303 = -594422.936892 nChanged 27 SP:Iteration 152Q (4144.968724 sec): 3 clusters Score: Raw -595282.062473 + Penalty 854.785303 = -594427.277170 nChanged 24 SP:Iteration 153Q (4145.015588 sec): 3 clusters Score: Raw -595285.697791 + Penalty 854.785303 = -594430.912487 nChanged 24 SP:Iteration 154Q (4145.071920 sec): 3 clusters Score: Raw -595288.969189 + Penalty 854.785303 = -594434.183885 nChanged 26 SP:Iteration 155Q (4145.120023 sec): 3 clusters Score: Raw -595292.667039 + Penalty 854.785303 = -594437.881736 nChanged 28 SP:Iteration 156Q (4145.168327 sec): 3 clusters Score: Raw -595297.097061 + Penalty 854.785303 = -594442.311757 nChanged 31 SP:Iteration 157Q (4145.224025 sec): 3 clusters Score: Raw -595301.488689 + Penalty 854.785303 = -594446.703386 nChanged 26 SP:Iteration 158Q (4145.277344 sec): 3 clusters Score: Raw -595305.669431 + Penalty 854.785303 = -594450.884128 nChanged 22 SP:Iteration 159Q (4145.338039 sec): 3 clusters Score: Raw -595309.281734 + Penalty 854.785303 = -594454.496430 nChanged 24 SP:Iteration 160F (4145.388004 sec): 3 clusters Score: Raw -595312.927170 + Penalty 854.785303 = -594458.141866 nChanged 28 SP:Iteration 161Q (4145.435841 sec): 3 clusters Score: Raw -595316.943978 + Penalty 854.785303 = -594462.158675 nChanged 28 SP:Iteration 162Q (4145.496181 sec): 3 clusters Score: Raw -595320.766331 + Penalty 854.785303 = -594465.981028 nChanged 32 SP:Iteration 163Q (4145.543299 sec): 3 clusters Score: Raw -595325.453224 + Penalty 854.785303 = -594470.667921 nChanged 29 SP:Iteration 164Q (4145.601221 sec): 3 clusters Score: Raw -595330.582627 + Penalty 854.785303 = -594475.797323 nChanged 37 SP:Iteration 165Q (4145.654063 sec): 3 clusters Score: Raw -595338.590377 + Penalty 854.785303 = -594483.805074 nChanged 45 SP:Iteration 166Q (4145.709959 sec): 3 clusters Score: Raw -595350.057193 + Penalty 854.785303 = -594495.271890 nChanged 37 SP:Iteration 167Q (4145.776359 sec): 3 clusters Score: Raw -595359.400001 + Penalty 854.785303 = -594504.614697 nChanged 36 SP:Iteration 168Q (4145.834136 sec): 3 clusters Score: Raw -595369.266086 + Penalty 854.785303 = -594514.480783 nChanged 40 SP:Iteration 169Q (4145.894550 sec): 3 clusters Score: Raw -595379.197972 + Penalty 854.785303 = -594524.412668 nChanged 36 SP:Iteration 170Q (4145.947019 sec): 3 clusters Score: Raw -595389.321145 + Penalty 854.785303 = -594534.535842 nChanged 36 SP:Iteration 171Q (4146.002877 sec): 3 clusters Score: Raw -595398.854750 + Penalty 854.785303 = -594544.069446 nChanged 43 SP:Iteration 172Q (4146.063867 sec): 3 clusters Score: Raw -595408.801409 + Penalty 854.785303 = -594554.016106 nChanged 39 SP:Iteration 173Q (4146.115727 sec): 3 clusters Score: Raw -595419.735105 + Penalty 854.785303 = -594564.949801 nChanged 39 SP:Iteration 174Q (4146.171200 sec): 3 clusters Score: Raw -595434.744210 + Penalty 854.785303 = -594579.958906 nChanged 37 SP:Iteration 175Q (4146.231344 sec): 3 clusters Score: Raw -595446.775313 + Penalty 854.785303 = -594591.990010 nChanged 46 SP:Iteration 176Q (4146.290063 sec): 3 clusters Score: Raw -595463.371418 + Penalty 854.785303 = -594608.586114 nChanged 50 SP:Iteration 177Q (4146.340513 sec): 3 clusters Score: Raw -595478.787742 + Penalty 854.785303 = -594624.002439 nChanged 40 SP:Iteration 178Q (4146.404927 sec): 3 clusters Score: Raw -595489.003711 + Penalty 854.785303 = -594634.218408 nChanged 35 SP:Iteration 179Q (4146.451067 sec): 3 clusters Score: Raw -595497.395750 + Penalty 854.785303 = -594642.610446 nChanged 23 SP:Iteration 180F (4146.511594 sec): 3 clusters Score: Raw -595503.328357 + Penalty 854.785303 = -594648.543054 nChanged 33 SP:Iteration 181Q (4146.564368 sec): 3 clusters Score: Raw -595515.028150 + Penalty 854.785303 = -594660.242846 nChanged 31 SP:Iteration 182Q (4146.622566 sec): 3 clusters Score: Raw -595524.236826 + Penalty 854.785303 = -594669.451522 nChanged 27 SP:Iteration 183Q (4146.678280 sec): 3 clusters Score: Raw -595532.418435 + Penalty 854.785303 = -594677.633132 nChanged 27 SP:Iteration 184Q (4146.730427 sec): 3 clusters Score: Raw -595543.321196 + Penalty 854.785303 = -594688.535892 nChanged 30 SP:Iteration 185Q (4146.775340 sec): 3 clusters Score: Raw -595555.190184 + Penalty 854.785303 = -594700.404881 nChanged 26 SP:Iteration 186Q (4146.837522 sec): 3 clusters Score: Raw -595565.565737 + Penalty 854.785303 = -594710.780434 nChanged 18 SP:Iteration 187Q (4146.886510 sec): 3 clusters Score: Raw -595574.035768 + Penalty 854.785303 = -594719.250464 nChanged 29 SP:Iteration 188Q (4146.949803 sec): 3 clusters Score: Raw -595586.714944 + Penalty 854.785303 = -594731.929641 nChanged 27 SP:Iteration 189Q (4146.991382 sec): 3 clusters Score: Raw -595600.726859 + Penalty 854.785303 = -594745.941556 nChanged 26 SP:Iteration 190Q (4147.045070 sec): 3 clusters Score: Raw -595613.491968 + Penalty 854.785303 = -594758.706665 nChanged 15 SP:Iteration 191Q (4147.102735 sec): 3 clusters Score: Raw -595620.600258 + Penalty 854.785303 = -594765.814955 nChanged 8 SP:Iteration 192Q (4147.159633 sec): 3 clusters Score: Raw -595623.945236 + Penalty 854.785303 = -594769.159933 nChanged 8 SP:Iteration 193Q (4147.220872 sec): 3 clusters Score: Raw -595627.483085 + Penalty 854.785303 = -594772.697782 nChanged 6 SP:Iteration 194Q (4147.284235 sec): 3 clusters Score: Raw -595630.284988 + Penalty 854.785303 = -594775.499684 nChanged 6 SP:Iteration 195Q (4147.331126 sec): 3 clusters Score: Raw -595633.214365 + Penalty 854.785303 = -594778.429062 nChanged 10 SP:Iteration 196Q (4147.387462 sec): 3 clusters Score: Raw -595639.377514 + Penalty 854.785303 = -594784.592211 nChanged 16 SP:Iteration 197Q (4147.441502 sec): 3 clusters Score: Raw -595649.259122 + Penalty 854.785303 = -594794.473818 nChanged 11 SP:Iteration 198Q (4147.498734 sec): 3 clusters Score: Raw -595654.539617 + Penalty 854.785303 = -594799.754313 nChanged 11 SP:Iteration 199Q (4147.562743 sec): 3 clusters Score: Raw -595658.418866 + Penalty 854.785303 = -594803.633562 nChanged 8 SP:Iteration 200F (4147.625108 sec): 3 clusters Score: Raw -595660.733398 + Penalty 854.785303 = -594805.948095 nChanged 6 SP:Iteration 201Q (4147.677191 sec): 3 clusters Score: Raw -595663.676166 + Penalty 854.785303 = -594808.890863 nChanged 5 SP:Iteration 202Q (4147.730248 sec): 3 clusters Score: Raw -595665.927770 + Penalty 854.785303 = -594811.142467 nChanged 4 SP:Iteration 203Q (4147.785663 sec): 3 clusters Score: Raw -595669.000080 + Penalty 854.785303 = -594814.214776 nChanged 4 SP:Iteration 204Q (4147.834600 sec): 3 clusters Score: Raw -595670.016249 + Penalty 854.785303 = -594815.230945 nChanged 3 SP:Iteration 205Q (4147.896220 sec): 3 clusters Score: Raw -595670.851484 + Penalty 854.785303 = -594816.066180 nChanged 2 SP:Iteration 206Q (4147.956789 sec): 3 clusters Score: Raw -595671.197644 + Penalty 854.785303 = -594816.412340 nChanged 2 SP:Iteration 207Q (4148.012003 sec): 3 clusters Score: Raw -595671.957239 + Penalty 854.785303 = -594817.171935 nChanged 3 SP:Iteration 208Q (4148.072358 sec): 3 clusters Score: Raw -595673.045117 + Penalty 854.785303 = -594818.259813 nChanged 5 SP:Iteration 209Q (4148.120024 sec): 3 clusters Score: Raw -595674.851239 + Penalty 854.785303 = -594820.065936 nChanged 4 SP:Iteration 210Q (4148.176353 sec): 3 clusters Score: Raw -595677.477187 + Penalty 854.785303 = -594822.691883 nChanged 7 SP:Iteration 211Q (4148.227431 sec): 3 clusters Score: Raw -595680.840729 + Penalty 854.785303 = -594826.055425 nChanged 3 SP:Iteration 212Q (4148.291116 sec): 3 clusters Score: Raw -595682.366408 + Penalty 854.785303 = -594827.581104 nChanged 2 SP:Iteration 213Q (4148.352682 sec): 3 clusters Score: Raw -595683.237799 + Penalty 854.785303 = -594828.452496 nChanged 2 SP:Iteration 214Q (4148.410634 sec): 3 clusters Score: Raw -595684.703589 + Penalty 854.785303 = -594829.918286 nChanged 1 SP:Iteration 215Q (4148.450809 sec): 3 clusters Score: Raw -595684.913774 + Penalty 854.785303 = -594830.128470 nChanged 3 SP:Iteration 216Q (4148.500382 sec): 3 clusters Score: Raw -595686.194769 + Penalty 854.785303 = -594831.409465 nChanged 4 SP:Iteration 217Q (4148.560769 sec): 3 clusters Score: Raw -595687.516460 + Penalty 854.785303 = -594832.731157 nChanged 2 SP:Iteration 218Q (4148.621118 sec): 3 clusters Score: Raw -595687.921357 + Penalty 854.785303 = -594833.136054 nChanged 0 SP:Iteration 219F (4148.681537 sec): 3 clusters Score: Raw -595687.921357 + Penalty 854.785303 = -594833.136054 nChanged 0 Trying to split cluster 8 (1700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4148.703658 sec): 2 clusters Score: Raw -76395.030290 + Penalty 338.446451 = -76056.583840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4148.752924 sec): 3 clusters Score: Raw -75463.540175 + Penalty 676.892901 = -74786.647274 nChanged 738 SP:Iteration 1F (4148.799774 sec): 3 clusters Score: Raw -75995.539637 + Penalty 676.892901 = -75318.646736 nChanged 184 SP:Iteration 2F (4148.839931 sec): 3 clusters Score: Raw -76201.383886 + Penalty 676.892901 = -75524.490985 nChanged 158 SP:Iteration 3F (4148.894399 sec): 3 clusters Score: Raw -76438.599280 + Penalty 676.892901 = -75761.706379 nChanged 143 SP:Iteration 4F (4148.945627 sec): 3 clusters Score: Raw -76659.749534 + Penalty 676.892901 = -75982.856633 nChanged 104 SP:Iteration 5F (4148.985158 sec): 3 clusters Score: Raw -76775.398951 + Penalty 676.892901 = -76098.506050 nChanged 68 SP:Iteration 6Q (4149.036097 sec): 3 clusters Score: Raw -76837.299550 + Penalty 676.892901 = -76160.406648 nChanged 56 SP:Iteration 7Q (4149.084560 sec): 3 clusters Score: Raw -76888.717207 + Penalty 676.892901 = -76211.824305 nChanged 56 SP:Iteration 8Q (4149.135267 sec): 3 clusters Score: Raw -76941.507168 + Penalty 676.892901 = -76264.614267 nChanged 44 SP:Iteration 9Q (4149.187648 sec): 3 clusters Score: Raw -76979.480071 + Penalty 676.892901 = -76302.587170 nChanged 40 SP:Iteration 10Q (4149.237056 sec): 3 clusters Score: Raw -77018.533562 + Penalty 676.892901 = -76341.640661 nChanged 42 SP:Iteration 11Q (4149.298249 sec): 3 clusters Score: Raw -77067.990570 + Penalty 676.892901 = -76391.097669 nChanged 32 SP:Iteration 12Q (4149.348545 sec): 3 clusters Score: Raw -77123.226589 + Penalty 676.892901 = -76446.333687 nChanged 40 SP:Iteration 13Q (4149.398047 sec): 3 clusters Score: Raw -77191.956346 + Penalty 676.892901 = -76515.063444 nChanged 33 SP:Iteration 14Q (4149.442524 sec): 3 clusters Score: Raw -77259.372210 + Penalty 676.892901 = -76582.479309 nChanged 20 SP:Iteration 15Q (4149.484216 sec): 3 clusters Score: Raw -77289.965395 + Penalty 676.892901 = -76613.072494 nChanged 16 SP:Iteration 16Q (4149.526237 sec): 3 clusters Score: Raw -77306.172214 + Penalty 676.892901 = -76629.279313 nChanged 12 SP:Iteration 17Q (4149.576107 sec): 3 clusters Score: Raw -77315.216724 + Penalty 676.892901 = -76638.323823 nChanged 9 SP:Iteration 18Q (4149.632734 sec): 3 clusters Score: Raw -77325.598450 + Penalty 676.892901 = -76648.705549 nChanged 6 SP:Iteration 19Q (4149.684513 sec): 3 clusters Score: Raw -77329.054822 + Penalty 676.892901 = -76652.161920 nChanged 5 SP:Iteration 20F (4149.732146 sec): 3 clusters Score: Raw -77330.342948 + Penalty 676.892901 = -76653.450046 nChanged 4 SP:Iteration 21Q (4149.777393 sec): 3 clusters Score: Raw -77331.680715 + Penalty 676.892901 = -76654.787814 nChanged 6 SP:Iteration 22Q (4149.827377 sec): 3 clusters Score: Raw -77334.733384 + Penalty 676.892901 = -76657.840483 nChanged 8 SP:Iteration 23Q (4149.884829 sec): 3 clusters Score: Raw -77338.306550 + Penalty 676.892901 = -76661.413649 nChanged 7 SP:Iteration 24Q (4149.930235 sec): 3 clusters Score: Raw -77340.887474 + Penalty 676.892901 = -76663.994573 nChanged 7 SP:Iteration 25Q (4149.979693 sec): 3 clusters Score: Raw -77342.594997 + Penalty 676.892901 = -76665.702096 nChanged 4 SP:Iteration 26Q (4150.039201 sec): 3 clusters Score: Raw -77343.977338 + Penalty 676.892901 = -76667.084437 nChanged 4 SP:Iteration 27Q (4150.089594 sec): 3 clusters Score: Raw -77345.179189 + Penalty 676.892901 = -76668.286288 nChanged 2 SP:Iteration 28Q (4150.138372 sec): 3 clusters Score: Raw -77345.414433 + Penalty 676.892901 = -76668.521532 nChanged 1 SP:Iteration 29Q (4150.194710 sec): 3 clusters Score: Raw -77345.810633 + Penalty 676.892901 = -76668.917732 nChanged 0 SP:Iteration 30F (4150.246421 sec): 3 clusters Score: Raw -77345.810633 + Penalty 676.892901 = -76668.917732 nChanged 0 Score: Raw -56267566.851266 + Penalty 23468.346615 = -56244098.504651 Splitting cluster 8 changes total score from -56242731.885582 to -56244098.504651 So it's getting split into cluster 37. Trying to split cluster 9 (136358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4164.052644 sec): 2 clusters Score: Raw -6904374.917687 + Penalty 537.948277 = -6903836.969410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4164.231039 sec): 3 clusters Score: Raw -6812502.574986 + Penalty 1075.896554 = -6811426.678432 nChanged 66869 SP:Iteration 1F (4164.394539 sec): 3 clusters Score: Raw -6856151.543719 + Penalty 1075.896554 = -6855075.647165 nChanged 8546 SP:Iteration 2F (4164.567929 sec): 3 clusters Score: Raw -6860793.586772 + Penalty 1075.896554 = -6859717.690218 nChanged 9687 SP:Iteration 3F (4164.729888 sec): 3 clusters Score: Raw -6867305.666822 + Penalty 1075.896554 = -6866229.770268 nChanged 10516 SP:Iteration 4F (4164.896386 sec): 3 clusters Score: Raw -6876042.901180 + Penalty 1075.896554 = -6874967.004626 nChanged 10317 SP:Iteration 5F (4165.071640 sec): 3 clusters Score: Raw -6885862.414334 + Penalty 1075.896554 = -6884786.517780 nChanged 8480 SP:Iteration 6F (4165.230724 sec): 3 clusters Score: Raw -6892667.125172 + Penalty 1075.896554 = -6891591.228618 nChanged 6095 SP:Iteration 7Q (4165.418080 sec): 3 clusters Score: Raw -6896118.926800 + Penalty 1075.896554 = -6895043.030245 nChanged 4100 SP:Iteration 8Q (4165.597829 sec): 3 clusters Score: Raw -6898337.441731 + Penalty 1075.896554 = -6897261.545176 nChanged 3493 SP:Iteration 9Q (4165.781718 sec): 3 clusters Score: Raw -6900360.220284 + Penalty 1075.896554 = -6899284.323730 nChanged 3142 SP:Iteration 10Q (4165.969669 sec): 3 clusters Score: Raw -6902381.286092 + Penalty 1075.896554 = -6901305.389537 nChanged 2945 SP:Iteration 11Q (4166.153929 sec): 3 clusters Score: Raw -6904371.620565 + Penalty 1075.896554 = -6903295.724011 nChanged 2631 SP:Iteration 12Q (4166.348652 sec): 3 clusters Score: Raw -6905966.491327 + Penalty 1075.896554 = -6904890.594773 nChanged 2123 SP:Iteration 13Q (4166.536034 sec): 3 clusters Score: Raw -6907016.478922 + Penalty 1075.896554 = -6905940.582367 nChanged 1687 SP:Iteration 14Q (4166.705734 sec): 3 clusters Score: Raw -6907616.738712 + Penalty 1075.896554 = -6906540.842158 nChanged 1285 SP:Iteration 15Q (4166.886014 sec): 3 clusters Score: Raw -6907950.824193 + Penalty 1075.896554 = -6906874.927638 nChanged 970 SP:Iteration 16Q (4167.062173 sec): 3 clusters Score: Raw -6908154.966496 + Penalty 1075.896554 = -6907079.069942 nChanged 734 SP:Iteration 17Q (4167.246337 sec): 3 clusters Score: Raw -6908269.359686 + Penalty 1075.896554 = -6907193.463132 nChanged 554 SP:Iteration 18Q (4167.433676 sec): 3 clusters Score: Raw -6908339.860832 + Penalty 1075.896554 = -6907263.964278 nChanged 436 SP:Iteration 19Q (4167.604889 sec): 3 clusters Score: Raw -6908386.088574 + Penalty 1075.896554 = -6907310.192019 nChanged 394 SP:Iteration 20F (4167.785500 sec): 3 clusters Score: Raw -6908424.420480 + Penalty 1075.896554 = -6907348.523926 nChanged 350 SP:Iteration 21Q (4167.967891 sec): 3 clusters Score: Raw -6908451.761022 + Penalty 1075.896554 = -6907375.864467 nChanged 299 SP:Iteration 22Q (4168.155167 sec): 3 clusters Score: Raw -6908473.398172 + Penalty 1075.896554 = -6907397.501618 nChanged 279 SP:Iteration 23Q (4168.339979 sec): 3 clusters Score: Raw -6908490.975221 + Penalty 1075.896554 = -6907415.078667 nChanged 255 SP:Iteration 24Q (4168.536020 sec): 3 clusters Score: Raw -6908505.159464 + Penalty 1075.896554 = -6907429.262910 nChanged 231 SP:Iteration 25Q (4168.727883 sec): 3 clusters Score: Raw -6908516.715769 + Penalty 1075.896554 = -6907440.819214 nChanged 212 SP:Iteration 26Q (4168.906164 sec): 3 clusters Score: Raw -6908526.877872 + Penalty 1075.896554 = -6907450.981317 nChanged 211 SP:Iteration 27Q (4169.080990 sec): 3 clusters Score: Raw -6908536.279179 + Penalty 1075.896554 = -6907460.382625 nChanged 209 SP:Iteration 28Q (4169.256465 sec): 3 clusters Score: Raw -6908545.078857 + Penalty 1075.896554 = -6907469.182303 nChanged 187 SP:Iteration 29Q (4169.416121 sec): 3 clusters Score: Raw -6908552.189442 + Penalty 1075.896554 = -6907476.292888 nChanged 186 SP:Iteration 30Q (4169.590381 sec): 3 clusters Score: Raw -6908559.411973 + Penalty 1075.896554 = -6907483.515419 nChanged 183 SP:Iteration 31Q (4169.770143 sec): 3 clusters Score: Raw -6908566.406732 + Penalty 1075.896554 = -6907490.510178 nChanged 169 SP:Iteration 32Q (4169.948504 sec): 3 clusters Score: Raw -6908572.525616 + Penalty 1075.896554 = -6907496.629062 nChanged 145 SP:Iteration 33Q (4170.117913 sec): 3 clusters Score: Raw -6908577.882378 + Penalty 1075.896554 = -6907501.985824 nChanged 157 SP:Iteration 34Q (4170.300767 sec): 3 clusters Score: Raw -6908584.094479 + Penalty 1075.896554 = -6907508.197924 nChanged 163 SP:Iteration 35Q (4170.470416 sec): 3 clusters Score: Raw -6908590.032606 + Penalty 1075.896554 = -6907514.136051 nChanged 144 SP:Iteration 36Q (4170.659998 sec): 3 clusters Score: Raw -6908595.128076 + Penalty 1075.896554 = -6907519.231522 nChanged 156 SP:Iteration 37Q (4170.831444 sec): 3 clusters Score: Raw -6908600.650850 + Penalty 1075.896554 = -6907524.754296 nChanged 147 SP:Iteration 38Q (4171.000233 sec): 3 clusters Score: Raw -6908605.225006 + Penalty 1075.896554 = -6907529.328451 nChanged 124 SP:Iteration 39Q (4171.169058 sec): 3 clusters Score: Raw -6908608.477755 + Penalty 1075.896554 = -6907532.581200 nChanged 108 SP:Iteration 40F (4171.331210 sec): 3 clusters Score: Raw -6908610.987944 + Penalty 1075.896554 = -6907535.091389 nChanged 89 SP:Iteration 41Q (4171.512915 sec): 3 clusters Score: Raw -6908612.971307 + Penalty 1075.896554 = -6907537.074752 nChanged 73 SP:Iteration 42Q (4171.699791 sec): 3 clusters Score: Raw -6908614.663761 + Penalty 1075.896554 = -6907538.767207 nChanged 65 SP:Iteration 43Q (4171.869004 sec): 3 clusters Score: Raw -6908616.065903 + Penalty 1075.896554 = -6907540.169349 nChanged 67 SP:Iteration 44Q (4172.041702 sec): 3 clusters Score: Raw -6908617.453343 + Penalty 1075.896554 = -6907541.556789 nChanged 75 SP:Iteration 45Q (4172.219221 sec): 3 clusters Score: Raw -6908619.103327 + Penalty 1075.896554 = -6907543.206773 nChanged 79 SP:Iteration 46Q (4172.400707 sec): 3 clusters Score: Raw -6908620.754165 + Penalty 1075.896554 = -6907544.857611 nChanged 71 SP:Iteration 47Q (4172.572218 sec): 3 clusters Score: Raw -6908622.238389 + Penalty 1075.896554 = -6907546.341835 nChanged 69 SP:Iteration 48Q (4172.732848 sec): 3 clusters Score: Raw -6908623.577324 + Penalty 1075.896554 = -6907547.680770 nChanged 71 SP:Iteration 49Q (4172.911662 sec): 3 clusters Score: Raw -6908624.941121 + Penalty 1075.896554 = -6907549.044567 nChanged 81 SP:Iteration 50Q (4173.094194 sec): 3 clusters Score: Raw -6908626.779206 + Penalty 1075.896554 = -6907550.882651 nChanged 77 SP:Iteration 51Q (4173.271645 sec): 3 clusters Score: Raw -6908628.405415 + Penalty 1075.896554 = -6907552.508861 nChanged 68 SP:Iteration 52Q (4173.448725 sec): 3 clusters Score: Raw -6908629.803313 + Penalty 1075.896554 = -6907553.906759 nChanged 60 SP:Iteration 53Q (4173.626344 sec): 3 clusters Score: Raw -6908630.952015 + Penalty 1075.896554 = -6907555.055461 nChanged 63 SP:Iteration 54Q (4173.803118 sec): 3 clusters Score: Raw -6908632.091664 + Penalty 1075.896554 = -6907556.195109 nChanged 57 SP:Iteration 55Q (4173.977869 sec): 3 clusters Score: Raw -6908632.995283 + Penalty 1075.896554 = -6907557.098729 nChanged 49 SP:Iteration 56Q (4174.152781 sec): 3 clusters Score: Raw -6908633.847707 + Penalty 1075.896554 = -6907557.951153 nChanged 50 SP:Iteration 57Q (4174.340845 sec): 3 clusters Score: Raw -6908634.637488 + Penalty 1075.896554 = -6907558.740934 nChanged 64 SP:Iteration 58Q (4174.507098 sec): 3 clusters Score: Raw -6908635.646927 + Penalty 1075.896554 = -6907559.750373 nChanged 49 SP:Iteration 59Q (4174.661276 sec): 3 clusters Score: Raw -6908636.473109 + Penalty 1075.896554 = -6907560.576555 nChanged 59 SP:Iteration 60F (4174.836171 sec): 3 clusters Score: Raw -6908637.679520 + Penalty 1075.896554 = -6907561.782965 nChanged 56 SP:Iteration 61Q (4175.004677 sec): 3 clusters Score: Raw -6908638.906597 + Penalty 1075.896554 = -6907563.010043 nChanged 55 SP:Iteration 62Q (4175.185532 sec): 3 clusters Score: Raw -6908639.967291 + Penalty 1075.896554 = -6907564.070736 nChanged 58 SP:Iteration 63Q (4175.358304 sec): 3 clusters Score: Raw -6908641.072037 + Penalty 1075.896554 = -6907565.175483 nChanged 59 SP:Iteration 64Q (4175.527273 sec): 3 clusters Score: Raw -6908642.368603 + Penalty 1075.896554 = -6907566.472049 nChanged 64 SP:Iteration 65Q (4175.691365 sec): 3 clusters Score: Raw -6908643.735632 + Penalty 1075.896554 = -6907567.839078 nChanged 60 SP:Iteration 66Q (4175.847587 sec): 3 clusters Score: Raw -6908644.848794 + Penalty 1075.896554 = -6907568.952240 nChanged 51 SP:Iteration 67Q (4176.022860 sec): 3 clusters Score: Raw -6908645.820306 + Penalty 1075.896554 = -6907569.923752 nChanged 42 SP:Iteration 68Q (4176.192043 sec): 3 clusters Score: Raw -6908646.528025 + Penalty 1075.896554 = -6907570.631471 nChanged 42 SP:Iteration 69Q (4176.354193 sec): 3 clusters Score: Raw -6908647.471610 + Penalty 1075.896554 = -6907571.575056 nChanged 55 SP:Iteration 70Q (4176.514033 sec): 3 clusters Score: Raw -6908648.833117 + Penalty 1075.896554 = -6907572.936563 nChanged 58 SP:Iteration 71Q (4176.687580 sec): 3 clusters Score: Raw -6908650.048749 + Penalty 1075.896554 = -6907574.152195 nChanged 52 SP:Iteration 72Q (4176.854986 sec): 3 clusters Score: Raw -6908650.997431 + Penalty 1075.896554 = -6907575.100876 nChanged 46 SP:Iteration 73Q (4177.033085 sec): 3 clusters Score: Raw -6908651.764602 + Penalty 1075.896554 = -6907575.868048 nChanged 32 SP:Iteration 74Q (4177.202222 sec): 3 clusters Score: Raw -6908652.213067 + Penalty 1075.896554 = -6907576.316512 nChanged 33 SP:Iteration 75Q (4177.380248 sec): 3 clusters Score: Raw -6908652.684451 + Penalty 1075.896554 = -6907576.787897 nChanged 35 SP:Iteration 76Q (4177.551957 sec): 3 clusters Score: Raw -6908653.073240 + Penalty 1075.896554 = -6907577.176686 nChanged 32 SP:Iteration 77Q (4177.723056 sec): 3 clusters Score: Raw -6908653.382971 + Penalty 1075.896554 = -6907577.486416 nChanged 30 SP:Iteration 78Q (4177.896033 sec): 3 clusters Score: Raw -6908653.714622 + Penalty 1075.896554 = -6907577.818067 nChanged 33 SP:Iteration 79Q (4178.077864 sec): 3 clusters Score: Raw -6908654.095985 + Penalty 1075.896554 = -6907578.199431 nChanged 33 SP:Iteration 80F (4178.252440 sec): 3 clusters Score: Raw -6908654.483278 + Penalty 1075.896554 = -6907578.586724 nChanged 31 SP:Iteration 81Q (4178.400939 sec): 3 clusters Score: Raw -6908654.843108 + Penalty 1075.896554 = -6907578.946554 nChanged 27 SP:Iteration 82Q (4178.589751 sec): 3 clusters Score: Raw -6908655.083516 + Penalty 1075.896554 = -6907579.186962 nChanged 19 SP:Iteration 83Q (4178.759890 sec): 3 clusters Score: Raw -6908655.224316 + Penalty 1075.896554 = -6907579.327762 nChanged 14 SP:Iteration 84Q (4178.933639 sec): 3 clusters Score: Raw -6908655.304641 + Penalty 1075.896554 = -6907579.408087 nChanged 13 SP:Iteration 85Q (4179.091567 sec): 3 clusters Score: Raw -6908655.406890 + Penalty 1075.896554 = -6907579.510335 nChanged 15 SP:Iteration 86Q (4179.268415 sec): 3 clusters Score: Raw -6908655.528797 + Penalty 1075.896554 = -6907579.632243 nChanged 11 SP:Iteration 87Q (4179.434665 sec): 3 clusters Score: Raw -6908655.599625 + Penalty 1075.896554 = -6907579.703070 nChanged 11 SP:Iteration 88Q (4179.614345 sec): 3 clusters Score: Raw -6908655.670009 + Penalty 1075.896554 = -6907579.773455 nChanged 6 SP:Iteration 89Q (4179.783921 sec): 3 clusters Score: Raw -6908655.694397 + Penalty 1075.896554 = -6907579.797842 nChanged 6 SP:Iteration 90Q (4179.952407 sec): 3 clusters Score: Raw -6908655.711171 + Penalty 1075.896554 = -6907579.814617 nChanged 7 SP:Iteration 91Q (4180.124549 sec): 3 clusters Score: Raw -6908655.731840 + Penalty 1075.896554 = -6907579.835286 nChanged 5 SP:Iteration 92Q (4180.290685 sec): 3 clusters Score: Raw -6908655.772897 + Penalty 1075.896554 = -6907579.876343 nChanged 6 SP:Iteration 93Q (4180.477282 sec): 3 clusters Score: Raw -6908655.813952 + Penalty 1075.896554 = -6907579.917398 nChanged 7 SP:Iteration 94Q (4180.634430 sec): 3 clusters Score: Raw -6908655.872720 + Penalty 1075.896554 = -6907579.976165 nChanged 12 SP:Iteration 95Q (4180.817776 sec): 3 clusters Score: Raw -6908655.959811 + Penalty 1075.896554 = -6907580.063256 nChanged 9 SP:Iteration 96Q (4181.005827 sec): 3 clusters Score: Raw -6908656.016275 + Penalty 1075.896554 = -6907580.119721 nChanged 8 SP:Iteration 