FileBase DT3_rLS_rCA1_20151006_1524um_1224um ElecNo 2 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 0.35 and 0.53 GB. - 8 bytes per element (scalar), 23707550 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.17 and 0.25 GB. - 8 bytes per element (scalar), 11379624 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.04 and 0.06 GB. - 2 bytes per element (data_int), 11379624 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.02 and 0.03 GB. - 1 bytes per element (char), 11379624 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.02 and 0.03 GB. - 1 bytes per element (char), 11379624 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 28800 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=474151, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.61 and 0.91 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 474151 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 474151 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 4 (9427 points): Lose 674.406158 but Gain 2123.758181 Iteration 0F (11.689544 sec): 19 clusters Score: Raw -53835413.692187 + Penalty 38227.647262 = -53797186.044924 nChanged 447905 Iteration 1F (17.556236 sec): 19 clusters Score: Raw -54858748.954102 + Penalty 38227.647262 = -54820521.306840 nChanged 183301 Iteration 2F (23.417730 sec): 19 clusters Score: Raw -55341042.816674 + Penalty 38227.647262 = -55302815.169412 nChanged 154363 Iteration 3F (29.338969 sec): 19 clusters Score: Raw -55688529.636247 + Penalty 38227.647262 = -55650301.988985 nChanged 117163 Deleting Class 10 (1398 points): Lose 1568.160630 but Gain 2123.758181 Iteration 4F (35.136505 sec): 18 clusters Score: Raw -55914814.059442 + Penalty 36103.889081 = -55878710.170361 nChanged 83496 Deleting Class 19 (1165 points): Lose 1322.850801 but Gain 2123.758181 Iteration 5F (40.663680 sec): 17 clusters Score: Raw -56065755.247578 + Penalty 33980.130900 = -56031775.116678 nChanged 55335 Iteration 6F (45.973096 sec): 17 clusters Score: Raw -56158469.695432 + Penalty 33980.130900 = -56124489.564533 nChanged 43594 Deleting Class 17 (1364 points): Lose 1985.932763 but Gain 2123.758181 Iteration 7F (51.230112 sec): 16 clusters Score: Raw -56211083.320649 + Penalty 31856.372719 = -56179226.947930 nChanged 38992 Iteration 8F (56.129089 sec): 16 clusters Score: Raw -56249086.608773 + Penalty 31856.372719 = -56217230.236054 nChanged 31724 Iteration 9F (61.118253 sec): 16 clusters Score: Raw -56278440.061491 + Penalty 31856.372719 = -56246583.688773 nChanged 26944 Iteration 10F (66.102113 sec): 16 clusters Score: Raw -56304780.301421 + Penalty 31856.372719 = -56272923.928702 nChanged 22825 Iteration 11Q (68.643623 sec): 16 clusters Score: Raw -56336510.509518 + Penalty 31856.372719 = -56304654.136800 nChanged 17646 Iteration 12Q (71.031877 sec): 16 clusters Score: Raw -56375277.993225 + Penalty 31856.372719 = -56343421.620506 nChanged 12957 Iteration 13Q (73.405655 sec): 16 clusters Score: Raw -56384345.699333 + Penalty 31856.372719 = -56352489.326614 nChanged 10133 Iteration 14Q (75.751750 sec): 16 clusters Score: Raw -56389154.296166 + Penalty 31856.372719 = -56357297.923447 nChanged 8953 Iteration 15Q (78.097994 sec): 16 clusters Score: Raw -56392915.943449 + Penalty 31856.372719 = -56361059.570730 nChanged 8068 Iteration 16Q (80.395314 sec): 16 clusters Score: Raw -56396223.994372 + Penalty 31856.372719 = -56364367.621653 nChanged 7548 Iteration 17Q (82.728391 sec): 16 clusters Score: Raw -56399518.293866 + Penalty 31856.372719 = -56367661.921147 nChanged 7327 Iteration 18Q (85.023499 sec): 16 clusters Score: Raw -56403337.278338 + Penalty 31856.372719 = -56371480.905620 nChanged 7196 Iteration 19Q (87.260066 sec): 16 clusters Score: Raw -56407748.919618 + Penalty 31856.372719 = -56375892.546899 nChanged 6889 Writing temp clu file Because OldScore, -56371480.905620, is greater than current (better) Score,-56375892.546899 Compute initial score before splitting: Score: Raw -56407748.919618 + Penalty 31856.372719 = -56375892.546899 Trying to split cluster 1 (41214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.524232 sec): 2 clusters Score: Raw -5024483.459402 + Penalty 1726.811659 = -5022756.647743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.628294 sec): 3 clusters Score: Raw -4998659.386808 + Penalty 3453.623317 = -4995205.763491 nChanged 19237 SP:Iteration 1F (87.746489 sec): 3 clusters Score: Raw -5009910.832044 + Penalty 3453.623317 = -5006457.208727 nChanged 2581 SP:Iteration 2F (87.851182 sec): 3 clusters Score: Raw -5011679.714404 + Penalty 3453.623317 = -5008226.091086 nChanged 3458 SP:Iteration 3F (87.954461 sec): 3 clusters Score: Raw -5014885.630236 + Penalty 3453.623317 = -5011432.006919 nChanged 4188 SP:Iteration 4F (88.070749 sec): 3 clusters Score: Raw -5019482.130572 + Penalty 3453.623317 = -5016028.507255 nChanged 4045 SP:Iteration 5F (88.169201 sec): 3 clusters Score: Raw -5024109.110440 + Penalty 3453.623317 = -5020655.487123 nChanged 3160 SP:Iteration 6F (88.283598 sec): 3 clusters Score: Raw -5027813.098698 + Penalty 3453.623317 = -5024359.475381 nChanged 2135 SP:Iteration 7F (88.394654 sec): 3 clusters Score: Raw -5029782.575490 + Penalty 3453.623317 = -5026328.952173 nChanged 1360 SP:Iteration 8Q (88.500145 sec): 3 clusters Score: Raw -5030479.381863 + Penalty 3453.623317 = -5027025.758546 nChanged 860 SP:Iteration 9Q (88.585834 sec): 3 clusters Score: Raw -5030773.517876 + Penalty 3453.623317 = -5027319.894559 nChanged 524 SP:Iteration 10Q (88.670381 sec): 3 clusters Score: Raw -5030894.227000 + Penalty 3453.623317 = -5027440.603683 nChanged 346 SP:Iteration 11Q (88.747322 sec): 3 clusters Score: Raw -5030947.113206 + Penalty 3453.623317 = -5027493.489889 nChanged 220 SP:Iteration 12Q (88.853301 sec): 3 clusters Score: Raw -5030974.315031 + Penalty 3453.623317 = -5027520.691714 nChanged 153 SP:Iteration 13Q (88.938344 sec): 3 clusters Score: Raw -5030989.932776 + Penalty 3453.623317 = -5027536.309459 nChanged 105 SP:Iteration 14Q (89.054177 sec): 3 clusters Score: Raw -5030998.974289 + Penalty 3453.623317 = -5027545.350972 nChanged 85 SP:Iteration 15Q (89.158946 sec): 3 clusters Score: Raw -5031006.525175 + Penalty 3453.623317 = -5027552.901858 nChanged 65 SP:Iteration 16Q (89.261107 sec): 3 clusters Score: Raw -5031010.939789 + Penalty 3453.623317 = -5027557.316472 nChanged 59 SP:Iteration 17Q (89.372455 sec): 3 clusters Score: Raw -5031014.236685 + Penalty 3453.623317 = -5027560.613367 nChanged 48 SP:Iteration 18Q (89.475053 sec): 3 clusters Score: Raw -5031016.932980 + Penalty 3453.623317 = -5027563.309663 nChanged 35 SP:Iteration 19Q (89.582417 sec): 3 clusters Score: Raw -5031018.571465 + Penalty 3453.623317 = -5027564.948148 nChanged 24 SP:Iteration 20F (89.697736 sec): 3 clusters Score: Raw -5031019.336843 + Penalty 3453.623317 = -5027565.713526 nChanged 25 SP:Iteration 21Q (89.802259 sec): 3 clusters Score: Raw -5031020.458442 + Penalty 3453.623317 = -5027566.835125 nChanged 29 SP:Iteration 22Q (89.895698 sec): 3 clusters Score: Raw -5031021.837429 + Penalty 3453.623317 = -5027568.214112 nChanged 33 SP:Iteration 23Q (90.002220 sec): 3 clusters Score: Raw -5031023.206651 + Penalty 3453.623317 = -5027569.583334 nChanged 20 SP:Iteration 24Q (90.114232 sec): 3 clusters Score: Raw -5031024.122897 + Penalty 3453.623317 = -5027570.499580 nChanged 23 SP:Iteration 25Q (90.222844 sec): 3 clusters Score: Raw -5031025.598461 + Penalty 3453.623317 = -5027571.975144 nChanged 22 SP:Iteration 26Q (90.335746 sec): 3 clusters Score: Raw -5031026.808473 + Penalty 3453.623317 = -5027573.185156 nChanged 21 SP:Iteration 27Q (90.442435 sec): 3 clusters Score: Raw -5031027.950375 + Penalty 3453.623317 = -5027574.327058 nChanged 24 SP:Iteration 28Q (90.540512 sec): 3 clusters Score: Raw -5031029.192635 + Penalty 3453.623317 = -5027575.569318 nChanged 21 SP:Iteration 29Q (90.656562 sec): 3 clusters Score: Raw -5031030.427027 + Penalty 3453.623317 = -5027576.803710 nChanged 21 SP:Iteration 30Q (90.765264 sec): 3 clusters Score: Raw -5031031.597014 + Penalty 3453.623317 = -5027577.973697 nChanged 16 SP:Iteration 31Q (90.877698 sec): 3 clusters Score: Raw -5031032.296599 + Penalty 3453.623317 = -5027578.673282 nChanged 16 SP:Iteration 32Q (90.969078 sec): 3 clusters Score: Raw -5031032.971649 + Penalty 3453.623317 = -5027579.348332 nChanged 14 SP:Iteration 33Q (91.069674 sec): 3 clusters Score: Raw -5031033.759684 + Penalty 3453.623317 = -5027580.136367 nChanged 17 SP:Iteration 34Q (91.176643 sec): 3 clusters Score: Raw -5031034.534855 + Penalty 3453.623317 = -5027580.911538 nChanged 11 SP:Iteration 35Q (91.283590 sec): 3 clusters Score: Raw -5031034.911549 + Penalty 3453.623317 = -5027581.288232 nChanged 8 SP:Iteration 36Q (91.394548 sec): 3 clusters Score: Raw -5031035.368880 + Penalty 3453.623317 = -5027581.745563 nChanged 6 SP:Iteration 37Q (91.470757 sec): 3 clusters Score: Raw -5031035.510489 + Penalty 3453.623317 = -5027581.887172 nChanged 3 SP:Iteration 38Q (91.586076 sec): 3 clusters Score: Raw -5031035.615260 + Penalty 3453.623317 = -5027581.991943 nChanged 3 SP:Iteration 39Q (91.683151 sec): 3 clusters Score: Raw -5031035.698519 + Penalty 3453.623317 = -5027582.075202 nChanged 4 SP:Iteration 40F (91.786880 sec): 3 clusters Score: Raw -5031035.778433 + Penalty 3453.623317 = -5027582.155116 nChanged 1 SP:Iteration 41Q (91.908064 sec): 3 clusters Score: Raw -5031035.785420 + Penalty 3453.623317 = -5027582.162103 nChanged 0 SP:Iteration 42F (92.017938 sec): 3 clusters Score: Raw -5031035.785420 + Penalty 3453.623317 = -5027582.162103 nChanged 0 Score: Raw -56416593.332024 + Penalty 33980.130900 = -56382613.201125 Splitting cluster 1 changes total score from -56375892.546899 to -56382613.201125 So it's getting split into cluster 4. Trying to split cluster 2 (26437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.938489 sec): 2 clusters Score: Raw -3270662.799734 + Penalty 1654.659471 = -3269008.140263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.033689 sec): 3 clusters Score: Raw -3254483.753560 + Penalty 3309.318943 = -3251174.434617 nChanged 12166 SP:Iteration 1F (97.121164 sec): 3 clusters Score: Raw -3261567.206775 + Penalty 3309.318943 = -3258257.887833 nChanged 1596 SP:Iteration 2F (97.215445 