97Q (4181.179190 sec): 3 clusters Score: Raw -6908656.064916 + Penalty 1075.896554 = -6907580.168361 nChanged 8 SP:Iteration 98Q (4181.340191 sec): 3 clusters Score: Raw -6908656.100049 + Penalty 1075.896554 = -6907580.203495 nChanged 5 SP:Iteration 99Q (4181.528384 sec): 3 clusters Score: Raw -6908656.136426 + Penalty 1075.896554 = -6907580.239871 nChanged 7 SP:Iteration 100F (4181.695324 sec): 3 clusters Score: Raw -6908656.180824 + Penalty 1075.896554 = -6907580.284270 nChanged 12 SP:Iteration 101Q (4181.859603 sec): 3 clusters Score: Raw -6908656.264007 + Penalty 1075.896554 = -6907580.367452 nChanged 9 SP:Iteration 102Q (4182.037795 sec): 3 clusters Score: Raw -6908656.309982 + Penalty 1075.896554 = -6907580.413428 nChanged 8 SP:Iteration 103Q (4182.212457 sec): 3 clusters Score: Raw -6908656.344276 + Penalty 1075.896554 = -6907580.447721 nChanged 7 SP:Iteration 104Q (4182.377616 sec): 3 clusters Score: Raw -6908656.373584 + Penalty 1075.896554 = -6907580.477030 nChanged 4 SP:Iteration 105Q (4182.548283 sec): 3 clusters Score: Raw -6908656.383039 + Penalty 1075.896554 = -6907580.486484 nChanged 1 SP:Iteration 106Q (4182.723427 sec): 3 clusters Score: Raw -6908656.384122 + Penalty 1075.896554 = -6907580.487568 nChanged 2 SP:Iteration 107Q (4182.913181 sec): 3 clusters Score: Raw -6908656.386642 + Penalty 1075.896554 = -6907580.490088 nChanged 2 SP:Iteration 108Q (4183.084505 sec): 3 clusters Score: Raw -6908656.391627 + Penalty 1075.896554 = -6907580.495073 nChanged 3 SP:Iteration 109Q (4183.255242 sec): 3 clusters Score: Raw -6908656.398827 + Penalty 1075.896554 = -6907580.502273 nChanged 2 SP:Iteration 110Q (4183.421784 sec): 3 clusters Score: Raw -6908656.403090 + Penalty 1075.896554 = -6907580.506536 nChanged 3 SP:Iteration 111Q (4183.605523 sec): 3 clusters Score: Raw -6908656.413624 + Penalty 1075.896554 = -6907580.517069 nChanged 1 SP:Iteration 112Q (4183.778676 sec): 3 clusters Score: Raw -6908656.415117 + Penalty 1075.896554 = -6907580.518563 nChanged 1 SP:Iteration 113Q (4183.923532 sec): 3 clusters Score: Raw -6908656.418007 + Penalty 1075.896554 = -6907580.521453 nChanged 0 SP:Iteration 114F (4184.092372 sec): 3 clusters Score: Raw -6908656.418007 + Penalty 1075.896554 = -6907580.521453 nChanged 0 Score: Raw -56271848.351587 + Penalty 24102.626253 = -56247745.725334 Splitting cluster 9 changes total score from -56242731.885582 to -56247745.725334 So it's getting split into cluster 38. Trying to split cluster 10 (120617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4199.450983 sec): 2 clusters Score: Raw -6399037.018162 + Penalty 532.367086 = -6398504.651076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4199.608338 sec): 3 clusters Score: Raw -6318139.074455 + Penalty 1064.734172 = -6317074.340283 nChanged 58974 SP:Iteration 1F (4199.767408 sec): 3 clusters Score: Raw -6354681.060953 + Penalty 1064.734172 = -6353616.326781 nChanged 4893 SP:Iteration 2Q (4199.937659 sec): 3 clusters Score: Raw -6356440.530796 + Penalty 1064.734172 = -6355375.796624 nChanged 5450 SP:Iteration 3Q (4200.105385 sec): 3 clusters Score: Raw -6358989.695384 + Penalty 1064.734172 = -6357924.961212 nChanged 6175 SP:Iteration 4F (4200.263136 sec): 3 clusters Score: Raw -6362860.634309 + Penalty 1064.734172 = -6361795.900137 nChanged 7080 SP:Iteration 5F (4200.421296 sec): 3 clusters Score: Raw -6368008.685800 + Penalty 1064.734172 = -6366943.951628 nChanged 7321 SP:Iteration 6F (4200.573229 sec): 3 clusters Score: Raw -6373488.635181 + Penalty 1064.734172 = -6372423.901009 nChanged 6680 SP:Iteration 7F (4200.728159 sec): 3 clusters Score: Raw -6378064.526729 + Penalty 1064.734172 = -6376999.792557 nChanged 5580 SP:Iteration 8Q (4200.886316 sec): 3 clusters Score: Raw -6381167.811018 + Penalty 1064.734172 = -6380103.076846 nChanged 4168 SP:Iteration 9Q (4201.043733 sec): 3 clusters Score: Raw -6383084.386699 + Penalty 1064.734172 = -6382019.652527 nChanged 3270 SP:Iteration 10Q (4201.203867 sec): 3 clusters Score: Raw -6384506.052488 + Penalty 1064.734172 = -6383441.318316 nChanged 2889 SP:Iteration 11Q (4201.367068 sec): 3 clusters Score: Raw -6385811.621152 + Penalty 1064.734172 = -6384746.886980 nChanged 2881 SP:Iteration 12Q (4201.523975 sec): 3 clusters Score: Raw -6387248.807494 + Penalty 1064.734172 = -6386184.073322 nChanged 2859 SP:Iteration 13Q (4201.678622 sec): 3 clusters Score: Raw -6388852.239399 + Penalty 1064.734172 = -6387787.505227 nChanged 2821 SP:Iteration 14Q (4201.835853 sec): 3 clusters Score: Raw -6390561.848987 + Penalty 1064.734172 = -6389497.114815 nChanged 2607 SP:Iteration 15Q (4201.979892 sec): 3 clusters Score: Raw -6392272.615293 + Penalty 1064.734172 = -6391207.881121 nChanged 2413 SP:Iteration 16Q (4202.116045 sec): 3 clusters Score: Raw -6393952.579583 + Penalty 1064.734172 = -6392887.845411 nChanged 2035 SP:Iteration 17Q (4202.273733 sec): 3 clusters Score: Raw -6395467.418108 + Penalty 1064.734172 = -6394402.683937 nChanged 1678 SP:Iteration 18Q (4202.436821 sec): 3 clusters Score: Raw -6396796.919856 + Penalty 1064.734172 = -6395732.185684 nChanged 1245 SP:Iteration 19Q (4202.582746 sec): 3 clusters Score: Raw -6397790.165630 + Penalty 1064.734172 = -6396725.431458 nChanged 829 SP:Iteration 20F (4202.731913 sec): 3 clusters Score: Raw -6398449.112557 + Penalty 1064.734172 = -6397384.378385 nChanged 542 SP:Iteration 21Q (4202.877435 sec): 3 clusters Score: Raw -6398887.305884 + Penalty 1064.734172 = -6397822.571712 nChanged 363 SP:Iteration 22Q (4203.029598 sec): 3 clusters Score: Raw -6399164.163478 + Penalty 1064.734172 = -6398099.429306 nChanged 275 SP:Iteration 23Q (4203.179683 sec): 3 clusters Score: Raw -6399346.559881 + Penalty 1064.734172 = -6398281.825709 nChanged 217 SP:Iteration 24Q (4203.315383 sec): 3 clusters Score: Raw -6399485.602745 + Penalty 1064.734172 = -6398420.868573 nChanged 178 SP:Iteration 25Q (4203.446036 sec): 3 clusters Score: Raw -6399572.427288 + Penalty 1064.734172 = -6398507.693116 nChanged 157 SP:Iteration 26Q (4203.588423 sec): 3 clusters Score: Raw -6399635.911886 + Penalty 1064.734172 = -6398571.177715 nChanged 124 SP:Iteration 27Q (4203.735250 sec): 3 clusters Score: Raw -6399686.394845 + Penalty 1064.734172 = -6398621.660673 nChanged 120 SP:Iteration 28Q (4203.874351 sec): 3 clusters Score: Raw -6399726.660132 + Penalty 1064.734172 = -6398661.925960 nChanged 98 SP:Iteration 29Q (4204.011404 sec): 3 clusters Score: Raw -6399757.768620 + Penalty 1064.734172 = -6398693.034448 nChanged 74 SP:Iteration 30Q (4204.161054 sec): 3 clusters Score: Raw -6399775.346651 + Penalty 1064.734172 = -6398710.612479 nChanged 57 SP:Iteration 31Q (4204.308426 sec): 3 clusters Score: Raw -6399785.806636 + Penalty 1064.734172 = -6398721.072464 nChanged 51 SP:Iteration 32Q (4204.457122 sec): 3 clusters Score: Raw -6399792.949566 + Penalty 1064.734172 = -6398728.215394 nChanged 34 SP:Iteration 33Q (4204.604079 sec): 3 clusters Score: Raw -6399796.869870 + Penalty 1064.734172 = -6398732.135698 nChanged 27 SP:Iteration 34Q (4204.744510 sec): 3 clusters Score: Raw -6399800.712941 + Penalty 1064.734172 = -6398735.978769 nChanged 26 SP:Iteration 35Q (4204.894697 sec): 3 clusters Score: Raw -6399803.510997 + Penalty 1064.734172 = -6398738.776825 nChanged 16 SP:Iteration 36Q (4205.041491 sec): 3 clusters Score: Raw -6399804.720842 + Penalty 1064.734172 = -6398739.986670 nChanged 10 SP:Iteration 37Q (4205.202378 sec): 3 clusters Score: Raw -6399805.323088 + Penalty 1064.734172 = -6398740.588916 nChanged 4 SP:Iteration 38Q (4205.346097 sec): 3 clusters Score: Raw -6399805.641765 + Penalty 1064.734172 = -6398740.907593 nChanged 4 SP:Iteration 39Q (4205.501405 sec): 3 clusters Score: Raw -6399805.899735 + Penalty 1064.734172 = -6398741.165563 nChanged 3 SP:Iteration 40F (4205.653181 sec): 3 clusters Score: Raw -6399828.131365 + Penalty 1064.734172 = -6398763.397193 nChanged 41 SP:Iteration 41Q (4205.783876 sec): 3 clusters Score: Raw -6399844.000959 + Penalty 1064.734172 = -6398779.266787 nChanged 50 SP:Iteration 42Q (4205.926859 sec): 3 clusters Score: Raw -6399857.843634 + Penalty 1064.734172 = -6398793.109462 nChanged 56 SP:Iteration 43Q (4206.073275 sec): 3 clusters Score: Raw -6399870.620187 + Penalty 1064.734172 = -6398805.886015 nChanged 49 SP:Iteration 44Q (4206.212493 sec): 3 clusters Score: Raw -6399878.701350 + Penalty 1064.734172 = -6398813.967178 nChanged 41 SP:Iteration 45Q (4206.368619 sec): 3 clusters Score: Raw -6399884.235562 + Penalty 1064.734172 = -6398819.501390 nChanged 35 SP:Iteration 46Q (4206.517745 sec): 3 clusters Score: Raw -6399889.042539 + Penalty 1064.734172 = -6398824.308367 nChanged 33 SP:Iteration 47Q (4206.665100 sec): 3 clusters Score: Raw -6399893.620552 + Penalty 1064.734172 = -6398828.886381 nChanged 33 SP:Iteration 48Q (4206.824113 sec): 3 clusters Score: Raw -6399897.525867 + Penalty 1064.734172 = -6398832.791695 nChanged 28 SP:Iteration 49Q (4206.971903 sec): 3 clusters Score: Raw -6399901.426414 + Penalty 1064.734172 = -6398836.692242 nChanged 31 SP:Iteration 50Q (4207.113472 sec): 3 clusters Score: Raw -6399906.739940 + Penalty 1064.734172 = -6398842.005768 nChanged 34 SP:Iteration 51Q (4207.256168 sec): 3 clusters Score: Raw -6399911.900151 + Penalty 1064.734172 = -6398847.165979 nChanged 35 SP:Iteration 52Q (4207.416927 sec): 3 clusters Score: Raw -6399916.833788 + Penalty 1064.734172 = -6398852.099616 nChanged 29 SP:Iteration 53Q (4207.572300 sec): 3 clusters Score: Raw -6399920.397080 + Penalty 1064.734172 = -6398855.662908 nChanged 29 SP:Iteration 54Q (4207.723223 sec): 3 clusters Score: Raw -6399923.791768 + Penalty 1064.734172 = -6398859.057596 nChanged 27 SP:Iteration 55Q (4207.862571 sec): 3 clusters Score: Raw -6399926.558638 + Penalty 1064.734172 = -6398861.824466 nChanged 29 SP:Iteration 56Q (4208.010346 sec): 3 clusters Score: Raw -6399929.058610 + Penalty 1064.734172 = -6398864.324438 nChanged 27 SP:Iteration 57Q (4208.143426 sec): 3 clusters Score: Raw -6399931.347758 + Penalty 1064.734172 = -6398866.613587 nChanged 25 SP:Iteration 58Q (4208.287727 sec): 3 clusters Score: Raw -6399933.991482 + Penalty 1064.734172 = -6398869.257310 nChanged 25 SP:Iteration 59Q (4208.437395 sec): 3 clusters Score: Raw -6399936.780377 + Penalty 1064.734172 = -6398872.046205 nChanged 20 SP:Iteration 60F (4208.588326 sec): 3 clusters Score: Raw -6399938.640716 + Penalty 1064.734172 = -6398873.906544 nChanged 23 SP:Iteration 61Q (4208.731782 sec): 3 clusters Score: Raw -6399940.882843 + Penalty 1064.734172 = -6398876.148671 nChanged 22 SP:Iteration 62Q (4208.890595 sec): 3 clusters Score: Raw -6399943.873950 + Penalty 1064.734172 = -6398879.139778 nChanged 30 SP:Iteration 63Q (4209.045236 sec): 3 clusters Score: Raw -6399947.901851 + Penalty 1064.734172 = -6398883.167680 nChanged 22 SP:Iteration 64Q (4209.192465 sec): 3 clusters Score: Raw -6399950.322655 + Penalty 1064.734172 = -6398885.588483 nChanged 25 SP:Iteration 65Q (4209.323490 sec): 3 clusters Score: Raw -6399952.680657 + Penalty 1064.734172 = -6398887.946485 nChanged 20 SP:Iteration 66Q (4209.476154 sec): 3 clusters Score: Raw -6399954.642831 + Penalty 1064.734172 = -6398889.908659 nChanged 18 SP:Iteration 67Q (4209.612974 sec): 3 clusters Score: Raw -6399956.356251 + Penalty 1064.734172 = -6398891.622079 nChanged 20 SP:Iteration 68Q (4209.755321 sec): 3 clusters Score: Raw -6399957.745984 + Penalty 1064.734172 = -6398893.011812 nChanged 14 SP:Iteration 69Q (4209.887682 sec): 3 clusters Score: Raw -6399958.529914 + Penalty 1064.734172 = -6398893.795742 nChanged 13 SP:Iteration 70Q (4210.033953 sec): 3 clusters Score: Raw -6399959.180632 + Penalty 1064.734172 = -6398894.446460 nChanged 10 SP:Iteration 71Q (4210.178988 sec): 3 clusters Score: Raw -6399959.597425 + Penalty 1064.734172 = -6398894.863253 nChanged 3 SP:Iteration 72Q (4210.326215 sec): 3 clusters Score: Raw -6399959.745526 + Penalty 1064.734172 = -6398895.011354 nChanged 3 SP:Iteration 73Q (4210.487457 sec): 3 clusters Score: Raw -6399959.940451 + Penalty 1064.734172 = -6398895.206279 nChanged 4 SP:Iteration 74Q (4210.634249 sec): 3 clusters Score: Raw -6399960.133063 + Penalty 1064.734172 = -6398895.398891 nChanged 4 SP:Iteration 75Q (4210.779520 sec): 3 clusters Score: Raw -6399960.245081 + Penalty 1064.734172 = -6398895.510909 nChanged 1 SP:Iteration 76Q (4210.924570 sec): 3 clusters Score: Raw -6399960.286285 + Penalty 1064.734172 = -6398895.552113 nChanged 1 SP:Iteration 77Q (4211.051941 sec): 3 clusters Score: Raw -6399960.304345 + Penalty 1064.734172 = -6398895.570173 nChanged 1 SP:Iteration 78Q (4211.193951 sec): 3 clusters Score: Raw -6399960.364003 + Penalty 1064.734172 = -6398895.629831 nChanged 2 SP:Iteration 79Q (4211.361155 sec): 3 clusters Score: Raw -6399960.438751 + Penalty 1064.734172 = -6398895.704580 nChanged 1 SP:Iteration 80F (4211.511958 sec): 3 clusters Score: Raw -6399960.470178 + Penalty 1064.734172 = -6398895.736006 nChanged 0 Score: Raw -56272771.803603 + Penalty 24736.905892 = -56248034.897711 Splitting cluster 10 changes total score from -56242731.885582 to -56248034.897711 So it's getting split into cluster 39. Trying to split cluster 11 (1337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4226.811585 sec): 2 clusters Score: Raw -73751.370770 + Penalty 327.517353 = -73423.853418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4226.859852 sec): 3 clusters Score: Raw -73059.838055 + Penalty 655.034706 = -72404.803349 nChanged 543 SP:Iteration 1F (4226.904448 sec): 3 clusters Score: Raw -73469.640422 + Penalty 655.034706 = -72814.605716 nChanged 154 SP:Iteration 2F (4226.938078 sec): 3 clusters Score: Raw -73614.022315 + Penalty 655.034706 = -72958.987609 nChanged 108 SP:Iteration 3F (4226.983847 sec): 3 clusters Score: Raw -73726.302772 + Penalty 655.034706 = -73071.268067 nChanged 90 SP:Iteration 4F (4227.018762 sec): 3 clusters Score: Raw -73822.302589 + Penalty 655.034706 = -73167.267883 nChanged 75 SP:Iteration 5F (4227.060771 sec): 3 clusters Score: Raw -73889.830726 + Penalty 655.034706 = -73234.796020 nChanged 49 SP:Iteration 6Q (4227.104535 sec): 3 clusters Score: Raw -73925.705619 + Penalty 655.034706 = -73270.670914 nChanged 25 SP:Iteration 7Q (4227.147309 sec): 3 clusters Score: Raw -73947.087937 + Penalty 655.034706 = -73292.053232 nChanged 14 SP:Iteration 8Q (4227.189201 sec): 3 clusters Score: Raw -73958.474723 + Penalty 655.034706 = -73303.440018 nChanged 13 SP:Iteration 9Q (4227.241995 sec): 3 clusters Score: Raw -73969.266560 + Penalty 655.034706 = -73314.231855 nChanged 15 SP:Iteration 10Q (4227.278891 sec): 3 clusters Score: Raw -73977.533532 + Penalty 655.034706 = -73322.498826 nChanged 12 SP:Iteration 11Q (4227.319269 sec): 3 clusters Score: Raw -73981.188716 + Penalty 655.034706 = -73326.154011 nChanged 3 SP:Iteration 12Q (4227.365428 sec): 3 clusters Score: Raw -73982.676234 + Penalty 655.034706 = -73327.641528 nChanged 2 SP:Iteration 13Q (4227.406537 sec): 3 clusters Score: Raw -73983.308796 + Penalty 655.034706 = -73328.274091 nChanged 3 SP:Iteration 14Q (4227.447212 sec): 3 clusters Score: Raw -73984.143114 + Penalty 655.034706 = -73329.108409 nChanged 1 SP:Iteration 15Q (4227.496109 sec): 3 clusters Score: Raw -73984.443517 + Penalty 655.034706 = -73329.408812 nChanged 1 SP:Iteration 16Q (4227.540921 sec): 3 clusters Score: Raw -73984.898787 + Penalty 655.034706 = -73329.864082 nChanged 3 SP:Iteration 17Q (4227.585907 sec): 3 clusters Score: Raw -73985.864757 + Penalty 655.034706 = -73330.830052 nChanged 5 SP:Iteration 18Q (4227.619462 sec): 3 clusters Score: Raw -73988.692305 + Penalty 655.034706 = -73333.657599 nChanged 4 SP:Iteration 19Q (4227.671201 sec): 3 clusters Score: Raw -73991.196302 + Penalty 655.034706 = -73336.161596 nChanged 3 SP:Iteration 20F (4227.716061 sec): 3 clusters Score: Raw -73993.253461 + Penalty 655.034706 = -73338.218755 nChanged 3 SP:Iteration 21Q (4227.766506 sec): 3 clusters Score: Raw -73994.800427 + Penalty 655.034706 = -73339.765722 nChanged 5 SP:Iteration 22Q (4227.812202 sec): 3 clusters Score: Raw -73998.223397 + Penalty 655.034706 = -73343.188691 nChanged 11 SP:Iteration 23Q (4227.854870 sec): 3 clusters Score: Raw -74003.882888 + Penalty 655.034706 = -73348.848183 nChanged 11 SP:Iteration 24Q (4227.895016 sec): 3 clusters Score: Raw -74009.111974 + Penalty 655.034706 = -73354.077268 nChanged 5 SP:Iteration 25Q (4227.938876 sec): 3 clusters Score: Raw -74011.260449 + Penalty 655.034706 = -73356.225744 nChanged 6 SP:Iteration 26Q (4227.986241 sec): 3 clusters Score: Raw -74014.665303 + Penalty 655.034706 = -73359.630597 nChanged 7 SP:Iteration 27Q (4228.027390 sec): 3 clusters Score: Raw -74018.287167 + Penalty 655.034706 = -73363.252461 nChanged 10 SP:Iteration 28Q (4228.072892 sec): 3 clusters Score: Raw -74023.491748 + Penalty 655.034706 = -73368.457042 nChanged 5 SP:Iteration 29Q (4228.112691 sec): 3 clusters Score: Raw -74025.459351 + Penalty 655.034706 = -73370.424646 nChanged 0 SP:Iteration 30F (4228.163326 sec): 3 clusters Score: Raw -74025.459351 + Penalty 655.034706 = -73370.424646 nChanged 0 Trying to split cluster 12 (1256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4228.181041 sec): 2 clusters Score: Raw -60864.477896 + Penalty 324.673774 = -60539.804122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4228.229606 sec): 3 clusters Score: Raw -60258.863048 + Penalty 649.347549 = -59609.515499 nChanged 495 SP:Iteration 1F (4228.277075 sec): 3 clusters Score: Raw -60544.044971 + Penalty 649.347549 = -59894.697422 nChanged 107 SP:Iteration 2F (4228.325970 sec): 3 clusters Score: Raw -60598.003284 + Penalty 649.347549 = -59948.655736 nChanged 80 SP:Iteration 3F (4228.363374 sec): 3 clusters Score: Raw -60650.037897 + Penalty 649.347549 = -60000.690348 nChanged 75 SP:Iteration 4F (4228.400515 sec): 3 clusters Score: Raw -60704.689073 + Penalty 649.347549 = -60055.341525 nChanged 66 SP:Iteration 5F (4228.444565 sec): 3 clusters Score: Raw -60753.770261 + Penalty 649.347549 = -60104.422713 nChanged 48 SP:Iteration 6Q (4228.487532 sec): 3 clusters Score: Raw -60785.719551 + Penalty 649.347549 = -60136.372003 nChanged 41 SP:Iteration 7Q (4228.526909 sec): 3 clusters Score: Raw -60813.872016 + Penalty 649.347549 = -60164.524468 nChanged 34 SP:Iteration 8Q (4228.571133 sec): 3 clusters Score: Raw -60836.423436 + Penalty 649.347549 = -60187.075887 nChanged 30 SP:Iteration 9Q (4228.622133 sec): 3 clusters Score: Raw -60851.654974 + Penalty 649.347549 = -60202.307426 nChanged 27 SP:Iteration 10Q (4228.659052 sec): 3 clusters Score: Raw -60864.701350 + Penalty 649.347549 = -60215.353801 nChanged 19 SP:Iteration 11Q (4228.704095 sec): 3 clusters Score: Raw -60871.142100 + Penalty 649.347549 = -60221.794551 nChanged 13 SP:Iteration 12Q (4228.747587 sec): 3 clusters Score: Raw -60876.212374 + Penalty 649.347549 = -60226.864825 nChanged 10 SP:Iteration 13Q (4228.784652 sec): 3 clusters Score: Raw -60879.714512 + Penalty 649.347549 = -60230.366963 nChanged 6 SP:Iteration 14Q (4228.839157 sec): 3 clusters Score: Raw -60882.981904 + Penalty 649.347549 = -60233.634355 nChanged 6 SP:Iteration 15Q (4228.873143 sec): 3 clusters Score: Raw -60887.812278 + Penalty 649.347549 = -60238.464730 nChanged 11 SP:Iteration 16Q (4228.930085 sec): 3 clusters Score: Raw -60893.304138 + Penalty 649.347549 = -60243.956590 nChanged 5 SP:Iteration 17Q (4228.972981 sec): 3 clusters Score: Raw -60894.057519 + Penalty 649.347549 = -60244.709971 nChanged 3 SP:Iteration 18Q (4229.007793 sec): 3 clusters Score: Raw -60894.935990 + Penalty 649.347549 = -60245.588441 nChanged 6 SP:Iteration 19Q (4229.052040 sec): 3 clusters Score: Raw -60897.638937 + Penalty 649.347549 = -60248.291388 nChanged 9 SP:Iteration 20F (4229.104275 sec): 3 clusters Score: Raw -60904.705512 + Penalty 649.347549 = -60255.357963 nChanged 9 SP:Iteration 21Q (4229.136448 sec): 3 clusters Score: Raw -60910.059757 + Penalty 649.347549 = -60260.712209 nChanged 11 SP:Iteration 22Q (4229.172946 sec): 3 clusters Score: Raw -60918.716383 + Penalty 649.347549 = -60269.368834 nChanged 20 SP:Iteration 23Q (4229.222572 sec): 3 clusters Score: Raw -60930.386589 + Penalty 649.347549 = -60281.039041 nChanged 13 SP:Iteration 24Q (4229.260589 sec): 3 clusters Score: Raw -60936.760002 + Penalty 649.347549 = -60287.412454 nChanged 13 SP:Iteration 25Q (4229.300315 sec): 3 clusters Score: Raw -60944.158161 + Penalty 649.347549 = -60294.810612 nChanged 9 SP:Iteration 26Q (4229.346382 sec): 3 clusters Score: Raw -60950.672397 + Penalty 649.347549 = -60301.324848 nChanged 10 SP:Iteration 27Q (4229.388745 sec): 3 clusters Score: Raw -60957.056050 + Penalty 649.347549 = -60307.708501 nChanged 9 SP:Iteration 28Q (4229.438634 sec): 3 clusters Score: Raw -60960.878309 + Penalty 649.347549 = -60311.530761 nChanged 6 SP:Iteration 29Q (4229.479589 sec): 3 clusters Score: Raw -60964.077713 + Penalty 649.347549 = -60314.730165 nChanged 5 SP:Iteration 30Q (4229.531123 sec): 3 clusters Score: Raw -60965.083712 + Penalty 649.347549 = -60315.736163 nChanged 2 SP:Iteration 31Q (4229.566499 sec): 3 clusters Score: Raw -60965.351726 + Penalty 649.347549 = -60316.004178 nChanged 0 SP:Iteration 32F (4229.605649 sec): 3 clusters Score: Raw -60965.351726 + Penalty 649.347549 = -60316.004178 nChanged 0 Trying to split cluster 13 (28057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4229.656598 sec): 2 clusters Score: Raw -1520867.593027 + Penalty 466.010701 = -1520401.582326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4229.723946 sec): 3 clusters Score: Raw -1502602.710344 + Penalty 932.021403 = -1501670.688941 nChanged 13483 SP:Iteration 1F (4229.800243 sec): 3 clusters Score: Raw -1511666.512232 + Penalty 932.021403 = -1510734.490829 nChanged 2475 SP:Iteration 2F (4229.862863 sec): 3 clusters Score: Raw -1513558.338737 + Penalty 932.021403 = -1512626.317334 nChanged 2697 SP:Iteration 3F (4229.930342 sec): 3 clusters Score: Raw -1515794.615789 + Penalty 932.021403 = -1514862.594387 nChanged 2297 SP:Iteration 4F (4229.999188 sec): 3 clusters Score: Raw -1517541.867054 + Penalty 932.021403 = -1516609.845651 nChanged 1619 SP:Iteration 5F (4230.074084 sec): 3 clusters Score: Raw -1518590.290621 + Penalty 932.021403 = -1517658.269219 nChanged 1090 SP:Iteration 6Q (4230.146094 sec): 3 clusters Score: Raw -1519269.310315 + Penalty 932.021403 = -1518337.288913 nChanged 832 SP:Iteration 7Q (4230.215049 sec): 3 clusters Score: Raw -1519757.315934 + Penalty 932.021403 = -1518825.294532 nChanged 653 SP:Iteration 8Q (4230.293725 sec): 3 clusters Score: Raw -1520088.687931 + Penalty 932.021403 = -1519156.666528 nChanged 533 SP:Iteration 9Q (4230.359212 sec): 3 clusters Score: Raw -1520308.960515 + Penalty 932.021403 = -1519376.939112 nChanged 398 SP:Iteration 10Q (4230.431179 sec): 3 clusters Score: Raw -1520456.592357 + Penalty 932.021403 = -1519524.570955 nChanged 331 SP:Iteration 11Q (4230.509393 sec): 3 clusters Score: Raw -1520573.057779 + Penalty 932.021403 = -1519641.036376 nChanged 240 SP:Iteration 12Q (4230.585357 sec): 3 clusters Score: Raw -1520678.323608 + Penalty 932.021403 = -1519746.302206 nChanged 236 SP:Iteration 13Q (4230.665990 sec): 3 clusters Score: Raw -1520827.726910 + Penalty 932.021403 = -1519895.705507 nChanged 261 SP:Iteration 14Q (4230.739299 sec): 3 clusters Score: Raw -1521006.599137 + Penalty 932.021403 = -1520074.577735 nChanged 274 SP:Iteration 15Q (4230.812274 sec): 3 clusters Score: Raw -1521217.584227 + Penalty 932.021403 = -1520285.562824 nChanged 285 SP:Iteration 16Q (4230.882222 sec): 3 clusters Score: Raw -1521401.988440 + Penalty 932.021403 = -1520469.967038 nChanged 252 SP:Iteration 17Q (4230.951810 sec): 3 clusters Score: Raw -1521532.737891 + Penalty 932.021403 = -1520600.716489 nChanged 186 SP:Iteration 18Q (4231.025894 sec): 3 clusters Score: Raw -1521605.669867 + Penalty 932.021403 = -1520673.648465 nChanged 132 SP:Iteration 19Q (4231.089113 sec): 3 clusters Score: Raw -1521643.513248 + Penalty 932.021403 = -1520711.491846 nChanged 109 SP:Iteration 20F (4231.161322 sec): 3 clusters Score: Raw -1521671.258161 + Penalty 932.021403 = -1520739.236759 nChanged 94 SP:Iteration 21Q (4231.237924 sec): 3 clusters Score: Raw -1521695.262305 + Penalty 932.021403 = -1520763.240903 nChanged 92 SP:Iteration 22Q (4231.304691 sec): 3 clusters Score: Raw -1521716.302052 + Penalty 932.021403 = -1520784.280650 nChanged 85 SP:Iteration 23Q (4231.369599 sec): 3 clusters Score: Raw -1521732.615327 + Penalty 932.021403 = -1520800.593925 nChanged 69 SP:Iteration 24Q (4231.436602 sec): 3 clusters Score: Raw -1521744.090314 + Penalty 932.021403 = -1520812.068912 nChanged 67 SP:Iteration 25Q (4231.509300 sec): 3 clusters Score: Raw -1521756.685838 + Penalty 932.021403 = -1520824.664435 nChanged 69 SP:Iteration 26Q (4231.582564 sec): 3 clusters Score: Raw -1521768.386123 + Penalty 932.021403 = -1520836.364720 nChanged 64 SP:Iteration 27Q (4231.646634 sec): 3 clusters Score: Raw -1521778.187856 + Penalty 932.021403 = -1520846.166454 nChanged 55 SP:Iteration 28Q (4231.712481 sec): 3 clusters Score: Raw -1521785.930380 + Penalty 932.021403 = -1520853.908977 nChanged 46 SP:Iteration 29Q (4231.779639 sec): 3 clusters Score: Raw -1521791.848981 + Penalty 932.021403 = -1520859.827579 nChanged 43 SP:Iteration 30Q (4231.843729 sec): 3 clusters Score: Raw -1521798.036888 + Penalty 932.021403 = -1520866.015486 nChanged 37 SP:Iteration 31Q (4231.910290 sec): 3 clusters Score: Raw -1521801.591514 + Penalty 932.021403 = -1520869.570111 nChanged 32 SP:Iteration 32Q (4231.982273 sec): 3 clusters Score: Raw -1521803.935644 + Penalty 932.021403 = -1520871.914241 nChanged 23 SP:Iteration 33Q (4232.049619 sec): 3 clusters Score: Raw -1521806.111800 + Penalty 932.021403 = -1520874.090398 nChanged 23 SP:Iteration 34Q (4232.122358 sec): 3 clusters Score: Raw -1521808.509151 + Penalty 932.021403 = -1520876.487749 nChanged 24 SP:Iteration 35Q (4232.190499 sec): 3 clusters Score: Raw -1521810.598769 + Penalty 932.021403 = -1520878.577367 nChanged 24 SP:Iteration 36Q (4232.257230 sec): 3 clusters Score: Raw -1521812.630900 + Penalty 932.021403 = -1520880.609498 nChanged 27 SP:Iteration 37Q (4232.320737 sec): 3 clusters Score: Raw -1521814.500479 + Penalty 932.021403 = -1520882.479076 nChanged 23 SP:Iteration 38Q (4232.387201 sec): 3 clusters Score: Raw -1521815.920138 + Penalty 932.021403 = -1520883.898735 nChanged 17 SP:Iteration 39Q (4232.461882 sec): 3 clusters Score: Raw -1521816.899575 + Penalty 932.021403 = -1520884.878172 nChanged 15 SP:Iteration 40F (4232.531979 sec): 3 clusters Score: Raw -1521818.089225 + Penalty 932.021403 = -1520886.067822 nChanged 23 SP:Iteration 41Q (4232.584403 sec): 3 clusters Score: Raw -1521819.484457 + Penalty 932.021403 = -1520887.463055 nChanged 21 SP:Iteration 42Q (4232.659156 sec): 3 clusters Score: Raw -1521820.849731 + Penalty 932.021403 = -1520888.828329 nChanged 22 SP:Iteration 43Q (4232.716469 sec): 3 clusters Score: Raw -1521822.608061 + Penalty 932.021403 = -1520890.586659 nChanged 18 SP:Iteration 44Q (4232.781024 sec): 3 clusters Score: Raw -1521824.087081 + Penalty 932.021403 = -1520892.065679 nChanged 18 SP:Iteration 45Q (4232.842964 sec): 3 clusters Score: Raw -1521825.832060 + Penalty 932.021403 = -1520893.810658 nChanged 19 SP:Iteration 46Q (4232.910000 sec): 3 clusters Score: Raw -1521827.300927 + Penalty 932.021403 = -1520895.279525 nChanged 16 SP:Iteration 47Q (4232.982273 sec): 3 clusters Score: Raw -1521828.545442 + Penalty 932.021403 = -1520896.524040 nChanged 16 SP:Iteration 48Q (4233.057532 sec): 3 clusters Score: Raw -1521829.581305 + Penalty 932.021403 = -1520897.559902 nChanged 14 SP:Iteration 49Q (4233.122520 sec): 3 clusters Score: Raw -1521830.426026 + Penalty 932.021403 = -1520898.404623 nChanged 18 SP:Iteration 50Q (4233.191970 sec): 3 clusters Score: Raw -1521831.314551 + Penalty 932.021403 = -1520899.293149 nChanged 10 SP:Iteration 51Q (4233.259361 sec): 3 clusters Score: Raw -1521831.591525 + Penalty 932.021403 = -1520899.570123 nChanged 5 SP:Iteration 52Q (4233.331912 sec): 3 clusters Score: Raw -1521831.788100 + Penalty 932.021403 = -1520899.766698 nChanged 7 SP:Iteration 53Q (4233.410274 sec): 3 clusters Score: Raw -1521831.938087 + Penalty 932.021403 = -1520899.916684 nChanged 4 SP:Iteration 54Q (4233.472695 sec): 3 clusters Score: Raw -1521832.032620 + Penalty 932.021403 = -1520900.011217 nChanged 3 SP:Iteration 55Q (4233.547130 sec): 3 clusters Score: Raw -1521832.145936 + Penalty 932.021403 = -1520900.124533 nChanged 3 SP:Iteration 56Q (4233.617395 sec): 3 clusters Score: Raw -1521832.273429 + Penalty 932.021403 = -1520900.252026 nChanged 1 SP:Iteration 57Q (4233.685259 sec): 3 clusters Score: Raw -1521832.293051 + Penalty 932.021403 = -1520900.271649 nChanged 1 SP:Iteration 58Q (4233.755634 sec): 3 clusters Score: Raw -1521832.313669 + Penalty 932.021403 = -1520900.292267 nChanged 0 SP:Iteration 59F (4233.814447 sec): 3 clusters Score: Raw -1521832.313669 + Penalty 932.021403 = -1520900.292267 nChanged 0 Score: Raw -56273736.524244 + Penalty 25371.185530 = -56248365.338714 Splitting cluster 13 changes total score from -56242731.885582 to -56248365.338714 So it's getting split into cluster 40. Trying to split cluster 14 (13071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4249.158358 sec): 2 clusters Score: Raw -701050.613908 + Penalty 431.255885 = -700619.358023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4249.212897 sec): 3 clusters Score: Raw -692758.932440 + Penalty 862.511770 = -691896.420671 nChanged 6134 SP:Iteration 1F (4249.270784 sec): 3 clusters Score: Raw -696812.458747 + Penalty 862.511770 = -695949.946977 nChanged 897 SP:Iteration 2F (4249.328126 sec): 3 clusters Score: Raw -697288.189187 + Penalty 862.511770 = -696425.677417 nChanged 888 SP:Iteration 3F (4249.376477 sec): 3 clusters Score: Raw -697834.802995 + Penalty 862.511770 = -696972.291225 nChanged 921 SP:Iteration 4F (4249.427375 sec): 3 clusters Score: Raw -698428.835452 + Penalty 862.511770 = -697566.323682 nChanged 866 SP:Iteration 5F (4249.480215 sec): 3 clusters Score: Raw -698993.017638 + Penalty 862.511770 = -698130.505868 nChanged 729 SP:Iteration 6F (4249.544301 sec): 3 clusters Score: Raw -699479.593079 + Penalty 862.511770 = -698617.081309 nChanged 633 SP:Iteration 7Q (4249.596095 sec): 3 clusters Score: Raw -699927.126207 + Penalty 862.511770 = -699064.614437 nChanged 501 SP:Iteration 8Q (4249.655447 sec): 3 clusters Score: Raw -700288.307407 + Penalty 862.511770 = -699425.795638 nChanged 374 SP:Iteration 9Q (4249.716486 sec): 3 clusters Score: Raw -700554.434958 + Penalty 862.511770 = -699691.923188 nChanged 255 SP:Iteration 10Q (4249.771560 sec): 3 clusters Score: Raw -700727.398515 + Penalty 862.511770 = -699864.886745 nChanged 188 SP:Iteration 11Q (4249.821132 sec): 3 clusters Score: Raw -700847.905177 + Penalty 862.511770 = -699985.393408 nChanged 123 SP:Iteration 12Q (4249.882339 sec): 3 clusters Score: Raw -700928.670538 + Penalty 862.511770 = -700066.158768 nChanged 93 SP:Iteration 13Q (4249.935934 sec): 3 clusters Score: Raw -700987.910933 + Penalty 862.511770 = -700125.399164 nChanged 68 SP:Iteration 14Q (4249.995034 sec): 3 clusters Score: Raw -701034.981080 + Penalty 862.511770 = -700172.469311 nChanged 37 SP:Iteration 15Q (4250.045112 sec): 3 clusters Score: Raw -701065.879841 + Penalty 862.511770 = -700203.368071 nChanged 28 SP:Iteration 16Q (4250.111989 sec): 3 clusters Score: Raw -701101.173315 + Penalty 862.511770 = -700238.661545 nChanged 28 SP:Iteration 17Q (4250.157863 sec): 3 clusters Score: Raw -701126.913093 + Penalty 862.511770 = -700264.401324 nChanged 19 SP:Iteration 18Q (4250.223548 sec): 3 clusters Score: Raw -701143.906210 + Penalty 862.511770 = -700281.394440 nChanged 18 SP:Iteration 19Q (4250.273422 sec): 3 clusters Score: Raw -701152.062495 + Penalty 862.511770 = -700289.550726 nChanged 17 SP:Iteration 20F (4250.318177 sec): 3 clusters Score: Raw -701158.836665 + Penalty 862.511770 = -700296.324895 nChanged 15 SP:Iteration 21Q (4250.370654 sec): 3 clusters Score: Raw -701163.752111 + Penalty 862.511770 = -700301.240341 nChanged 10 SP:Iteration 22Q (4250.432085 sec): 3 clusters Score: Raw -701169.248558 + Penalty 862.511770 = -700306.736788 nChanged 12 SP:Iteration 23Q (4250.487474 sec): 3 clusters Score: Raw -701179.292367 + Penalty 862.511770 = -700316.780597 nChanged 15 SP:Iteration 24Q (4250.530161 sec): 3 clusters Score: Raw -701189.910403 + Penalty 862.511770 = -700327.398634 nChanged 13 SP:Iteration 25Q (4250.592540 sec): 3 clusters Score: Raw -701197.458882 + Penalty 862.511770 = -700334.947112 nChanged 9 SP:Iteration 26Q (4250.639687 sec): 3 clusters Score: Raw -701200.791243 + Penalty 862.511770 = -700338.279473 nChanged 1 SP:Iteration 27Q (4250.694285 sec): 3 clusters Score: Raw -701200.866936 + Penalty 862.511770 = -700338.355166 nChanged 0 SP:Iteration 28F (4250.743728 sec): 3 clusters Score: Raw -701200.866936 + Penalty 862.511770 = -700338.355166 nChanged 0 Trying to split cluster 15 (2574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4250.780638 sec): 2 clusters Score: Raw -91626.556235 + Penalty 357.321346 = -91269.234889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4250.824456 sec): 3 clusters Score: Raw -90320.922933 + Penalty 714.642691 = -89606.280242 nChanged 1170 SP:Iteration 1F (4250.869528 sec): 3 clusters Score: Raw -92218.692586 + Penalty 714.642691 = -91504.049895 nChanged 358 SP:Iteration 2F (4250.916569 sec): 3 clusters Score: Raw -92896.113153 + Penalty 714.642691 = -92181.470461 nChanged 191 SP:Iteration 3F (4250.949661 sec): 3 clusters Score: Raw -93228.203837 + Penalty 714.642691 = -92513.561145 nChanged 113 SP:Iteration 4Q (4250.997667 sec): 3 clusters Score: Raw -93383.418935 + Penalty 714.642691 = -92668.776243 nChanged 64 SP:Iteration 5Q (4251.042212 sec): 3 clusters Score: Raw -93416.088596 + Penalty 714.642691 = -92701.445905 nChanged 33 SP:Iteration 6Q (4251.091955 sec): 3 clusters Score: Raw -93427.259933 + Penalty 714.642691 = -92712.617242 nChanged 19 SP:Iteration 7Q (4251.133217 sec): 3 clusters Score: Raw -93432.289357 + Penalty 714.642691 = -92717.646665 nChanged 13 SP:Iteration 8Q (4251.173704 sec): 3 clusters Score: Raw -93434.152805 + Penalty 714.642691 = -92719.510113 nChanged 6 SP:Iteration 9Q (4251.225035 sec): 3 clusters Score: Raw -93434.570419 + Penalty 714.642691 = -92719.927728 nChanged 2 SP:Iteration 10Q (4251.266534 sec): 3 clusters Score: Raw -93434.883145 + Penalty 714.642691 = -92720.240454 nChanged 2 SP:Iteration 11Q (4251.307646 sec): 3 clusters Score: Raw -93436.999224 + Penalty 714.642691 = -92722.356533 nChanged 7 SP:Iteration 12Q (4251.360696 sec): 3 clusters Score: Raw -93442.168791 + Penalty 714.642691 = -92727.526100 nChanged 3 SP:Iteration 13Q (4251.409210 sec): 3 clusters Score: Raw -93442.862735 + Penalty 714.642691 = -92728.220044 nChanged 0 SP:Iteration 14F (4251.444423 sec): 3 clusters Score: Raw -93442.862735 + Penalty 714.642691 = -92728.220044 nChanged 0 Score: Raw -56275552.830744 + Penalty 26005.465168 = -56249547.365576 Splitting cluster 15 changes total score from -56242731.885582 to -56249547.365576 So it's getting split into cluster 41. Trying to split cluster 16 (5717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4266.709176 sec): 2 clusters Score: Raw -235330.740840 + Penalty 393.629576 = -234937.111264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4266.758941 sec): 3 clusters Score: Raw -231966.457244 + Penalty 787.259152 = -231179.198092 nChanged 2515 SP:Iteration 1F (4266.814085 sec): 3 clusters Score: Raw -233909.895576 + Penalty 787.259152 = -233122.636424 nChanged 537 SP:Iteration 2F (4266.864436 sec): 3 clusters Score: Raw -234259.796441 + Penalty 787.259152 = -233472.537289 nChanged 408 SP:Iteration 3F (4266.905270 sec): 3 clusters Score: Raw -234507.925210 + Penalty 787.259152 = -233720.666058 nChanged 308 SP:Iteration 4F (4266.955010 sec): 3 clusters Score: Raw -234696.429198 + Penalty 787.259152 = -233909.170046 nChanged 258 SP:Iteration 5Q (4266.994165 sec): 3 clusters Score: Raw -234830.380606 + Penalty 787.259152 = -234043.121454 nChanged 228 SP:Iteration 6Q (4267.046934 sec): 3 clusters Score: Raw -234942.035233 + Penalty 787.259152 = -234154.776081 nChanged 191 SP:Iteration 7Q (4267.105431 sec): 3 clusters Score: Raw -235028.843191 + Penalty 787.259152 = -234241.584039 nChanged 177 SP:Iteration 8Q (4267.155387 sec): 3 clusters Score: Raw -235104.345852 + Penalty 787.259152 = -234317.086700 nChanged 157 SP:Iteration 9Q (4267.197700 sec): 3 clusters Score: Raw -235171.020189 + Penalty 787.259152 = -234383.761037 nChanged 135 SP:Iteration 10Q (4267.245996 sec): 3 clusters Score: Raw -235238.944716 + Penalty 787.259152 = -234451.685565 nChanged 120 SP:Iteration 11Q (4267.288018 sec): 3 clusters Score: Raw -235289.192760 + Penalty 787.259152 = -234501.933608 nChanged 106 SP:Iteration 12Q (4267.339984 sec): 3 clusters Score: Raw -235341.793075 + Penalty 787.259152 = -234554.533923 nChanged 115 SP:Iteration 13Q (4267.384882 sec): 3 clusters Score: Raw -235408.285933 + Penalty 787.259152 = -234621.026781 nChanged 112 SP:Iteration 14Q (4267.435645 sec): 3 clusters Score: Raw -235473.119218 + Penalty 787.259152 = -234685.860066 nChanged 93 SP:Iteration 15Q (4267.479680 sec): 3 clusters Score: Raw -235526.606430 + Penalty 787.259152 = -234739.347278 nChanged 61 SP:Iteration 16Q (4267.523062 sec): 3 clusters Score: Raw -235556.502356 + Penalty 787.259152 = -234769.243204 nChanged 53 SP:Iteration 17Q (4267.581380 sec): 3 clusters Score: Raw -235578.189772 + Penalty 787.259152 = -234790.930620 nChanged 34 SP:Iteration 18Q (4267.627202 sec): 3 clusters Score: Raw -235592.257526 + Penalty 787.259152 = -234804.998374 nChanged 27 SP:Iteration 19Q (4267.668341 sec): 3 clusters Score: Raw -235603.732302 + Penalty 787.259152 = -234816.473150 nChanged 16 SP:Iteration 20F (4267.722050 sec): 3 clusters Score: Raw -235610.833560 + Penalty 787.259152 = -234823.574408 nChanged 13 SP:Iteration 21Q (4267.771064 sec): 3 clusters Score: Raw -235615.895139 + Penalty 787.259152 = -234828.635987 nChanged 11 SP:Iteration 22Q (4267.810067 sec): 3 clusters Score: Raw -235624.851969 + Penalty 787.259152 = -234837.592817 nChanged 10 SP:Iteration 23Q (4267.867267 sec): 3 clusters Score: Raw -235629.829218 + Penalty 787.259152 = -234842.570066 nChanged 4 SP:Iteration 24Q (4267.908145 sec): 3 clusters Score: Raw -235630.979000 + Penalty 787.259152 = -234843.719849 nChanged 5 SP:Iteration 25Q (4267.956802 sec): 3 clusters Score: Raw -235632.564031 + Penalty 787.259152 = -234845.304879 nChanged 6 SP:Iteration 26Q (4268.011843 sec): 3 clusters Score: Raw -235633.816751 + Penalty 787.259152 = -234846.557599 nChanged 3 SP:Iteration 27Q (4268.048073 sec): 3 clusters Score: Raw -235634.219840 + Penalty 787.259152 = -234846.960688 nChanged 0 SP:Iteration 28F (4268.095900 sec): 3 clusters Score: Raw -235634.219840 + Penalty 787.259152 = -234846.960688 nChanged 0 Trying to split cluster 17 (8667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4268.128522 sec): 2 clusters Score: Raw -420183.000271 + Penalty 412.561149 = -419770.439122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4268.185214 sec): 3 clusters Score: Raw -414810.697209 + Penalty 825.122297 = -413985.574912 nChanged 3961 SP:Iteration 1F (4268.230547 sec): 3 clusters Score: Raw -417307.799558 + Penalty 825.122297 = -416482.677261 nChanged 696 SP:Iteration 2F (4268.287359 sec): 3 clusters Score: Raw -417841.775132 + Penalty 825.122297 = -417016.652835 nChanged 669 SP:Iteration 3F (4268.336826 sec): 3 clusters Score: Raw -418394.240968 + Penalty 825.122297 = -417569.118671 nChanged 601 SP:Iteration 4F (4268.396490 sec): 3 clusters Score: Raw -418831.692600 + Penalty 825.122297 = -418006.570303 nChanged 487 SP:Iteration 5F (4268.443853 sec): 3 clusters Score: Raw -419108.975325 + Penalty 825.122297 = -418283.853028 nChanged 353 SP:Iteration 6Q (4268.506645 sec): 3 clusters Score: Raw -419284.287912 + Penalty 825.122297 = -418459.165615 nChanged 288 SP:Iteration 7Q (4268.555235 sec): 3 clusters Score: Raw -419394.336393 + Penalty 825.122297 = -418569.214096 nChanged 193 SP:Iteration 8Q (4268.610355 sec): 3 clusters Score: Raw -419453.733430 + Penalty 825.122297 = -418628.611133 nChanged 151 SP:Iteration 9Q (4268.653476 sec): 3 clusters Score: Raw -419503.735177 + Penalty 825.122297 = -418678.612880 nChanged 153 SP:Iteration 10Q (4268.702978 sec): 3 clusters Score: Raw -419554.737185 + Penalty 825.122297 = -418729.614888 nChanged 129 SP:Iteration 11Q (4268.758552 sec): 3 clusters Score: Raw -419591.377989 + Penalty 825.122297 = -418766.255692 nChanged 110 SP:Iteration 12Q (4268.810541 sec): 3 clusters Score: Raw -419620.240362 + Penalty 825.122297 = -418795.118065 nChanged 97 SP:Iteration 13Q (4268.854145 sec): 3 clusters Score: Raw -419644.633974 + Penalty 825.122297 = -418819.511677 nChanged 84 SP:Iteration 14Q (4268.914933 sec): 3 clusters Score: Raw -419660.400776 + Penalty 825.122297 = -418835.278479 nChanged 68 SP:Iteration 15Q (4268.968204 sec): 3 clusters Score: Raw -419672.685709 + Penalty 825.122297 = -418847.563412 nChanged 54 SP:Iteration 16Q (4269.014806 sec): 3 clusters Score: Raw -419684.363620 + Penalty 825.122297 = -418859.241323 nChanged 66 SP:Iteration 17Q (4269.061943 sec): 3 clusters Score: Raw -419698.772709 + Penalty 825.122297 = -418873.650412 nChanged 74 SP:Iteration 18Q (4269.115285 sec): 3 clusters Score: Raw -419713.547405 + Penalty 825.122297 = -418888.425108 nChanged 70 SP:Iteration 19Q (4269.157774 sec): 3 clusters Score: Raw -419728.583090 + Penalty 825.122297 = -418903.460793 nChanged 63 SP:Iteration 20F (4269.207295 sec): 3 clusters Score: Raw -419739.993479 + Penalty 825.122297 = -418914.871182 nChanged 55 SP:Iteration 21Q (4269.257316 sec): 3 clusters Score: Raw -419749.995305 + Penalty 825.122297 = -418924.873008 nChanged 62 SP:Iteration 22Q (4269.311923 sec): 3 clusters Score: Raw -419763.805155 + Penalty 825.122297 = -418938.682858 nChanged 61 SP:Iteration 23Q (4269.353649 sec): 3 clusters Score: Raw -419779.876690 + Penalty 825.122297 = -418954.754393 nChanged 80 SP:Iteration 24Q (4269.403313 sec): 3 clusters Score: Raw -419800.091433 + Penalty 825.122297 = -418974.969136 nChanged 78 SP:Iteration 25Q (4269.455137 sec): 3 clusters Score: Raw -419816.100664 + Penalty 825.122297 = -418990.978367 nChanged 74 SP:Iteration 26Q (4269.512745 sec): 3 clusters Score: Raw -419831.139747 + Penalty 825.122297 = -419006.017450 nChanged 57 SP:Iteration 27Q (4269.566006 sec): 3 clusters Score: Raw -419846.222608 + Penalty 825.122297 = -419021.100311 nChanged 66 SP:Iteration 28Q (4269.605278 sec): 3 clusters Score: Raw -419862.057804 + Penalty 825.122297 = -419036.935507 nChanged 68 SP:Iteration 29Q (4269.657658 sec): 3 clusters Score: Raw -419879.691756 + Penalty 825.122297 = -419054.569459 nChanged 74 SP:Iteration 30Q (4269.709368 sec): 3 clusters Score: Raw -419897.647973 + Penalty 825.122297 = -419072.525676 nChanged 72 SP:Iteration 31Q (4269.752585 sec): 3 clusters Score: Raw -419913.491760 + Penalty 825.122297 = -419088.369463 nChanged 68 SP:Iteration 32Q (4269.801233 sec): 3 clusters Score: Raw -419931.274724 + Penalty 825.122297 = -419106.152427 nChanged 73 SP:Iteration 33Q (4269.852647 sec): 3 clusters Score: Raw -419952.624250 + Penalty 825.122297 = -419127.501953 nChanged 80 SP:Iteration 34Q (4269.905195 sec): 3 clusters Score: Raw -419973.152000 + Penalty 825.122297 = -419148.029703 nChanged 81 SP:Iteration 35Q (4269.958012 sec): 3 clusters Score: Raw -420000.321524 + Penalty 825.122297 = -419175.199227 nChanged 90 SP:Iteration 36Q (4270.015355 sec): 3 clusters Score: Raw -420032.031419 + Penalty 825.122297 = -419206.909122 nChanged 98 SP:Iteration 37Q (4270.063930 sec): 3 clusters Score: Raw -420063.626082 + Penalty 825.122297 = -419238.503785 nChanged 103 SP:Iteration 38Q (4270.105602 sec): 3 clusters Score: Raw -420101.321470 + Penalty 825.122297 = -419276.199173 nChanged 98 SP:Iteration 39Q (4270.164234 sec): 3 clusters Score: Raw -420135.649387 + Penalty 825.122297 = -419310.527090 nChanged 83 SP:Iteration 40F (4270.205628 sec): 3 clusters Score: Raw -420161.523684 + Penalty 825.122297 = -419336.401387 nChanged 72 SP:Iteration 41Q (4270.259018 sec): 3 clusters Score: Raw -420181.528563 + Penalty 825.122297 = -419356.406266 nChanged 55 SP:Iteration 42Q (4270.307314 sec): 3 clusters Score: Raw -420192.354843 + Penalty 825.122297 = -419367.232546 nChanged 41 SP:Iteration 43Q (4270.362328 sec): 3 clusters Score: Raw -420200.692052 + Penalty 825.122297 = -419375.569755 nChanged 40 SP:Iteration 44Q (4270.403672 sec): 3 clusters Score: Raw -420207.486272 + Penalty 825.122297 = -419382.363975 nChanged 36 SP:Iteration 45Q (4270.464603 sec): 3 clusters Score: Raw -420212.989509 + Penalty 825.122297 = -419387.867212 nChanged 34 SP:Iteration 46Q (4270.505162 sec): 3 clusters Score: Raw -420218.926659 + Penalty 825.122297 = -419393.804362 nChanged 30 SP:Iteration 47Q (4270.546460 sec): 3 clusters Score: Raw -420223.390435 + Penalty 825.122297 = -419398.268137 nChanged 25 SP:Iteration 48Q (4270.598234 sec): 3 clusters Score: Raw -420226.739369 + Penalty 825.122297 = -419401.617072 nChanged 25 SP:Iteration 49Q (4270.649987 sec): 3 clusters Score: Raw -420229.658636 + Penalty 825.122297 = -419404.536339 nChanged 21 SP:Iteration 50Q (4270.689056 sec): 3 clusters Score: Raw -420232.880312 + Penalty 825.122297 = -419407.758015 nChanged 24 SP:Iteration 51Q (4270.744574 sec): 3 clusters Score: Raw -420237.278659 + Penalty 825.122297 = -419412.156362 nChanged 22 SP:Iteration 52Q (4270.795182 sec): 3 clusters Score: Raw -420239.892392 + Penalty 825.122297 = -419414.770095 nChanged 21 SP:Iteration 53Q (4270.846176 sec): 3 clusters Score: Raw -420243.186179 + Penalty 825.122297 = -419418.063882 nChanged 24 SP:Iteration 54Q (4270.895357 sec): 3 clusters Score: Raw -420247.118257 + Penalty 825.122297 = -419421.995960 nChanged 27 SP:Iteration 55Q (4270.942041 sec): 3 clusters Score: Raw -420250.921447 + Penalty 825.122297 = -419425.799150 nChanged 23 SP:Iteration 56Q (4270.978493 sec): 3 clusters Score: Raw -420254.925713 + Penalty 825.122297 = -419429.803416 nChanged 21 SP:Iteration 57Q (4271.029201 sec): 3 clusters Score: Raw -420258.271596 + Penalty 825.122297 = -419433.149299 nChanged 18 SP:Iteration 58Q (4271.083541 sec): 3 clusters Score: Raw -420260.651700 + Penalty 825.122297 = -419435.529403 nChanged 15 SP:Iteration 59Q (4271.136348 sec): 3 clusters Score: Raw -420262.121910 + Penalty 825.122297 = -419436.999613 nChanged 11 SP:Iteration 60F (4271.177145 sec): 3 clusters Score: Raw -420263.322864 + Penalty 825.122297 = -419438.200567 nChanged 11 SP:Iteration 61Q (4271.223390 sec): 3 clusters Score: Raw -420264.529192 + Penalty 825.122297 = -419439.406895 nChanged 11 SP:Iteration 62Q (4271.273995 sec): 3 clusters Score: Raw -420265.815855 + Penalty 825.122297 = -419440.693558 nChanged 8 SP:Iteration 63Q (4271.321494 sec): 3 clusters Score: Raw -420266.597272 + Penalty 825.122297 = -419441.474975 nChanged 6 SP:Iteration 64Q (4271.364103 sec): 3 clusters Score: Raw -420267.188969 + Penalty 825.122297 = -419442.066672 nChanged 7 SP:Iteration 65Q (4271.413903 sec): 3 clusters Score: Raw -420267.676650 + Penalty 825.122297 = -419442.554353 nChanged 7 SP:Iteration 66Q (4271.466463 sec): 3 clusters Score: Raw -420268.246367 + Penalty 825.122297 = -419443.124070 nChanged 7 SP:Iteration 67Q (4271.520769 sec): 3 clusters Score: Raw -420268.960211 + Penalty 825.122297 = -419443.837914 nChanged 8 SP:Iteration 68Q (4271.567524 sec): 3 clusters Score: Raw -420269.761283 + Penalty 825.122297 = -419444.638986 nChanged 8 SP:Iteration 69Q (4271.615680 sec): 3 clusters Score: Raw -420270.572558 + Penalty 825.122297 = -419445.450261 nChanged 7 SP:Iteration 70Q (4271.665180 sec): 3 clusters Score: Raw -420271.388661 + Penalty 825.122297 = -419446.266364 nChanged 6 SP:Iteration 71Q (4271.715252 sec): 3 clusters Score: Raw -420271.895905 + Penalty 825.122297 = -419446.773608 nChanged 4 SP:Iteration 72Q (4271.769699 sec): 3 clusters Score: Raw -420272.197904 + Penalty 825.122297 = -419447.075607 nChanged 5 SP:Iteration 73Q (4271.826517 sec): 3 clusters Score: Raw -420272.773752 + Penalty 825.122297 = -419447.651455 nChanged 5 SP:Iteration 74Q (4271.876723 sec): 3 clusters Score: Raw -420273.343718 + Penalty 825.122297 = -419448.221421 nChanged 5 SP:Iteration 75Q (4271.916419 sec): 3 clusters Score: Raw -420273.661801 + Penalty 825.122297 = -419448.539504 nChanged 1 SP:Iteration 76Q (4271.965311 sec): 3 clusters Score: Raw -420273.709567 + Penalty 825.122297 = -419448.587270 nChanged 1 SP:Iteration 77Q (4272.020281 sec): 3 clusters Score: Raw -420273.813329 + Penalty 825.122297 = -419448.691032 nChanged 1 SP:Iteration 78Q (4272.071451 sec): 3 clusters Score: Raw -420274.102236 + Penalty 825.122297 = -419448.979939 nChanged 2 SP:Iteration 79Q (4272.118700 sec): 3 clusters Score: Raw -420274.317125 + Penalty 825.122297 = -419449.194828 nChanged 1 SP:Iteration 80F (4272.164992 sec): 3 clusters Score: Raw -420274.425984 + Penalty 825.122297 = -419449.303687 nChanged 2 SP:Iteration 81Q (4272.213204 sec): 3 clusters Score: Raw -420274.516451 + Penalty 825.122297 = -419449.394154 nChanged 3 SP:Iteration 82Q (4272.256747 sec): 3 clusters Score: Raw -420274.674194 + Penalty 825.122297 = -419449.551897 nChanged 3 SP:Iteration 83Q (4272.314078 sec): 3 clusters Score: Raw -420274.914498 + Penalty 825.122297 = -419449.792201 nChanged 3 SP:Iteration 84Q (4272.367411 sec): 3 clusters Score: Raw -420275.175825 + Penalty 825.122297 = -419450.053528 nChanged 3 SP:Iteration 85Q (4272.411081 sec): 3 clusters Score: Raw -420275.551369 + Penalty 825.122297 = -419450.429072 nChanged 7 SP:Iteration 86Q (4272.461961 sec): 3 clusters Score: Raw -420276.390112 + Penalty 825.122297 = -419451.267815 nChanged 7 SP:Iteration 87Q (4272.513258 sec): 3 clusters Score: Raw -420277.088404 + Penalty 825.122297 = -419451.966107 nChanged 5 SP:Iteration 88Q (4272.566792 sec): 3 clusters Score: Raw -420277.818592 + Penalty 825.122297 = -419452.696295 nChanged 10 SP:Iteration 89Q (4272.607964 sec): 3 clusters Score: Raw -420278.899713 + Penalty 825.122297 = -419453.777416 nChanged 8 SP:Iteration 90Q (4272.658614 sec): 3 clusters Score: Raw -420279.933655 + Penalty 825.122297 = -419454.811358 nChanged 12 SP:Iteration 91Q (4272.722853 sec): 3 clusters Score: Raw -420282.749946 + Penalty 825.122297 = -419457.627649 nChanged 14 SP:Iteration 92Q (4272.762685 sec): 3 clusters Score: Raw -420284.722694 + Penalty 825.122297 = -419459.600397 nChanged 17 SP:Iteration 93Q (4272.807041 sec): 3 clusters Score: Raw -420287.217004 + Penalty 825.122297 = -419462.094707 nChanged 21 SP:Iteration 94Q (4272.860184 sec): 3 clusters Score: Raw -420290.425043 + Penalty 825.122297 = -419465.302746 nChanged 22 SP:Iteration 95Q (4272.912016 sec): 3 clusters Score: Raw -420294.098827 + Penalty 825.122297 = -419468.976530 nChanged 20 SP:Iteration 96Q (4272.969321 sec): 3 clusters Score: Raw -420297.501108 + Penalty 825.122297 = -419472.378811 nChanged 16 SP:Iteration 97Q (4273.017669 sec): 3 clusters Score: Raw -420299.533605 + Penalty 825.122297 = -419474.411308 nChanged 14 SP:Iteration 98Q (4273.065149 sec): 3 clusters Score: Raw -420301.683517 + Penalty 825.122297 = -419476.561220 nChanged 13 SP:Iteration 99Q (4273.118075 sec): 3 clusters Score: Raw -420303.639189 + Penalty 825.122297 = -419478.516892 nChanged 12 SP:Iteration 100F (4273.164978 sec): 3 clusters Score: Raw -420305.427829 + Penalty 825.122297 = -419480.305532 nChanged 13 SP:Iteration 101Q (4273.224551 sec): 3 clusters Score: Raw -420306.981564 + Penalty 825.122297 = -419481.859267 nChanged 10 SP:Iteration 102Q (4273.272188 sec): 3 clusters Score: Raw -420308.171521 + Penalty 825.122297 = -419483.049224 nChanged 9 SP:Iteration 103Q (4273.310518 sec): 3 clusters Score: Raw -420309.213145 + Penalty 825.122297 = -419484.090848 nChanged 13 SP:Iteration 104Q (4273.354245 sec): 3 clusters Score: Raw -420310.760919 + Penalty 825.122297 = -419485.638622 nChanged 11 SP:Iteration 105Q (4273.407659 sec): 3 clusters Score: Raw -420312.101323 + Penalty 825.122297 = -419486.979026 nChanged 7 SP:Iteration 106Q (4273.463959 sec): 3 clusters Score: Raw -420312.846259 + Penalty 825.122297 = -419487.723962 nChanged 7 SP:Iteration 107Q (4273.502952 sec): 3 clusters Score: Raw -420313.711282 + Penalty 825.122297 = -419488.588985 nChanged 5 SP:Iteration 108Q (4273.562162 sec): 3 clusters Score: Raw -420314.327119 + Penalty 825.122297 = -419489.204822 nChanged 11 SP:Iteration 109Q (4273.606632 sec): 3 clusters Score: Raw -420315.351749 + Penalty 825.122297 = -419490.229452 nChanged 4 SP:Iteration 110Q (4273.656169 sec): 3 clusters Score: Raw -420316.037363 + Penalty 825.122297 = -419490.915066 nChanged 8 SP:Iteration 111Q (4273.714639 sec): 3 clusters Score: Raw -420317.067842 + Penalty 825.122297 = -419491.945545 nChanged 8 SP:Iteration 112Q (4273.755617 sec): 3 clusters Score: Raw -420318.055850 + Penalty 825.122297 = -419492.933553 nChanged 8 SP:Iteration 113Q (4273.819799 sec): 3 clusters Score: Raw -420318.945874 + Penalty 825.122297 = -419493.823577 nChanged 8 SP:Iteration 114Q (4273.858854 sec): 3 clusters Score: Raw -420319.825041 + Penalty 825.122297 = -419494.702744 nChanged 8 SP:Iteration 115Q (4273.912820 sec): 3 clusters Score: Raw -420320.681093 + Penalty 825.122297 = -419495.558796 nChanged 7 SP:Iteration 116Q (4273.959312 sec): 3 clusters Score: Raw -420321.382494 + Penalty 825.122297 = -419496.260197 nChanged 7 SP:Iteration 117Q (4274.024461 sec): 3 clusters Score: Raw -420322.075873 + Penalty 825.122297 = -419496.953576 nChanged 11 SP:Iteration 118Q (4274.071432 sec): 3 clusters Score: Raw -420323.090321 + Penalty 825.122297 = -419497.968024 nChanged 7 SP:Iteration 119Q (4274.120933 sec): 3 clusters Score: Raw -420324.106061 + Penalty 825.122297 = -419498.983764 nChanged 11 SP:Iteration 120F (4274.167300 sec): 3 clusters Score: Raw -420325.684410 + Penalty 825.122297 = -419500.562113 nChanged 12 SP:Iteration 121Q (4274.220275 sec): 3 clusters Score: Raw -420327.062156 + Penalty 825.122297 = -419501.939859 nChanged 13 SP:Iteration 122Q (4274.273072 sec): 3 clusters Score: Raw -420328.236706 + Penalty 825.122297 = -419503.114409 nChanged 5 SP:Iteration 123Q (4274.321425 sec): 3 clusters Score: Raw -420328.778230 + Penalty 825.122297 = -419503.655933 nChanged 6 SP:Iteration 124Q (4274.363686 sec): 3 clusters Score: Raw -420329.313155 + Penalty 825.122297 = -419504.190858 nChanged 7 SP:Iteration 125Q (4274.423117 sec): 3 clusters Score: Raw -420330.367127 + Penalty 825.122297 = -419505.244830 nChanged 11 SP:Iteration 126Q (4274.471573 sec): 3 clusters Score: Raw -420332.042833 + Penalty 825.122297 = -419506.920536 nChanged 16 SP:Iteration 127Q (4274.517936 sec): 3 clusters Score: Raw -420334.347235 + Penalty 825.122297 = -419509.224938 nChanged 13 SP:Iteration 128Q (4274.567980 sec): 3 clusters Score: Raw -420336.479417 + Penalty 825.122297 = -419511.357120 nChanged 17 SP:Iteration 129Q (4274.628918 sec): 3 clusters Score: Raw -420339.549297 + Penalty 825.122297 = -419514.427000 nChanged 18 SP:Iteration 130Q (4274.675174 sec): 3 clusters Score: Raw -420342.172384 + Penalty 825.122297 = -419517.050087 nChanged 14 SP:Iteration 131Q (4274.721065 sec): 3 clusters Score: Raw -420344.016611 + Penalty 825.122297 = -419518.894314 nChanged 11 SP:Iteration 132Q (4274.772982 sec): 3 clusters Score: Raw -420345.754704 + Penalty 825.122297 = -419520.632407 nChanged 12 SP:Iteration 133Q (4274.826460 sec): 3 clusters Score: Raw -420347.050640 + Penalty 825.122297 = -419521.928343 nChanged 11 SP:Iteration 134Q (4274.870020 sec): 3 clusters Score: Raw -420348.617537 + Penalty 825.122297 = -419523.495240 nChanged 16 SP:Iteration 135Q (4274.904461 sec): 3 clusters Score: Raw -420350.532670 + Penalty 825.122297 = -419525.410373 nChanged 9 SP:Iteration 136Q (4274.957797 sec): 3 clusters Score: Raw -420351.869296 + Penalty 825.122297 = -419526.746999 nChanged 10 SP:Iteration 137Q (4275.014224 sec): 3 clusters Score: Raw -420353.366442 + Penalty 825.122297 = -419528.244145 nChanged 13 SP:Iteration 138Q (4275.055782 sec): 3 clusters Score: Raw -420354.737255 + Penalty 825.122297 = -419529.614958 nChanged 6 SP:Iteration 139Q (4275.110089 sec): 3 clusters Score: Raw -420355.562797 + Penalty 825.122297 = -419530.440500 nChanged 6 SP:Iteration 140F (4275.160048 sec): 3 clusters Score: Raw -420356.782374 + Penalty 825.122297 = -419531.660077 nChanged 10 SP:Iteration 141Q (4275.205870 sec): 3 clusters Score: Raw -420357.869160 + Penalty 825.122297 = -419532.746863 nChanged 8 SP:Iteration 142Q (4275.258482 sec): 3 clusters Score: Raw -420358.871422 + Penalty 825.122297 = -419533.749125 nChanged 7 SP:Iteration 143Q (4275.308917 sec): 3 clusters Score: Raw -420359.907824 + Penalty 825.122297 = -419534.785527 nChanged 4 SP:Iteration 144Q (4275.366699 sec): 3 clusters Score: Raw -420360.412066 + Penalty 825.122297 = -419535.289769 nChanged 7 SP:Iteration 145Q (4275.414997 sec): 3 clusters Score: Raw -420361.741715 + Penalty 825.122297 = -419536.619418 nChanged 13 SP:Iteration 146Q (4275.465515 sec): 3 clusters Score: Raw -420363.773205 + Penalty 825.122297 = -419538.650908 nChanged 11 SP:Iteration 147Q (4275.517350 sec): 3 clusters Score: Raw -420365.542834 + Penalty 825.122297 = -419540.420537 nChanged 10 SP:Iteration 148Q (4275.560568 sec): 3 clusters Score: Raw -420366.796442 + Penalty 825.122297 = -419541.674145 nChanged 11 SP:Iteration 149Q (4275.616939 sec): 3 clusters Score: Raw -420368.484023 + Penalty 825.122297 = -419543.361726 nChanged 9 SP:Iteration 150Q (4275.656704 sec): 3 clusters Score: Raw -420369.614652 + Penalty 825.122297 = -419544.492355 nChanged 7 SP:Iteration 151Q (4275.704780 sec): 3 clusters Score: Raw -420370.591595 + Penalty 825.122297 = -419545.469298 nChanged 8 SP:Iteration 152Q (4275.760856 sec): 3 clusters Score: Raw -420371.847666 + Penalty 825.122297 = -419546.725369 nChanged 10 SP:Iteration 153Q (4275.814836 sec): 3 clusters Score: Raw -420373.682350 + Penalty 825.122297 = -419548.560053 nChanged 8 SP:Iteration 154Q (4275.863326 sec): 3 clusters Score: Raw -420374.639257 + Penalty 825.122297 = -419549.516960 nChanged 8 SP:Iteration 155Q (4275.908870 sec): 3 clusters Score: Raw -420375.782906 + Penalty 825.122297 = -419550.660609 nChanged 5 SP:Iteration 156Q (4275.958391 sec): 3 clusters Score: Raw -420376.476046 + Penalty 825.122297 = -419551.353749 nChanged 4 SP:Iteration 157Q (4276.006460 sec): 3 clusters Score: Raw -420376.973433 + Penalty 825.122297 = -419551.851136 nChanged 3 SP:Iteration 158Q (4276.061480 sec): 3 clusters Score: Raw -420377.187893 + Penalty 825.122297 = -419552.065596 nChanged 1 SP:Iteration 159Q (4276.103857 sec): 3 clusters Score: Raw -420377.342715 + Penalty 825.122297 = -419552.220417 nChanged 1 SP:Iteration 160F (4276.162894 sec): 3 clusters Score: Raw -420377.430530 + Penalty 825.122297 = -419552.308233 nChanged 2 SP:Iteration 161Q (4276.203244 sec): 3 clusters Score: Raw -420377.643167 + Penalty 825.122297 = -419552.520870 nChanged 2 SP:Iteration 162Q (4276.242550 sec): 3 clusters Score: Raw -420377.833176 + Penalty 825.122297 = -419552.710879 nChanged 0 SP:Iteration 163F (4276.296133 sec): 3 clusters Score: Raw -420377.833176 + Penalty 825.122297 = -419552.710879 nChanged 0 Trying to split cluster 18 (12856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4276.345361 sec): 2 clusters Score: Raw -636215.428047 + Penalty 430.501249 = -635784.926799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4276.399172 sec): 3 clusters Score: Raw -628095.736316 + Penalty 861.002498 = -627234.733819 nChanged 6001 SP:Iteration 1F (4276.447187 sec): 3 clusters Score: Raw -632169.421793 + Penalty 861.002498 = -631308.419296 nChanged 1024 SP:Iteration 2F (4276.497427 sec): 3 clusters Score: Raw -632991.889196 + Penalty 861.002498 = -632130.886699 nChanged 1042 SP:Iteration 3F (4276.552219 sec): 3 clusters Score: Raw -633910.959524 + Penalty 861.002498 = -633049.957027 nChanged 936 SP:Iteration 4F (4276.612969 sec): 3 clusters Score: Raw -634771.457811 + Penalty 861.002498 = -633910.455314 nChanged 700 SP:Iteration 5F (4276.662020 sec): 3 clusters Score: Raw -635410.902381 + Penalty 861.002498 = -634549.899884 nChanged 478 SP:Iteration 6Q (4276.723680 sec): 3 clusters Score: Raw -635834.886538 + Penalty 861.002498 = -634973.884041 nChanged 262 SP:Iteration 7Q (4276.782526 sec): 3 clusters Score: Raw -636072.295028 + Penalty 861.002498 = -635211.292530 nChanged 112 SP:Iteration 8Q (4276.842589 sec): 3 clusters Score: Raw -636174.629140 + Penalty 861.002498 = -635313.626642 nChanged 43 SP:Iteration 9Q (4276.898264 sec): 3 clusters Score: Raw -636214.748542 + Penalty 861.002498 = -635353.746044 nChanged 29 SP:Iteration 10Q (4276.942978 sec): 3 clusters Score: Raw -636244.913335 + Penalty 861.002498 = -635383.910837 nChanged 21 SP:Iteration 11Q (4276.998067 sec): 3 clusters Score: Raw -636258.353955 + Penalty 861.002498 = -635397.351458 nChanged 10 SP:Iteration 12Q (4277.039502 sec): 3 clusters Score: Raw -636267.983595 + Penalty 861.002498 = -635406.981097 nChanged 10 SP:Iteration 13Q (4277.092306 sec): 3 clusters Score: Raw -636275.938677 + Penalty 861.002498 = -635414.936180 nChanged 9 SP:Iteration 14Q (4277.147426 sec): 3 clusters Score: Raw -636284.506069 + Penalty 861.002498 = -635423.503572 nChanged 6 SP:Iteration 15Q (4277.197677 sec): 3 clusters Score: Raw -636289.162072 + Penalty 861.002498 = -635428.159575 nChanged 0 SP:Iteration 16F (4277.247664 sec): 3 clusters Score: Raw -636289.162072 + Penalty 861.002498 = -635428.159575 nChanged 0 Trying to split cluster 19 (96043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4277.360459 sec): 2 clusters Score: Raw -5151050.613636 + Penalty 522.001084 = -5150528.612553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4277.491068 sec): 3 clusters Score: Raw -5086764.563101 + Penalty 1044.002167 = -5085720.560934 nChanged 46875 SP:Iteration 1F (4277.617705 sec): 3 clusters Score: Raw -5118339.742668 + Penalty 1044.002167 = -5117295.740501 nChanged 7242 SP:Iteration 2F (4277.740160 sec): 3 clusters Score: Raw -5122559.580328 + Penalty 1044.002167 = -5121515.578161 nChanged 7655 SP:Iteration 3F (4277.861408 sec): 3 clusters Score: Raw -5127889.534840 + Penalty 1044.002167 = -5126845.532673 nChanged 7440 SP:Iteration 4F (4277.988089 sec): 3 clusters Score: Raw -5133855.957490 + Penalty 1044.002167 = -5132811.955323 nChanged 6581 SP:Iteration 5F (4278.111616 sec): 3 clusters Score: Raw -5139709.095542 + Penalty 1044.002167 = -5138665.093375 nChanged 5090 SP:Iteration 6F (4278.245777 sec): 3 clusters Score: Raw -5144862.738581 + Penalty 1044.002167 = -5143818.736414 nChanged 3543 SP:Iteration 7Q (4278.378632 sec): 3 clusters Score: Raw -5148772.203666 + Penalty 1044.002167 = -5147728.201499 nChanged 1636 SP:Iteration 8Q (4278.511923 sec): 3 clusters Score: Raw -5150518.331809 + Penalty 1044.002167 = -5149474.329642 nChanged 436 SP:Iteration 9Q (4278.640034 sec): 3 clusters Score: Raw -5150934.554361 + Penalty 1044.002167 = -5149890.552194 nChanged 110 SP:Iteration 10Q (4278.760561 sec): 3 clusters Score: Raw -5151048.214046 + Penalty 1044.002167 = -5150004.211878 nChanged 28 SP:Iteration 11Q (4278.876183 sec): 3 clusters Score: Raw -5151081.490898 + Penalty 1044.002167 = -5150037.488731 nChanged 14 SP:Iteration 12Q (4278.994718 sec): 3 clusters Score: Raw -5151100.600536 + Penalty 1044.002167 = -5150056.598369 nChanged 13 SP:Iteration 13Q (4279.111062 sec): 3 clusters Score: Raw -5151110.350313 + Penalty 1044.002167 = -5150066.348146 nChanged 5 SP:Iteration 14Q (4279.229887 sec): 3 clusters Score: Raw -5151116.117397 + Penalty 1044.002167 = -5150072.115230 nChanged 4 SP:Iteration 15Q (4279.364182 sec): 3 clusters Score: Raw -5151119.845237 + Penalty 1044.002167 = -5150075.843070 nChanged 3 SP:Iteration 16Q (4279.493652 sec): 3 clusters Score: Raw -5151121.792950 + Penalty 1044.002167 = -5150077.790783 nChanged 4 SP:Iteration 17Q (4279.613363 sec): 3 clusters Score: Raw -5151125.465999 + Penalty 1044.002167 = -5150081.463832 nChanged 3 SP:Iteration 18Q (4279.737174 sec): 3 clusters Score: Raw -5151127.321751 + Penalty 1044.002167 = -5150083.319584 nChanged 3 SP:Iteration 19Q (4279.863008 sec): 3 clusters Score: Raw -5151129.914082 + Penalty 1044.002167 = -5150085.911915 nChanged 2 SP:Iteration 20F (4280.003117 sec): 3 clusters Score: Raw -5151134.716838 + Penalty 1044.002167 = -5150090.714671 nChanged 2 SP:Iteration 21Q (4280.121119 sec): 3 clusters Score: Raw -5151136.933049 + Penalty 1044.002167 = -5150092.930882 nChanged 1 SP:Iteration 22Q (4280.247937 sec): 3 clusters Score: Raw -5151138.673964 + Penalty 1044.002167 = -5150094.671797 nChanged 1 SP:Iteration 23Q (4280.352643 sec): 3 clusters Score: Raw -5151141.232395 + Penalty 1044.002167 = -5150097.230228 nChanged 0 SP:Iteration 24F (4280.485043 sec): 3 clusters Score: Raw -5151141.232395 + Penalty 1044.002167 = -5150097.230228 nChanged 0 Trying to split cluster 20 (119049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4280.586998 sec): 2 clusters Score: Raw -6527255.443070 + Penalty 531.771716 = -6526723.671354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4280.739226 sec): 3 clusters Score: Raw -6447615.478459 + Penalty 1063.543431 = -6446551.935027 nChanged 58210 SP:Iteration 1F (4280.892955 sec): 3 clusters Score: Raw -6484559.929908 + Penalty 1063.543431 = -6483496.386477 nChanged 7368 SP:Iteration 2F (4281.046248 sec): 3 clusters Score: Raw -6488687.189158 + Penalty 1063.543431 = -6487623.645727 nChanged 8504 SP:Iteration 3F (4281.197388 sec): 3 clusters Score: Raw -6494587.295946 + Penalty 1063.543431 = -6493523.752515 nChanged 8808 SP:Iteration 4F (4281.349564 sec): 3 clusters Score: Raw -6501433.031073 + Penalty 1063.543431 = -6500369.487642 nChanged 8126 SP:Iteration 5F (4281.503649 sec): 3 clusters Score: Raw -6507979.117273 + Penalty 1063.543431 = -6506915.573841 nChanged 6831 SP:Iteration 6F (4281.657616 sec): 3 clusters Score: Raw -6513423.933935 + Penalty 1063.543431 = -6512360.390504 nChanged 5058 SP:Iteration 7Q (4281.829088 sec): 3 clusters Score: Raw -6516964.131386 + Penalty 1063.543431 = -6515900.587955 nChanged 3504 SP:Iteration 8Q (4282.000119 sec): 3 clusters Score: Raw -6519023.915378 + Penalty 1063.543431 = -6517960.371947 nChanged 2543 SP:Iteration 9Q (4282.161572 sec): 3 clusters Score: Raw -6520348.435641 + Penalty 1063.543431 = -6519284.892210 nChanged 2138 SP:Iteration 10Q (4282.307238 sec): 3 clusters Score: Raw -6521416.424099 + Penalty 1063.543431 = -6520352.880668 nChanged 1921 SP:Iteration 11Q (4282.467486 sec): 3 clusters Score: Raw -6522349.762276 + Penalty 1063.543431 = -6521286.218845 nChanged 1694 SP:Iteration 12Q (4282.621096 sec): 3 clusters Score: Raw -6523161.176945 + Penalty 1063.543431 = -6522097.633513 nChanged 1533 SP:Iteration 13Q (4282.769147 sec): 3 clusters Score: Raw -6523939.655123 + Penalty 1063.543431 = -6522876.111692 nChanged 1371 SP:Iteration 14Q (4282.912993 sec): 3 clusters Score: Raw -6524630.310877 + Penalty 1063.543431 = -6523566.767446 nChanged 1240 SP:Iteration 15Q (4283.066156 sec): 3 clusters Score: Raw -6525249.245068 + Penalty 1063.543431 = -6524185.701637 nChanged 1053 SP:Iteration 16Q (4283.226848 sec): 3 clusters Score: Raw -6525735.607564 + Penalty 1063.543431 = -6524672.064133 nChanged 963 SP:Iteration 17Q (4283.374610 sec): 3 clusters Score: Raw -6526154.310975 + Penalty 1063.543431 = -6525090.767544 nChanged 825 SP:Iteration 18Q (4283.530026 sec): 3 clusters Score: Raw -6526489.538001 + Penalty 1063.543431 = -6525425.994570 nChanged 702 SP:Iteration 19Q (4283.685417 sec): 3 clusters Score: Raw -6526754.506340 + Penalty 1063.543431 = -6525690.962909 nChanged 693 SP:Iteration 20F (4283.838347 sec): 3 clusters Score: Raw -6527008.054346 + Penalty 1063.543431 = -6525944.510915 nChanged 634 SP:Iteration 21Q (4283.986462 sec): 3 clusters Score: Raw -6527219.892771 + Penalty 1063.543431 = -6526156.349340 nChanged 589 SP:Iteration 22Q (4284.133507 sec): 3 clusters Score: Raw -6527401.323894 + Penalty 1063.543431 = -6526337.780463 nChanged 572 SP:Iteration 23Q (4284.283051 sec): 3 clusters Score: Raw -6527584.816130 + Penalty 1063.543431 = -6526521.272699 nChanged 592 SP:Iteration 24Q (4284.428422 sec): 3 clusters Score: Raw -6527790.490262 + Penalty 1063.543431 = -6526726.946831 nChanged 637 SP:Iteration 25Q (4284.578877 sec): 3 clusters Score: Raw -6528038.412076 + Penalty 1063.543431 = -6526974.868645 nChanged 642 SP:Iteration 26Q (4284.720878 sec): 3 clusters Score: Raw -6528348.068999 + Penalty 1063.543431 = -6527284.525568 nChanged 692 SP:Iteration 27Q (4284.871827 sec): 3 clusters Score: Raw -6528748.565669 + Penalty 1063.543431 = -6527685.022238 nChanged 708 SP:Iteration 28Q (4285.040594 sec): 3 clusters Score: Raw -6529204.790626 + Penalty 1063.543431 = -6528141.247195 nChanged 673 SP:Iteration 29Q (4285.190125 sec): 3 clusters Score: Raw -6529702.196424 + Penalty 1063.543431 = -6528638.652993 nChanged 636 SP:Iteration 30Q (4285.345480 sec): 3 clusters Score: Raw -6530253.389201 + Penalty 1063.543431 = -6529189.845769 nChanged 551 SP:Iteration 31Q (4285.496663 sec): 3 clusters Score: Raw -6530711.723475 + Penalty 1063.543431 = -6529648.180044 nChanged 467 SP:Iteration 32Q (4285.635662 sec): 3 clusters Score: Raw -6530993.539099 + Penalty 1063.543431 = -6529929.995668 nChanged 368 SP:Iteration 33Q (4285.785433 sec): 3 clusters Score: Raw -6531131.747345 + Penalty 1063.543431 = -6530068.203914 nChanged 255 SP:Iteration 34Q (4285.931568 sec): 3 clusters Score: Raw -6531192.729276 + Penalty 1063.543431 = -6530129.185845 nChanged 164 SP:Iteration 35Q (4286.091498 sec): 3 clusters Score: Raw -6531221.217030 + Penalty 1063.543431 = -6530157.673599 nChanged 131 SP:Iteration 36Q (4286.239425 sec): 3 clusters Score: Raw -6531236.560521 + Penalty 1063.543431 = -6530173.017090 nChanged 82 SP:Iteration 37Q (4286.383067 sec): 3 clusters Score: Raw -6531242.318214 + Penalty 1063.543431 = -6530178.774783 nChanged 53 SP:Iteration 38Q (4286.522020 sec): 3 clusters Score: Raw -6531244.713982 + Penalty 1063.543431 = -6530181.170551 nChanged 30 SP:Iteration 39Q (4286.669478 sec): 3 clusters Score: Raw -6531245.981119 + Penalty 1063.543431 = -6530182.437688 nChanged 21 SP:Iteration 40F (4286.819659 sec): 3 clusters Score: Raw -6531258.682124 + Penalty 1063.543431 = -6530195.138693 nChanged 45 SP:Iteration 41Q (4286.955772 sec): 3 clusters Score: Raw -6531263.962682 + Penalty 1063.543431 = -6530200.419251 nChanged 46 SP:Iteration 42Q (4287.103416 sec): 3 clusters Score: Raw -6531266.629536 + Penalty 1063.543431 = -6530203.086105 nChanged 30 SP:Iteration 43Q (4287.255872 sec): 3 clusters Score: Raw -6531267.919105 + Penalty 1063.543431 = -6530204.375674 nChanged 19 SP:Iteration 44Q (4287.417573 sec): 3 clusters Score: Raw -6531268.649513 + Penalty 1063.543431 = -6530205.106082 nChanged 17 SP:Iteration 45Q (4287.558662 sec): 3 clusters Score: Raw -6531269.132300 + Penalty 1063.543431 = -6530205.588869 nChanged 15 SP:Iteration 46Q (4287.697196 sec): 3 clusters Score: Raw -6531269.610313 + Penalty 1063.543431 = -6530206.066882 nChanged 11 SP:Iteration 47Q (4287.837422 sec): 3 clusters Score: Raw -6531269.882514 + Penalty 1063.543431 = -6530206.339083 nChanged 9 SP:Iteration 48Q (4287.984784 sec): 3 clusters Score: Raw -6531270.192227 + Penalty 1063.543431 = -6530206.648796 nChanged 12 SP:Iteration 49Q (4288.137149 sec): 3 clusters Score: Raw -6531270.600821 + Penalty 1063.543431 = -6530207.057390 nChanged 11 SP:Iteration 50Q (4288.278064 sec): 3 clusters Score: Raw -6531270.909424 + Penalty 1063.543431 = -6530207.365993 nChanged 8 SP:Iteration 51Q (4288.422352 sec): 3 clusters Score: Raw -6531271.057498 + Penalty 1063.543431 = -6530207.514067 nChanged 2 SP:Iteration 52Q (4288.570099 sec): 3 clusters Score: Raw -6531271.111501 + Penalty 1063.543431 = -6530207.568070 nChanged 3 SP:Iteration 53Q (4288.722199 sec): 3 clusters Score: Raw -6531271.174525 + Penalty 1063.543431 = -6530207.631094 nChanged 2 SP:Iteration 54Q (4288.884484 sec): 3 clusters Score: Raw -6531271.195922 + Penalty 1063.543431 = -6530207.652490 nChanged 2 SP:Iteration 55Q (4289.040191 sec): 3 clusters Score: Raw -6531271.232112 + Penalty 1063.543431 = -6530207.688681 nChanged 3 SP:Iteration 56Q (4289.180256 sec): 3 clusters Score: Raw -6531271.284415 + Penalty 1063.543431 = -6530207.740984 nChanged 1 SP:Iteration 57Q (4289.334279 sec): 3 clusters Score: Raw -6531271.312171 + Penalty 1063.543431 = -6530207.768740 nChanged 1 SP:Iteration 58Q (4289.487899 sec): 3 clusters Score: Raw -6531271.331620 + Penalty 1063.543431 = -6530207.788189 nChanged 1 SP:Iteration 59Q (4289.638811 sec): 3 clusters Score: Raw -6531271.353069 + Penalty 1063.543431 = -6530207.809638 nChanged 0 SP:Iteration 60F (4289.796615 sec): 3 clusters Score: Raw -6531271.353069 + Penalty 1063.543431 = -6530207.809638 nChanged 0 Score: Raw -56279568.740743 + Penalty 26639.744806 = -56252928.995937 Splitting cluster 20 changes total score from -56242731.885582 to -56252928.995937 So it's getting split into cluster 42. Trying to split cluster 21 (15322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4306.669998 sec): 2 clusters Score: Raw -802274.686278 + Penalty 438.485547 = -801836.200731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4306.724229 sec): 3 clusters Score: Raw -792596.632435 + Penalty 876.971093 = -791719.661341 nChanged 7152 SP:Iteration 1F (4306.782356 sec): 3 clusters Score: Raw -796882.400774 + Penalty 876.971093 = -796005.429681 nChanged 786 SP:Iteration 2F (4306.849031 sec): 3 clusters Score: Raw -797249.353704 + Penalty 876.971093 = -796372.382611 nChanged 813 SP:Iteration 3F (4306.898675 sec): 3 clusters Score: Raw -797711.946954 + Penalty 876.971093 = -796834.975861 nChanged 894 SP:Iteration 4F (4306.960602 sec): 3 clusters Score: Raw -798323.912655 + Penalty 876.971093 = -797446.941562 nChanged 931 SP:Iteration 5F (4307.024284 sec): 3 clusters Score: Raw -798999.045789 + Penalty 876.971093 = -798122.074695 nChanged 895 SP:Iteration 6F (4307.088605 sec): 3 clusters Score: Raw -799673.137705 + Penalty 876.971093 = -798796.166612 nChanged 808 SP:Iteration 7F (4307.152274 sec): 3 clusters Score: Raw -800149.292229 + Penalty 876.971093 = -799272.321135 nChanged 611 SP:Iteration 8Q (4307.213420 sec): 3 clusters Score: Raw -800414.587450 + Penalty 876.971093 = -799537.616357 nChanged 420 SP:Iteration 9Q (4307.264552 sec): 3 clusters Score: Raw -800568.473362 + Penalty 876.971093 = -799691.502269 nChanged 325 SP:Iteration 10Q (4307.332045 sec): 3 clusters Score: Raw -800688.429355 + Penalty 876.971093 = -799811.458262 nChanged 284 SP:Iteration 11Q (4307.396251 sec): 3 clusters Score: Raw -800787.909848 + Penalty 876.971093 = -799910.938754 nChanged 243 SP:Iteration 12Q (4307.453174 sec): 3 clusters Score: Raw -800875.101209 + Penalty 876.971093 = -799998.130116 nChanged 263 SP:Iteration 13Q (4307.527067 sec): 3 clusters Score: Raw -800961.565140 + Penalty 876.971093 = -800084.594046 nChanged 244 SP:Iteration 14Q (4307.576681 sec): 3 clusters Score: Raw -801035.643461 + Penalty 876.971093 = -800158.672367 nChanged 225 SP:Iteration 15Q (4307.638631 sec): 3 