sec): 3 clusters Score: Raw -3262489.761011 + Penalty 3309.318943 = -3259180.442068 nChanged 1835 SP:Iteration 3F (97.300113 sec): 3 clusters Score: Raw -3263801.693710 + Penalty 3309.318943 = -3260492.374768 nChanged 2048 SP:Iteration 4F (97.380069 sec): 3 clusters Score: Raw -3265441.767684 + Penalty 3309.318943 = -3262132.448741 nChanged 2168 SP:Iteration 5F (97.478083 sec): 3 clusters Score: Raw -3267156.788970 + Penalty 3309.318943 = -3263847.470028 nChanged 1910 SP:Iteration 6F (97.564937 sec): 3 clusters Score: Raw -3268493.077795 + Penalty 3309.318943 = -3265183.758852 nChanged 1540 SP:Iteration 7F (97.663608 sec): 3 clusters Score: Raw -3269371.906443 + Penalty 3309.318943 = -3266062.587500 nChanged 1112 SP:Iteration 8Q (97.761142 sec): 3 clusters Score: Raw -3269894.790706 + Penalty 3309.318943 = -3266585.471764 nChanged 792 SP:Iteration 9Q (97.860966 sec): 3 clusters Score: Raw -3270154.479986 + Penalty 3309.318943 = -3266845.161043 nChanged 545 SP:Iteration 10Q (97.951830 sec): 3 clusters Score: Raw -3270279.845203 + Penalty 3309.318943 = -3266970.526260 nChanged 393 SP:Iteration 11Q (98.040280 sec): 3 clusters Score: Raw -3270365.709307 + Penalty 3309.318943 = -3267056.390364 nChanged 347 SP:Iteration 12Q (98.143478 sec): 3 clusters Score: Raw -3270434.469686 + Penalty 3309.318943 = -3267125.150744 nChanged 310 SP:Iteration 13Q (98.239201 sec): 3 clusters Score: Raw -3270497.589359 + Penalty 3309.318943 = -3267188.270416 nChanged 285 SP:Iteration 14Q (98.337570 sec): 3 clusters Score: Raw -3270554.088026 + Penalty 3309.318943 = -3267244.769084 nChanged 274 SP:Iteration 15Q (98.435212 sec): 3 clusters Score: Raw -3270604.875944 + Penalty 3309.318943 = -3267295.557001 nChanged 257 SP:Iteration 16Q (98.524602 sec): 3 clusters Score: Raw -3270647.932065 + Penalty 3309.318943 = -3267338.613123 nChanged 218 SP:Iteration 17Q (98.613176 sec): 3 clusters Score: Raw -3270682.008639 + Penalty 3309.318943 = -3267372.689696 nChanged 223 SP:Iteration 18Q (98.718705 sec): 3 clusters Score: Raw -3270717.079287 + Penalty 3309.318943 = -3267407.760344 nChanged 218 SP:Iteration 19Q (98.796656 sec): 3 clusters Score: Raw -3270754.264958 + Penalty 3309.318943 = -3267444.946015 nChanged 227 SP:Iteration 20F (98.891897 sec): 3 clusters Score: Raw -3270791.603233 + Penalty 3309.318943 = -3267482.284290 nChanged 193 SP:Iteration 21Q (98.981301 sec): 3 clusters Score: Raw -3270820.484787 + Penalty 3309.318943 = -3267511.165845 nChanged 173 SP:Iteration 22Q (99.065571 sec): 3 clusters Score: Raw -3270847.532106 + Penalty 3309.318943 = -3267538.213163 nChanged 180 SP:Iteration 23Q (99.160990 sec): 3 clusters Score: Raw -3270874.522604 + Penalty 3309.318943 = -3267565.203661 nChanged 166 SP:Iteration 24Q (99.247466 sec): 3 clusters Score: Raw -3270899.338091 + Penalty 3309.318943 = -3267590.019149 nChanged 170 SP:Iteration 25Q (99.336650 sec): 3 clusters Score: Raw -3270927.701698 + Penalty 3309.318943 = -3267618.382755 nChanged 180 SP:Iteration 26Q (99.405163 sec): 3 clusters Score: Raw -3270955.987078 + Penalty 3309.318943 = -3267646.668136 nChanged 161 SP:Iteration 27Q (99.491721 sec): 3 clusters Score: Raw -3270980.569999 + Penalty 3309.318943 = -3267671.251057 nChanged 157 SP:Iteration 28Q (99.566209 sec): 3 clusters Score: Raw -3271006.589851 + Penalty 3309.318943 = -3267697.270909 nChanged 150 SP:Iteration 29Q (99.625644 sec): 3 clusters Score: Raw -3271030.549008 + Penalty 3309.318943 = -3267721.230065 nChanged 145 SP:Iteration 30Q (99.684716 sec): 3 clusters Score: Raw -3271054.104243 + Penalty 3309.318943 = -3267744.785301 nChanged 156 SP:Iteration 31Q (99.743945 sec): 3 clusters Score: Raw -3271079.008690 + Penalty 3309.318943 = -3267769.689748 nChanged 145 SP:Iteration 32Q (99.835894 sec): 3 clusters Score: Raw -3271105.347809 + Penalty 3309.318943 = -3267796.028867 nChanged 132 SP:Iteration 33Q (99.937871 sec): 3 clusters Score: Raw -3271127.700664 + Penalty 3309.318943 = -3267818.381722 nChanged 113 SP:Iteration 34Q (100.022289 sec): 3 clusters Score: Raw -3271145.478772 + Penalty 3309.318943 = -3267836.159830 nChanged 101 SP:Iteration 35Q (100.118910 sec): 3 clusters Score: Raw -3271161.891185 + Penalty 3309.318943 = -3267852.572242 nChanged 102 SP:Iteration 36Q (100.173872 sec): 3 clusters Score: Raw -3271176.796834 + Penalty 3309.318943 = -3267867.477891 nChanged 98 SP:Iteration 37Q (100.232615 sec): 3 clusters Score: Raw -3271189.255441 + Penalty 3309.318943 = -3267879.936498 nChanged 81 SP:Iteration 38Q (100.290818 sec): 3 clusters Score: Raw -3271199.984778 + Penalty 3309.318943 = -3267890.665836 nChanged 72 SP:Iteration 39Q (100.350206 sec): 3 clusters Score: Raw -3271209.153128 + Penalty 3309.318943 = -3267899.834185 nChanged 65 SP:Iteration 40F (100.408452 sec): 3 clusters Score: Raw -3271218.071640 + Penalty 3309.318943 = -3267908.752697 nChanged 65 SP:Iteration 41Q (100.467646 sec): 3 clusters Score: Raw -3271226.794262 + Penalty 3309.318943 = -3267917.475319 nChanged 56 SP:Iteration 42Q (100.526440 sec): 3 clusters Score: Raw -3271234.034421 + Penalty 3309.318943 = -3267924.715478 nChanged 40 SP:Iteration 43Q (100.585253 sec): 3 clusters Score: Raw -3271239.171710 + Penalty 3309.318943 = -3267929.852768 nChanged 33 SP:Iteration 44Q (100.644248 sec): 3 clusters Score: Raw -3271242.460379 + Penalty 3309.318943 = -3267933.141436 nChanged 30 SP:Iteration 45Q (100.703231 sec): 3 clusters Score: Raw -3271245.386859 + Penalty 3309.318943 = -3267936.067916 nChanged 35 SP:Iteration 46Q (100.762078 sec): 3 clusters Score: Raw -3271249.741922 + Penalty 3309.318943 = -3267940.422979 nChanged 31 SP:Iteration 47Q (100.851240 sec): 3 clusters Score: Raw -3271252.810950 + Penalty 3309.318943 = -3267943.492008 nChanged 32 SP:Iteration 48Q (100.943801 sec): 3 clusters Score: Raw -3271256.052782 + Penalty 3309.318943 = -3267946.733839 nChanged 20 SP:Iteration 49Q (101.026745 sec): 3 clusters Score: Raw -3271258.274161 + Penalty 3309.318943 = -3267948.955219 nChanged 27 SP:Iteration 50Q (101.112381 sec): 3 clusters Score: Raw -3271261.453231 + Penalty 3309.318943 = -3267952.134288 nChanged 25 SP:Iteration 51Q (101.198916 sec): 3 clusters Score: Raw -3271263.504900 + Penalty 3309.318943 = -3267954.185957 nChanged 12 SP:Iteration 52Q (101.281887 sec): 3 clusters Score: Raw -3271264.379164 + Penalty 3309.318943 = -3267955.060221 nChanged 13 SP:Iteration 53Q (101.376713 sec): 3 clusters Score: Raw -3271265.192849 + Penalty 3309.318943 = -3267955.873906 nChanged 8 SP:Iteration 54Q (101.468982 sec): 3 clusters Score: Raw -3271265.714344 + Penalty 3309.318943 = -3267956.395402 nChanged 7 SP:Iteration 55Q (101.559447 sec): 3 clusters Score: Raw -3271266.355973 + Penalty 3309.318943 = -3267957.037031 nChanged 13 SP:Iteration 56Q (101.643257 sec): 3 clusters Score: Raw -3271267.690197 + Penalty 3309.318943 = -3267958.371254 nChanged 13 SP:Iteration 57Q (101.739048 sec): 3 clusters Score: Raw -3271268.981851 + Penalty 3309.318943 = -3267959.662908 nChanged 12 SP:Iteration 58Q (101.828737 sec): 3 clusters Score: Raw -3271269.881931 + Penalty 3309.318943 = -3267960.562989 nChanged 7 SP:Iteration 59Q (101.914596 sec): 3 clusters Score: Raw -3271270.366189 + Penalty 3309.318943 = -3267961.047247 nChanged 6 SP:Iteration 60F (102.011757 sec): 3 clusters Score: Raw -3271270.800581 + Penalty 3309.318943 = -3267961.481638 nChanged 3 SP:Iteration 61Q (102.100291 sec): 3 clusters Score: Raw -3271270.944237 + Penalty 3309.318943 = -3267961.625294 nChanged 3 SP:Iteration 62Q (102.198444 sec): 3 clusters Score: Raw -3271271.190626 + Penalty 3309.318943 = -3267961.871684 nChanged 4 SP:Iteration 63Q (102.282245 sec): 3 clusters Score: Raw -3271271.572063 + Penalty 3309.318943 = -3267962.253120 nChanged 6 SP:Iteration 64Q (102.369565 sec): 3 clusters Score: Raw -3271272.029287 + Penalty 3309.318943 = -3267962.710344 nChanged 5 SP:Iteration 65Q (102.474164 sec): 3 clusters Score: Raw -3271272.281664 + Penalty 3309.318943 = -3267962.962722 nChanged 4 SP:Iteration 66Q (102.559851 sec): 3 clusters Score: Raw -3271272.607448 + Penalty 3309.318943 = -3267963.288506 nChanged 5 SP:Iteration 67Q (102.645958 sec): 3 clusters Score: Raw -3271273.030767 + Penalty 3309.318943 = -3267963.711824 nChanged 3 SP:Iteration 68Q (102.743791 sec): 3 clusters Score: Raw -3271273.161407 + Penalty 3309.318943 = -3267963.842465 nChanged 1 SP:Iteration 69Q (102.823108 sec): 3 clusters Score: Raw -3271273.251843 + Penalty 3309.318943 = -3267963.932901 nChanged 1 SP:Iteration 70Q (102.910674 sec): 3 clusters Score: Raw -3271273.367308 + Penalty 3309.318943 = -3267964.048366 nChanged 1 SP:Iteration 71Q (103.006321 sec): 3 clusters Score: Raw -3271273.466044 + Penalty 3309.318943 = -3267964.147101 nChanged 0 SP:Iteration 72F (103.091246 sec): 3 clusters Score: Raw -3271273.466044 + Penalty 3309.318943 = -3267964.147101 nChanged 0 Trying to split cluster 3 (4664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.117708 sec): 2 clusters Score: Raw -525870.082324 + Penalty 1372.739668 = -524497.342656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.173372 sec): 3 clusters Score: Raw -523482.836729 + Penalty 2745.479337 = -520737.357392 nChanged 1898 SP:Iteration 1F (103.228466 sec): 3 clusters Score: Raw -524582.483768 + Penalty 2745.479337 = -521837.004431 nChanged 373 SP:Iteration 2F (103.295476 sec): 3 clusters Score: Raw -524807.334233 + Penalty 2745.479337 = -522061.854896 nChanged 275 SP:Iteration 3F (103.329526 sec): 3 clusters Score: Raw -524974.981858 + Penalty 2745.479337 = -522229.502522 nChanged 219 SP:Iteration 4Q (103.384147 sec): 3 clusters Score: Raw -525122.019337 + Penalty 2745.479337 = -522376.540000 nChanged 212 SP:Iteration 5Q (103.439954 sec): 3 clusters Score: Raw -525343.147332 + Penalty 2745.479337 = -522597.667996 nChanged 251 SP:Iteration 6F (103.491593 sec): 3 clusters Score: Raw -525666.547079 + Penalty 2745.479337 = -522921.067742 nChanged 294 SP:Iteration 7F (103.548200 sec): 3 clusters Score: Raw -526334.555809 + Penalty 2745.479337 = -523589.076472 nChanged 372 SP:Iteration 8F (103.603760 sec): 3 clusters Score: Raw -527070.930594 + Penalty 2745.479337 = -524325.451258 nChanged 345 SP:Iteration 9F (103.670710 sec): 3 clusters Score: Raw -527447.160488 + Penalty 2745.479337 = -524701.681152 nChanged 283 SP:Iteration 10F (103.718696 sec): 3 clusters Score: Raw -527695.516956 + Penalty 2745.479337 = -524950.037619 nChanged 211 SP:Iteration 11Q (103.767520 sec): 3 clusters Score: Raw -527917.856843 + Penalty 2745.479337 = -525172.377507 nChanged 166 SP:Iteration 12Q (103.822960 sec): 3 clusters Score: Raw -528155.448736 + Penalty 2745.479337 = -525409.969399 nChanged 113 SP:Iteration 13Q (103.867022 sec): 3 clusters Score: Raw -528325.990296 + Penalty 2745.479337 = -525580.510959 nChanged 78 SP:Iteration 14Q (103.927795 sec): 3 clusters Score: Raw -528423.295074 + Penalty 2745.479337 = -525677.815738 nChanged 46 SP:Iteration 15Q (103.980077 sec): 3 clusters Score: Raw -528481.852753 + Penalty 2745.479337 = -525736.373417 nChanged 43 SP:Iteration 16Q (104.035984 sec): 3 clusters Score: Raw -528579.583616 + Penalty 2745.479337 = -525834.104279 nChanged 46 SP:Iteration 17Q (104.084928 sec): 3 clusters Score: Raw -528820.625257 + Penalty 2745.479337 = -526075.145921 nChanged 36 SP:Iteration 18Q (104.137101 sec): 3 clusters Score: Raw -529027.949235 + Penalty 2745.479337 = -526282.469898 nChanged 15 SP:Iteration 19Q (104.182622 sec): 3 clusters Score: Raw -529082.770039 + Penalty 2745.479337 = -526337.290703 nChanged 6 SP:Iteration 20F (104.239022 sec): 3 clusters Score: Raw -529095.935398 + Penalty 2745.479337 = -526350.456062 nChanged 2 SP:Iteration 21Q (104.306324 sec): 3 clusters Score: Raw -529097.090600 + Penalty 2745.479337 = -526351.611263 nChanged 0 SP:Iteration 22F (104.351776 sec): 3 clusters Score: Raw -529097.090600 + Penalty 2745.479337 = -526351.611263 nChanged 0 Score: Raw -56419820.340300 + Penalty 36103.889081 = -56383716.451219 Splitting cluster 3 changes total score from -56375892.546899 to -56383716.451219 So it's getting split into cluster 10. Trying to split cluster 5 (69318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.776080 sec): 2 clusters Score: Raw -8368423.345168 + Penalty 1811.299732 = -8366612.045436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.940276 sec): 3 clusters Score: Raw -8323860.203460 + Penalty 3622.599465 = -8320237.603995 nChanged 32795 SP:Iteration 1F (110.095537 sec): 3 clusters Score: Raw -8342638.464405 + Penalty 3622.599465 = -8339015.864940 nChanged 2898 SP:Iteration 2Q (110.255101 sec): 3 clusters Score: Raw -8343734.134367 + Penalty 3622.599465 = -8340111.534902 nChanged 3405 SP:Iteration 3Q (110.415958 sec): 3 clusters Score: Raw -8345728.941154 + Penalty 3622.599465 = -8342106.341689 nChanged 4191 SP:Iteration 4F (110.575231 sec): 3 clusters Score: Raw -8349062.032148 + Penalty 3622.599465 = -8345439.432684 nChanged 5155 SP:Iteration 5F (110.718970 sec): 3 clusters Score: Raw -8353147.209623 + Penalty 3622.599465 = -8349524.610158 nChanged 5385 SP:Iteration 6F (110.848287 sec): 3 clusters Score: Raw -8357163.519251 + Penalty 3622.599465 = -8353540.919786 nChanged 4932 SP:Iteration 7F (110.977346 sec): 3 clusters Score: Raw -8360436.545724 + Penalty 3622.599465 = -8356813.946260 nChanged 4065 SP:Iteration 8F (111.122596 sec): 3 clusters Score: Raw -8362792.778616 + Penalty 3622.599465 = -8359170.179152 nChanged 3094 SP:Iteration 9Q (111.276350 sec): 3 clusters Score: Raw -8364413.010646 + Penalty 3622.599465 = -8360790.411181 nChanged 2423 SP:Iteration 10Q (111.430511 sec): 3 clusters Score: Raw -8365638.376587 + Penalty 3622.599465 = -8362015.777122 nChanged 2032 SP:Iteration 11Q (111.581640 sec): 3 clusters Score: Raw -8366692.382779 + Penalty 3622.599465 = -8363069.783314 nChanged 1834 SP:Iteration 12Q (111.727178 sec): 3 clusters Score: Raw -8367636.139878 + Penalty 3622.599465 = -8364013.540413 nChanged 1641 SP:Iteration 13Q (111.884990 sec): 3 clusters Score: Raw -8368497.933943 + Penalty 3622.599465 = -8364875.334479 nChanged 1551 SP:Iteration 14Q (112.044106 sec): 3 clusters Score: Raw -8369260.734307 + Penalty 3622.599465 = -8365638.134842 nChanged 1350 SP:Iteration 15Q (112.208100 sec): 3 clusters Score: Raw -8369893.848712 + Penalty 3622.599465 = -8366271.249247 nChanged 1302 SP:Iteration 16Q (112.369182 sec): 3 clusters Score: Raw -8370454.173441 + Penalty 3622.599465 = -8366831.573976 nChanged 1171 SP:Iteration 17Q (112.524946 sec): 3 clusters Score: Raw -8370903.615032 + Penalty 3622.599465 = -8367281.015567 nChanged 1057 SP:Iteration 18Q (112.685862 sec): 3 clusters Score: Raw -8371288.539576 + Penalty 3622.599465 = -8367665.940111 nChanged 997 SP:Iteration 19Q (112.825275 sec): 3 clusters Score: Raw -8371624.206299 + Penalty 3622.599465 = -8368001.606835 nChanged 1005 SP:Iteration 20F (112.977419 sec): 3 clusters Score: Raw -8371957.705313 + Penalty 3622.599465 = -8368335.105848 nChanged 974 SP:Iteration 21Q (113.130792 sec): 3 clusters Score: Raw -8372284.752248 + Penalty 3622.599465 = -8368662.152783 nChanged 985 SP:Iteration 22Q (113.272009 sec): 3 clusters Score: Raw -8372620.258474 + Penalty 3622.599465 = -8368997.659009 nChanged 966 SP:Iteration 23Q (113.415508 sec): 3 clusters Score: Raw -8372955.672959 + Penalty 3622.599465 = -8369333.073494 nChanged 942 SP:Iteration 24Q (113.562103 sec): 3 clusters Score: Raw -8373304.034586 + Penalty 3622.599465 = -8369681.435122 nChanged 909 SP:Iteration 25Q (113.707674 sec): 3 clusters Score: Raw -8373619.971583 + Penalty 3622.599465 = -8369997.372119 nChanged 830 SP:Iteration 26Q (113.868734 sec): 3 clusters Score: Raw -8373885.109233 + Penalty 3622.599465 = -8370262.509769 nChanged 738 SP:Iteration 27Q (114.023865 sec): 3 clusters Score: Raw -8374098.751990 + Penalty 3622.599465 = -8370476.152525 nChanged 681 SP:Iteration 28Q (114.179903 sec): 3 clusters Score: Raw -8374283.481646 + Penalty 3622.599465 = -8370660.882181 nChanged 601 SP:Iteration 29Q (114.333548 sec): 3 clusters Score: Raw -8374427.546383 + Penalty 3622.599465 = -8370804.946918 nChanged 502 SP:Iteration 30Q (114.484749 sec): 3 clusters Score: Raw -8374538.213988 + Penalty 3622.599465 = -8370915.614523 nChanged 501 SP:Iteration 31Q (114.625134 sec): 3 clusters Score: Raw -8374639.851554 + Penalty 3622.599465 = -8371017.252089 nChanged 430 SP:Iteration 32Q (114.771054 sec): 3 clusters Score: Raw -8374715.020098 + Penalty 3622.599465 = -8371092.420634 nChanged 385 SP:Iteration 33Q (114.931229 sec): 3 clusters Score: Raw -8374774.758666 + Penalty 3622.599465 = -8371152.159202 nChanged 321 SP:Iteration 34Q (115.076991 sec): 3 clusters Score: Raw -8374817.748434 + Penalty 3622.599465 = -8371195.148969 nChanged 276 SP:Iteration 35Q (115.217394 sec): 3 clusters Score: Raw -8374852.270321 + Penalty 3622.599465 = -8371229.670856 nChanged 242 SP:Iteration 36Q (115.353124 sec): 3 clusters Score: Raw -8374881.537927 + Penalty 3622.599465 = -8371258.938462 nChanged 244 SP:Iteration 37Q (115.491174 sec): 3 clusters Score: Raw -8374909.732386 + Penalty 3622.599465 = -8371287.132921 nChanged 207 SP:Iteration 38Q (115.631272 sec): 3 clusters Score: Raw -8374929.216503 + Penalty 3622.599465 = -8371306.617038 nChanged 150 SP:Iteration 39Q (115.773012 sec): 3 clusters Score: Raw -8374942.476193 + Penalty 3622.599465 = -8371319.876728 nChanged 139 SP:Iteration 40F (115.930045 sec): 3 clusters Score: Raw -8374954.185704 + Penalty 3622.599465 = -8371331.586239 nChanged 141 SP:Iteration 41Q (116.082100 sec): 3 clusters Score: Raw -8374964.449662 + Penalty 3622.599465 = -8371341.850197 nChanged 121 SP:Iteration 42Q (116.225028 sec): 3 clusters Score: Raw -8374973.446953 + Penalty 3622.599465 = -8371350.847488 nChanged 126 SP:Iteration 43Q (116.379165 sec): 3 clusters Score: Raw -8374982.609918 + Penalty 3622.599465 = -8371360.010454 nChanged 111 SP:Iteration 44Q (116.528272 sec): 3 clusters Score: Raw -8374989.706560 + Penalty 3622.599465 = -8371367.107096 nChanged 91 SP:Iteration 45Q (116.677287 sec): 3 clusters Score: Raw -8374995.762166 + Penalty 3622.599465 = -8371373.162702 nChanged 85 SP:Iteration 46Q (116.820719 sec): 3 clusters Score: Raw -8375000.376260 + Penalty 3622.599465 = -8371377.776795 nChanged 67 SP:Iteration 47Q (116.964822 sec): 3 clusters Score: Raw -8375004.136188 + Penalty 3622.599465 = -8371381.536723 nChanged 63 SP:Iteration 48Q (117.093432 sec): 3 clusters Score: Raw -8375007.375281 + Penalty 3622.599465 = -8371384.775816 nChanged 57 SP:Iteration 49Q (117.225880 sec): 3 clusters Score: Raw -8375010.176999 + Penalty 3622.599465 = -8371387.577534 nChanged 50 SP:Iteration 50Q (117.359530 sec): 3 clusters Score: Raw -8375012.603025 + Penalty 3622.599465 = -8371390.003560 nChanged 50 SP:Iteration 51Q (117.505454 sec): 3 clusters Score: Raw -8375015.258955 + Penalty 3622.599465 = -8371392.659490 nChanged 50 SP:Iteration 52Q (117.653071 sec): 3 clusters Score: Raw -8375017.760703 + Penalty 3622.599465 = -8371395.161238 nChanged 54 SP:Iteration 53Q (117.798384 sec): 3 clusters Score: Raw -8375020.067217 + Penalty 3622.599465 = -8371397.467752 nChanged 42 SP:Iteration 54Q (117.947815 sec): 3 clusters Score: Raw -8375021.891834 + Penalty 3622.599465 = -8371399.292370 nChanged 42 SP:Iteration 55Q (118.101335 sec): 3 clusters Score: Raw -8375023.598575 + Penalty 3622.599465 = -8371400.999110 nChanged 37 SP:Iteration 56Q (118.252862 sec): 3 clusters Score: Raw -8375025.057255 + Penalty 3622.599465 = -8371402.457790 nChanged 27 SP:Iteration 57Q (118.400739 sec): 3 clusters Score: Raw -8375026.173329 + Penalty 3622.599465 = -8371403.573864 nChanged 25 SP:Iteration 58Q (118.553975 sec): 3 clusters Score: Raw -8375027.222454 + Penalty 3622.599465 = -8371404.622989 nChanged 21 SP:Iteration 59Q (118.703955 sec): 3 clusters Score: Raw -8375028.074855 + Penalty 3622.599465 = -8371405.475390 nChanged 27 SP:Iteration 60F (118.848265 sec): 3 clusters Score: Raw -8375029.175845 + Penalty 3622.599465 = -8371406.576381 nChanged 28 SP:Iteration 61Q (119.001663 sec): 3 clusters Score: Raw -8375030.453048 + Penalty 3622.599465 = -8371407.853583 nChanged 24 SP:Iteration 62Q (119.129540 sec): 3 clusters Score: Raw -8375031.335141 + Penalty 3622.599465 = -8371408.735676 nChanged 17 SP:Iteration 63Q (119.269781 sec): 3 clusters Score: Raw -8375031.751075 + Penalty 3622.599465 = -8371409.151610 nChanged 13 SP:Iteration 64Q (119.411625 sec): 3 clusters Score: Raw -8375032.089415 + Penalty 3622.599465 = -8371409.489950 nChanged 8 SP:Iteration 65Q (119.554006 sec): 3 clusters Score: Raw -8375032.289525 + Penalty 3622.599465 = -8371409.690060 nChanged 6 SP:Iteration 66Q (119.715500 sec): 3 clusters Score: Raw -8375032.440786 + Penalty 3622.599465 = -8371409.841321 nChanged 6 SP:Iteration 67Q (119.866470 sec): 3 clusters Score: Raw -8375032.573674 + Penalty 3622.599465 = -8371409.974210 nChanged 6 SP:Iteration 68Q (120.010461 sec): 3 clusters Score: Raw -8375032.693952 + Penalty 3622.599465 = -8371410.094487 nChanged 5 SP:Iteration 69Q (120.154461 sec): 3 clusters Score: Raw -8375032.780466 + Penalty 3622.599465 = -8371410.181002 nChanged 3 SP:Iteration 70Q (120.304666 sec): 3 clusters Score: Raw -8375032.859434 + Penalty 3622.599465 = -8371410.259969 nChanged 4 SP:Iteration 71Q (120.461686 sec): 3 clusters Score: Raw -8375033.047649 + Penalty 3622.599465 = -8371410.448184 nChanged 5 SP:Iteration 72Q (120.606546 sec): 3 clusters Score: Raw -8375033.248857 + Penalty 3622.599465 = -8371410.649393 nChanged 8 SP:Iteration 73Q (120.752949 sec): 3 clusters Score: Raw -8375033.559144 + Penalty 3622.599465 = -8371410.959679 nChanged 8 SP:Iteration 74Q (120.903465 sec): 3 clusters Score: Raw -8375033.803940 + Penalty 3622.599465 = -8371411.204475 nChanged 9 SP:Iteration 75Q (121.047295 sec): 3 clusters Score: Raw -8375033.977211 + Penalty 3622.599465 = -8371411.377747 nChanged 3 SP:Iteration 76Q (121.181879 sec): 3 clusters Score: Raw -8375034.022950 + Penalty 3622.599465 = -8371411.423486 nChanged 4 SP:Iteration 77Q (121.325717 sec): 3 clusters Score: Raw -8375034.130734 + Penalty 3622.599465 = -8371411.531269 nChanged 6 SP:Iteration 78Q (121.464652 sec): 3 clusters Score: Raw -8375034.251690 + Penalty 3622.599465 = -8371411.652225 nChanged 6 SP:Iteration 79Q (121.613028 sec): 3 clusters Score: Raw -8375034.448640 + Penalty 3622.599465 = -8371411.849176 nChanged 6 SP:Iteration 80F (121.775715 sec): 3 clusters Score: Raw -8375034.713635 + Penalty 3622.599465 = -8371412.114170 nChanged 6 SP:Iteration 81Q (121.919649 sec): 3 clusters Score: Raw -8375034.834448 + Penalty 3622.599465 = -8371412.234983 nChanged 1 SP:Iteration 82Q (122.051104 sec): 3 clusters Score: Raw -8375034.846774 + Penalty 3622.599465 = -8371412.247310 nChanged 0 SP:Iteration 83F (122.193240 sec): 3 clusters Score: Raw -8375034.846774 + Penalty 3622.599465 = -8371412.247310 nChanged 0 Score: Raw -56426431.841906 + Penalty 38227.647262 = -56388204.194644 Splitting cluster 5 changes total score from -56375892.546899 to -56388204.194644 So it's getting split into cluster 17. Trying to split cluster 6 (14050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.683346 sec): 2 clusters Score: Raw -1688956.915549 + Penalty 1551.936372 = -1687404.979177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.759108 sec): 3 clusters Score: Raw -1680573.217392 + Penalty 3103.872744 = -1677469.344647 nChanged 6399 SP:Iteration 1F (127.821191 sec): 3 clusters Score: Raw -1684468.003342 + Penalty 3103.872744 = -1681364.130597 nChanged 1100 SP:Iteration 2F (127.890554 sec): 3 clusters Score: Raw -1685497.355804 + Penalty 3103.872744 = -1682393.483060 nChanged 1246 SP:Iteration 3F (127.956550 sec): 3 clusters Score: Raw -1687114.573302 + Penalty 3103.872744 = -1684010.700558 nChanged 1364 SP:Iteration 4F (128.029365 sec): 3 clusters Score: Raw -1688846.120368 + Penalty 3103.872744 = -1685742.247624 nChanged 1208 SP:Iteration 5F (128.084668 sec): 3 clusters Score: Raw -1690514.648053 + Penalty 3103.872744 = -1687410.775309 nChanged 971 SP:Iteration 6F (128.146666 sec): 3 clusters Score: Raw -1691722.012740 + Penalty 3103.872744 = -1688618.139996 nChanged 659 SP:Iteration 7Q (128.214536 sec): 3 clusters Score: Raw -1692353.005860 + Penalty 3103.872744 = -1689249.133116 nChanged 389 SP:Iteration 8Q (128.276317 sec): 3 clusters Score: Raw -1692615.461388 + Penalty 3103.872744 = -1689511.588644 nChanged 231 SP:Iteration 9Q (128.353734 sec): 3 clusters Score: Raw -1692732.797343 + Penalty 3103.872744 = -1689628.924599 nChanged 154 SP:Iteration 10Q (128.412759 sec): 3 clusters Score: Raw -1692782.761659 + Penalty 3103.872744 = -1689678.888915 nChanged 93 SP:Iteration 11Q (128.486440 sec): 3 clusters Score: Raw -1692805.960180 + Penalty 3103.872744 = -1689702.087435 nChanged 70 SP:Iteration 12Q (128.553639 sec): 3 clusters Score: Raw -1692819.210219 + Penalty 3103.872744 = -1689715.337474 nChanged 50 SP:Iteration 13Q (128.621635 sec): 3 clusters Score: Raw -1692826.773585 + Penalty 3103.872744 = -1689722.900840 nChanged 26 SP:Iteration 14Q (128.679555 sec): 3 clusters Score: Raw -1692829.679414 + Penalty 3103.872744 = -1689725.806670 nChanged 12 SP:Iteration 15Q (128.750430 sec): 3 clusters Score: Raw -1692831.121774 + Penalty 3103.872744 = -1689727.249030 nChanged 13 SP:Iteration 16Q (128.820724 sec): 3 clusters Score: Raw -1692832.530467 + Penalty 3103.872744 = -1689728.657723 nChanged 9 SP:Iteration 17Q (128.889467 sec): 3 clusters Score: Raw -1692833.167598 + Penalty 3103.872744 = -1689729.294854 nChanged 6 SP:Iteration 18Q (128.956851 sec): 3 clusters Score: Raw -1692833.681234 + Penalty 3103.872744 = -1689729.808490 nChanged 2 SP:Iteration 19Q (129.020382 sec): 3 clusters Score: Raw -1692833.794706 + Penalty 3103.872744 = -1689729.921961 nChanged 1 SP:Iteration 20F (129.079340 sec): 3 clusters Score: Raw -1692833.844665 + Penalty 3103.872744 = -1689729.971921 nChanged 1 SP:Iteration 21Q (129.142636 sec): 3 clusters Score: Raw -1692833.894119 + Penalty 3103.872744 = -1689730.021374 nChanged 0 SP:Iteration 22F (129.221697 sec): 3 clusters Score: Raw -1692833.894119 + Penalty 3103.872744 = -1689730.021374 nChanged 0 Score: Raw -56430308.820476 + Penalty 40351.405444 = -56389957.415033 Splitting cluster 6 changes total score from -56375892.546899 to -56389957.415033 So it's getting split into cluster 19. Trying to split cluster 7 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.050827 sec): 2 clusters Score: Raw -54603.815277 + Penalty 1014.992349 = -53588.822927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.095015 sec): 3 clusters Score: Raw -54632.601712 + Penalty 2029.984699 = -52602.617013 nChanged 151 SP:Iteration 1F (135.144189 sec): 3 clusters Score: Raw -54840.550741 + Penalty 2029.984699 = -52810.566043 nChanged 43 SP:Iteration 2F (135.182901 sec): 3 clusters Score: Raw -54934.272474 + Penalty 2029.984699 = -52904.287775 nChanged 23 SP:Iteration 3Q (135.226492 sec): 3 clusters Score: Raw -54976.597330 + Penalty 2029.984699 = -52946.612631 nChanged 14 SP:Iteration 4Q (135.269509 sec): 3 clusters Score: Raw -55004.952389 + Penalty 2029.984699 = -52974.967691 nChanged 13 SP:Iteration 5Q (135.316549 sec): 3 clusters Score: Raw -55029.796024 + Penalty 2029.984699 = -52999.811325 nChanged 9 SP:Iteration 6Q (135.360923 sec): 3 clusters Score: Raw -55044.402924 + Penalty 2029.984699 = -53014.418226 nChanged 11 SP:Iteration 7Q (135.408985 sec): 3 clusters Score: Raw -55092.611045 + Penalty 2029.984699 = -53062.626346 nChanged 14 SP:Iteration 8Q (135.450060 sec): 3 clusters Score: Raw -55119.719392 + Penalty 2029.984699 = -53089.734693 nChanged 9 SP:Iteration 9Q (135.497776 sec): 3 clusters Score: Raw -55141.778710 + Penalty 2029.984699 = -53111.794011 nChanged 9 SP:Iteration 10Q (135.533899 sec): 3 clusters Score: Raw -55170.925374 + Penalty 2029.984699 = -53140.940675 nChanged 6 SP:Iteration 11Q (135.574940 sec): 3 clusters Score: Raw -55201.981709 + Penalty 2029.984699 = -53171.997010 nChanged 7 SP:Iteration 12Q (135.629689 sec): 3 clusters Score: Raw -55220.004816 + Penalty 2029.984699 = -53190.020117 nChanged 8 SP:Iteration 13Q (135.669560 sec): 3 clusters Score: Raw -55232.362104 + Penalty 2029.984699 = -53202.377406 nChanged 5 SP:Iteration 14Q (135.704194 sec): 3 clusters Score: Raw -55243.815324 + Penalty 2029.984699 = -53213.830625 nChanged 4 SP:Iteration 15Q (135.750525 sec): 3 clusters Score: Raw -55250.730398 + Penalty 2029.984699 = -53220.745699 nChanged 2 SP:Iteration 16Q (135.792777 sec): 3 clusters Score: Raw -55257.722909 + Penalty 2029.984699 = -53227.738210 nChanged 1 SP:Iteration 17Q (135.837856 sec): 3 clusters Score: Raw -55259.165570 + Penalty 2029.984699 = -53229.180872 nChanged 0 SP:Iteration 18F (135.883551 sec): 3 clusters Score: Raw -55259.184916 + Penalty 2029.984699 = -53229.200217 nChanged 1 SP:Iteration 19Q (135.922508 sec): 3 clusters Score: Raw -55265.060278 + Penalty 2029.984699 = -53235.075579 nChanged 0 SP:Iteration 20F (135.965078 sec): 3 clusters Score: Raw -55265.060278 + Penalty 2029.984699 = -53235.075579 nChanged 0 Trying to split cluster 8 (2954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.985620 sec): 2 clusters Score: Raw -324517.757350 + Penalty 1298.523763 = -323219.233587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.038761 sec): 3 clusters Score: Raw -323191.623539 + Penalty 2597.047526 = -320594.576014 nChanged 1138 SP:Iteration 1F (136.082319 sec): 3 clusters Score: Raw -323988.939567 + Penalty 2597.047526 = -321391.892041 nChanged 270 SP:Iteration 2F (136.124833 sec): 3 clusters Score: Raw -324240.316983 + Penalty 2597.047526 = -321643.269458 nChanged 217 SP:Iteration 3F (136.168071 sec): 3 clusters Score: Raw -324415.754549 + Penalty 2597.047526 = -321818.707024 nChanged 154 SP:Iteration 4F (136.214177 sec): 3 clusters Score: Raw -324543.661508 + Penalty 2597.047526 = -321946.613982 nChanged 128 SP:Iteration 5Q (136.256027 sec): 3 clusters Score: Raw -324642.354396 + Penalty 2597.047526 = -322045.306870 nChanged 95 SP:Iteration 6Q (136.303271 sec): 3 clusters Score: Raw -324724.739549 + Penalty 2597.047526 = -322127.692023 nChanged 85 SP:Iteration 7Q (136.355796 sec): 3 clusters Score: Raw -324781.861615 + Penalty 2597.047526 = -322184.814089 nChanged 60 SP:Iteration 8Q (136.401197 sec): 3 clusters Score: Raw -324835.666333 + Penalty 2597.047526 = -322238.618807 nChanged 59 SP:Iteration 9Q (136.455920 sec): 3 clusters Score: Raw -324887.335763 + Penalty 2597.047526 = -322290.288237 nChanged 46 SP:Iteration 10Q (136.505846 sec): 3 clusters Score: Raw -324910.399852 + Penalty 2597.047526 = -322313.352326 nChanged 26 SP:Iteration 11Q (136.558368 sec): 3 clusters Score: Raw -324925.699305 + Penalty 2597.047526 = -322328.651780 nChanged 17 SP:Iteration 12Q (136.607951 sec): 3 clusters Score: Raw -324935.771081 + Penalty 2597.047526 = -322338.723556 nChanged 11 SP:Iteration 13Q (136.659186 sec): 3 clusters Score: Raw -324940.160519 + Penalty 2597.047526 = -322343.112994 nChanged 14 SP:Iteration 14Q (136.707107 sec): 3 clusters Score: Raw -324946.517109 + Penalty 2597.047526 = -322349.469584 nChanged 13 SP:Iteration 15Q (136.748362 sec): 3 clusters Score: Raw -324954.244672 + Penalty 2597.047526 = -322357.197146 nChanged 16 SP:Iteration 16Q (136.797990 sec): 3 clusters Score: Raw -324961.999702 + Penalty 2597.047526 = -322364.952176 nChanged 10 SP:Iteration 17Q (136.843775 sec): 3 clusters Score: Raw -324966.334019 + Penalty 2597.047526 = -322369.286493 nChanged 13 SP:Iteration 18Q (136.892817 sec): 3 clusters Score: Raw -324970.673295 + Penalty 2597.047526 = -322373.625769 nChanged 8 SP:Iteration 19Q (136.943955 sec): 3 clusters Score: Raw -324974.026995 + Penalty 2597.047526 = -322376.979470 nChanged 8 SP:Iteration 20F (137.001156 sec): 3 clusters Score: Raw -324976.197930 + Penalty 2597.047526 = -322379.150405 nChanged 7 SP:Iteration 21Q (137.035916 sec): 3 clusters Score: Raw -324978.877333 + Penalty 2597.047526 = -322381.829807 nChanged 6 SP:Iteration 22Q (137.086684 sec): 3 clusters Score: Raw -324981.629868 + Penalty 2597.047526 = -322384.582342 nChanged 5 SP:Iteration 23Q (137.135690 sec): 3 clusters Score: Raw -324984.190622 + Penalty 2597.047526 = -322387.143096 nChanged 7 SP:Iteration 24Q (137.186667 sec): 3 clusters Score: Raw -324987.709458 + Penalty 2597.047526 = -322390.661933 nChanged 8 SP:Iteration 25Q (137.229464 sec): 3 clusters Score: Raw -324992.396151 + Penalty 2597.047526 = -322395.348625 nChanged 11 SP:Iteration 26Q (137.268841 sec): 3 clusters Score: Raw -324997.771965 + Penalty 2597.047526 = -322400.724439 nChanged 13 SP:Iteration 27Q (137.316863 sec): 3 clusters Score: Raw -325003.850665 + Penalty 2597.047526 = -322406.803140 nChanged 10 SP:Iteration 28Q (137.359080 sec): 3 clusters Score: Raw -325007.138298 + Penalty 2597.047526 = -322410.090772 nChanged 9 SP:Iteration 29Q (137.408452 sec): 3 clusters Score: Raw -325010.737747 + Penalty 2597.047526 = -322413.690222 nChanged 5 SP:Iteration 30Q (137.458139 sec): 3 clusters Score: Raw -325013.839815 + Penalty 2597.047526 = -322416.792290 nChanged 7 SP:Iteration 31Q (137.506786 sec): 3 clusters Score: Raw -325016.172264 + Penalty 2597.047526 = -322419.124739 nChanged 6 SP:Iteration 32Q (137.551150 sec): 3 clusters Score: Raw -325017.892303 + Penalty 2597.047526 = -322420.844778 nChanged 5 SP:Iteration 33Q (137.601806 sec): 3 clusters Score: Raw -325019.345858 + Penalty 2597.047526 = -322422.298332 nChanged 6 SP:Iteration 34Q (137.648847 sec): 3 clusters Score: Raw -325022.118964 + Penalty 2597.047526 = -322425.071438 nChanged 6 SP:Iteration 35Q (137.696682 sec): 3 clusters Score: Raw -325023.859755 + Penalty 2597.047526 = -322426.812230 nChanged 6 SP:Iteration 36Q (137.736530 sec): 3 clusters Score: Raw -325027.510834 + Penalty 2597.047526 = -322430.463309 nChanged 5 SP:Iteration 37Q (137.781747 sec): 3 clusters Score: Raw -325029.622129 + Penalty 2597.047526 = -322432.574603 nChanged 5 SP:Iteration 38Q (137.826711 sec): 3 clusters Score: Raw -325033.165640 + Penalty 2597.047526 = -322436.118114 nChanged 4 SP:Iteration 39Q (137.867317 sec): 3 clusters Score: Raw -325035.338863 + Penalty 2597.047526 = -322438.291338 nChanged 4 SP:Iteration 40F (137.915265 sec): 3 clusters Score: Raw -325036.459918 + Penalty 2597.047526 = -322439.412393 nChanged 4 SP:Iteration 41Q (137.969678 sec): 3 clusters Score: Raw -325037.312687 + Penalty 2597.047526 = -322440.265161 nChanged 2 SP:Iteration 42Q (138.024996 sec): 3 clusters Score: Raw -325037.706779 + Penalty 2597.047526 = -322440.659254 nChanged 0 SP:Iteration 43F (138.078585 sec): 3 clusters Score: Raw -325037.706779 + Penalty 2597.047526 = -322440.659254 nChanged 0 Trying to split cluster 9 (24467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.132695 sec): 2 clusters Score: Raw -2809024.639511 + Penalty 1642.075589 = -2807382.563921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.214707 sec): 3 clusters Score: Raw -2794133.364242 + Penalty 3284.151179 = -2790849.213063 nChanged 11193 SP:Iteration 1F (138.299963 sec): 3 clusters Score: Raw -2800367.276076 + Penalty 3284.151179 = -2797083.124898 nChanged 1270 SP:Iteration 2F (138.387432 sec): 3 clusters Score: Raw -2800860.512661 + Penalty 3284.151179 = -2797576.361482 nChanged 1246 SP:Iteration 3F (138.466654 sec): 3 clusters Score: Raw -2801431.632890 + Penalty 3284.151179 = -2798147.481712 nChanged 1329 SP:Iteration 4F (138.551809 sec): 3 clusters Score: Raw -2802155.228971 + Penalty 3284.151179 = -2798871.077792 nChanged 1458 SP:Iteration 5F (138.634383 sec): 3 clusters Score: Raw -2803003.928285 + Penalty 3284.151179 = -2799719.777107 nChanged 1467 SP:Iteration 6F (138.717624 sec): 3 clusters Score: Raw -2803919.493710 + Penalty 3284.151179 = -2800635.342531 nChanged 1392 SP:Iteration 7F (138.805910 sec): 3 clusters Score: Raw -2804777.663965 + Penalty 3284.151179 = -2801493.512786 nChanged 1272 SP:Iteration 8F (138.892400 sec): 3 clusters Score: Raw -2805479.976732 + Penalty 3284.151179 = -2802195.825554 nChanged 1022 SP:Iteration 9Q (138.983225 sec): 3 clusters Score: Raw -2805953.977803 + Penalty 3284.151179 = -2802669.826624 nChanged 782 SP:Iteration 10Q (139.072896 sec): 3 clusters Score: Raw -2806277.471507 + Penalty 3284.151179 = -2802993.320328 nChanged 646 SP:Iteration 11Q (139.155720 sec): 3 clusters Score: Raw -2806547.406145 + Penalty 3284.151179 = -2803263.254967 nChanged 532 SP:Iteration 12Q (139.234296 sec): 3 clusters Score: Raw -2806756.979394 + Penalty 3284.151179 = -2803472.828216 nChanged 490 SP:Iteration 13Q (139.316715 sec): 3 clusters Score: Raw -2806942.941791 + Penalty 3284.151179 = -2803658.790613 nChanged 440 SP:Iteration 14Q (139.400274 sec): 3 clusters Score: Raw -2807146.485453 + Penalty 3284.151179 = -2803862.334274 nChanged 464 SP:Iteration 15Q (139.480719 sec): 3 clusters Score: Raw -2807459.616462 + Penalty 3284.151179 = -2804175.465284 nChanged 478 SP:Iteration 16Q (139.554900 sec): 3 clusters Score: Raw -2807994.586966 + Penalty 3284.151179 = -2804710.435787 nChanged 403 SP:Iteration 17Q (139.640457 sec): 3 clusters Score: Raw -2808645.026002 + Penalty 3284.151179 = -2805360.874823 nChanged 358 SP:Iteration 18Q (139.713710 sec): 3 clusters Score: Raw -2809160.376758 + Penalty 3284.151179 = -2805876.225579 nChanged 345 SP:Iteration 19Q (139.781266 sec): 3 clusters Score: Raw -2809396.736923 + Penalty 3284.151179 = -2806112.585744 nChanged 216 SP:Iteration 20F (139.865892 sec): 3 clusters Score: Raw -2809504.035164 + Penalty 3284.151179 = -2806219.883986 nChanged 136 SP:Iteration 21Q (139.948854 sec): 3 clusters Score: Raw -2809564.950463 + Penalty 3284.151179 = -2806280.799284 nChanged 116 SP:Iteration 22Q (140.019207 sec): 3 clusters Score: Raw -2809593.188260 + Penalty 3284.151179 = -2806309.037082 nChanged 86 SP:Iteration 23Q (140.099563 sec): 3 clusters Score: Raw -2809607.430497 + Penalty 3284.151179 = -2806323.279318 nChanged 59 SP:Iteration 24Q (140.191362 sec): 3 clusters Score: Raw -2809617.634367 + Penalty 3284.151179 = -2806333.483188 nChanged 62 SP:Iteration 25Q (140.271672 sec): 3 clusters Score: Raw -2809626.995603 + Penalty 3284.151179 = -2806342.844424 nChanged 57 SP:Iteration 26Q (140.358168 sec): 3 clusters Score: Raw -2809635.920006 + Penalty 3284.151179 = -2806351.768827 nChanged 52 SP:Iteration 27Q (140.444461 sec): 3 clusters Score: Raw -2809642.100243 + Penalty 3284.151179 = -2806357.949065 nChanged 34 SP:Iteration 28Q (140.523028 sec): 3 clusters Score: Raw -2809646.037105 + Penalty 3284.151179 = -2806361.885926 nChanged 42 SP:Iteration 29Q (140.604494 sec): 3 clusters Score: Raw -2809650.907783 + Penalty 3284.151179 = -2806366.756604 nChanged 50 SP:Iteration 30Q (140.674759 sec): 3 clusters Score: Raw -2809657.187695 + Penalty 3284.151179 = -2806373.036516 nChanged 47 SP:Iteration 31Q (140.766423 sec): 3 clusters Score: Raw -2809663.752523 + Penalty 3284.151179 = -2806379.601345 nChanged 56 SP:Iteration 32Q (140.849226 sec): 3 clusters Score: Raw -2809670.231369 + Penalty 3284.151179 = -2806386.080191 nChanged 41 SP:Iteration 33Q (140.922285 sec): 3 clusters Score: Raw -2809674.696377 + Penalty 3284.151179 = -2806390.545199 nChanged 32 SP:Iteration 34Q (141.001944 sec): 3 clusters Score: Raw -2809678.585388 + Penalty 3284.151179 = -2806394.434209 nChanged 32 SP:Iteration 35Q (141.080680 sec): 3 clusters Score: Raw -2809682.343569 + Penalty 3284.151179 = -2806398.192390 nChanged 30 SP:Iteration 36Q (141.158247 sec): 3 clusters Score: Raw -2809686.991297 + Penalty 3284.151179 = -2806402.840118 nChanged 34 SP:Iteration 37Q (141.232360 sec): 3 clusters Score: Raw -2809690.779112 + Penalty 3284.151179 = -2806406.627933 nChanged 31 SP:Iteration 38Q (141.312935 sec): 3 clusters Score: Raw -2809693.767070 + Penalty 3284.151179 = -2806409.615891 nChanged 27 SP:Iteration 39Q (141.391689 sec): 3 clusters Score: Raw -2809696.958497 + Penalty 3284.151179 = -2806412.807318 nChanged 28 SP:Iteration 40F (141.478715 sec): 3 clusters Score: Raw -2809699.652407 + Penalty 3284.151179 = -2806415.501228 nChanged 21 SP:Iteration 41Q (141.555558 sec): 3 clusters Score: Raw -2809701.881717 + Penalty 3284.151179 = -2806417.730538 nChanged 17 SP:Iteration 42Q (141.631841 sec): 3 clusters Score: Raw -2809703.067605 + Penalty 3284.151179 = -2806418.916426 nChanged 7 SP:Iteration 43Q (141.708778 sec): 3 clusters Score: Raw -2809703.556554 + Penalty 3284.151179 = -2806419.405375 nChanged 6 SP:Iteration 44Q (141.777539 sec): 3 clusters Score: Raw -2809704.127269 + Penalty 3284.151179 = -2806419.976091 nChanged 9 SP:Iteration 45Q (141.856782 sec): 3 clusters Score: Raw -2809704.695281 + Penalty 3284.151179 = -2806420.544102 nChanged 7 SP:Iteration 46Q (141.943050 sec): 3 clusters Score: Raw -2809705.179668 + Penalty 3284.151179 = -2806421.028489 nChanged 8 SP:Iteration 47Q (142.013205 sec): 3 clusters Score: Raw -2809705.654172 + Penalty 3284.151179 = -2806421.502994 nChanged 8 SP:Iteration 48Q (142.096150 sec): 3 clusters Score: Raw -2809706.281596 + Penalty 3284.151179 = -2806422.130417 nChanged 14 SP:Iteration 