clusters Score: Raw -801104.350664 + Penalty 876.971093 = -800227.379571 nChanged 207 SP:Iteration 16Q (4307.703276 sec): 3 clusters Score: Raw -801168.382985 + Penalty 876.971093 = -800291.411892 nChanged 200 SP:Iteration 17Q (4307.759674 sec): 3 clusters Score: Raw -801229.490769 + Penalty 876.971093 = -800352.519675 nChanged 181 SP:Iteration 18Q (4307.820988 sec): 3 clusters Score: Raw -801278.781255 + Penalty 876.971093 = -800401.810162 nChanged 161 SP:Iteration 19Q (4307.879400 sec): 3 clusters Score: Raw -801322.114378 + Penalty 876.971093 = -800445.143285 nChanged 140 SP:Iteration 20F (4307.942005 sec): 3 clusters Score: Raw -801355.424073 + Penalty 876.971093 = -800478.452980 nChanged 129 SP:Iteration 21Q (4308.003361 sec): 3 clusters Score: Raw -801383.113300 + Penalty 876.971093 = -800506.142207 nChanged 115 SP:Iteration 22Q (4308.057415 sec): 3 clusters Score: Raw -801405.047492 + Penalty 876.971093 = -800528.076398 nChanged 111 SP:Iteration 23Q (4308.125534 sec): 3 clusters Score: Raw -801425.015046 + Penalty 876.971093 = -800548.043952 nChanged 94 SP:Iteration 24Q (4308.189651 sec): 3 clusters Score: Raw -801439.140731 + Penalty 876.971093 = -800562.169637 nChanged 77 SP:Iteration 25Q (4308.240509 sec): 3 clusters Score: Raw -801450.512348 + Penalty 876.971093 = -800573.541254 nChanged 76 SP:Iteration 26Q (4308.307000 sec): 3 clusters Score: Raw -801464.102774 + Penalty 876.971093 = -800587.131680 nChanged 88 SP:Iteration 27Q (4308.373105 sec): 3 clusters Score: Raw -801477.575050 + Penalty 876.971093 = -800600.603957 nChanged 85 SP:Iteration 28Q (4308.421909 sec): 3 clusters Score: Raw -801489.937901 + Penalty 876.971093 = -800612.966808 nChanged 84 SP:Iteration 29Q (4308.485849 sec): 3 clusters Score: Raw -801503.714124 + Penalty 876.971093 = -800626.743031 nChanged 96 SP:Iteration 30Q (4308.547855 sec): 3 clusters Score: Raw -801519.915587 + Penalty 876.971093 = -800642.944494 nChanged 80 SP:Iteration 31Q (4308.618763 sec): 3 clusters Score: Raw -801530.255546 + Penalty 876.971093 = -800653.284452 nChanged 65 SP:Iteration 32Q (4308.682221 sec): 3 clusters Score: Raw -801537.166242 + Penalty 876.971093 = -800660.195149 nChanged 58 SP:Iteration 33Q (4308.738976 sec): 3 clusters Score: Raw -801544.209609 + Penalty 876.971093 = -800667.238515 nChanged 57 SP:Iteration 34Q (4308.806766 sec): 3 clusters Score: Raw -801551.203135 + Penalty 876.971093 = -800674.232041 nChanged 62 SP:Iteration 35Q (4308.874134 sec): 3 clusters Score: Raw -801557.330016 + Penalty 876.971093 = -800680.358923 nChanged 50 SP:Iteration 36Q (4308.926382 sec): 3 clusters Score: Raw -801561.644305 + Penalty 876.971093 = -800684.673212 nChanged 29 SP:Iteration 37Q (4308.995064 sec): 3 clusters Score: Raw -801563.734932 + Penalty 876.971093 = -800686.763838 nChanged 23 SP:Iteration 38Q (4309.059233 sec): 3 clusters Score: Raw -801565.129172 + Penalty 876.971093 = -800688.158079 nChanged 24 SP:Iteration 39Q (4309.121210 sec): 3 clusters Score: Raw -801566.493851 + Penalty 876.971093 = -800689.522758 nChanged 23 SP:Iteration 40F (4309.183027 sec): 3 clusters Score: Raw -801567.898949 + Penalty 876.971093 = -800690.927856 nChanged 22 SP:Iteration 41Q (4309.243239 sec): 3 clusters Score: Raw -801569.077174 + Penalty 876.971093 = -800692.106081 nChanged 14 SP:Iteration 42Q (4309.302386 sec): 3 clusters Score: Raw -801569.570032 + Penalty 876.971093 = -800692.598938 nChanged 12 SP:Iteration 43Q (4309.355769 sec): 3 clusters Score: Raw -801570.115889 + Penalty 876.971093 = -800693.144795 nChanged 16 SP:Iteration 44Q (4309.425510 sec): 3 clusters Score: Raw -801570.814524 + Penalty 876.971093 = -800693.843430 nChanged 11 SP:Iteration 45Q (4309.479864 sec): 3 clusters Score: Raw -801571.458427 + Penalty 876.971093 = -800694.487334 nChanged 16 SP:Iteration 46Q (4309.553498 sec): 3 clusters Score: Raw -801572.428434 + Penalty 876.971093 = -800695.457341 nChanged 23 SP:Iteration 47Q (4309.616440 sec): 3 clusters Score: Raw -801573.945978 + Penalty 876.971093 = -800696.974885 nChanged 22 SP:Iteration 48Q (4309.676148 sec): 3 clusters Score: Raw -801575.413544 + Penalty 876.971093 = -800698.442451 nChanged 31 SP:Iteration 49Q (4309.737803 sec): 3 clusters Score: Raw -801577.783913 + Penalty 876.971093 = -800700.812820 nChanged 33 SP:Iteration 50Q (4309.800225 sec): 3 clusters Score: Raw -801580.094026 + Penalty 876.971093 = -800703.122933 nChanged 26 SP:Iteration 51Q (4309.864341 sec): 3 clusters Score: Raw -801582.033111 + Penalty 876.971093 = -800705.062018 nChanged 28 SP:Iteration 52Q (4309.926425 sec): 3 clusters Score: Raw -801584.605707 + Penalty 876.971093 = -800707.634614 nChanged 41 SP:Iteration 53Q (4309.977087 sec): 3 clusters Score: Raw -801588.242062 + Penalty 876.971093 = -800711.270969 nChanged 40 SP:Iteration 54Q (4310.031543 sec): 3 clusters Score: Raw -801592.187738 + Penalty 876.971093 = -800715.216644 nChanged 42 SP:Iteration 55Q (4310.103294 sec): 3 clusters Score: Raw -801595.867844 + Penalty 876.971093 = -800718.896751 nChanged 37 SP:Iteration 56Q (4310.159119 sec): 3 clusters Score: Raw -801599.005496 + Penalty 876.971093 = -800722.034403 nChanged 42 SP:Iteration 57Q (4310.228074 sec): 3 clusters Score: Raw -801602.417264 + Penalty 876.971093 = -800725.446171 nChanged 43 SP:Iteration 58Q (4310.287444 sec): 3 clusters Score: Raw -801606.905792 + Penalty 876.971093 = -800729.934699 nChanged 57 SP:Iteration 59Q (4310.355393 sec): 3 clusters Score: Raw -801613.286555 + Penalty 876.971093 = -800736.315462 nChanged 49 SP:Iteration 60F (4310.413762 sec): 3 clusters Score: Raw -801619.079596 + Penalty 876.971093 = -800742.108502 nChanged 62 SP:Iteration 61Q (4310.477178 sec): 3 clusters Score: Raw -801626.092303 + Penalty 876.971093 = -800749.121209 nChanged 68 SP:Iteration 62Q (4310.532898 sec): 3 clusters Score: Raw -801634.239035 + Penalty 876.971093 = -800757.267941 nChanged 61 SP:Iteration 63Q (4310.597182 sec): 3 clusters Score: Raw -801642.672345 + Penalty 876.971093 = -800765.701252 nChanged 62 SP:Iteration 64Q (4310.656720 sec): 3 clusters Score: Raw -801650.366567 + Penalty 876.971093 = -800773.395474 nChanged 55 SP:Iteration 65Q (4310.719784 sec): 3 clusters Score: Raw -801656.112942 + Penalty 876.971093 = -800779.141849 nChanged 55 SP:Iteration 66Q (4310.783435 sec): 3 clusters Score: Raw -801661.718788 + Penalty 876.971093 = -800784.747694 nChanged 69 SP:Iteration 67Q (4310.845752 sec): 3 clusters Score: Raw -801671.738334 + Penalty 876.971093 = -800794.767241 nChanged 81 SP:Iteration 68Q (4310.893734 sec): 3 clusters Score: Raw -801685.476886 + Penalty 876.971093 = -800808.505793 nChanged 76 SP:Iteration 69Q (4310.949939 sec): 3 clusters Score: Raw -801698.862861 + Penalty 876.971093 = -800821.891767 nChanged 72 SP:Iteration 70Q (4311.010587 sec): 3 clusters Score: Raw -801711.685758 + Penalty 876.971093 = -800834.714665 nChanged 79 SP:Iteration 71Q (4311.078728 sec): 3 clusters Score: Raw -801726.494117 + Penalty 876.971093 = -800849.523024 nChanged 74 SP:Iteration 72Q (4311.140664 sec): 3 clusters Score: Raw -801739.800199 + Penalty 876.971093 = -800862.829106 nChanged 78 SP:Iteration 73Q (4311.198202 sec): 3 clusters Score: Raw -801752.918045 + Penalty 876.971093 = -800875.946951 nChanged 88 SP:Iteration 74Q (4311.260644 sec): 3 clusters Score: Raw -801768.195584 + Penalty 876.971093 = -800891.224491 nChanged 94 SP:Iteration 75Q (4311.309695 sec): 3 clusters Score: Raw -801785.760276 + Penalty 876.971093 = -800908.789183 nChanged 91 SP:Iteration 76Q (4311.372327 sec): 3 clusters Score: Raw -801803.023042 + Penalty 876.971093 = -800926.051948 nChanged 83 SP:Iteration 77Q (4311.430319 sec): 3 clusters Score: Raw -801819.576568 + Penalty 876.971093 = -800942.605475 nChanged 77 SP:Iteration 78Q (4311.501066 sec): 3 clusters Score: Raw -801835.471252 + Penalty 876.971093 = -800958.500159 nChanged 93 SP:Iteration 79Q (4311.551388 sec): 3 clusters Score: Raw -801856.405281 + Penalty 876.971093 = -800979.434187 nChanged 92 SP:Iteration 80F (4311.621521 sec): 3 clusters Score: Raw -801874.764586 + Penalty 876.971093 = -800997.793493 nChanged 84 SP:Iteration 81Q (4311.682131 sec): 3 clusters Score: Raw -801892.253192 + Penalty 876.971093 = -801015.282099 nChanged 93 SP:Iteration 82Q (4311.736712 sec): 3 clusters Score: Raw -801913.158159 + Penalty 876.971093 = -801036.187065 nChanged 84 SP:Iteration 83Q (4311.803477 sec): 3 clusters Score: Raw -801932.021502 + Penalty 876.971093 = -801055.050408 nChanged 97 SP:Iteration 84Q (4311.852612 sec): 3 clusters Score: Raw -801953.171300 + Penalty 876.971093 = -801076.200206 nChanged 99 SP:Iteration 85Q (4311.909945 sec): 3 clusters Score: Raw -801974.534528 + Penalty 876.971093 = -801097.563435 nChanged 94 SP:Iteration 86Q (4311.980154 sec): 3 clusters Score: Raw -801997.703699 + Penalty 876.971093 = -801120.732605 nChanged 99 SP:Iteration 87Q (4312.030497 sec): 3 clusters Score: Raw -802022.998271 + Penalty 876.971093 = -801146.027177 nChanged 94 SP:Iteration 88Q (4312.104281 sec): 3 clusters Score: Raw -802050.852137 + Penalty 876.971093 = -801173.881043 nChanged 93 SP:Iteration 89Q (4312.155269 sec): 3 clusters Score: Raw -802079.884059 + Penalty 876.971093 = -801202.912965 nChanged 76 SP:Iteration 90Q (4312.224318 sec): 3 clusters Score: Raw -802103.640088 + Penalty 876.971093 = -801226.668994 nChanged 86 SP:Iteration 91Q (4312.279753 sec): 3 clusters Score: Raw -802131.152512 + Penalty 876.971093 = -801254.181419 nChanged 92 SP:Iteration 92Q (4312.351238 sec): 3 clusters Score: Raw -802167.904787 + Penalty 876.971093 = -801290.933694 nChanged 93 SP:Iteration 93Q (4312.415729 sec): 3 clusters Score: Raw -802205.637475 + Penalty 876.971093 = -801328.666382 nChanged 90 SP:Iteration 94Q (4312.474696 sec): 3 clusters Score: Raw -802242.529382 + Penalty 876.971093 = -801365.558288 nChanged 86 SP:Iteration 95Q (4312.528749 sec): 3 clusters Score: Raw -802278.820049 + Penalty 876.971093 = -801401.848956 nChanged 76 SP:Iteration 96Q (4312.572844 sec): 3 clusters Score: Raw -802310.056332 + Penalty 876.971093 = -801433.085239 nChanged 67 SP:Iteration 97Q (4312.638895 sec): 3 clusters Score: Raw -802340.167851 + Penalty 876.971093 = -801463.196758 nChanged 50 SP:Iteration 98Q (4312.692075 sec): 3 clusters Score: Raw -802358.248820 + Penalty 876.971093 = -801481.277727 nChanged 43 SP:Iteration 99Q (4312.753287 sec): 3 clusters Score: Raw -802371.113415 + Penalty 876.971093 = -801494.142321 nChanged 39 SP:Iteration 100F (4312.813884 sec): 3 clusters Score: Raw -802382.822479 + Penalty 876.971093 = -801505.851386 nChanged 24 SP:Iteration 101Q (4312.864149 sec): 3 clusters Score: Raw -802391.751687 + Penalty 876.971093 = -801514.780593 nChanged 28 SP:Iteration 102Q (4312.919973 sec): 3 clusters Score: Raw -802401.307876 + Penalty 876.971093 = -801524.336783 nChanged 22 SP:Iteration 103Q (4312.969682 sec): 3 clusters Score: Raw -802407.796988 + Penalty 876.971093 = -801530.825894 nChanged 14 SP:Iteration 104Q (4313.036505 sec): 3 clusters Score: Raw -802411.511528 + Penalty 876.971093 = -801534.540435 nChanged 13 SP:Iteration 105Q (4313.085519 sec): 3 clusters Score: Raw -802414.319561 + Penalty 876.971093 = -801537.348467 nChanged 8 SP:Iteration 106Q (4313.143351 sec): 3 clusters Score: Raw -802416.127042 + Penalty 876.971093 = -801539.155949 nChanged 8 SP:Iteration 107Q (4313.195932 sec): 3 clusters Score: Raw -802417.876537 + Penalty 876.971093 = -801540.905443 nChanged 6 SP:Iteration 108Q (4313.242674 sec): 3 clusters Score: Raw -802418.731594 + Penalty 876.971093 = -801541.760500 nChanged 4 SP:Iteration 109Q (4313.303075 sec): 3 clusters Score: Raw -802419.321598 + Penalty 876.971093 = -801542.350504 nChanged 4 SP:Iteration 110Q (4313.347865 sec): 3 clusters Score: Raw -802419.927783 + Penalty 876.971093 = -801542.956689 nChanged 2 SP:Iteration 111Q (4313.406638 sec): 3 clusters Score: Raw -802420.508114 + Penalty 876.971093 = -801543.537021 nChanged 6 SP:Iteration 112Q (4313.465320 sec): 3 clusters Score: Raw -802421.294895 + Penalty 876.971093 = -801544.323802 nChanged 3 SP:Iteration 113Q (4313.524873 sec): 3 clusters Score: Raw -802421.595133 + Penalty 876.971093 = -801544.624039 nChanged 6 SP:Iteration 114Q (4313.581469 sec): 3 clusters Score: Raw -802422.326962 + Penalty 876.971093 = -801545.355868 nChanged 5 SP:Iteration 115Q (4313.638037 sec): 3 clusters Score: Raw -802423.087622 + Penalty 876.971093 = -801546.116528 nChanged 6 SP:Iteration 116Q (4313.687760 sec): 3 clusters Score: Raw -802423.859490 + Penalty 876.971093 = -801546.888397 nChanged 7 SP:Iteration 117Q (4313.741171 sec): 3 clusters Score: Raw -802425.475299 + Penalty 876.971093 = -801548.504205 nChanged 6 SP:Iteration 118Q (4313.795788 sec): 3 clusters Score: Raw -802427.080681 + Penalty 876.971093 = -801550.109587 nChanged 3 SP:Iteration 119Q (4313.862635 sec): 3 clusters Score: Raw -802427.950465 + Penalty 876.971093 = -801550.979372 nChanged 5 SP:Iteration 120F (4313.911403 sec): 3 clusters Score: Raw -802428.872866 + Penalty 876.971093 = -801551.901772 nChanged 0 Trying to split cluster 22 (32851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4313.973138 sec): 2 clusters Score: Raw -1794541.077611 + Penalty 473.188055 = -1794067.889556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4314.044457 sec): 3 clusters Score: Raw -1772937.439449 + Penalty 946.376109 = -1771991.063339 nChanged 15815 SP:Iteration 1F (4314.113868 sec): 3 clusters Score: Raw -1782513.781013 + Penalty 946.376109 = -1781567.404903 nChanged 1574 SP:Iteration 2Q (4314.205332 sec): 3 clusters Score: Raw -1783204.060208 + Penalty 946.376109 = -1782257.684099 nChanged 1822 SP:Iteration 3F (4314.268687 sec): 3 clusters Score: Raw -1784165.323828 + Penalty 946.376109 = -1783218.947719 nChanged 2218 SP:Iteration 4F (4314.341496 sec): 3 clusters Score: Raw -1785672.036197 + Penalty 946.376109 = -1784725.660088 nChanged 2502 SP:Iteration 5F (4314.421504 sec): 3 clusters Score: Raw -1787811.343394 + Penalty 946.376109 = -1786864.967285 nChanged 2375 SP:Iteration 6F (4314.487621 sec): 3 clusters Score: Raw -1790026.520572 + Penalty 946.376109 = -1789080.144463 nChanged 1848 SP:Iteration 7F (4314.562173 sec): 3 clusters Score: Raw -1791719.327175 + Penalty 946.376109 = -1790772.951066 nChanged 1308 SP:Iteration 8Q (4314.635840 sec): 3 clusters Score: Raw -1792863.201394 + Penalty 946.376109 = -1791916.825285 nChanged 873 SP:Iteration 9Q (4314.715114 sec): 3 clusters Score: Raw -1793606.539465 + Penalty 946.376109 = -1792660.163356 nChanged 520 SP:Iteration 10Q (4314.793863 sec): 3 clusters Score: Raw -1794023.768195 + Penalty 946.376109 = -1793077.392086 nChanged 365 SP:Iteration 11Q (4314.859825 sec): 3 clusters Score: Raw -1794272.941413 + Penalty 946.376109 = -1793326.565303 nChanged 239 SP:Iteration 12Q (4314.931507 sec): 3 clusters Score: Raw -1794415.781430 + Penalty 946.376109 = -1793469.405321 nChanged 164 SP:Iteration 13Q (4315.001051 sec): 3 clusters Score: Raw -1794485.618809 + Penalty 946.376109 = -1793539.242699 nChanged 121 SP:Iteration 14Q (4315.084732 sec): 3 clusters Score: Raw -1794535.351480 + Penalty 946.376109 = -1793588.975370 nChanged 95 SP:Iteration 15Q (4315.147751 sec): 3 clusters Score: Raw -1794571.284241 + Penalty 946.376109 = -1793624.908132 nChanged 76 SP:Iteration 16Q (4315.220881 sec): 3 clusters Score: Raw -1794601.202108 + Penalty 946.376109 = -1793654.825999 nChanged 72 SP:Iteration 17Q (4315.289163 sec): 3 clusters Score: Raw -1794629.179441 + Penalty 946.376109 = -1793682.803332 nChanged 50 SP:Iteration 18Q (4315.363592 sec): 3 clusters Score: Raw -1794644.078597 + Penalty 946.376109 = -1793697.702488 nChanged 44 SP:Iteration 19Q (4315.425197 sec): 3 clusters Score: Raw -1794657.605498 + Penalty 946.376109 = -1793711.229389 nChanged 43 SP:Iteration 20F (4315.493658 sec): 3 clusters Score: Raw -1794670.186222 + Penalty 946.376109 = -1793723.810113 nChanged 26 SP:Iteration 21Q (4315.571575 sec): 3 clusters Score: Raw -1794676.979959 + Penalty 946.376109 = -1793730.603849 nChanged 26 SP:Iteration 22Q (4315.634585 sec): 3 clusters Score: Raw -1794683.118366 + Penalty 946.376109 = -1793736.742257 nChanged 23 SP:Iteration 23Q (4315.707468 sec): 3 clusters Score: Raw -1794688.424904 + Penalty 946.376109 = -1793742.048795 nChanged 15 SP:Iteration 24Q (4315.773644 sec): 3 clusters Score: Raw -1794692.589402 + Penalty 946.376109 = -1793746.213292 nChanged 14 SP:Iteration 25Q (4315.840043 sec): 3 clusters Score: Raw -1794696.013305 + Penalty 946.376109 = -1793749.637195 nChanged 9 SP:Iteration 26Q (4315.914798 sec): 3 clusters Score: Raw -1794697.673053 + Penalty 946.376109 = -1793751.296943 nChanged 7 SP:Iteration 27Q (4315.993662 sec): 3 clusters Score: Raw -1794698.643743 + Penalty 946.376109 = -1793752.267634 nChanged 5 SP:Iteration 28Q (4316.060679 sec): 3 clusters Score: Raw -1794699.130751 + Penalty 946.376109 = -1793752.754642 nChanged 4 SP:Iteration 29Q (4316.139425 sec): 3 clusters Score: Raw -1794699.878167 + Penalty 946.376109 = -1793753.502057 nChanged 4 SP:Iteration 30Q (4316.209134 sec): 3 clusters Score: Raw -1794700.432363 + Penalty 946.376109 = -1793754.056254 nChanged 3 SP:Iteration 31Q (4316.280285 sec): 3 clusters Score: Raw -1794701.125385 + Penalty 946.376109 = -1793754.749276 nChanged 5 SP:Iteration 32Q (4316.345584 sec): 3 clusters Score: Raw -1794701.889896 + Penalty 946.376109 = -1793755.513786 nChanged 3 SP:Iteration 33Q (4316.411187 sec): 3 clusters Score: Raw -1794702.289758 + Penalty 946.376109 = -1793755.913649 nChanged 1 SP:Iteration 34Q (4316.477251 sec): 3 clusters Score: Raw -1794702.345936 + Penalty 946.376109 = -1793755.969827 nChanged 0 SP:Iteration 35F (4316.551542 sec): 3 clusters Score: Raw -1794702.345936 + Penalty 946.376109 = -1793755.969827 nChanged 0 Trying to split cluster 23 (9535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4316.577280 sec): 2 clusters Score: Raw -507714.122693 + Penalty 416.903966 = -507297.218728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4316.635118 sec): 3 clusters Score: Raw -501660.027951 + Penalty 833.807931 = -500826.220020 nChanged 4489 SP:Iteration 1F (4316.681295 sec): 3 clusters Score: Raw -504621.463266 + Penalty 833.807931 = -503787.655335 nChanged 895 SP:Iteration 2F (4316.736658 sec): 3 clusters Score: Raw -505371.065961 + Penalty 833.807931 = -504537.258030 nChanged 856 SP:Iteration 3F (4316.795942 sec): 3 clusters Score: Raw -506020.166080 + Penalty 833.807931 = -505186.358149 nChanged 640 SP:Iteration 4F (4316.856212 sec): 3 clusters Score: Raw -506430.697712 + Penalty 833.807931 = -505596.889781 nChanged 473 SP:Iteration 5Q (4316.902028 sec): 3 clusters Score: Raw -506674.319019 + Penalty 833.807931 = -505840.511088 nChanged 333 SP:Iteration 6Q (4316.964808 sec): 3 clusters Score: Raw -506806.430828 + Penalty 833.807931 = -505972.622897 nChanged 256 SP:Iteration 7Q (4317.003483 sec): 3 clusters Score: Raw -506894.377169 + Penalty 833.807931 = -506060.569238 nChanged 196 SP:Iteration 8Q (4317.052880 sec): 3 clusters Score: Raw -506955.965534 + Penalty 833.807931 = -506122.157603 nChanged 187 SP:Iteration 9Q (4317.118143 sec): 3 clusters Score: Raw -507010.769270 + Penalty 833.807931 = -506176.961338 nChanged 159 SP:Iteration 10Q (4317.172478 sec): 3 clusters Score: Raw -507056.568545 + Penalty 833.807931 = -506222.760614 nChanged 172 SP:Iteration 11Q (4317.217445 sec): 3 clusters Score: Raw -507110.772726 + Penalty 833.807931 = -506276.964795 nChanged 187 SP:Iteration 12Q (4317.271357 sec): 3 clusters Score: Raw -507188.271196 + Penalty 833.807931 = -506354.463265 nChanged 221 SP:Iteration 13Q (4317.321293 sec): 3 clusters Score: Raw -507289.834161 + Penalty 833.807931 = -506456.026230 nChanged 266 SP:Iteration 14Q (4317.366591 sec): 3 clusters Score: Raw -507436.145583 + Penalty 833.807931 = -506602.337652 nChanged 274 SP:Iteration 15Q (4317.414441 sec): 3 clusters Score: Raw -507593.421896 + Penalty 833.807931 = -506759.613965 nChanged 274 SP:Iteration 16Q (4317.465568 sec): 3 clusters Score: Raw -507774.997950 + Penalty 833.807931 = -506941.190019 nChanged 311 SP:Iteration 17Q (4317.519493 sec): 3 clusters Score: Raw -507973.141944 + Penalty 833.807931 = -507139.334012 nChanged 295 SP:Iteration 18Q (4317.577563 sec): 3 clusters Score: Raw -508150.324166 + Penalty 833.807931 = -507316.516235 nChanged 272 SP:Iteration 19Q (4317.621065 sec): 3 clusters Score: Raw -508303.429723 + Penalty 833.807931 = -507469.621792 nChanged 250 SP:Iteration 20F (4317.675523 sec): 3 clusters Score: Raw -508442.910192 + Penalty 833.807931 = -507609.102261 nChanged 227 SP:Iteration 21Q (4317.723951 sec): 3 clusters Score: Raw -508584.110062 + Penalty 833.807931 = -507750.302130 nChanged 196 SP:Iteration 22Q (4317.780172 sec): 3 clusters Score: Raw -508696.411012 + Penalty 833.807931 = -507862.603081 nChanged 171 SP:Iteration 23Q (4317.830442 sec): 3 clusters Score: Raw -508793.094803 + Penalty 833.807931 = -507959.286872 nChanged 154 SP:Iteration 24Q (4317.881297 sec): 3 clusters Score: Raw -508870.979383 + Penalty 833.807931 = -508037.171452 nChanged 128 SP:Iteration 25Q (4317.935618 sec): 3 clusters Score: Raw -508926.196111 + Penalty 833.807931 = -508092.388179 nChanged 127 SP:Iteration 26Q (4317.984644 sec): 3 clusters Score: Raw -508992.728304 + Penalty 833.807931 = -508158.920373 nChanged 124 SP:Iteration 27Q (4318.036985 sec): 3 clusters Score: Raw -509049.569200 + Penalty 833.807931 = -508215.761269 nChanged 102 SP:Iteration 28Q (4318.087320 sec): 3 clusters Score: Raw -509078.730833 + Penalty 833.807931 = -508244.922901 nChanged 71 SP:Iteration 29Q (4318.140913 sec): 3 clusters Score: Raw -509098.821096 + Penalty 833.807931 = -508265.013165 nChanged 62 SP:Iteration 30Q (4318.197881 sec): 3 clusters Score: Raw -509115.295175 + Penalty 833.807931 = -508281.487244 nChanged 42 SP:Iteration 31Q (4318.245493 sec): 3 clusters Score: Raw -509123.351120 + Penalty 833.807931 = -508289.543188 nChanged 33 SP:Iteration 32Q (4318.289970 sec): 3 clusters Score: Raw -509129.178782 + Penalty 833.807931 = -508295.370851 nChanged 28 SP:Iteration 33Q (4318.344411 sec): 3 clusters Score: Raw -509133.735444 + Penalty 833.807931 = -508299.927513 nChanged 21 SP:Iteration 34Q (4318.393820 sec): 3 clusters Score: Raw -509136.825747 + Penalty 833.807931 = -508303.017816 nChanged 18 SP:Iteration 35Q (4318.437627 sec): 3 clusters Score: Raw -509139.218467 + Penalty 833.807931 = -508305.410536 nChanged 12 SP:Iteration 36Q (4318.491955 sec): 3 clusters Score: Raw -509140.269589 + Penalty 833.807931 = -508306.461657 nChanged 10 SP:Iteration 37Q (4318.541180 sec): 3 clusters Score: Raw -509141.027024 + Penalty 833.807931 = -508307.219093 nChanged 9 SP:Iteration 38Q (4318.600808 sec): 3 clusters Score: Raw -509141.789047 + Penalty 833.807931 = -508307.981116 nChanged 9 SP:Iteration 39Q (4318.646200 sec): 3 clusters Score: Raw -509142.535330 + Penalty 833.807931 = -508308.727399 nChanged 8 SP:Iteration 40F (4318.692885 sec): 3 clusters Score: Raw -509143.116699 + Penalty 833.807931 = -508309.308768 nChanged 5 SP:Iteration 41Q (4318.752642 sec): 3 clusters Score: Raw -509143.541159 + Penalty 833.807931 = -508309.733228 nChanged 5 SP:Iteration 42Q (4318.801540 sec): 3 clusters Score: Raw -509144.149973 + Penalty 833.807931 = -508310.342042 nChanged 9 SP:Iteration 43Q (4318.857269 sec): 3 clusters Score: Raw -509145.091197 + Penalty 833.807931 = -508311.283266 nChanged 10 SP:Iteration 44Q (4318.893538 sec): 3 clusters Score: Raw -509146.518140 + Penalty 833.807931 = -508312.710209 nChanged 13 SP:Iteration 45Q (4318.956640 sec): 3 clusters Score: Raw -509147.815745 + Penalty 833.807931 = -508314.007814 nChanged 6 SP:Iteration 46Q (4318.995143 sec): 3 clusters Score: Raw -509148.221097 + Penalty 833.807931 = -508314.413166 nChanged 6 SP:Iteration 47Q (4319.051999 sec): 3 clusters Score: Raw -509148.819559 + Penalty 833.807931 = -508315.011627 nChanged 3 SP:Iteration 48Q (4319.100187 sec): 3 clusters Score: Raw -509149.118569 + Penalty 833.807931 = -508315.310638 nChanged 6 SP:Iteration 49Q (4319.147036 sec): 3 clusters Score: Raw -509149.546041 + Penalty 833.807931 = -508315.738110 nChanged 9 SP:Iteration 50Q (4319.201453 sec): 3 clusters Score: Raw -509150.266704 + Penalty 833.807931 = -508316.458773 nChanged 3 SP:Iteration 51Q (4319.247816 sec): 3 clusters Score: Raw -509150.506111 + Penalty 833.807931 = -508316.698180 nChanged 4 SP:Iteration 52Q (4319.300163 sec): 3 clusters Score: Raw -509150.828812 + Penalty 833.807931 = -508317.020881 nChanged 2 SP:Iteration 53Q (4319.352862 sec): 3 clusters Score: Raw -509150.906401 + Penalty 833.807931 = -508317.098470 nChanged 1 SP:Iteration 54Q (4319.388609 sec): 3 clusters Score: Raw -509150.999676 + Penalty 833.807931 = -508317.191745 nChanged 2 SP:Iteration 55Q (4319.447592 sec): 3 clusters Score: Raw -509151.167538 + Penalty 833.807931 = -508317.359607 nChanged 3 SP:Iteration 56Q (4319.493660 sec): 3 clusters Score: Raw -509151.493910 + Penalty 833.807931 = -508317.685979 nChanged 7 SP:Iteration 57Q (4319.548564 sec): 3 clusters Score: Raw -509152.287243 + Penalty 833.807931 = -508318.479311 