49Q (142.176080 sec): 3 clusters Score: Raw -2809707.166489 + Penalty 3284.151179 = -2806423.015310 nChanged 9 SP:Iteration 50Q (142.248017 sec): 3 clusters Score: Raw -2809707.995058 + Penalty 3284.151179 = -2806423.843879 nChanged 8 SP:Iteration 51Q (142.326889 sec): 3 clusters Score: Raw -2809708.539560 + Penalty 3284.151179 = -2806424.388382 nChanged 2 SP:Iteration 52Q (142.402759 sec): 3 clusters Score: Raw -2809708.741283 + Penalty 3284.151179 = -2806424.590105 nChanged 2 SP:Iteration 53Q (142.486491 sec): 3 clusters Score: Raw -2809708.812803 + Penalty 3284.151179 = -2806424.661624 nChanged 3 SP:Iteration 54Q (142.580661 sec): 3 clusters Score: Raw -2809708.966522 + Penalty 3284.151179 = -2806424.815343 nChanged 2 SP:Iteration 55Q (142.656901 sec): 3 clusters Score: Raw -2809709.267955 + Penalty 3284.151179 = -2806425.116776 nChanged 6 SP:Iteration 56Q (142.738902 sec): 3 clusters Score: Raw -2809709.768957 + Penalty 3284.151179 = -2806425.617779 nChanged 9 SP:Iteration 57Q (142.818327 sec): 3 clusters Score: Raw -2809710.730906 + Penalty 3284.151179 = -2806426.579728 nChanged 13 SP:Iteration 58Q (142.902341 sec): 3 clusters Score: Raw -2809712.473225 + Penalty 3284.151179 = -2806428.322047 nChanged 16 SP:Iteration 59Q (142.979900 sec): 3 clusters Score: Raw -2809713.828049 + Penalty 3284.151179 = -2806429.676871 nChanged 16 SP:Iteration 60F (143.063581 sec): 3 clusters Score: Raw -2809715.212355 + Penalty 3284.151179 = -2806431.061177 nChanged 15 SP:Iteration 61Q (143.144430 sec): 3 clusters Score: Raw -2809716.850352 + Penalty 3284.151179 = -2806432.699173 nChanged 12 SP:Iteration 62Q (143.217330 sec): 3 clusters Score: Raw -2809717.986972 + Penalty 3284.151179 = -2806433.835793 nChanged 12 SP:Iteration 63Q (143.310334 sec): 3 clusters Score: Raw -2809719.212952 + Penalty 3284.151179 = -2806435.061773 nChanged 14 SP:Iteration 64Q (143.393293 sec): 3 clusters Score: Raw -2809720.131922 + Penalty 3284.151179 = -2806435.980743 nChanged 10 SP:Iteration 65Q (143.465805 sec): 3 clusters Score: Raw -2809721.066659 + Penalty 3284.151179 = -2806436.915481 nChanged 10 SP:Iteration 66Q (143.558940 sec): 3 clusters Score: Raw -2809722.389376 + Penalty 3284.151179 = -2806438.238197 nChanged 15 SP:Iteration 67Q (143.639635 sec): 3 clusters Score: Raw -2809723.804012 + Penalty 3284.151179 = -2806439.652833 nChanged 18 SP:Iteration 68Q (143.718058 sec): 3 clusters Score: Raw -2809725.341069 + Penalty 3284.151179 = -2806441.189890 nChanged 20 SP:Iteration 69Q (143.791890 sec): 3 clusters Score: Raw -2809727.130912 + Penalty 3284.151179 = -2806442.979733 nChanged 18 SP:Iteration 70Q (143.875830 sec): 3 clusters Score: Raw -2809729.158899 + Penalty 3284.151179 = -2806445.007721 nChanged 25 SP:Iteration 71Q (143.959014 sec): 3 clusters Score: Raw -2809732.903096 + Penalty 3284.151179 = -2806448.751917 nChanged 27 SP:Iteration 72Q (144.028934 sec): 3 clusters Score: Raw -2809735.533964 + Penalty 3284.151179 = -2806451.382785 nChanged 21 SP:Iteration 73Q (144.099628 sec): 3 clusters Score: Raw -2809737.527343 + Penalty 3284.151179 = -2806453.376165 nChanged 16 SP:Iteration 74Q (144.181024 sec): 3 clusters Score: Raw -2809739.651342 + Penalty 3284.151179 = -2806455.500163 nChanged 27 SP:Iteration 75Q (144.244643 sec): 3 clusters Score: Raw -2809741.620699 + Penalty 3284.151179 = -2806457.469520 nChanged 18 SP:Iteration 76Q (144.329262 sec): 3 clusters Score: Raw -2809743.004408 + Penalty 3284.151179 = -2806458.853229 nChanged 15 SP:Iteration 77Q (144.395087 sec): 3 clusters Score: Raw -2809744.444731 + Penalty 3284.151179 = -2806460.293553 nChanged 16 SP:Iteration 78Q (144.477295 sec): 3 clusters Score: Raw -2809746.488219 + Penalty 3284.151179 = -2806462.337040 nChanged 21 SP:Iteration 79Q (144.555175 sec): 3 clusters Score: Raw -2809749.048192 + Penalty 3284.151179 = -2806464.897013 nChanged 26 SP:Iteration 80F (144.622961 sec): 3 clusters Score: Raw -2809751.872378 + Penalty 3284.151179 = -2806467.721199 nChanged 20 SP:Iteration 81Q (144.705532 sec): 3 clusters Score: Raw -2809753.452735 + Penalty 3284.151179 = -2806469.301557 nChanged 18 SP:Iteration 82Q (144.796496 sec): 3 clusters Score: Raw -2809754.899005 + Penalty 3284.151179 = -2806470.747826 nChanged 15 SP:Iteration 83Q (144.868339 sec): 3 clusters Score: Raw -2809756.310806 + Penalty 3284.151179 = -2806472.159627 nChanged 16 SP:Iteration 84Q (144.959111 sec): 3 clusters Score: Raw -2809757.832531 + Penalty 3284.151179 = -2806473.681352 nChanged 19 SP:Iteration 85Q (145.040518 sec): 3 clusters Score: Raw -2809759.572317 + Penalty 3284.151179 = -2806475.421138 nChanged 23 SP:Iteration 86Q (145.114797 sec): 3 clusters Score: Raw -2809761.927249 + Penalty 3284.151179 = -2806477.776070 nChanged 23 SP:Iteration 87Q (145.195249 sec): 3 clusters Score: Raw -2809763.905990 + Penalty 3284.151179 = -2806479.754812 nChanged 21 SP:Iteration 88Q (145.270119 sec): 3 clusters Score: Raw -2809765.702472 + Penalty 3284.151179 = -2806481.551293 nChanged 16 SP:Iteration 89Q (145.349766 sec): 3 clusters Score: Raw -2809767.143649 + Penalty 3284.151179 = -2806482.992470 nChanged 21 SP:Iteration 90Q (145.427751 sec): 3 clusters Score: Raw -2809769.291380 + Penalty 3284.151179 = -2806485.140201 nChanged 23 SP:Iteration 91Q (145.523561 sec): 3 clusters Score: Raw -2809771.349350 + Penalty 3284.151179 = -2806487.198171 nChanged 20 SP:Iteration 92Q (145.603633 sec): 3 clusters Score: Raw -2809773.001753 + Penalty 3284.151179 = -2806488.850574 nChanged 16 SP:Iteration 93Q (145.671293 sec): 3 clusters Score: Raw -2809774.455515 + Penalty 3284.151179 = -2806490.304336 nChanged 12 SP:Iteration 94Q (145.750975 sec): 3 clusters Score: Raw -2809775.582987 + Penalty 3284.151179 = -2806491.431809 nChanged 16 SP:Iteration 95Q (145.822181 sec): 3 clusters Score: Raw -2809776.800787 + Penalty 3284.151179 = -2806492.649608 nChanged 15 SP:Iteration 96Q (145.910697 sec): 3 clusters Score: Raw -2809778.506219 + Penalty 3284.151179 = -2806494.355040 nChanged 26 SP:Iteration 97Q (145.993587 sec): 3 clusters Score: Raw -2809780.471379 + Penalty 3284.151179 = -2806496.320200 nChanged 21 SP:Iteration 98Q (146.081383 sec): 3 clusters Score: Raw -2809782.439224 + Penalty 3284.151179 = -2806498.288045 nChanged 18 SP:Iteration 99Q (146.158511 sec): 3 clusters Score: Raw -2809783.938898 + Penalty 3284.151179 = -2806499.787719 nChanged 15 SP:Iteration 100F (146.235457 sec): 3 clusters Score: Raw -2809785.242774 + Penalty 3284.151179 = -2806501.091595 nChanged 14 SP:Iteration 101Q (146.307713 sec): 3 clusters Score: Raw -2809786.628845 + Penalty 3284.151179 = -2806502.477666 nChanged 18 SP:Iteration 102Q (146.384291 sec): 3 clusters Score: Raw -2809788.206767 + Penalty 3284.151179 = -2806504.055588 nChanged 20 SP:Iteration 103Q (146.462791 sec): 3 clusters Score: Raw -2809790.338784 + Penalty 3284.151179 = -2806506.187605 nChanged 29 SP:Iteration 104Q (146.528429 sec): 3 clusters Score: Raw -2809793.252008 + Penalty 3284.151179 = -2806509.100829 nChanged 32 SP:Iteration 105Q (146.608805 sec): 3 clusters Score: Raw -2809797.751044 + Penalty 3284.151179 = -2806513.599865 nChanged 41 SP:Iteration 106Q (146.675903 sec): 3 clusters Score: Raw -2809801.823041 + Penalty 3284.151179 = -2806517.671863 nChanged 27 SP:Iteration 107Q (146.754397 sec): 3 clusters Score: Raw -2809804.749577 + Penalty 3284.151179 = -2806520.598399 nChanged 26 SP:Iteration 108Q (146.841183 sec): 3 clusters Score: Raw -2809807.001266 + Penalty 3284.151179 = -2806522.850088 nChanged 20 SP:Iteration 109Q (146.912093 sec): 3 clusters Score: Raw -2809809.091313 + Penalty 3284.151179 = -2806524.940135 nChanged 27 SP:Iteration 110Q (147.004677 sec): 3 clusters Score: Raw -2809812.076866 + Penalty 3284.151179 = -2806527.925687 nChanged 28 SP:Iteration 111Q (147.076744 sec): 3 clusters Score: Raw -2809815.394347 + Penalty 3284.151179 = -2806531.243169 nChanged 24 SP:Iteration 112Q (147.168173 sec): 3 clusters Score: Raw -2809817.646380 + Penalty 3284.151179 = -2806533.495201 nChanged 19 SP:Iteration 113Q (147.251606 sec): 3 clusters Score: Raw -2809819.040262 + Penalty 3284.151179 = -2806534.889084 nChanged 19 SP:Iteration 114Q (147.329366 sec): 3 clusters Score: Raw -2809820.625508 + Penalty 3284.151179 = -2806536.474330 nChanged 12 SP:Iteration 115Q (147.410689 sec): 3 clusters Score: Raw -2809821.595696 + Penalty 3284.151179 = -2806537.444517 nChanged 11 SP:Iteration 116Q (147.497328 sec): 3 clusters Score: Raw -2809822.761106 + Penalty 3284.151179 = -2806538.609928 nChanged 13 SP:Iteration 117Q (147.580215 sec): 3 clusters Score: Raw -2809823.800772 + Penalty 3284.151179 = -2806539.649593 nChanged 13 SP:Iteration 118Q (147.661941 sec): 3 clusters Score: Raw -2809825.209800 + Penalty 3284.151179 = -2806541.058621 nChanged 15 SP:Iteration 119Q (147.748398 sec): 3 clusters Score: Raw -2809826.979853 + Penalty 3284.151179 = -2806542.828674 nChanged 24 SP:Iteration 120F (147.833887 sec): 3 clusters Score: Raw -2809830.410337 + Penalty 3284.151179 = -2806546.259158 nChanged 29 SP:Iteration 121Q (147.909279 sec): 3 clusters Score: Raw -2809833.561958 + Penalty 3284.151179 = -2806549.410780 nChanged 24 SP:Iteration 122Q (147.993023 sec): 3 clusters Score: Raw -2809836.405027 + Penalty 3284.151179 = -2806552.253848 nChanged 21 SP:Iteration 123Q (148.080877 sec): 3 clusters Score: Raw -2809838.723934 + Penalty 3284.151179 = -2806554.572755 nChanged 23 SP:Iteration 124Q (148.161519 sec): 3 clusters Score: Raw -2809840.716145 + Penalty 3284.151179 = -2806556.564967 nChanged 21 SP:Iteration 125Q (148.246760 sec): 3 clusters Score: Raw -2809843.190552 + Penalty 3284.151179 = -2806559.039373 nChanged 31 SP:Iteration 126Q (148.320188 sec): 3 clusters Score: Raw -2809846.313984 + Penalty 3284.151179 = -2806562.162805 nChanged 27 SP:Iteration 127Q (148.409316 sec): 3 clusters Score: Raw -2809848.974944 + Penalty 3284.151179 = -2806564.823765 nChanged 24 SP:Iteration 128Q (148.488399 sec): 3 clusters Score: Raw -2809851.050961 + Penalty 3284.151179 = -2806566.899782 nChanged 17 SP:Iteration 129Q (148.560393 sec): 3 clusters Score: Raw -2809852.817199 + Penalty 3284.151179 = -2806568.666020 nChanged 23 SP:Iteration 130Q (148.647536 sec): 3 clusters Score: Raw -2809855.210873 + Penalty 3284.151179 = -2806571.059694 nChanged 22 SP:Iteration 131Q (148.723947 sec): 3 clusters Score: Raw -2809857.231882 + Penalty 3284.151179 = -2806573.080703 nChanged 20 SP:Iteration 132Q (148.815175 sec): 3 clusters Score: Raw -2809859.214196 + Penalty 3284.151179 = -2806575.063018 nChanged 18 SP:Iteration 133Q (148.898768 sec): 3 clusters Score: Raw -2809861.202080 + Penalty 3284.151179 = -2806577.050901 nChanged 17 SP:Iteration 134Q (148.986293 sec): 3 clusters Score: Raw -2809862.686409 + Penalty 3284.151179 = -2806578.535230 nChanged 16 SP:Iteration 135Q (149.068416 sec): 3 clusters Score: Raw -2809863.886774 + Penalty 3284.151179 = -2806579.735596 nChanged 15 SP:Iteration 136Q (149.151436 sec): 3 clusters Score: Raw -2809865.226486 + Penalty 3284.151179 = -2806581.075307 nChanged 16 SP:Iteration 137Q (149.230087 sec): 3 clusters Score: Raw -2809866.696183 + Penalty 3284.151179 = -2806582.545004 nChanged 18 SP:Iteration 138Q (149.316078 sec): 3 clusters Score: Raw -2809867.734006 + Penalty 3284.151179 = -2806583.582827 nChanged 14 SP:Iteration 139Q (149.399258 sec): 3 clusters Score: Raw -2809868.508628 + Penalty 3284.151179 = -2806584.357450 nChanged 14 SP:Iteration 140F (149.484679 sec): 3 clusters Score: Raw -2809869.836793 + Penalty 3284.151179 = -2806585.685615 nChanged 20 SP:Iteration 141Q (149.573075 sec): 3 clusters Score: Raw -2809871.731848 + Penalty 3284.151179 = -2806587.580670 nChanged 22 SP:Iteration 142Q (149.653655 sec): 3 clusters Score: Raw -2809874.321865 + Penalty 3284.151179 = -2806590.170687 nChanged 27 SP:Iteration 143Q (149.735030 sec): 3 clusters Score: Raw -2809876.595083 + Penalty 3284.151179 = -2806592.443905 nChanged 23 SP:Iteration 144Q (149.822310 sec): 3 clusters Score: Raw -2809878.914320 + Penalty 3284.151179 = -2806594.763141 nChanged 24 SP:Iteration 145Q (149.893781 sec): 3 clusters Score: Raw -2809881.727734 + Penalty 3284.151179 = -2806597.576555 nChanged 33 SP:Iteration 146Q (149.983883 sec): 3 clusters Score: Raw -2809885.039397 + Penalty 3284.151179 = -2806600.888219 nChanged 30 SP:Iteration 147Q (150.057885 sec): 3 clusters Score: Raw -2809887.388223 + Penalty 3284.151179 = -2806603.237044 nChanged 30 SP:Iteration 148Q (150.146140 sec): 3 clusters Score: Raw -2809890.313937 + Penalty 3284.151179 = -2806606.162758 nChanged 30 SP:Iteration 149Q (150.235769 sec): 3 clusters Score: Raw -2809894.315742 + Penalty 3284.151179 = -2806610.164563 nChanged 38 SP:Iteration 150Q (150.314152 sec): 3 clusters Score: Raw -2809899.720968 + Penalty 3284.151179 = -2806615.569789 nChanged 41 SP:Iteration 151Q (150.393193 sec): 3 clusters Score: Raw -2809905.723844 + Penalty 3284.151179 = -2806621.572665 nChanged 48 SP:Iteration 152Q (150.459452 sec): 3 clusters Score: Raw -2809911.028457 + Penalty 3284.151179 = -2806626.877278 nChanged 42 SP:Iteration 153Q (150.541003 sec): 3 clusters Score: Raw -2809914.974795 + Penalty 3284.151179 = -2806630.823616 nChanged 31 SP:Iteration 154Q (150.630314 sec): 3 clusters Score: Raw -2809917.988496 + Penalty 3284.151179 = -2806633.837317 nChanged 30 SP:Iteration 155Q (150.705909 sec): 3 clusters Score: Raw -2809920.695392 + Penalty 3284.151179 = -2806636.544213 nChanged 24 SP:Iteration 156Q (150.776707 sec): 3 clusters Score: Raw -2809922.853275 + Penalty 3284.151179 = -2806638.702096 nChanged 27 SP:Iteration 157Q (150.842144 sec): 3 clusters Score: Raw -2809925.487629 + Penalty 3284.151179 = -2806641.336450 nChanged 28 SP:Iteration 158Q (150.919121 sec): 3 clusters Score: Raw -2809928.275684 + Penalty 3284.151179 = -2806644.124505 nChanged 30 SP:Iteration 159Q (150.985073 sec): 3 clusters Score: Raw -2809932.067005 + Penalty 3284.151179 = -2806647.915826 nChanged 39 SP:Iteration 160F (151.066024 sec): 3 clusters Score: Raw -2809936.158452 + Penalty 3284.151179 = -2806652.007274 nChanged 33 SP:Iteration 161Q (151.142334 sec): 3 clusters Score: Raw -2809940.271363 + Penalty 3284.151179 = -2806656.120184 nChanged 43 SP:Iteration 162Q (151.234707 sec): 3 clusters Score: Raw -2809945.713104 + Penalty 3284.151179 = -2806661.561926 nChanged 40 SP:Iteration 163Q (151.319549 sec): 3 clusters Score: Raw -2809951.508082 + Penalty 3284.151179 = -2806667.356903 nChanged 54 SP:Iteration 164Q (151.403784 sec): 3 clusters Score: Raw -2809958.772702 + Penalty 3284.151179 = -2806674.621523 nChanged 53 SP:Iteration 165Q (151.483687 sec): 3 clusters Score: Raw -2809964.829552 + Penalty 3284.151179 = -2806680.678374 nChanged 49 SP:Iteration 166Q (151.551405 sec): 3 clusters Score: Raw -2809970.845982 + Penalty 3284.151179 = -2806686.694804 nChanged 46 SP:Iteration 167Q (151.637367 sec): 3 clusters Score: Raw -2809975.240404 + Penalty 3284.151179 = -2806691.089225 nChanged 34 SP:Iteration 168Q (151.724993 sec): 3 clusters Score: Raw -2809979.223449 + Penalty 3284.151179 = -2806695.072270 nChanged 49 SP:Iteration 169Q (151.808169 sec): 3 clusters Score: Raw -2809984.666397 + Penalty 3284.151179 = -2806700.515219 nChanged 43 SP:Iteration 170Q (151.896297 sec): 3 clusters Score: Raw -2809990.007820 + Penalty 3284.151179 = -2806705.856642 nChanged 39 SP:Iteration 171Q (151.983242 sec): 3 clusters Score: Raw -2809994.667951 + Penalty 3284.151179 = -2806710.516773 nChanged 37 SP:Iteration 172Q (152.073889 sec): 3 clusters Score: Raw -2809998.830479 + Penalty 3284.151179 = -2806714.679300 nChanged 38 SP:Iteration 173Q (152.149184 sec): 3 clusters Score: Raw -2810001.963620 + Penalty 3284.151179 = -2806717.812441 nChanged 29 SP:Iteration 174Q (152.241246 sec): 3 clusters Score: Raw -2810004.720828 + Penalty 3284.151179 = -2806720.569649 nChanged 34 SP:Iteration 175Q (152.327526 sec): 3 clusters Score: Raw -2810007.892412 + Penalty 3284.151179 = -2806723.741233 nChanged 36 SP:Iteration 176Q (152.410633 sec): 3 clusters Score: Raw -2810011.821459 + Penalty 3284.151179 = -2806727.670280 nChanged 31 SP:Iteration 177Q (152.494180 sec): 3 clusters Score: Raw -2810014.981751 + Penalty 3284.151179 = -2806730.830573 nChanged 29 SP:Iteration 178Q (152.582409 sec): 3 clusters Score: Raw -2810017.628720 + Penalty 3284.151179 = -2806733.477542 nChanged 30 SP:Iteration 179Q (152.666651 sec): 3 clusters Score: Raw -2810020.467682 + Penalty 3284.151179 = -2806736.316503 nChanged 27 SP:Iteration 180F (152.753511 sec): 3 clusters Score: Raw -2810022.942077 + Penalty 3284.151179 = -2806738.790898 nChanged 28 SP:Iteration 181Q (152.830441 sec): 3 clusters Score: Raw -2810025.761447 + Penalty 3284.151179 = -2806741.610268 nChanged 27 SP:Iteration 182Q (152.911819 sec): 3 clusters Score: Raw -2810028.269980 + Penalty 3284.151179 = -2806744.118802 nChanged 33 SP:Iteration 183Q (152.988183 sec): 3 clusters Score: Raw -2810031.450720 + Penalty 3284.151179 = -2806747.299541 nChanged 33 SP:Iteration 184Q (153.061619 sec): 3 clusters Score: Raw -2810034.193124 + Penalty 3284.151179 = -2806750.041946 nChanged 27 SP:Iteration 185Q (153.141649 sec): 3 clusters Score: Raw -2810036.273660 + Penalty 3284.151179 = -2806752.122482 nChanged 33 SP:Iteration 186Q (153.221026 sec): 3 clusters Score: Raw -2810039.758288 + Penalty 3284.151179 = -2806755.607109 nChanged 47 SP:Iteration 187Q (153.294530 sec): 3 clusters Score: Raw -2810045.269513 + Penalty 3284.151179 = -2806761.118334 nChanged 47 SP:Iteration 188Q (153.373626 sec): 3 clusters Score: Raw -2810050.242285 + Penalty 3284.151179 = -2806766.091106 nChanged 50 SP:Iteration 189Q (153.455360 sec): 3 clusters Score: Raw -2810056.611767 + Penalty 3284.151179 = -2806772.460588 nChanged 61 SP:Iteration 190Q (153.536045 sec): 3 clusters Score: Raw -2810063.738359 + Penalty 3284.151179 = -2806779.587180 nChanged 51 SP:Iteration 191Q (153.631091 sec): 3 clusters Score: Raw -2810068.611503 + Penalty 3284.151179 = -2806784.460324 nChanged 35 SP:Iteration 192Q (153.712079 sec): 3 clusters Score: Raw -2810072.098418 + Penalty 3284.151179 = -2806787.947240 nChanged 34 SP:Iteration 193Q (153.791542 sec): 3 clusters Score: Raw -2810074.967957 + Penalty 3284.151179 = -2806790.816778 nChanged 26 SP:Iteration 194Q (153.886144 sec): 3 clusters Score: Raw -2810076.906891 + Penalty 3284.151179 = -2806792.755712 nChanged 27 SP:Iteration 195Q (153.961105 sec): 3 clusters Score: Raw -2810079.100357 + Penalty 3284.151179 = -2806794.949178 nChanged 22 SP:Iteration 196Q (154.047642 sec): 3 clusters Score: Raw -2810080.747341 + Penalty 3284.151179 = -2806796.596163 nChanged 26 SP:Iteration 197Q (154.132368 sec): 3 clusters Score: Raw -2810082.319218 + Penalty 3284.151179 = -2806798.168039 nChanged 25 SP:Iteration 198Q (154.210441 sec): 3 clusters Score: Raw -2810083.549774 + Penalty 3284.151179 = -2806799.398595 nChanged 22 SP:Iteration 199Q (154.297037 sec): 3 clusters Score: Raw -2810085.011273 + Penalty 3284.151179 = -2806800.860094 nChanged 22 SP:Iteration 200F (154.381677 sec): 3 clusters Score: Raw -2810086.347222 + Penalty 3284.151179 = -2806802.196043 nChanged 20 SP:Iteration 201Q (154.473405 sec): 3 clusters Score: Raw -2810087.486825 + Penalty 3284.151179 = -2806803.335646 nChanged 16 SP:Iteration 202Q (154.550382 sec): 3 clusters Score: Raw -2810088.397420 + Penalty 3284.151179 = -2806804.246241 nChanged 13 SP:Iteration 203Q (154.634189 sec): 3 clusters Score: Raw -2810089.089407 + Penalty 3284.151179 = -2806804.938228 nChanged 9 SP:Iteration 204Q (154.717639 sec): 3 clusters Score: Raw -2810089.761045 + Penalty 3284.151179 = -2806805.609866 nChanged 13 SP:Iteration 205Q (154.797948 sec): 3 clusters Score: Raw -2810090.879623 + Penalty 3284.151179 = -2806806.728445 nChanged 11 SP:Iteration 206Q (154.889516 sec): 3 clusters Score: Raw -2810091.776425 + Penalty 3284.151179 = -2806807.625246 nChanged 15 SP:Iteration 207Q (154.963395 sec): 3 clusters Score: Raw -2810092.577238 + Penalty 3284.151179 = -2806808.426059 nChanged 9 SP:Iteration 208Q (155.043377 sec): 3 clusters Score: Raw -2810093.136910 + Penalty 3284.151179 = -2806808.985732 nChanged 9 SP:Iteration 209Q (155.125661 sec): 3 clusters Score: Raw -2810093.827858 + Penalty 3284.151179 = -2806809.676680 nChanged 12 SP:Iteration 210Q (155.209535 sec): 3 clusters Score: Raw -2810094.481229 + Penalty 3284.151179 = -2806810.330050 nChanged 12 SP:Iteration 211Q (155.298011 sec): 3 clusters Score: Raw -2810095.209872 + Penalty 3284.151179 = -2806811.058694 nChanged 11 