nChanged 7 SP:Iteration 58Q (4319.589628 sec): 3 clusters Score: Raw -509153.159528 + Penalty 833.807931 = -508319.351597 nChanged 9 SP:Iteration 59Q (4319.650988 sec): 3 clusters Score: Raw -509154.223775 + Penalty 833.807931 = -508320.415844 nChanged 7 SP:Iteration 60F (4319.700970 sec): 3 clusters Score: Raw -509154.928050 + Penalty 833.807931 = -508321.120119 nChanged 6 SP:Iteration 61Q (4319.745617 sec): 3 clusters Score: Raw -509155.343220 + Penalty 833.807931 = -508321.535288 nChanged 2 SP:Iteration 62Q (4319.796352 sec): 3 clusters Score: Raw -509155.505733 + Penalty 833.807931 = -508321.697802 nChanged 2 SP:Iteration 63Q (4319.843915 sec): 3 clusters Score: Raw -509155.695250 + Penalty 833.807931 = -508321.887319 nChanged 1 SP:Iteration 64Q (4319.901378 sec): 3 clusters Score: Raw -509155.724056 + Penalty 833.807931 = -508321.916125 nChanged 3 SP:Iteration 65Q (4319.955297 sec): 3 clusters Score: Raw -509155.964512 + Penalty 833.807931 = -508322.156581 nChanged 2 SP:Iteration 66Q (4320.015378 sec): 3 clusters Score: Raw -509156.330562 + Penalty 833.807931 = -508322.522631 nChanged 6 SP:Iteration 67Q (4320.060376 sec): 3 clusters Score: Raw -509157.009472 + Penalty 833.807931 = -508323.201541 nChanged 6 SP:Iteration 68Q (4320.116093 sec): 3 clusters Score: Raw -509157.462948 + Penalty 833.807931 = -508323.655017 nChanged 4 SP:Iteration 69Q (4320.172155 sec): 3 clusters Score: Raw -509157.930727 + Penalty 833.807931 = -508324.122796 nChanged 3 SP:Iteration 70Q (4320.225863 sec): 3 clusters Score: Raw -509158.244654 + Penalty 833.807931 = -508324.436723 nChanged 3 SP:Iteration 71Q (4320.273913 sec): 3 clusters Score: Raw -509158.379112 + Penalty 833.807931 = -508324.571181 nChanged 2 SP:Iteration 72Q (4320.333168 sec): 3 clusters Score: Raw -509158.553613 + Penalty 833.807931 = -508324.745681 nChanged 1 SP:Iteration 73Q (4320.391753 sec): 3 clusters Score: Raw -509158.599863 + Penalty 833.807931 = -508324.791932 nChanged 0 SP:Iteration 74F (4320.440022 sec): 3 clusters Score: Raw -509158.599863 + Penalty 833.807931 = -508324.791932 nChanged 0 Score: Raw -56281013.217913 + Penalty 27274.024445 = -56253739.193468 Splitting cluster 23 changes total score from -56242731.885582 to -56253739.193468 So it's getting split into cluster 43. Trying to split cluster 24 (11496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4337.382437 sec): 2 clusters Score: Raw -606376.924951 + Penalty 425.413826 = -605951.511124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4337.443946 sec): 3 clusters Score: Raw -599232.770609 + Penalty 850.827653 = -598381.942956 nChanged 5328 SP:Iteration 1F (4337.491202 sec): 3 clusters Score: Raw -603195.707003 + Penalty 850.827653 = -602344.879351 nChanged 1113 SP:Iteration 2F (4337.552669 sec): 3 clusters Score: Raw -604605.147042 + Penalty 850.827653 = -603754.319389 nChanged 1104 SP:Iteration 3F (4337.606662 sec): 3 clusters Score: Raw -605942.737327 + Penalty 850.827653 = -605091.909674 nChanged 939 SP:Iteration 4F (4337.649187 sec): 3 clusters Score: Raw -606991.958427 + Penalty 850.827653 = -606141.130774 nChanged 685 SP:Iteration 5F (4337.703956 sec): 3 clusters Score: Raw -607631.094299 + Penalty 850.827653 = -606780.266646 nChanged 469 SP:Iteration 6Q (4337.759513 sec): 3 clusters Score: Raw -608014.315452 + Penalty 850.827653 = -607163.487799 nChanged 340 SP:Iteration 7Q (4337.814267 sec): 3 clusters Score: Raw -608245.979185 + Penalty 850.827653 = -607395.151532 nChanged 243 SP:Iteration 8Q (4337.861582 sec): 3 clusters Score: Raw -608355.489651 + Penalty 850.827653 = -607504.661998 nChanged 146 SP:Iteration 9Q (4337.915643 sec): 3 clusters Score: Raw -608399.792073 + Penalty 850.827653 = -607548.964420 nChanged 98 SP:Iteration 10Q (4337.982699 sec): 3 clusters Score: Raw -608419.488644 + Penalty 850.827653 = -607568.660992 nChanged 62 SP:Iteration 11Q (4338.032004 sec): 3 clusters Score: Raw -608428.031872 + Penalty 850.827653 = -607577.204219 nChanged 43 SP:Iteration 12Q (4338.094229 sec): 3 clusters Score: Raw -608432.776585 + Penalty 850.827653 = -607581.948932 nChanged 28 SP:Iteration 13Q (4338.139484 sec): 3 clusters Score: Raw -608435.226706 + Penalty 850.827653 = -607584.399053 nChanged 18 SP:Iteration 14Q (4338.195174 sec): 3 clusters Score: Raw -608436.476814 + Penalty 850.827653 = -607585.649161 nChanged 18 SP:Iteration 15Q (4338.255666 sec): 3 clusters Score: Raw -608437.426869 + Penalty 850.827653 = -607586.599217 nChanged 11 SP:Iteration 16Q (4338.302959 sec): 3 clusters Score: Raw -608438.059647 + Penalty 850.827653 = -607587.231994 nChanged 10 SP:Iteration 17Q (4338.360595 sec): 3 clusters Score: Raw -608438.463262 + Penalty 850.827653 = -607587.635609 nChanged 5 SP:Iteration 18Q (4338.408853 sec): 3 clusters Score: Raw -608438.610681 + Penalty 850.827653 = -607587.783028 nChanged 5 SP:Iteration 19Q (4338.458375 sec): 3 clusters Score: Raw -608438.917798 + Penalty 850.827653 = -607588.090145 nChanged 4 SP:Iteration 20F (4338.504457 sec): 3 clusters Score: Raw -608439.219564 + Penalty 850.827653 = -607588.391911 nChanged 4 SP:Iteration 21Q (4338.563273 sec): 3 clusters Score: Raw -608439.440296 + Penalty 850.827653 = -607588.612643 nChanged 3 SP:Iteration 22Q (4338.608952 sec): 3 clusters Score: Raw -608439.536548 + Penalty 850.827653 = -607588.708895 nChanged 2 SP:Iteration 23Q (4338.662705 sec): 3 clusters Score: Raw -608439.565800 + Penalty 850.827653 = -607588.738147 nChanged 1 SP:Iteration 24Q (4338.727419 sec): 3 clusters Score: Raw -608439.609465 + Penalty 850.827653 = -607588.781812 nChanged 2 SP:Iteration 25Q (4338.778460 sec): 3 clusters Score: Raw -608439.660985 + Penalty 850.827653 = -607588.833332 nChanged 2 SP:Iteration 26Q (4338.833968 sec): 3 clusters Score: Raw -608439.746394 + Penalty 850.827653 = -607588.918742 nChanged 3 SP:Iteration 27Q (4338.892046 sec): 3 clusters Score: Raw -608439.824129 + Penalty 850.827653 = -607588.996476 nChanged 2 SP:Iteration 28Q (4338.939309 sec): 3 clusters Score: Raw -608439.932218 + Penalty 850.827653 = -607589.104565 nChanged 2 SP:Iteration 29Q (4338.994531 sec): 3 clusters Score: Raw -608440.013520 + Penalty 850.827653 = -607589.185867 nChanged 2 SP:Iteration 30Q (4339.052321 sec): 3 clusters Score: Raw -608440.112523 + Penalty 850.827653 = -607589.284870 nChanged 3 SP:Iteration 31Q (4339.109425 sec): 3 clusters Score: Raw -608440.533656 + Penalty 850.827653 = -607589.706003 nChanged 8 SP:Iteration 32Q (4339.150923 sec): 3 clusters Score: Raw -608441.168684 + Penalty 850.827653 = -607590.341031 nChanged 5 SP:Iteration 33Q (4339.205933 sec): 3 clusters Score: Raw -608441.488753 + Penalty 850.827653 = -607590.661100 nChanged 6 SP:Iteration 34Q (4339.247883 sec): 3 clusters Score: Raw -608441.727866 + Penalty 850.827653 = -607590.900213 nChanged 3 SP:Iteration 35Q (4339.305900 sec): 3 clusters Score: Raw -608441.793268 + Penalty 850.827653 = -607590.965616 nChanged 2 SP:Iteration 36Q (4339.360731 sec): 3 clusters Score: Raw -608441.828181 + Penalty 850.827653 = -607591.000528 nChanged 2 SP:Iteration 37Q (4339.416372 sec): 3 clusters Score: Raw -608441.880667 + Penalty 850.827653 = -607591.053014 nChanged 1 SP:Iteration 38Q (4339.461960 sec): 3 clusters Score: Raw -608441.926411 + Penalty 850.827653 = -607591.098758 nChanged 1 SP:Iteration 39Q (4339.517007 sec): 3 clusters Score: Raw -608441.943489 + Penalty 850.827653 = -607591.115836 nChanged 1 SP:Iteration 40F (4339.569593 sec): 3 clusters Score: Raw -608441.946793 + Penalty 850.827653 = -607591.119140 nChanged 0 Score: Raw -56283078.239755 + Penalty 27908.304083 = -56255169.935672 Splitting cluster 24 changes total score from -56242731.885582 to -56255169.935672 So it's getting split into cluster 44. Trying to split cluster 25 (593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4356.589224 sec): 2 clusters Score: Raw -19829.369672 + Penalty 290.526345 = -19538.843327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4356.638824 sec): 3 clusters Score: Raw -19676.223384 + Penalty 581.052690 = -19095.170694 nChanged 237 SP:Iteration 1F (4356.685929 sec): 3 clusters Score: Raw -20243.104494 + Penalty 581.052690 = -19662.051804 nChanged 75 SP:Iteration 2F (4356.734797 sec): 3 clusters Score: Raw -20531.573250 + Penalty 581.052690 = -19950.520560 nChanged 36 SP:Iteration 3F (4356.783558 sec): 3 clusters Score: Raw -20731.579087 + Penalty 581.052690 = -20150.526397 nChanged 29 SP:Iteration 4Q (4356.834112 sec): 3 clusters Score: Raw -20837.424551 + Penalty 581.052690 = -20256.371861 nChanged 19 SP:Iteration 5Q (4356.879290 sec): 3 clusters Score: Raw -20875.658990 + Penalty 581.052690 = -20294.606300 nChanged 14 SP:Iteration 6Q (4356.932194 sec): 3 clusters Score: Raw -20898.230833 + Penalty 581.052690 = -20317.178142 nChanged 12 SP:Iteration 7Q (4356.981587 sec): 3 clusters Score: Raw -20912.675658 + Penalty 581.052690 = -20331.622967 nChanged 6 SP:Iteration 8Q (4357.019020 sec): 3 clusters Score: Raw -20918.279671 + Penalty 581.052690 = -20337.226981 nChanged 2 SP:Iteration 9Q (4357.065440 sec): 3 clusters Score: Raw -20923.184450 + Penalty 581.052690 = -20342.131760 nChanged 3 SP:Iteration 10Q (4357.102681 sec): 3 clusters Score: Raw -20925.165349 + Penalty 581.052690 = -20344.112659 nChanged 1 SP:Iteration 11Q (4357.157898 sec): 3 clusters Score: Raw -20925.760391 + Penalty 581.052690 = -20344.707701 nChanged 0 SP:Iteration 12F (4357.205412 sec): 3 clusters Score: Raw -20925.760391 + Penalty 581.052690 = -20344.707701 nChanged 0 Score: Raw -56284174.630473 + Penalty 28542.583721 = -56255632.046752 Splitting cluster 25 changes total score from -56242731.885582 to -56255632.046752 So it's getting split into cluster 45. Trying to split cluster 26 (2136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4373.808877 sec): 2 clusters Score: Raw -106829.464614 + Penalty 348.834404 = -106480.630210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4373.850473 sec): 3 clusters Score: Raw -105654.095135 + Penalty 697.668808 = -104956.426327 nChanged 885 SP:Iteration 1F (4373.895033 sec): 3 clusters Score: Raw -106244.675086 + Penalty 697.668808 = -105547.006278 nChanged 174 SP:Iteration 2F (4373.943537 sec): 3 clusters Score: Raw -106371.381879 + Penalty 697.668808 = -105673.713071 nChanged 135 SP:Iteration 3F (4373.980701 sec): 3 clusters Score: Raw -106470.354798 + Penalty 697.668808 = -105772.685990 nChanged 136 SP:Iteration 4F (4374.010747 sec): 3 clusters Score: Raw -106567.411308 + Penalty 697.668808 = -105869.742500 nChanged 118 SP:Iteration 5F (4374.056179 sec): 3 clusters Score: Raw -106642.635187 + Penalty 697.668808 = -105944.966379 nChanged 97 SP:Iteration 6Q (4374.093815 sec): 3 clusters Score: Raw -106702.112137 + Penalty 697.668808 = -106004.443329 nChanged 77 SP:Iteration 7Q (4374.139000 sec): 3 clusters Score: Raw -106739.026447 + Penalty 697.668808 = -106041.357639 nChanged 51 SP:Iteration 8Q (4374.173695 sec): 3 clusters Score: Raw -106756.367991 + Penalty 697.668808 = -106058.699183 nChanged 32 SP:Iteration 9Q (4374.215941 sec): 3 clusters Score: Raw -106765.880036 + Penalty 697.668808 = -106068.211228 nChanged 29 SP:Iteration 10Q (4374.262794 sec): 3 clusters Score: Raw -106773.944889 + Penalty 697.668808 = -106076.276081 nChanged 21 SP:Iteration 11Q (4374.305782 sec): 3 clusters Score: Raw -106778.970468 + Penalty 697.668808 = -106081.301659 nChanged 22 SP:Iteration 12Q (4374.357133 sec): 3 clusters Score: Raw -106785.161374 + Penalty 697.668808 = -106087.492565 nChanged 22 SP:Iteration 13Q (4374.404782 sec): 3 clusters Score: Raw -106790.862674 + Penalty 697.668808 = -106093.193866 nChanged 26 SP:Iteration 14Q (4374.441606 sec): 3 clusters Score: Raw -106799.240606 + Penalty 697.668808 = -106101.571798 nChanged 24 SP:Iteration 15Q (4374.474789 sec): 3 clusters Score: Raw -106805.344259 + Penalty 697.668808 = -106107.675450 nChanged 24 SP:Iteration 16Q (4374.507075 sec): 3 clusters Score: Raw -106811.486517 + Penalty 697.668808 = -106113.817708 nChanged 27 SP:Iteration 17Q (4374.539775 sec): 3 clusters Score: Raw -106820.090279 + Penalty 697.668808 = -106122.421471 nChanged 22 SP:Iteration 18Q (4374.572518 sec): 3 clusters Score: Raw -106831.080375 + Penalty 697.668808 = -106133.411567 nChanged 23 SP:Iteration 19Q (4374.604626 sec): 3 clusters Score: Raw -106842.052684 + Penalty 697.668808 = -106144.383876 nChanged 27 SP:Iteration 20F (4374.646263 sec): 3 clusters Score: Raw -106855.070650 + Penalty 697.668808 = -106157.401842 nChanged 25 SP:Iteration 21Q (4374.691368 sec): 3 clusters Score: Raw -106869.593684 + Penalty 697.668808 = -106171.924875 nChanged 20 SP:Iteration 22Q (4374.728523 sec): 3 clusters Score: Raw -106877.358088 + Penalty 697.668808 = -106179.689280 nChanged 27 SP:Iteration 23Q (4374.776379 sec): 3 clusters Score: Raw -106887.889381 + Penalty 697.668808 = -106190.220572 nChanged 19 SP:Iteration 24Q (4374.817506 sec): 3 clusters Score: Raw -106896.569066 + Penalty 697.668808 = -106198.900258 nChanged 10 SP:Iteration 25Q (4374.869219 sec): 3 clusters Score: Raw -106902.198995 + Penalty 697.668808 = -106204.530187 nChanged 11 SP:Iteration 26Q (4374.916419 sec): 3 clusters Score: Raw -106912.155502 + Penalty 697.668808 = -106214.486693 nChanged 14 SP:Iteration 27Q (4374.962739 sec): 3 clusters Score: Raw -106931.185284 + Penalty 697.668808 = -106233.516476 nChanged 14 SP:Iteration 28Q (4374.995715 sec): 3 clusters Score: Raw -106946.661043 + Penalty 697.668808 = -106248.992235 nChanged 16 SP:Iteration 29Q (4375.039272 sec): 3 clusters Score: Raw -106959.430295 + Penalty 697.668808 = -106261.761486 nChanged 13 SP:Iteration 30Q (4375.085297 sec): 3 clusters Score: Raw -106963.119657 + Penalty 697.668808 = -106265.450849 nChanged 10 SP:Iteration 31Q (4375.124674 sec): 3 clusters Score: Raw -106966.141278 + Penalty 697.668808 = -106268.472470 nChanged 6 SP:Iteration 32Q (4375.168663 sec): 3 clusters Score: Raw -106967.492439 + Penalty 697.668808 = -106269.823631 nChanged 4 SP:Iteration 33Q (4375.211724 sec): 3 clusters Score: Raw -106968.957582 + Penalty 697.668808 = -106271.288774 nChanged 5 SP:Iteration 34Q (4375.257444 sec): 3 clusters Score: Raw -106972.035926 + Penalty 697.668808 = -106274.367118 nChanged 5 SP:Iteration 35Q (4375.314692 sec): 3 clusters Score: Raw -106975.108034 + Penalty 697.668808 = -106277.439226 nChanged 7 SP:Iteration 36Q (4375.355976 sec): 3 clusters Score: Raw -106977.072365 + Penalty 697.668808 = -106279.403557 nChanged 6 SP:Iteration 37Q (4375.398551 sec): 3 clusters Score: Raw -106978.974701 + Penalty 697.668808 = -106281.305892 nChanged 7 SP:Iteration 38Q (4375.444759 sec): 3 clusters Score: Raw -106981.559707 + Penalty 697.668808 = -106283.890899 nChanged 7 SP:Iteration 39Q (4375.489413 sec): 3 clusters Score: Raw -106984.216794 + Penalty 697.668808 = -106286.547986 nChanged 5 SP:Iteration 40F (4375.523810 sec): 3 clusters Score: Raw -106985.788770 + Penalty 697.668808 = -106288.119962 nChanged 2 SP:Iteration 41Q (4375.573653 sec): 3 clusters Score: Raw -106986.350556 + Penalty 697.668808 = -106288.681748 nChanged 3 SP:Iteration 42Q (4375.611920 sec): 3 clusters Score: Raw -106988.529825 + Penalty 697.668808 = -106290.861017 nChanged 3 SP:Iteration 43Q (4375.653454 sec): 3 clusters Score: Raw -106989.834262 + Penalty 697.668808 = -106292.165454 nChanged 3 SP:Iteration 44Q (4375.697406 sec): 3 clusters Score: Raw -106990.735340 + Penalty 697.668808 = -106293.066532 nChanged 3 SP:Iteration 45Q (4375.747962 sec): 3 clusters Score: Raw -106992.773026 + Penalty 697.668808 = -106295.104218 nChanged 2 SP:Iteration 46Q (4375.794619 sec): 3 clusters Score: Raw -106993.550256 + Penalty 697.668808 = -106295.881448 nChanged 4 SP:Iteration 47Q (4375.832143 sec): 3 clusters Score: Raw -106994.608921 + Penalty 697.668808 = -106296.940113 nChanged 3 SP:Iteration 48Q (4375.881466 sec): 3 clusters Score: Raw -106995.410663 + Penalty 697.668808 = -106297.741855 nChanged 2 SP:Iteration 49Q (4375.931304 sec): 3 clusters Score: Raw -106997.148957 + Penalty 697.668808 = -106299.480149 nChanged 5 SP:Iteration 50Q (4375.974770 sec): 3 clusters Score: Raw -106999.489391 + Penalty 697.668808 = -106301.820583 nChanged 7 SP:Iteration 51Q (4376.021407 sec): 3 clusters Score: Raw -107002.044458 + Penalty 697.668808 = -106304.375650 nChanged 7 SP:Iteration 52Q (4376.060590 sec): 3 clusters Score: Raw -107004.578093 + Penalty 697.668808 = -106306.909285 nChanged 4 SP:Iteration 53Q (4376.101024 sec): 3 clusters Score: Raw -107005.483288 + Penalty 697.668808 = -106307.814480 nChanged 3 SP:Iteration 54Q (4376.148854 sec): 3 clusters Score: Raw -107006.212274 + Penalty 697.668808 = -106308.543466 nChanged 1 SP:Iteration 55Q (4376.201849 sec): 3 clusters Score: Raw -107006.313224 + Penalty 697.668808 = -106308.644416 nChanged 0 SP:Iteration 56F (4376.245626 sec): 3 clusters Score: Raw -107006.313224 + Penalty 697.668808 = -106308.644416 nChanged 0 Trying to split cluster 27 (6860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4376.278215 sec): 2 clusters Score: Raw -328971.769617 + Penalty 401.922554 = -328569.847063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4376.318438 sec): 3 clusters Score: Raw -324746.531350 + Penalty 803.845108 = -323942.686243 nChanged 3151 SP:Iteration 1F (4376.366462 sec): 3 clusters Score: Raw -326708.347061 + Penalty 803.845108 = -325904.501953 nChanged 559 SP:Iteration 2F (4376.426429 sec): 3 clusters Score: Raw -327193.202063 + Penalty 803.845108 = -326389.356955 nChanged 681 SP:Iteration 3F (4376.476310 sec): 3 clusters Score: Raw -328176.588337 + Penalty 803.845108 = -327372.743230 nChanged 754 SP:Iteration 4F (4376.520857 sec): 3 clusters Score: Raw -330327.324775 + Penalty 803.845108 = -329523.479668 nChanged 647 SP:Iteration 5F (4376.560835 sec): 3 clusters Score: Raw -332145.074185 + Penalty 803.845108 = -331341.229077 nChanged 350 SP:Iteration 6F (4376.618331 sec): 3 clusters Score: Raw -332551.644580 + Penalty 803.845108 = -331747.799472 nChanged 173 SP:Iteration 7Q (4376.664315 sec): 3 clusters Score: Raw -332689.849556 + Penalty 803.845108 = -331886.004449 nChanged 85 SP:Iteration 8Q (4376.715497 sec): 3 clusters Score: Raw -332765.457206 + Penalty 803.845108 = -331961.612099 nChanged 60 SP:Iteration 9Q (4376.754249 sec): 3 clusters Score: Raw -332824.510151 + Penalty 803.845108 = -332020.665043 nChanged 36 SP:Iteration 10Q (4376.814668 sec): 3 clusters Score: Raw -332841.206304 + Penalty 803.845108 = -332037.361197 nChanged 14 SP:Iteration 11Q (4376.850421 sec): 3 clusters Score: Raw -332848.170582 + Penalty 803.845108 = -332044.325474 nChanged 17 SP:Iteration 12Q (4376.908510 sec): 3 clusters Score: Raw -332857.758742 + Penalty 803.845108 = -332053.913634 nChanged 12 SP:Iteration 13Q (4376.956366 sec): 3 clusters Score: Raw -332862.225762 + Penalty 803.845108 = -332058.380654 nChanged 7 SP:Iteration 14Q (4377.001731 sec): 3 clusters Score: Raw -332864.413173 + Penalty 803.845108 = -332060.568066 nChanged 6 SP:Iteration 15Q (4377.043836 sec): 3 clusters Score: Raw -332865.457262 + Penalty 803.845108 = -332061.612154 nChanged 6 SP:Iteration 16Q (4377.100091 sec): 3 clusters Score: Raw -332866.563904 + Penalty 803.845108 = -332062.718796 nChanged 7 SP:Iteration 17Q (4377.141763 sec): 3 clusters Score: Raw -332868.592715 + Penalty 803.845108 = -332064.747608 nChanged 7 SP:Iteration 18Q (4377.195017 sec): 3 clusters Score: Raw -332871.587512 + Penalty 803.845108 = -332067.742405 nChanged 7 SP:Iteration 19Q (4377.241720 sec): 3 clusters Score: Raw -332873.391952 + Penalty 803.845108 = -332069.546844 nChanged 6 SP:Iteration 20F (4377.285649 sec): 3 clusters Score: Raw -332876.613674 + Penalty 803.845108 = -332072.768567 nChanged 8 SP:Iteration 21Q (4377.322635 sec): 3 clusters Score: Raw -332881.034005 + Penalty 803.845108 = -332077.188897 nChanged 11 SP:Iteration 22Q (4377.371637 sec): 3 clusters Score: Raw -332891.081255 + Penalty 803.845108 = -332087.236147 nChanged 24 SP:Iteration 23Q (4377.425190 sec): 3 clusters Score: Raw -332929.367174 + Penalty 803.845108 = -332125.522067 nChanged 28 SP:Iteration 24Q (4377.479396 sec): 3 clusters Score: Raw -333002.704066 + Penalty 803.845108 = -332198.858959 nChanged 18 SP:Iteration 25Q (4377.536561 sec): 3 clusters Score: Raw -333041.831173 + Penalty 803.845108 = -332237.986065 nChanged 6 SP:Iteration 26Q (4377.571094 sec): 3 clusters Score: Raw -333046.624120 + Penalty 803.845108 = -332242.779012 nChanged 3 SP:Iteration 27Q (4377.622025 sec): 3 clusters Score: Raw -333048.039841 + Penalty 803.845108 = -332244.194734 nChanged 0 SP:Iteration 28F (4377.675850 sec): 3 clusters Score: Raw -333048.039841 + Penalty 803.845108 = -332244.194734 nChanged 0 Score: Raw -56288250.900698 + Penalty 29176.863359 = -56259074.037338 Splitting cluster 27 changes total score from -56242731.885582 to -56259074.037338 So it's getting split into cluster 46. Trying to split cluster 28 (4813 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4394.708078 sec): 2 clusters Score: Raw -223475.901310 + Penalty 385.797952 = -223090.103358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4394.756995 sec): 3 clusters Score: Raw -220612.861919 + Penalty 771.595904 = -219841.266015 nChanged 2132 SP:Iteration 1F (4394.795348 sec): 3 clusters Score: Raw -221912.754172 + Penalty 771.595904 = -221141.158268 nChanged 322 SP:Iteration 2F (4394.849155 sec): 3 clusters Score: Raw -222070.873825 + Penalty 771.595904 = -221299.277921 nChanged 252 SP:Iteration 3F (4394.891030 sec): 3 clusters Score: Raw -222221.891515 + Penalty 771.595904 = -221450.295611 nChanged 271 SP:Iteration 4F (4394.953210 sec): 3 clusters Score: Raw -222405.037340 + Penalty 771.595904 = -221633.441436 nChanged 282 SP:Iteration 5F (4395.006855 sec): 3 clusters Score: Raw -222613.784635 + Penalty 771.595904 = -221842.188731 nChanged 257 SP:Iteration 6F (4395.057363 sec): 3 clusters Score: Raw -222826.164875 + Penalty 771.595904 = -222054.568971 nChanged 210 SP:Iteration 7Q (4395.113703 sec): 3 clusters Score: Raw -222985.647005 + Penalty 771.595904 = -222214.051101 nChanged 165 SP:Iteration 8Q (4395.157109 sec): 3 clusters Score: Raw -223090.388917 + Penalty 771.595904 = -222318.793012 nChanged 119 SP:Iteration 9Q (4395.209293 sec): 3 clusters Score: Raw -223154.767207 + Penalty 771.595904 = -222383.171303 nChanged 93 SP:Iteration 10Q (4395.264809 sec): 3 clusters Score: Raw -223208.331683 + Penalty 771.595904 = -222436.735779 nChanged 103 SP:Iteration 11Q (4395.323111 sec): 3 clusters Score: Raw -223257.979222 + Penalty 771.595904 = -222486.383318 nChanged 67 SP:Iteration 12Q (4395.379614 sec): 3 clusters Score: Raw -223284.538750 + Penalty 771.595904 = -222512.942846 nChanged 61 SP:Iteration 13Q (4395.431286 sec): 3 clusters Score: Raw -223311.395697 + Penalty 771.595904 = -222539.799793 nChanged 63 SP:Iteration 14Q (4395.477544 sec): 3 clusters Score: Raw -223346.942548 + Penalty 771.595904 = -222575.346644 nChanged 62 SP:Iteration 15Q (4395.523317 sec): 3 clusters Score: Raw -223376.060208 + Penalty 771.595904 = -222604.464303 nChanged 47 SP:Iteration 16Q (4395.585710 sec): 3 clusters Score: Raw -223395.768324 + Penalty 771.595904 = -222624.172420 nChanged 52 SP:Iteration 17Q (4395.626777 sec): 3 clusters Score: Raw -223417.689854 + Penalty 771.595904 = -222646.093950 nChanged 48 SP:Iteration 18Q (4395.690071 sec): 3 clusters Score: Raw -223437.462933 + Penalty 771.595904 = -222665.867029 nChanged 33 SP:Iteration 19Q (4395.742592 sec): 3 clusters Score: Raw -223451.290016 + Penalty 771.595904 = -222679.694112 nChanged 30 SP:Iteration 20F (4395.784437 sec): 3 clusters Score: Raw -223465.900210 + Penalty 771.595904 = -222694.304305 nChanged 25 SP:Iteration 21Q (4395.848429 sec): 3 clusters Score: Raw -223482.948804 + Penalty 771.595904 = -222711.352900 nChanged 30 SP:Iteration 22Q (4395.900218 sec): 3 clusters Score: Raw -223499.104317 + Penalty 771.595904 = -222727.508413 nChanged 26 SP:Iteration 23Q (4395.958281 sec): 3 clusters Score: Raw -223510.252737 + Penalty 771.595904 = -222738.656833 nChanged 26 SP:Iteration 24Q (4395.991998 sec): 3 clusters Score: Raw -223520.283116 + Penalty 771.595904 = -222748.687212 nChanged 22 SP:Iteration 25Q (4396.046688 sec): 3 clusters Score: Raw -223528.381588 + Penalty 771.595904 = -222756.785684 nChanged 13 SP:Iteration 26Q (4396.092571 sec): 3 clusters Score: Raw -223533.314849 + Penalty 771.595904 = -222761.718945 nChanged 15 SP:Iteration 27Q (4396.132495 sec): 3 clusters Score: Raw -223537.337064 + Penalty 771.595904 = -222765.741160 nChanged 11 SP:Iteration 28Q (4396.178168 sec): 3 clusters Score: Raw -223539.507608 + Penalty 771.595904 = -222767.911704 nChanged 6 SP:Iteration 29Q (4396.216169 sec): 3 clusters Score: Raw -223540.822588 + Penalty 771.595904 = -222769.226684 nChanged 7 SP:Iteration 30Q (4396.253493 sec): 3 clusters Score: Raw -223542.885457 + Penalty 771.595904 = -222771.289553 nChanged 6 SP:Iteration 31Q (4396.283590 sec): 3 clusters Score: Raw -223545.456748 + Penalty 771.595904 = -222773.860844 nChanged 8 SP:Iteration 32Q (4396.337081 sec): 3 clusters Score: Raw -223547.191429 + Penalty 771.595904 = -222775.595525 nChanged 3 SP:Iteration 33Q (4396.384705 sec): 3 clusters Score: Raw -223547.556444 + Penalty 771.595904 = -222775.960540 nChanged 2 SP:Iteration 34Q (4396.421431 sec): 3 clusters Score: Raw -223548.685518 + Penalty 771.595904 = -222777.089614 nChanged 2 SP:Iteration 35Q (4396.467492 sec): 3 clusters Score: Raw -223549.762411 + Penalty 771.595904 = -222778.166507 nChanged 3 SP:Iteration 36Q (4396.515670 sec): 3 clusters Score: Raw -223551.319381 + Penalty 771.595904 = -222779.723476 nChanged 5 SP:Iteration 37Q (4396.568141 sec): 3 clusters Score: Raw -223553.725109 + Penalty 771.595904 = -222782.129205 nChanged 5 SP:Iteration 38Q (4396.613736 sec): 3 clusters Score: Raw -223558.490667 + Penalty 771.595904 = -222786.894762 nChanged 12 SP:Iteration 39Q (4396.654654 sec): 3 clusters Score: Raw -223564.766601 + Penalty 771.595904 = -222793.170697 nChanged 9 SP:Iteration 40F (4396.698053 sec): 3 clusters Score: Raw -223572.024430 + Penalty 771.595904 = -222800.428526 nChanged 9 SP:Iteration 41Q (4396.743839 sec): 3 clusters Score: Raw -223577.180899 + Penalty 771.595904 = -222805.584994 nChanged 8 SP:Iteration 42Q (4396.788137 sec): 3 clusters Score: Raw -223579.629339 + Penalty 771.595904 = -222808.033434 nChanged 4 SP:Iteration 43Q (4396.831094 sec): 3 clusters Score: Raw -223581.498975 + Penalty 771.595904 = -222809.903071 nChanged 5 SP:Iteration 44Q (4396.879145 sec): 3 clusters Score: Raw -223583.919779 + Penalty 771.595904 = -222812.323875 nChanged 5 SP:Iteration 45Q (4396.920024 sec): 3 clusters Score: Raw -223586.748122 + Penalty 771.595904 = -222815.152218 nChanged 4 SP:Iteration 46Q (4396.974620 sec): 3 clusters Score: Raw -223587.971084 + Penalty 771.595904 = -222816.375180 nChanged 3 SP:Iteration 47Q (4397.013948 sec): 3 clusters Score: Raw -223589.128728 + Penalty 771.595904 = -222817.532824 nChanged 5 SP:Iteration 48Q (4397.057165 sec): 3 clusters Score: Raw -223590.902117 + Penalty 771.595904 = -222819.306213 nChanged 4 SP:Iteration 49Q (4397.100208 sec): 3 clusters Score: Raw -223592.720394 + Penalty 771.595904 = -222821.124490 nChanged 3 SP:Iteration 50Q (4397.153332 sec): 3 clusters Score: Raw -223593.982668 + Penalty 771.595904 = -222822.386764 nChanged 4 SP:Iteration 51Q (4397.190509 sec): 3 clusters Score: Raw -223594.962501 + Penalty 771.595904 = -222823.366597 nChanged 2 SP:Iteration 52Q (4397.231204 sec): 3 clusters Score: Raw -223596.595020 + Penalty 771.595904 = -222824.999116 nChanged 4 SP:Iteration 53Q (4397.275655 sec): 3 clusters Score: Raw -223597.783177 + Penalty 771.595904 = -222826.187273 nChanged 8 SP:Iteration 54Q (4397.320989 sec): 3 clusters Score: Raw -223600.900819 + Penalty 771.595904 = -222829.304914 nChanged 5 SP:Iteration 55Q (4397.365317 sec): 3 clusters Score: Raw -223603.335658 + Penalty 771.595904 = -222831.739754 nChanged 4 SP:Iteration 56Q (4397.414553 sec): 3 clusters Score: Raw -223605.627128 + Penalty 771.595904 = -222834.031223 nChanged 6 SP:Iteration 57Q (4397.456062 sec): 3 clusters Score: Raw -223608.940000 + Penalty 771.595904 = -222837.344096 nChanged 9 SP:Iteration 58Q (4397.498755 sec): 3 clusters Score: Raw -223612.615336 + Penalty 771.595904 = -222841.019432 nChanged 7 SP:Iteration 59Q (4397.546018 sec): 3 clusters Score: Raw -223616.880196 + Penalty 771.595904 = -222845.284292 nChanged 4 SP:Iteration 60F (4397.588162 sec): 3 clusters Score: Raw -223617.768305 + Penalty 771.595904 = -222846.172401 nChanged 1 SP:Iteration 61Q (4397.636636 sec): 3 clusters Score: Raw -223617.833069 + Penalty 771.595904 = -222846.237165 nChanged 1 SP:Iteration 62Q (4397.676664 sec): 3 clusters Score: Raw -223617.964155 + Penalty 771.595904 = -222846.368251 nChanged 2 SP:Iteration 63Q (4397.722838 sec): 3 clusters Score: Raw -223619.413348 + Penalty 771.595904 = -222847.817444 nChanged 5 SP:Iteration 64Q (4397.770438 sec): 3 clusters Score: Raw -223621.939033 + Penalty 771.595904 = -222850.343129 nChanged 5 SP:Iteration 65Q (4397.819633 sec): 3 clusters Score: Raw -223625.961661 + Penalty 771.595904 = -222854.365757 nChanged 6 SP:Iteration 66Q (4397.866074 sec): 3 clusters Score: Raw -223630.488790 + Penalty 771.595904 = -222858.892886 nChanged 7 SP:Iteration 67Q (4397.916048 sec): 3 clusters Score: Raw -223635.750253 + Penalty 771.595904 = -222864.154349 nChanged 5 SP:Iteration 68Q (4397.956229 sec): 3 clusters Score: Raw -223639.873266 + Penalty 771.595904 = -222868.277362 nChanged 7 SP:Iteration 69Q (4398.006960 sec): 3 clusters Score: Raw -223645.696847 + Penalty 771.595904 = -222874.100943 nChanged 3 SP:Iteration 70Q (4398.057495 sec): 3 clusters Score: Raw -223648.887714 + Penalty 771.595904 = -222877.291810 nChanged 5 SP:Iteration 71Q (4398.102811 sec): 3 clusters Score: Raw -223651.805088 + Penalty 771.595904 = -222880.209184 nChanged 6 SP:Iteration 72Q (4398.145550 sec): 3 clusters Score: Raw -223655.078058 + Penalty 771.595904 = -222883.482153 nChanged 8 SP:Iteration 73Q (4398.205619 sec): 3 clusters Score: Raw -223659.187070 + Penalty 771.595904 = -222887.591166 nChanged 2 SP:Iteration 74Q (4398.254831 sec): 3 clusters Score: Raw -223660.089996 + Penalty 771.595904 = -222888.494092 nChanged 2 SP:Iteration 75Q (4398.301516 sec): 3 clusters Score: Raw -223660.540017 + Penalty 771.595904 = -222888.944113 nChanged 1 SP:Iteration 76Q (4398.339685 sec): 3 clusters Score: Raw -223660.676842 + Penalty 771.595904 = -222889.080938 nChanged 1 SP:Iteration 77Q (4398.388244 sec): 3 clusters Score: Raw -223661.075610 + Penalty 771.595904 = -222889.479706 nChanged 1 SP:Iteration 78Q (4398.444082 sec): 3 clusters Score: Raw -223661.634251 + Penalty 771.595904 = -222890.038347 nChanged 0 SP:Iteration 79F (4398.499342 sec): 3 clusters Score: Raw -223661.634251 + Penalty 771.595904 = -222890.038347 nChanged 0 Trying to split cluster 29 (5559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4398.528098 sec): 2 clusters Score: Raw -260417.972006 + Penalty 392.354395 = -260025.617611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4398.582835 sec): 3 clusters Score: Raw -257078.276037 + Penalty 784.708790 = -256293.567247 nChanged 2524 SP:Iteration 1F (4398.631091 sec): 3 clusters Score: Raw -258860.054529 + Penalty 784.708790 = -258075.345739 nChanged 551 SP:Iteration 2F (4398.678974 sec): 3 clusters Score: Raw -259489.102623 + Penalty 784.708790 = -258704.393833 nChanged 604 SP:Iteration 3F (4398.734026 sec): 3 clusters Score: Raw -260378.112349 + Penalty 784.708790 = -259593.403559 nChanged 587 SP:Iteration 4F (4398.768424 sec): 3 clusters Score: Raw -261171.678639 + Penalty 784.708790 = -260386.969849 nChanged 453 SP:Iteration 5F (4398.827023 sec): 3 clusters Score: Raw -261672.653535 + Penalty 784.708790 = -260887.944745 nChanged 321 SP:Iteration 6F (4398.866149 sec): 3 clusters Score: Raw -262056.309572 + Penalty 784.708790 = -261271.600782 nChanged 223 SP:Iteration 7Q (4398.924415 sec): 3 clusters Score: Raw -262399.510214 + Penalty 784.708790 = -261614.801424 nChanged 121 SP:Iteration 8Q (4398.972778 sec): 3 clusters Score: Raw -262653.300145 + Penalty 784.708790 = -261868.591355 nChanged 53 SP:Iteration 9Q (4399.012045 sec): 3 clusters Score: Raw -262718.274953 + Penalty 784.708790 = -261933.566163 nChanged 39 SP:Iteration 10Q (4399.069555 sec): 3 clusters Score: Raw -262737.920939 + Penalty 784.708790 = -261953.212149 nChanged 28 SP:Iteration 11Q (4399.122300 sec): 3 clusters Score: Raw -262752.993019 + Penalty 784.708790 = -261968.284230 nChanged 25 SP:Iteration 12Q (4399.159391 sec): 3 clusters Score: Raw -262760.983234 + Penalty 784.708790 = -261976.274444 nChanged 15 SP:Iteration 13Q (4399.215180 sec): 3 clusters Score: Raw -262763.926989 + Penalty 784.708790 = -261979.218199 nChanged 5 SP:Iteration 14Q (4399.268543 sec): 3 clusters Score: Raw -262764.750525 + Penalty 784.708790 = -261980.041735 nChanged 4 SP:Iteration 15Q (4399.318419 sec): 3 clusters Score: Raw -262766.253685 + Penalty 784.708790 = -261981.544895 nChanged 1 SP:Iteration 16Q (4399.363021 sec): 3 clusters Score: Raw -262766.299041 + Penalty 784.708790 = -261981.590251 nChanged 0 SP:Iteration 17F (4399.405511 sec): 3 clusters Score: Raw -262766.299041 + Penalty 784.708790 = -261981.590251 nChanged 0 Score: Raw -56290599.227733 + Penalty 29811.142998 = -56260788.084735 Splitting cluster 29 changes total score from -56242731.885582 to -56260788.084735 So it's getting split into cluster 47. Trying to split cluster 30 (98829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4416.938531 sec): 2 clusters Score: Raw -5307886.498772 + Penalty 523.302160 = -5307363.196613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4417.082042 sec): 3 clusters Score: Raw -5241449.362048 + Penalty 1046.604319 = -5240402.757729 nChanged 48545 SP:Iteration 1F (4417.220567 sec): 3 clusters Score: Raw -5273662.682010 + Penalty 1046.604319 = -5272616.077691 nChanged 6765 SP:Iteration 2F (4417.353537 sec): 3 clusters Score: Raw -5277361.925332 + Penalty 1046.604319 = -5276315.321013 nChanged 7666 SP:Iteration 3F (4417.493359 sec): 3 clusters Score: Raw -5282658.873154 + Penalty 1046.604319 = -5281612.268835 nChanged 8158 SP:Iteration 4F (4417.628913 sec): 3 clusters Score: Raw -5289615.576126 + Penalty 1046.604319 = -5288568.971807 nChanged 7948 SP:Iteration 5F (4417.767495 sec): 3 clusters Score: Raw -5297580.917092 + Penalty 1046.604319 = -5296534.312773 nChanged 5891 SP:Iteration 6F (4417.911987 sec): 3 clusters Score: Raw -5303923.589950 + Penalty 1046.604319 = -5302876.985631 nChanged 2903 SP:Iteration 7Q (4418.059140 sec): 3 clusters Score: Raw -5306958.400222 + Penalty 1046.604319 = -5305911.795903 nChanged 818 SP:Iteration 8Q (4418.202917 sec): 3 clusters Score: Raw -5307741.926318 + Penalty 1046.604319 = -5306695.321999 nChanged 140 SP:Iteration 9Q (4418.330710 sec): 3 clusters Score: Raw -5307881.589974 + Penalty 1046.604319 = -5306834.985655 nChanged 25 SP:Iteration 10Q (4418.462272 sec): 3 clusters Score: Raw -5307917.267456 + Penalty 1046.604319 = -5306870.663137 nChanged 11 SP:Iteration 11Q (4418.597165 sec): 3 clusters Score: Raw -5307933.068073 + Penalty 1046.604319 = -5306886.463754 nChanged 4 SP:Iteration 12Q (4418.725560 sec): 3 clusters Score: Raw -5307939.386260 + Penalty 1046.604319 = -5306892.781941 nChanged 1 SP:Iteration 13Q (4418.844274 sec): 3 clusters Score: Raw -5307940.561510 + Penalty 1046.604319 = -5306893.957191 nChanged 1 SP:Iteration 14Q (4418.979190 sec): 3 clusters Score: Raw -5307946.840344 + Penalty 1046.604319 = -5306900.236025 nChanged 2 SP:Iteration 15Q (4419.106826 sec): 3 clusters Score: Raw -5307950.828503 + Penalty 1046.604319 = -5306904.224184 nChanged 3 SP:Iteration 16Q (4419.230814 sec): 3 clusters Score: Raw -5307956.904590 + Penalty 1046.604319 = -5306910.300271 nChanged 3 SP:Iteration 17Q (4419.359312 sec): 3 clusters Score: Raw -5307959.930360 + Penalty 1046.604319 = -5306913.326041 nChanged 2 SP:Iteration 18Q (4419.499990 sec): 3 clusters Score: Raw -5307968.450643 + Penalty 1046.604319 = -5306921.846324 nChanged 0 SP:Iteration 19F (4419.632012 sec): 3 clusters Score: Raw -5307968.450643 + Penalty 1046.604319 = -5306921.846324 nChanged 0 Trying to split cluster 31 (3885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4419.675580 sec): 2 clusters Score: Raw -171149.765076 + Penalty 376.051961 = -170773.713115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4419.728650 sec): 3 clusters Score: Raw -168948.699453 + Penalty 752.103922 = -168196.595531 nChanged 1727 SP:Iteration 1F (4419.782339 sec): 3 clusters Score: Raw -170038.573881 + Penalty 752.103922 = -169286.469959 nChanged 409 SP:Iteration 2F (4419.836262 sec): 3 clusters Score: Raw -170472.433024 + Penalty 752.103922 = -169720.329102 nChanged 461 SP:Iteration 3F (4419.885454 sec): 3 clusters Score: Raw -171065.437578 + Penalty 752.103922 = -170313.333656 nChanged 428 SP:Iteration 4F (4419.938932 sec): 3 clusters Score: Raw -171612.719404 + Penalty 752.103922 = -170860.615482 nChanged 300 SP:Iteration 5F (4419.982082 sec): 3 clusters Score: Raw -171899.883833 + Penalty 752.103922 = -171147.779911 nChanged 199 SP:Iteration 6F (4420.036518 sec): 3 clusters Score: Raw -172097.655255 + Penalty 752.103922 = -171345.551333 nChanged 183 SP:Iteration 7Q (4420.084843 sec): 3 clusters Score: Raw -172281.063100 + Penalty 752.103922 = -171528.959178 nChanged 113 SP:Iteration 8Q (4420.133088 sec): 3 clusters Score: Raw -172391.783996 + Penalty 752.103922 = -171639.680074 nChanged 70 SP:Iteration 9Q (4420.185191 sec): 3 clusters Score: Raw -172493.850007 + Penalty 752.103922 = -171741.746085 nChanged 53 SP:Iteration 10Q (4420.237953 sec): 3 clusters Score: Raw -172584.722092 + Penalty 752.103922 = -171832.618170 nChanged 42 SP:Iteration 11Q (4420.291091 sec): 3 clusters Score: Raw -172657.346302 + Penalty 752.103922 = -171905.242380 nChanged 42 SP:Iteration 12Q (4420.331198 sec): 3 clusters Score: Raw -172724.462810 + Penalty 752.103922 = -171972.358888 nChanged 24 SP:Iteration 13Q (4420.388248 sec): 3 clusters Score: Raw -172749.712091 + Penalty 752.103922 = -171997.608169 nChanged 22 SP:Iteration 14Q (4420.439847 sec): 3 clusters Score: Raw -172768.926777 + Penalty 752.103922 = -172016.822855 nChanged 12 SP:Iteration 15Q (4420.494058 sec): 3 clusters Score: Raw -172775.181780 + Penalty 752.103922 = -172023.077858 nChanged 15 SP:Iteration 16Q (4420.529823 sec): 3 clusters Score: Raw -172783.670100 + Penalty 752.103922 = -172031.566178 nChanged 9 SP:Iteration 17Q (4420.581526 sec): 3 clusters Score: Raw -172786.665986 + Penalty 752.103922 = -172034.562064 nChanged 9 SP:Iteration 18Q (4420.631838 sec): 3 clusters Score: Raw -172788.998543 + Penalty 752.103922 = -172036.894621 nChanged 3 SP:Iteration 19Q (4420.685563 sec): 3 clusters Score: Raw -172789.544812 + Penalty 752.103922 = -172037.440890 nChanged 4 SP:Iteration 20F (4420.732937 sec): 3 clusters Score: Raw -172790.180733 + Penalty 752.103922 = -172038.076811 nChanged 1 SP:Iteration 21Q (4420.765176 sec): 3 clusters Score: Raw -172790.423122 + Penalty 752.103922 = -172038.319200 nChanged 3 SP:Iteration 22Q (4420.809179 sec): 3 clusters Score: Raw -172791.177799 + Penalty 752.103922 = -172039.073877 nChanged 4 SP:Iteration 23Q (4420.865645 sec): 3 clusters Score: Raw -172791.731917 + Penalty 752.103922 = -172039.627996 nChanged 4 SP:Iteration 24Q (4420.904495 sec): 3 clusters Score: Raw -172792.086582 + Penalty 752.103922 = -172039.982660 nChanged 1 SP:Iteration 25Q (4420.960695 sec): 3 clusters Score: Raw -172792.115367 + Penalty 752.103922 = -172040.011445 nChanged 0 SP:Iteration 26F (4420.994435 sec): 3 clusters Score: Raw -172792.115367 + Penalty 752.103922 = -172040.011445 nChanged 0 Score: Raw -56292241.578024 + Penalty 30445.422636 = -56261796.155388 Splitting cluster 31 changes total score from -56242731.885582 to -56261796.155388 So it's getting split into cluster 48. Trying to split cluster 32 (37055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4440.018066 sec): 2 clusters Score: Raw -1790529.487074 + Penalty 478.667215 = -1790050.819859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4440.099618 sec): 3 clusters Score: Raw -1766344.514072 + Penalty 957.334430 = -1765387.179641 nChanged 17781 SP:Iteration 1F (4440.169785 sec): 3 clusters Score: Raw -1776779.253110 + Penalty 957.334430 = -1775821.918680 nChanged 1479 SP:Iteration 2Q (4440.264662 sec): 3 clusters Score: Raw -1777361.727697 + Penalty 957.334430 = -1776404.393267 nChanged 1811 SP:Iteration 3Q (4440.342693 sec): 3 clusters Score: Raw -1778254.588890 + Penalty 957.334430 = -1777297.254460 nChanged 2286 SP:Iteration 4F (4440.419319 sec): 3 clusters Score: Raw -1779687.810680 + Penalty 957.334430 = -1778730.476250 nChanged 2978 SP:Iteration 5F (4440.505491 sec): 3 clusters Score: Raw -1782069.850144 + Penalty 957.334430 = -1781112.515714 nChanged 3409 SP:Iteration 6F (4440.581878 sec): 3 clusters Score: Raw -1785356.385474 + Penalty 957.334430 = -1784399.051044 nChanged 2937 SP:Iteration 7F (4440.663576 sec): 3 clusters Score: Raw -1788395.594908 + Penalty 957.334430 = -1787438.260478 nChanged 1548 SP:Iteration 8Q (4440.745267 sec): 3 clusters Score: Raw -1789886.910604 + Penalty 957.334430 = -1788929.576174 nChanged 521 SP:Iteration 9Q (4440.820115 sec): 3 clusters Score: Raw -1790359.678416 + Penalty 957.334430 = -1789402.343986 nChanged 167 SP:Iteration 10Q (4440.899944 sec): 3 clusters Score: Raw -1790509.371578 + Penalty 957.334430 = -1789552.037148 nChanged 30 SP:Iteration 11Q (4440.971802 sec): 3 clusters Score: Raw -1790540.027493 + Penalty 957.334430 = -1789582.693063 nChanged 15 SP:Iteration 12Q (4441.055576 sec): 3 clusters Score: Raw -1790560.307016 + Penalty 957.334430 = -1789602.972586 nChanged 7 SP:Iteration 13Q (4441.125891 sec): 3 clusters Score: Raw -1790570.310939 + Penalty 957.334430 = -1789612.976509 nChanged 4 SP:Iteration 14Q (4441.209566 sec): 3 clusters Score: Raw -1790579.510211 + Penalty 957.334430 = -1789622.175781 nChanged 6 SP:Iteration 15Q (4441.281956 sec): 3 clusters Score: Raw -1790586.806655 + Penalty 957.334430 = -1789629.472225 nChanged 5 SP:Iteration 16Q (4441.359854 sec): 3 clusters Score: Raw -1790597.449790 + Penalty 957.334430 = -1789640.115360 nChanged 5 SP:Iteration 17Q (4441.437601 sec): 3 clusters Score: Raw -1790608.863869 + Penalty 957.334430 = -1789651.529439 nChanged 1 SP:Iteration 18Q (4441.518023 sec): 3 clusters Score: Raw -1790611.364324 + Penalty 957.334430 = -1789654.029894 nChanged 1 SP:Iteration 19Q (4441.592098 sec): 3 clusters Score: Raw -1790617.083093 + Penalty 957.334430 = -1789659.748663 nChanged 5 SP:Iteration 20F (4441.672000 sec): 3 clusters Score: Raw -1790622.908027 + Penalty 957.334430 = -1789665.573597 nChanged 3 SP:Iteration 21Q (4441.745187 sec): 3 clusters Score: Raw -1790628.402903 + Penalty 957.334430 = -1789671.068472 nChanged 2 SP:Iteration 22Q (4441.825058 sec): 3 clusters Score: Raw -1790629.184899 + Penalty 957.334430 = -1789671.850469 nChanged 1 SP:Iteration 23Q (4441.897335 sec): 3 clusters Score: Raw -1790629.632382 + Penalty 957.334430 = -1789672.297952 nChanged 1 SP:Iteration 24Q (4441.973040 sec): 3 clusters Score: Raw -1790630.156608 + Penalty 957.334430 = -1789672.822177 nChanged 1 SP:Iteration 25Q (4442.045811 sec): 3 clusters Score: Raw -1790630.624770 + Penalty 957.334430 = -1789673.290339 nChanged 0 SP:Iteration 26F (4442.113274 sec): 3 clusters Score: Raw -1790630.624770 + Penalty 957.334430 = -1789673.290339 nChanged 0 Trying to split cluster 33 (53623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4442.190490 sec): 2 clusters Score: Raw -2410791.565256 + Penalty 495.482868 = -2410296.082388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4442.284984 sec): 3 clusters Score: Raw -2375625.969338 + Penalty 990.965736 = -2374635.003602 nChanged 25942 SP:Iteration 1F (4442.385730 sec): 3 clusters Score: Raw -2398141.726567 + Penalty 990.965736 = -2397150.760831 nChanged 5214 SP:Iteration 2F (4442.472611 sec): 3 clusters Score: Raw -2404990.615329 + Penalty 990.965736 = -2403999.649593 nChanged 5261 SP:Iteration 3F (4442.559327 sec): 3 clusters Score: Raw -2409722.009948 + Penalty 990.965736 = -2408731.044212 nChanged 4432 SP:Iteration 4F (4442.654203 sec): 3 clusters Score: Raw -2412759.031702 + Penalty 990.965736 = -2411768.065967 nChanged 3408 SP:Iteration 5F (4442.747330 sec): 3 clusters Score: Raw -2414736.721843 + Penalty 990.965736 = -2413745.756107 nChanged 2784 SP:Iteration 6F (4442.854948 sec): 3 clusters Score: Raw -2416454.624354 + Penalty 990.965736 = -2415463.658619 nChanged 2558 SP:Iteration 7Q (4442.938629 sec): 3 clusters Score: Raw -2418179.804682 + Penalty 990.965736 = -2417188.838947 nChanged 2096 SP:Iteration 8Q (4443.030408 sec): 3 clusters Score: Raw -2419458.786311 + Penalty 990.965736 = -2418467.820575 nChanged 1337 SP:Iteration 9Q (4443.114857 sec): 3 clusters Score: Raw -2420064.937520 + Penalty 990.965736 = -2419073.971784 nChanged 764 SP:Iteration 10Q (4443.203831 sec): 3 clusters Score: Raw -2420324.538011 + Penalty 990.965736 = -2419333.572276 nChanged 433 SP:Iteration 11Q (4443.304340 sec): 3 clusters Score: Raw -2420439.223411 + Penalty 990.965736 = -2419448.257675 nChanged 282 SP:Iteration 12Q (4443.386282 sec): 3 clusters Score: Raw -2420512.579358 + Penalty 990.965736 = -2419521.613622 nChanged 188 SP:Iteration 13Q (4443.489657 sec): 3 clusters Score: Raw -2420551.915859 + Penalty 990.965736 = -2419560.950124 nChanged 136 SP:Iteration 14Q (4443.589842 sec): 3 clusters Score: Raw -2420570.638130 + Penalty 990.965736 = -2419579.672394 nChanged 96 SP:Iteration 15Q (4443.691379 sec): 3 clusters Score: Raw -2420580.333020 + Penalty 990.965736 = -2419589.367284 nChanged 79 SP:Iteration 16Q (4443.795036 sec): 3 clusters Score: Raw -2420587.529515 + Penalty 990.965736 = -2419596.563780 nChanged 63 SP:Iteration 17Q (4443.895710 sec): 3 clusters Score: Raw -2420592.440591 + Penalty 990.965736 = -2419601.474855 nChanged 50 SP:Iteration 18Q (4443.992673 sec): 3 clusters Score: Raw -2420595.997504 + Penalty 990.965736 = -2419605.031768 nChanged 45 SP:Iteration 19Q (4444.095175 sec): 3 clusters Score: Raw -2420599.251422 + Penalty 990.965736 = -2419608.285687 nChanged 45 SP:Iteration 20F (4444.195683 sec): 3 clusters Score: Raw -2420603.267665 + Penalty 990.965736 = -2419612.301929 nChanged 44 SP:Iteration 21Q (4444.291588 sec): 3 clusters Score: Raw -2420607.136925 + Penalty 990.965736 = -2419616.171189 nChanged 41 SP:Iteration 22Q (4444.398626 sec): 3 clusters Score: Raw -2420610.466544 + Penalty 990.965736 = -2419619.500808 nChanged 48 SP:Iteration 23Q (4444.500682 sec): 3 clusters Score: Raw -2420614.380336 + Penalty 990.965736 = -2419623.414600 nChanged 41 SP:Iteration 24Q (4444.595717 sec): 3 clusters Score: Raw -2420618.095898 + Penalty 990.965736 = -2419627.130162 nChanged 36 SP:Iteration 25Q (4444.700952 sec): 3 clusters Score: Raw -2420621.731191 + Penalty 990.965736 = -2419630.765455 nChanged 30 SP:Iteration 26Q (4444.802780 sec): 3 clusters Score: Raw -2420624.840748 + Penalty 990.965736 = -2419633.875012 nChanged 25 SP:Iteration 27Q (4444.899266 sec): 3 clusters Score: Raw -2420628.858723 + Penalty 990.965736 = -2419637.892987 nChanged 30 SP:Iteration 28Q (4444.998797 sec): 3 clusters Score: Raw -2420632.077716 + Penalty 990.965736 = -2419641.111980 nChanged 26 SP:Iteration 29Q (4445.103962 sec): 3 clusters Score: Raw -2420634.032389 + Penalty 990.965736 = -2419643.066653 nChanged 26 SP:Iteration 30Q (4445.201961 sec): 3 clusters Score: Raw -2420635.399850 + Penalty 990.965736 = -2419644.434115 nChanged 25 SP:Iteration 31Q (4445.299355 sec): 3 clusters Score: Raw -2420637.207279 + Penalty 990.965736 = -2419646.241544 nChanged 22 SP:Iteration 32Q (4445.398476 sec): 3 clusters Score: Raw -2420638.546141 + Penalty 990.965736 = -2419647.580405 nChanged 24 SP:Iteration 33Q (4445.493972 sec): 3 clusters Score: Raw -2420640.298350 + Penalty 990.965736 = -2419649.332614 nChanged 24 SP:Iteration 34Q (4445.597890 sec): 3 clusters Score: Raw -2420642.613010 + Penalty 990.965736 = -2419651.647274 nChanged 31 SP:Iteration 35Q (4445.699971 sec): 3 clusters Score: Raw -2420645.185213 + Penalty 990.965736 = -2419654.219477 nChanged 26 SP:Iteration 36Q (4445.789227 sec): 3 clusters Score: Raw -2420648.169443 + Penalty 990.965736 = -2419657.203707 nChanged 26 SP:Iteration 37Q (4445.895208 sec): 3 clusters Score: Raw -2420651.841455 + Penalty 990.965736 = -2419660.875720 nChanged 28 SP:Iteration 38Q (4446.005773 sec): 3 clusters Score: Raw -2420654.935733 + Penalty 990.965736 = -2419663.969997 nChanged 30 SP:Iteration 39Q (4446.102639 sec): 3 clusters Score: Raw -2420658.397271 + Penalty 990.965736 = -2419667.431535 nChanged 41 SP:Iteration 40F (4446.194219 sec): 3 clusters Score: Raw -2420662.637755 + Penalty 990.965736 = -2419671.672019 nChanged 31 SP:Iteration 41Q (4446.297967 sec): 3 clusters Score: Raw -2420664.824814 + Penalty 990.965736 = -2419673.859078 nChanged 30 SP:Iteration 42Q (4446.396458 sec): 3 clusters Score: Raw -2420667.059526 + Penalty 990.965736 = -2419676.093791 nChanged 30 SP:Iteration 43Q (4446.486726 sec): 3 clusters Score: Raw -2420669.877163 + Penalty 990.965736 = -2419678.911428 nChanged 28 SP:Iteration 44Q (4446.589699 sec): 3 clusters Score: Raw -2420674.254833 + Penalty 990.965736 = -2419683.289098 nChanged 33 SP:Iteration 45Q (4446.681928 sec): 3 clusters Score: Raw -2420678.051916 + Penalty 990.965736 = -2419687.086181 nChanged 30 SP:Iteration 46Q (4446.791296 sec): 3 clusters Score: Raw -2420680.966581 + Penalty 990.965736 = -2419690.000845 nChanged 32 SP:Iteration 47Q (4446.887481 sec): 3 clusters Score: Raw -2420685.879753 + Penalty 990.965736 = -2419694.914018 nChanged 33 SP:Iteration 48Q (4446.984741 sec): 3 clusters Score: Raw -2420692.059263 + Penalty 990.965736 = -2419701.093527 nChanged 33 SP:Iteration 49Q (4447.081508 sec): 3 clusters Score: Raw -2420701.443496 + Penalty 990.965736 = -2419710.477760 nChanged 53 SP:Iteration 50Q (4447.186121 sec): 3 clusters Score: Raw -2420717.166004 + Penalty 990.965736 = -2419726.200268 nChanged 51 SP:Iteration 51Q (4447.287579 sec): 3 clusters Score: Raw -2420733.061977 + Penalty 990.965736 = -2419742.096241 nChanged 59 SP:Iteration 52Q (4447.385081 sec): 3 clusters Score: Raw -2420756.354940 + Penalty 990.965736 = -2419765.389204 nChanged 72 SP:Iteration 53Q (4447.478076 sec): 3 clusters Score: Raw -2420797.472410 + Penalty 990.965736 = -2419806.506674 nChanged 95 SP:Iteration 54Q (4447.580114 sec): 3 clusters Score: Raw -2420872.369112 + Penalty 990.965736 = -2419881.403376 nChanged 109 SP:Iteration 55Q (4447.672394 sec): 3 clusters Score: Raw -2420987.497418 + Penalty 990.965736 = -2419996.531682 nChanged 135 SP:Iteration 56Q (4447.768971 sec): 3 clusters Score: Raw -2421224.125169 + Penalty 990.965736 = -2420233.159433 nChanged 147 SP:Iteration 57Q (4447.874018 sec): 3 clusters Score: Raw -2421626.549443 + Penalty 990.965736 = -2420635.583707 nChanged 185 SP:Iteration 58Q (4447.969489 sec): 3 clusters Score: Raw -2421984.588794 + Penalty 990.965736 = -2420993.623058 nChanged 220 SP:Iteration 59Q (4448.069884 sec): 3 clusters Score: Raw -2422302.249063 + Penalty 990.965736 = -2421311.283327 nChanged 225 SP:Iteration 60F (4448.156145 sec): 3 clusters Score: Raw -2422760.954759 + Penalty 990.965736 = -2421769.989023 nChanged 141 SP:Iteration 61Q (4448.250608 sec): 3 clusters Score: Raw -2422975.329224 + Penalty 990.965736 = -2421984.363488 nChanged 51 SP:Iteration 62Q (4448.335522 sec): 3 clusters Score: Raw -2422992.847211 + Penalty 990.965736 = -2422001.881475 nChanged 7 SP:Iteration 63Q (4448.428379 sec): 3 clusters Score: Raw -2422993.366014 + Penalty 990.965736 = -2422002.400278 nChanged 2 SP:Iteration 64Q (4448.511219 sec): 3 clusters Score: Raw -2422993.492146 + Penalty 990.965736 = -2422002.526410 nChanged 0 SP:Iteration 65F (4448.604270 sec): 3 clusters Score: Raw -2422993.492146 + Penalty 990.965736 = -2422002.526410 nChanged 0 Score: Raw -56304443.504914 + Penalty 31079.702274 = -56273363.802640 Splitting cluster 33 changes total score from -56242731.885582 to -56273363.802640 So it's getting split into cluster 49. No free clusters, abandoning splitIteration 59Q (4481.686371 sec): 50 clusters Score: Raw -56312235.737253 + Penalty 31079.702274 = -56281156.034979 nChanged 13371 Iteration 60F (4500.877367 sec): 50 clusters Score: Raw -56323365.203948 + Penalty 31079.702274 = -56292285.501674 nChanged 14974 Iteration 61Q (4513.822204 sec): 50 clusters Score: Raw -56330325.314587 + Penalty 31079.702274 = -56299245.612313 nChanged 10368 Iteration 62Q (4526.582166 sec): 50 clusters Score: Raw -56333859.654328 + Penalty 31079.702274 = -56302779.952054 nChanged 8810 Iteration 63Q (4538.865645 sec): 50 clusters Score: Raw -56336632.721451 + Penalty 31079.702274 = -56305553.019177 nChanged 7584 Iteration 64Q (4551.743938 sec): 50 clusters Score: Raw -56338933.710194 + Penalty 31079.702274 = -56307854.007920 nChanged 6637 Iteration 65Q (4564.671991 sec): 50 clusters Score: Raw -56340693.675569 + Penalty 31079.702274 = -56309613.973295 nChanged 5919 Iteration 66Q (4577.391971 sec): 50 clusters Score: Raw -56341986.055143 + Penalty 31079.702274 = -56310906.352869 nChanged 5311 Iteration 67Q (4590.208969 sec): 50 clusters Score: Raw -56342973.410253 + Penalty 31079.702274 = -56311893.707979 nChanged 4663 Iteration 68Q (4602.992097 sec): 50 clusters Score: Raw -56343702.690845 + Penalty 31079.702274 = -56312622.988571 nChanged 4208 Iteration 69Q (4615.865805 sec): 50 clusters Score: Raw -56344299.462369 + Penalty 31079.702274 = -56313219.760095 nChanged 3895 Iteration 70Q (4627.528189 sec): 50 clusters Score: Raw -56344784.196693 + Penalty 31079.702274 = -56313704.494419 nChanged 3534 Iteration 71Q (4640.304069 sec): 50 clusters Score: Raw -56345194.534502 + Penalty 31079.702274 = -56314114.832228 nChanged 3303 Iteration 72Q (4652.854724 sec): 50 clusters Score: Raw -56345562.700359 + Penalty 31079.702274 = -56314482.998085 nChanged 3192 Iteration 73Q (4665.653947 sec): 50 clusters Score: Raw -56345900.799002 + Penalty 31079.702274 = -56314821.096728 nChanged 2905 Iteration 74Q (4678.197600 sec): 50 clusters Score: Raw -56346179.480971 + Penalty 31079.702274 = -56315099.778697 nChanged 2752 Iteration 75Q (4690.866585 sec): 50 clusters Score: Raw -56346434.075295 + Penalty 31079.702274 = -56315354.373021 nChanged 2581 Iteration 76Q (4703.420085 sec): 50 clusters Score: Raw -56346649.032805 + Penalty 31079.702274 = -56315569.330531 nChanged 2363 Iteration 77Q (4716.176485 sec): 50 clusters Score: Raw -56346848.243456 + Penalty 31079.702274 = -56315768.541182 nChanged 2285 Iteration 78Q (4728.904912 sec): 50 clusters Score: Raw -56347041.038903 + Penalty 31079.702274 = -56315961.336629 nChanged 2263 Iteration 79Q (4741.875809 sec): 50 clusters Score: Raw -56347232.111300 + Penalty 31079.702274 = -56316152.409026 nChanged 2218 Iteration 80F (4761.018094 sec): 50 clusters Score: Raw -56348613.658473 + Penalty 31079.702274 = -56317533.956199 nChanged 2552 Iteration 81Q (4773.773396 sec): 50 clusters Score: Raw -56349466.903751 + Penalty 31079.702274 = -56318387.201477 nChanged 2558 Iteration 82Q (4786.372569 sec): 50 clusters Score: Raw -56349808.842790 + Penalty 31079.702274 = -56318729.140516 nChanged 2511 Iteration 83Q (4799.055681 sec): 50 clusters Score: Raw -56350101.529770 + Penalty 31079.702274 = -56319021.827496 nChanged 2524 Iteration 84Q (4812.062190 sec): 50 clusters Score: Raw -56350423.846361 + Penalty 31079.702274 = -56319344.144087 nChanged 2611 Iteration 85Q (4825.413148 sec): 50 clusters Score: Raw -56350747.437787 + Penalty 31079.702274 = -56319667.735513 nChanged 2600 Iteration 86Q (4836.717496 sec): 50 clusters Score: Raw -56351074.074691 + Penalty 31079.702274 = -56319994.372417 nChanged 2556 Iteration 87Q (4849.491154 sec): 50 clusters Score: Raw -56351396.186356 + Penalty 31079.702274 = -56320316.484082 nChanged 2530 Iteration 88Q (4862.166423 sec): 50 clusters Score: Raw -56351715.331484 + Penalty 31079.702274 = -56320635.629210 nChanged 2573 Iteration 89Q (4875.020956 sec): 50 clusters Score: Raw -56352054.349326 + Penalty 31079.702274 = -56320974.647052 nChanged 2573 Iteration 90Q (4888.287701 sec): 50 clusters Score: Raw -56352388.928486 + Penalty 31079.702274 = -56321309.226212 nChanged 2547 Iteration 91Q (4901.305590 sec): 50 clusters Score: Raw -56352715.864509 + Penalty 31079.702274 = -56321636.162234 nChanged 2572 Iteration 92Q (4914.255660 sec): 50 clusters Score: Raw -56353052.540575 + Penalty 31079.702274 = -56321972.838301 nChanged 2605 Iteration 93Q (4927.655611 sec): 50 clusters Score: Raw -56353378.205462 + Penalty 31079.702274 = -56322298.503188 nChanged 2584 Iteration 94Q (4941.008765 sec): 50 clusters Score: Raw -56353694.010724 + Penalty 31079.702274 = -56322614.308450 nChanged 2659 Iteration 95Q (4953.696620 sec): 50 clusters Score: Raw -56354016.599456 + Penalty 31079.702274 = -56322936.897182 nChanged 2615 Iteration 96Q (4965.106791 sec): 50 clusters Score: Raw -56354330.021414 + Penalty 31079.702274 = -56323250.319140 nChanged 2648 Iteration 97Q (4978.014685 sec): 50 clusters Score: Raw -56354636.135346 + Penalty 31079.702274 = -56323556.433072 nChanged 2610 Iteration 98Q (4989.414810 sec): 50 clusters Score: Raw -56354914.536389 + Penalty 31079.702274 = -56323834.834115 nChanged 2524 Writing temp clu file Because OldScore, -56323556.433072, is greater than current (better) Score,-56323834.834115 Won't try splitting - already at maximum number of clusters Iteration 99Q (5002.221022 sec): 50 clusters Score: Raw -56355186.366175 + Penalty 31079.702274 = -56324106.663901 nChanged 2482 Iteration 100F (5021.557585 sec): 50 clusters Score: Raw -56355821.946679 + Penalty 31079.702274 = -56324742.244405 nChanged 2613 Iteration 101Q (5033.162332 sec): 50 clusters Score: Raw -56356663.127531 + Penalty 31079.702274 = -56325583.425257 nChanged 2661 Iteration 102Q (5046.416481 sec): 50 clusters Score: Raw -56357242.314509 + Penalty 31079.702274 = -56326162.612235 nChanged 2715 Iteration 103Q (5059.311152 sec): 50 clusters Score: Raw -56357715.636326 + Penalty 31079.702274 = -56326635.934052 nChanged 2613 Iteration 104Q (5072.170379 sec): 50 clusters Score: Raw -56358080.802405 + Penalty 31079.702274 = -56327001.100131 nChanged 2584 Iteration 105Q (5085.026637 sec): 50 clusters Score: Raw -56358373.756642 + Penalty 31079.702274 = -56327294.054368 nChanged 2413 Iteration 106Q (5097.677749 sec): 50 clusters Score: Raw -56358622.140851 + Penalty 31079.702274 = -56327542.438577 nChanged 2275 Iteration 107Q (5110.562215 sec): 50 clusters Score: Raw -56358841.332977 + Penalty 31079.702274 = -56327761.630703 nChanged 2170 Iteration 108Q (5123.572977 sec): 50 clusters Score: Raw -56359041.425510 + Penalty 31079.702274 = -56327961.723236 nChanged 2131 Iteration 109Q (5136.687641 sec): 50 clusters Score: Raw -56359228.063727 + Penalty 31079.702274 = -56328148.361452 nChanged 2019 Iteration 110Q (5149.732098 sec): 50 clusters Score: Raw -56359378.400451 + Penalty 31079.702274 = -56328298.698177 nChanged 1953 Iteration 111Q (5161.455464 sec): 50 clusters Score: Raw -56359512.535954 + Penalty 31079.702274 = -56328432.833680 nChanged 1735 Iteration 112Q (5174.221586 sec): 50 clusters Score: Raw -56359619.967759 + Penalty 31079.702274 = -56328540.265485 nChanged 1634 Iteration 113Q (5187.039517 sec): 50 clusters Score: Raw -56359711.789040 + Penalty 31079.702274 = -56328632.086766 nChanged 1498 Iteration 114Q (5199.730049 sec): 50 clusters Score: Raw -56359795.842335 + Penalty 31079.702274 = -56328716.140061 nChanged 1456 Iteration 115Q (5210.866328 sec): 50 clusters Score: Raw -56359868.991113 + Penalty 31079.702274 = -56328789.288839 nChanged 1342 Iteration 116Q (5223.633323 sec): 50 clusters Score: Raw -56359934.376141 + Penalty 31079.702274 = -56328854.673867 nChanged 1256 Iteration 117Q (5236.512233 sec): 50 clusters Score: Raw -56359991.273431 + Penalty 31079.702274 = -56328911.571157 nChanged 1158 Iteration 118Q (5248.121948 sec): 50 clusters Score: Raw -56360045.984248 + Penalty 31079.702274 = -56328966.281974 nChanged 1156 Iteration 119Q (5260.641440 sec): 50 clusters Score: Raw -56360099.321996 + Penalty 31079.702274 = -56329019.619722 nChanged 1144 Iteration 120F (5280.006738 sec): 50 clusters Score: Raw -56360334.462159 + Penalty 31079.702274 = -56329254.759885 nChanged 1149 Iteration 121Q (5292.825533 sec): 50 clusters Score: Raw -56360502.805833 + Penalty 31079.702274 = -56329423.103559 nChanged 1129 Iteration 122Q (5305.393232 sec): 50 clusters Score: Raw -56360603.691250 + Penalty 31079.702274 = -56329523.988976 nChanged 1089 Iteration 123Q (5318.307886 sec): 50 clusters Score: Raw -56360684.003858 + Penalty 31079.702274 = -56329604.301584 nChanged 995 Iteration 124Q (5331.147671 sec): 50 clusters Score: Raw -56360754.604516 + Penalty 31079.702274 = -56329674.902242 nChanged 951 Iteration 125Q (5344.000279 sec): 50 clusters Score: Raw -56360809.161376 + Penalty 31079.702274 = -56329729.459102 nChanged 872 Iteration 126Q (5357.164700 sec): 50 clusters Score: Raw -56360851.915575 + Penalty 31079.702274 = -56329772.213301 nChanged 804 Iteration 127Q (5370.013564 sec): 50 clusters Score: Raw -56360891.178956 + Penalty 31079.702274 = -56329811.476682 nChanged 757 Iteration 128Q (5382.787198 sec): 50 clusters Score: Raw -56360929.578136 + Penalty 31079.702274 = -56329849.875862 nChanged 717 Iteration 129Q (5395.437342 sec): 50 clusters Score: Raw -56360970.408807 + Penalty 31079.702274 = -56329890.706533 nChanged 744 Iteration 130Q (5407.918876 sec): 50 clusters Score: Raw -56361003.799682 + Penalty 31079.702274 = -56329924.097408 nChanged 714 Iteration 131Q (5420.841125 sec): 50 clusters Score: Raw -56361029.924517 + Penalty 31079.702274 = -56329950.222243 nChanged 664 Iteration 132Q (5433.711667 sec): 50 clusters Score: Raw -56361056.529233 + Penalty 31079.702274 = -56329976.826959 nChanged 641 Iteration 133Q (5446.441250 sec): 50 clusters Score: Raw -56361078.959982 + Penalty 31079.702274 = -56329999.257708 nChanged 595 Iteration 134Q (5458.589534 sec): 50 clusters Score: Raw -56361100.842861 + Penalty 31079.702274 = -56330021.140587 nChanged 593 Iteration 135Q (5470.583360 sec): 50 clusters Score: Raw -56361122.800627 + Penalty 31079.702274 = -56330043.098353 nChanged 563 Iteration 136Q (5483.482626 sec): 50 clusters Score: Raw -56361144.267703 + Penalty 31079.702274 = -56330064.565429 nChanged 510 Iteration 137Q (5496.339383 sec): 50 clusters Score: Raw -56361163.655791 + Penalty 31079.702274 = -56330083.953517 nChanged 505 Iteration 138Q (5509.142236 sec): 50 clusters Score: Raw -56361180.865254 + Penalty 31079.702274 = -56330101.162980 nChanged 505 Writing temp clu file Because OldScore, -56330083.953517, is greater than current (better) Score,-56330101.162980 Won't try splitting - already at maximum number of clusters Iteration 139Q (5522.186855 sec): 50 clusters Score: Raw -56361197.592168 + Penalty 31079.702274 = -56330117.889894 nChanged 514 Iteration 140F (5541.296849 sec): 50 clusters Score: Raw -56361218.593173 + Penalty 31079.702274 = -56330138.890899 nChanged 459 Iteration 141Q (5553.936405 sec): 50 clusters Score: Raw -56361233.540138 + Penalty 31079.702274 = -56330153.837864 nChanged 409 Iteration 142Q (5566.689248 sec): 50 clusters Score: Raw -56361244.592762 + Penalty 31079.702274 = -56330164.890488 nChanged 399 Iteration 143Q (5579.564849 sec): 50 clusters Score: Raw -56361257.651337 + Penalty 31079.702274 = -56330177.949063 nChanged 377 Iteration 144Q (5592.509449 sec): 50 clusters Score: Raw -56361273.357907 + Penalty 31079.702274 = -56330193.655633 nChanged 357 Iteration 145Q (5605.407027 sec): 50 clusters Score: Raw -56361285.441358 + Penalty 31079.702274 = -56330205.739084 nChanged 340 Iteration 146Q (5618.158712 sec): 50 clusters Score: Raw -56361294.684478 + Penalty 31079.702274 = -56330214.982204 nChanged 310 Iteration 147Q (5631.228117 sec): 50 clusters Score: Raw -56361301.728413 + Penalty 31079.702274 = -56330222.026139 nChanged 276 Iteration 148Q (5644.082663 sec): 50 clusters Score: Raw -56361307.719047 + Penalty 31079.702274 = -56330228.016773 nChanged 271 Iteration 149Q (5657.076799 sec): 50 clusters Score: Raw -56361314.243950 + Penalty 31079.702274 = -56330234.541676 nChanged 258 Iteration 150Q (5668.712818 sec): 50 clusters Score: Raw -56361320.872697 + Penalty 31079.702274 = -56330241.170423 nChanged 245 Iteration 151Q (5681.104360 sec): 50 clusters Score: Raw -56361328.359293 + Penalty 31079.702274 = -56330248.657019 nChanged 242 Iteration 152Q (5693.902385 sec): 50 clusters Score: Raw -56361337.783448 + Penalty 31079.702274 = -56330258.081174 nChanged 222 Iteration 153Q (5706.583210 sec): 50 clusters Score: Raw -56361348.787432 + Penalty 31079.702274 = -56330269.085158 nChanged 222 Iteration 154Q (5719.724683 sec): 50 clusters Score: Raw -56361355.728688 + Penalty 31079.702274 = -56330276.026414 nChanged 225 Iteration 155Q (5732.786639 sec): 50 clusters Score: Raw -56361360.587878 + Penalty 31079.702274 = -56330280.885604 nChanged 205 Iteration 156Q (5745.875560 sec): 50 clusters Score: Raw -56361363.927179 + Penalty 31079.702274 = -56330284.224905 nChanged 201 Iteration 157Q (5758.924651 sec): 50 clusters Score: Raw -56361367.117056 + Penalty 31079.702274 = -56330287.414782 nChanged 192 Iteration 158Q (5772.019555 sec): 50 clusters Score: Raw -56361370.159777 + Penalty 31079.702274 = -56330290.457503 nChanged 179 Iteration 159Q (5785.055866 sec): 50 clusters Score: Raw -56361372.761130 + Penalty 31079.702274 = -56330293.058856 nChanged 162 Iteration 160F (5804.551832 sec): 50 clusters Score: Raw -56361377.718184 + Penalty 31079.702274 = -56330298.015910 nChanged 152 Iteration 161Q (5817.732201 sec): 50 clusters Score: Raw -56361381.000426 + Penalty 31079.702274 = -56330301.298152 nChanged 139 Iteration 162Q (5829.050764 sec): 50 clusters Score: Raw -56361383.883221 + Penalty 31079.702274 = -56330304.180947 nChanged 147 Iteration 163Q (5841.413556 sec): 50 clusters Score: Raw -56361386.326798 + Penalty 31079.702274 = -56330306.624524 nChanged 141 Iteration 164Q (5853.204436 sec): 50 clusters Score: Raw -56361388.688857 + Penalty 31079.702274 = -56330308.986583 nChanged 137 Iteration 165Q (5865.673819 sec): 50 clusters Score: Raw -56361391.158713 + Penalty 31079.702274 = -56330311.456439 nChanged 128 Iteration 166Q (5878.411542 sec): 50 clusters Score: Raw -56361393.727701 + Penalty 31079.702274 = -56330314.025427 nChanged 119 Iteration 167Q (5891.659553 sec): 50 clusters Score: Raw -56361395.775464 + Penalty 31079.702274 = -56330316.073190 nChanged 107 Iteration 168Q (5904.792014 sec): 50 clusters Score: Raw -56361396.906934 + Penalty 31079.702274 = -56330317.204660 nChanged 93 Iteration 169Q (5917.521232 sec): 50 clusters Score: Raw -56361398.000128 + Penalty 31079.702274 = -56330318.297854 nChanged 78 Iteration 170Q (5930.345705 sec): 50 clusters Score: Raw -56361398.875915 + Penalty 31079.702274 = -56330319.173641 nChanged 92 Iteration 171Q (5943.179827 sec): 50 clusters Score: Raw -56361400.303288 + Penalty 31079.702274 = -56330320.601014 nChanged 106 Iteration 172Q (5956.162030 sec): 50 clusters Score: Raw -56361401.611569 + Penalty 31079.702274 = -56330321.909295 nChanged 97 Iteration 173Q (5967.643043 sec): 50 clusters Score: Raw -56361402.505151 + Penalty 31079.702274 = -56330322.802877 nChanged 101 Iteration 174Q (5980.844232 sec): 50 clusters Score: Raw -56361403.421170 + Penalty 31079.702274 = -56330323.718896 nChanged 102 Iteration 175Q (5993.798357 sec): 50 clusters Score: Raw -56361404.434478 + Penalty 31079.702274 = -56330324.732204 nChanged 94 Iteration 176Q (6006.955371 sec): 50 clusters Score: Raw -56361405.366045 + Penalty 31079.702274 = -56330325.663771 nChanged 71 Iteration 177Q (6019.603296 sec): 50 clusters Score: Raw -56361406.083671 + Penalty 31079.702274 = -56330326.381397 nChanged 78 Iteration 178Q (6032.487124 sec): 50 clusters Score: Raw -56361406.731428 + Penalty 31079.702274 = -56330327.029154 nChanged 69 Writing temp clu file Because OldScore, -56330326.381397, is greater than current (better) Score,-56330327.029154 Won't try splitting - already at maximum number of clusters Iteration 179Q (6044.481402 sec): 50 clusters Score: Raw -56361407.239092 + Penalty 31079.702274 = -56330327.536818 nChanged 70 Iteration 180F (6063.737445 sec): 50 clusters Score: Raw -56361407.732268 + Penalty 31079.702274 = -56330328.029994 nChanged 70 Iteration 181Q (6076.513432 sec): 50 clusters Score: Raw -56361408.145544 + Penalty 31079.702274 = -56330328.443270 nChanged 63 Iteration 182Q (6087.733579 sec): 50 clusters Score: Raw -56361408.505896 + Penalty 31079.702274 = -56330328.803622 nChanged 52 Iteration 183Q (6100.377462 sec): 50 clusters Score: Raw -56361408.864733 + Penalty 31079.702274 = -56330329.162459 nChanged 45 Iteration 184Q (6113.199599 sec): 50 clusters Score: Raw -56361409.115067 + Penalty 31079.702274 = -56330329.412793 nChanged 41 Iteration 185Q (6124.660816 sec): 50 clusters Score: Raw -56361409.428749 + Penalty 31079.702274 = -56330329.726475 nChanged 47 Iteration 186Q (6136.797134 sec): 50 clusters Score: Raw -56361409.845340 + Penalty 31079.702274 = -56330330.143066 nChanged 43 Iteration 187Q (6149.313008 sec): 50 clusters Score: Raw -56361410.237146 + Penalty 31079.702274 = -56330330.534872 nChanged 40 Iteration 188Q (6162.057591 sec): 50 clusters Score: Raw -56361410.579922 + Penalty 31079.702274 = -56330330.877648 nChanged 43 Iteration 189Q (6174.771495 sec): 50 clusters Score: Raw -56361410.855772 + Penalty 31079.702274 = -56330331.153498 nChanged 35 Iteration 190Q (6187.713651 sec): 50 clusters Score: Raw -56361411.038195 + Penalty 31079.702274 = -56330331.335921 nChanged 36 Iteration 191Q (6200.558022 sec): 50 clusters Score: Raw -56361411.196743 + Penalty 31079.702274 = -56330331.494469 nChanged 28 Iteration 192Q (6213.286304 sec): 50 clusters Score: Raw -56361411.342892 + Penalty 31079.702274 = -56330331.640618 nChanged 33 Iteration 193Q (6225.877635 sec): 50 clusters Score: Raw -56361411.540326 + Penalty 31079.702274 = -56330331.838052 nChanged 36 Iteration 194Q (6238.701401 sec): 50 clusters Score: Raw -56361411.726986 + Penalty 31079.702274 = -56330332.024712 nChanged 36 Iteration 195Q (6251.380659 sec): 50 clusters Score: Raw -56361411.882504 + Penalty 31079.702274 = -56330332.180230 nChanged 41 Iteration 196Q (6264.285058 sec): 50 clusters Score: Raw -56361412.130960 + Penalty 31079.702274 = -56330332.428686 nChanged 40 Iteration 197Q (6277.051185 sec): 50 clusters Score: Raw -56361412.343874 + Penalty 31079.702274 = -56330332.641600 nChanged 26 Iteration 198Q (6289.915194 sec): 50 clusters Score: Raw -56361412.488848 + Penalty 31079.702274 = -56330332.786574 nChanged 32 Iteration 199Q (6302.857234 sec): 50 clusters Score: Raw -56361412.616525 + Penalty 31079.702274 = -56330332.914251 nChanged 25 Iteration 200F (6322.109475 sec): 50 clusters Score: Raw -56361412.698989 + Penalty 31079.702274 = -56330332.996715 nChanged 18 Iteration 201Q (6334.692164 sec): 50 clusters Score: Raw -56361412.766565 + Penalty 31079.702274 = -56330333.064291 nChanged 16 Iteration 202Q (6345.786406 sec): 50 clusters Score: Raw -56361412.838864 + Penalty 31079.702274 = -56330333.136590 nChanged 8 Iteration 203Q (6358.946316 sec): 50 clusters Score: Raw -56361412.876740 + Penalty 31079.702274 = -56330333.174466 nChanged 5 Iteration 204Q (6371.785447 sec): 50 clusters Score: Raw -56361412.942884 + Penalty 31079.702274 = -56330333.240610 nChanged 3 Iteration 205Q (6384.693986 sec): 50 clusters Score: Raw -56361413.018326 + Penalty 31079.702274 = -56330333.316052 nChanged 4 Iteration 206Q (6397.274119 sec): 50 clusters Score: Raw -56361413.072153 + Penalty 31079.702274 = -56330333.369879 nChanged 5 Iteration 207Q (6409.948231 sec): 50 clusters Score: Raw -56361413.240084 + Penalty 31079.702274 = -56330333.537810 nChanged 7 Iteration 208Q (6422.746580 sec): 50 clusters Score: Raw -56361413.494842 + Penalty 31079.702274 = -56330333.792568 nChanged 4 Iteration 209Q (6435.537432 sec): 50 clusters Score: Raw -56361413.532918 + Penalty 31079.702274 = -56330333.830644 nChanged 2 Iteration 210Q (6448.226884 sec): 50 clusters Score: Raw -56361413.540177 + Penalty 31079.702274 = -56330333.837903 nChanged 2 Iteration 211Q (6461.107859 sec): 50 clusters Score: Raw -56361413.543496 + Penalty 31079.702274 = -56330333.841222 nChanged 3 Iteration 212Q (6474.146135 sec): 50 clusters Score: Raw -56361413.548884 + Penalty 31079.702274 = -56330333.846610 nChanged 5 Iteration 213Q (6486.832529 sec): 50 clusters Score: Raw -56361413.558180 + Penalty 31079.702274 = -56330333.855906 nChanged 7 Iteration 214Q (6499.767599 sec): 50 clusters Score: Raw -56361413.576561 + Penalty 31079.702274 = -56330333.874287 nChanged 9 Iteration 215Q (6512.786584 sec): 50 clusters Score: Raw -56361413.602244 + Penalty 31079.702274 = -56330333.899970 nChanged 11 Iteration 216Q (6525.674848 sec): 50 clusters Score: Raw -56361413.646210 + Penalty 31079.702274 = -56330333.943936 nChanged 11 Iteration 217Q (6538.289132 sec): 50 clusters Score: Raw -56361413.677232 + Penalty 31079.702274 = -56330333.974958 nChanged 11 Iteration 218Q (6550.903374 sec): 50 clusters Score: Raw -56361413.710808 + Penalty 31079.702274 = -56330334.008534 nChanged 13 Writing temp clu file Because OldScore, -56330333.974958, is greater than current (better) Score,-56330334.008534 Won't try splitting - already at maximum number of clusters Iteration 219Q (6562.549282 sec): 50 clusters Score: Raw -56361413.752228 + Penalty 31079.702274 = -56330334.049954 nChanged 8 Iteration 220F (6581.857010 sec): 50 clusters Score: Raw -56361413.777776 + Penalty 31079.702274 = -56330334.075502 nChanged 8 Iteration 221Q (6594.731397 sec): 50 clusters Score: Raw -56361413.804169 + Penalty 31079.702274 = -56330334.101895 nChanged 7 Iteration 222Q (6607.873189 sec): 50 clusters Score: Raw -56361413.827613 + Penalty 31079.702274 = -56330334.125338 nChanged 9 Iteration 223Q (6620.862612 sec): 50 clusters Score: Raw -56361413.855982 + Penalty 31079.702274 = -56330334.153708 nChanged 5 Iteration 224Q (6633.862010 sec): 50 clusters Score: Raw -56361413.869223 + Penalty 31079.702274 = -56330334.166949 nChanged 4 Iteration 225Q (6646.794994 sec): 50 clusters Score: Raw -56361413.873147 + Penalty 31079.702274 = -56330334.170873 nChanged 2 Iteration 226Q (6660.177347 sec): 50 clusters Score: Raw -56361413.877036 + Penalty 31079.702274 = -56330334.174762 nChanged 0 Iteration 227F (6679.640910 sec): 50 clusters Score: Raw -56361413.877036 + Penalty 31079.702274 = -56330334.174762 nChanged 0 Won't try splitting - already at maximum number of clusters Time taken for this iteration:3394.185431 seconds. 21->50 Clusters: Score -56330334.174762, best is -56322270.938773 THE BEST YET! Main iterations: 429 (time per iteration =4203.262188 ms) Total iterations: 6531 (time per iteration =276.098527 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 125413705152.000000 (time per metric unit =14.378010ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 1504964461824.000000 (time per metric unit=1198.167481ps) That took 1803.199479 seconds.