SP:Iteration 212Q (155.377802 sec): 3 clusters Score: Raw -2810095.718483 + Penalty 3284.151179 = -2806811.567305 nChanged 14 SP:Iteration 213Q (155.459528 sec): 3 clusters Score: Raw -2810096.352935 + Penalty 3284.151179 = -2806812.201757 nChanged 13 SP:Iteration 214Q (155.537209 sec): 3 clusters Score: Raw -2810097.056201 + Penalty 3284.151179 = -2806812.905022 nChanged 9 SP:Iteration 215Q (155.616751 sec): 3 clusters Score: Raw -2810097.568010 + Penalty 3284.151179 = -2806813.416832 nChanged 6 SP:Iteration 216Q (155.702472 sec): 3 clusters Score: Raw -2810097.982668 + Penalty 3284.151179 = -2806813.831490 nChanged 8 SP:Iteration 217Q (155.782428 sec): 3 clusters Score: Raw -2810098.355330 + Penalty 3284.151179 = -2806814.204151 nChanged 4 SP:Iteration 218Q (155.861738 sec): 3 clusters Score: Raw -2810098.581981 + Penalty 3284.151179 = -2806814.430803 nChanged 3 SP:Iteration 219Q (155.934928 sec): 3 clusters Score: Raw -2810098.801781 + Penalty 3284.151179 = -2806814.650602 nChanged 7 SP:Iteration 220F (156.017063 sec): 3 clusters Score: Raw -2810099.107492 + Penalty 3284.151179 = -2806814.956313 nChanged 8 SP:Iteration 221Q (156.099514 sec): 3 clusters Score: Raw -2810099.407229 + Penalty 3284.151179 = -2806815.256050 nChanged 5 SP:Iteration 222Q (156.182296 sec): 3 clusters Score: Raw -2810099.695366 + Penalty 3284.151179 = -2806815.544188 nChanged 7 SP:Iteration 223Q (156.261833 sec): 3 clusters Score: Raw -2810100.041255 + Penalty 3284.151179 = -2806815.890076 nChanged 3 SP:Iteration 224Q (156.342327 sec): 3 clusters Score: Raw -2810100.141058 + Penalty 3284.151179 = -2806815.989879 nChanged 4 SP:Iteration 225Q (156.423862 sec): 3 clusters Score: Raw -2810100.302726 + Penalty 3284.151179 = -2806816.151547 nChanged 1 SP:Iteration 226Q (156.507995 sec): 3 clusters Score: Raw -2810100.349081 + Penalty 3284.151179 = -2806816.197903 nChanged 1 SP:Iteration 227Q (156.595426 sec): 3 clusters Score: Raw -2810100.378448 + Penalty 3284.151179 = -2806816.227270 nChanged 1 SP:Iteration 228Q (156.664081 sec): 3 clusters Score: Raw -2810100.443358 + Penalty 3284.151179 = -2806816.292179 nChanged 2 SP:Iteration 229Q (156.758659 sec): 3 clusters Score: Raw -2810100.510554 + Penalty 3284.151179 = -2806816.359375 nChanged 2 SP:Iteration 230Q (156.847254 sec): 3 clusters Score: Raw -2810100.561552 + Penalty 3284.151179 = -2806816.410373 nChanged 1 SP:Iteration 231Q (156.935477 sec): 3 clusters Score: Raw -2810100.586961 + Penalty 3284.151179 = -2806816.435782 nChanged 0 SP:Iteration 232F (157.024603 sec): 3 clusters Score: Raw -2810100.586961 + Penalty 3284.151179 = -2806816.435782 nChanged 0 Trying to split cluster 11 (134903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.257486 sec): 2 clusters Score: Raw -16593830.871450 + Penalty 1919.500583 = -16591911.370867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.537867 sec): 3 clusters Score: Raw -16504881.576141 + Penalty 3839.001166 = -16501042.574975 nChanged 65020 SP:Iteration 1F (157.813747 sec): 3 clusters Score: Raw -16543288.178776 + Penalty 3839.001166 = -16539449.177609 nChanged 4120 SP:Iteration 2Q (158.106306 sec): 3 clusters Score: Raw -16544281.811369 + Penalty 3839.001166 = -16540442.810203 nChanged 4508 SP:Iteration 3Q (158.398276 sec): 3 clusters Score: Raw -16545590.710462 + Penalty 3839.001166 = -16541751.709296 nChanged 5114 SP:Iteration 4Q (158.666139 sec): 3 clusters Score: Raw -16547341.879809 + Penalty 3839.001166 = -16543502.878643 nChanged 5845 SP:Iteration 5Q (158.948233 sec): 3 clusters Score: Raw -16549963.804018 + Penalty 3839.001166 = -16546124.802852 nChanged 6986 SP:Iteration 6F (159.219214 sec): 3 clusters Score: Raw -16553641.781249 + Penalty 3839.001166 = -16549802.780082 nChanged 8030 SP:Iteration 7F (159.467758 sec): 3 clusters Score: Raw -16558320.205085 + Penalty 3839.001166 = -16554481.203919 nChanged 8338 SP:Iteration 8F (159.717288 sec): 3 clusters Score: Raw -16563020.765085 + Penalty 3839.001166 = -16559181.763919 nChanged 7678 SP:Iteration 9F (159.964992 sec): 3 clusters Score: Raw -16566879.559581 + Penalty 3839.001166 = -16563040.558415 nChanged 6445 SP:Iteration 10Q (160.253904 sec): 3 clusters Score: Raw -16569549.031435 + Penalty 3839.001166 = -16565710.030269 nChanged 5097 SP:Iteration 11Q (160.534131 sec): 3 clusters Score: Raw -16571364.841705 + Penalty 3839.001166 = -16567525.840539 nChanged 4244 SP:Iteration 12Q (160.810275 sec): 3 clusters Score: Raw -16572737.651225 + Penalty 3839.001166 = -16568898.650059 nChanged 3906 SP:Iteration 13Q (161.094049 sec): 3 clusters Score: Raw -16573987.087545 + Penalty 3839.001166 = -16570148.086378 nChanged 3838 SP:Iteration 14Q (161.379446 sec): 3 clusters Score: Raw -16575268.553867 + Penalty 3839.001166 = -16571429.552701 nChanged 4055 SP:Iteration 15Q (161.660895 sec): 3 clusters Score: Raw -16576697.194399 + Penalty 3839.001166 = -16572858.193233 nChanged 4417 SP:Iteration 16Q (161.940950 sec): 3 clusters Score: Raw -16578382.781604 + Penalty 3839.001166 = -16574543.780438 nChanged 4620 SP:Iteration 17Q (162.220473 sec): 3 clusters Score: Raw -16580247.631285 + Penalty 3839.001166 = -16576408.630119 nChanged 4685 SP:Iteration 18Q (162.487560 sec): 3 clusters Score: Raw -16582280.334641 + Penalty 3839.001166 = -16578441.333474 nChanged 4595 SP:Iteration 19Q (162.759924 sec): 3 clusters Score: Raw -16584401.840116 + Penalty 3839.001166 = -16580562.838950 nChanged 4313 SP:Iteration 20F (163.036764 sec): 3 clusters Score: Raw -16586505.053807 + Penalty 3839.001166 = -16582666.052640 nChanged 3832 SP:Iteration 21Q (163.288810 sec): 3 clusters Score: Raw -16588401.078910 + Penalty 3839.001166 = -16584562.077744 nChanged 3240 SP:Iteration 22Q (163.523268 sec): 3 clusters Score: Raw -16590019.098571 + Penalty 3839.001166 = -16586180.097404 nChanged 2550 SP:Iteration 23Q (163.763460 sec): 3 clusters Score: Raw -16591264.718186 + Penalty 3839.001166 = -16587425.717020 nChanged 1876 SP:Iteration 24Q (164.006885 sec): 3 clusters Score: Raw -16592118.047724 + Penalty 3839.001166 = -16588279.046558 nChanged 1409 SP:Iteration 25Q (164.232453 sec): 3 clusters Score: Raw -16592717.458787 + Penalty 3839.001166 = -16588878.457621 nChanged 1046 SP:Iteration 26Q (164.461627 sec): 3 clusters Score: Raw -16593127.364778 + Penalty 3839.001166 = -16589288.363612 nChanged 831 SP:Iteration 27Q (164.690721 sec): 3 clusters Score: Raw -16593430.301626 + Penalty 3839.001166 = -16589591.300460 nChanged 599 SP:Iteration 28Q (164.890822 sec): 3 clusters Score: Raw -16593632.539406 + Penalty 3839.001166 = -16589793.538240 nChanged 451 SP:Iteration 29Q (165.102602 sec): 3 clusters Score: Raw -16593771.172727 + Penalty 3839.001166 = -16589932.171561 nChanged 370 SP:Iteration 30Q (165.334428 sec): 3 clusters Score: Raw -16593889.772563 + Penalty 3839.001166 = -16590050.771397 nChanged 304 SP:Iteration 31Q (165.556995 sec): 3 clusters Score: Raw -16593979.578471 + Penalty 3839.001166 = -16590140.577304 nChanged 208 SP:Iteration 32Q (165.791503 sec): 3 clusters Score: Raw -16594030.810909 + Penalty 3839.001166 = -16590191.809743 nChanged 165 SP:Iteration 33Q (166.022314 sec): 3 clusters Score: Raw -16594074.537319 + Penalty 3839.001166 = -16590235.536152 nChanged 141 SP:Iteration 34Q (166.251577 sec): 3 clusters Score: Raw -16594111.495090 + Penalty 3839.001166 = -16590272.493923 nChanged 115 SP:Iteration 35Q (166.482198 sec): 3 clusters Score: Raw -16594140.390610 + Penalty 3839.001166 = -16590301.389444 nChanged 103 SP:Iteration 36Q (166.712040 sec): 3 clusters Score: Raw -16594164.013762 + Penalty 3839.001166 = -16590325.012596 nChanged 94 SP:Iteration 37Q (166.925238 sec): 3 clusters Score: Raw -16594185.139460 + Penalty 3839.001166 = -16590346.138294 nChanged 80 SP:Iteration 38Q (167.150853 sec): 3 clusters Score: Raw -16594204.488614 + Penalty 3839.001166 = -16590365.487447 nChanged 74 SP:Iteration 39Q (167.384743 sec): 3 clusters Score: Raw -16594222.703339 + Penalty 3839.001166 = -16590383.702173 nChanged 58 SP:Iteration 40F (167.649424 sec): 3 clusters Score: Raw -16594236.222128 + Penalty 3839.001166 = -16590397.220962 nChanged 57 SP:Iteration 41Q (167.874934 sec): 3 clusters Score: Raw -16594249.041868 + Penalty 3839.001166 = -16590410.040701 nChanged 51 SP:Iteration 42Q (168.099216 sec): 3 clusters Score: Raw -16594261.558541 + Penalty 3839.001166 = -16590422.557375 nChanged 53 SP:Iteration 43Q (168.325017 sec): 3 clusters Score: Raw -16594275.189635 + Penalty 3839.001166 = -16590436.188469 nChanged 50 SP:Iteration 44Q (168.537866 sec): 3 clusters Score: Raw -16594289.310943 + Penalty 3839.001166 = -16590450.309776 nChanged 37 SP:Iteration 45Q (168.748357 sec): 3 clusters Score: Raw -16594299.605241 + Penalty 3839.001166 = -16590460.604075 nChanged 29 SP:Iteration 46Q (168.970297 sec): 3 clusters Score: Raw -16594308.244247 + Penalty 3839.001166 = -16590469.243081 nChanged 33 SP:Iteration 47Q (169.199553 sec): 3 clusters Score: Raw -16594317.741578 + Penalty 3839.001166 = -16590478.740411 nChanged 35 SP:Iteration 48Q (169.424501 sec): 3 clusters Score: Raw -16594326.357145 + Penalty 3839.001166 = -16590487.355979 nChanged 30 SP:Iteration 49Q (169.646545 sec): 3 clusters Score: Raw -16594333.953874 + Penalty 3839.001166 = -16590494.952707 nChanged 30 SP:Iteration 50Q (169.854779 sec): 3 clusters Score: Raw -16594342.503117 + Penalty 3839.001166 = -16590503.501951 nChanged 33 SP:Iteration 51Q (170.083978 sec): 3 clusters Score: Raw -16594352.488191 + Penalty 3839.001166 = -16590513.487025 nChanged 34 SP:Iteration 52Q (170.318165 sec): 3 clusters Score: Raw -16594361.466418 + Penalty 3839.001166 = -16590522.465252 nChanged 31 SP:Iteration 53Q (170.526818 sec): 3 clusters Score: Raw -16594369.127146 + Penalty 3839.001166 = -16590530.125980 nChanged 27 SP:Iteration 54Q (170.748348 sec): 3 clusters Score: Raw -16594374.693758 + Penalty 3839.001166 = -16590535.692592 nChanged 16 SP:Iteration 55Q (170.981797 sec): 3 clusters Score: Raw -16594377.998846 + Penalty 3839.001166 = -16590538.997679 nChanged 17 SP:Iteration 56Q (171.198690 sec): 3 clusters Score: Raw -16594381.981435 + Penalty 3839.001166 = -16590542.980269 nChanged 10 SP:Iteration 57Q (171.413278 sec): 3 clusters Score: Raw -16594384.601262 + Penalty 3839.001166 = -16590545.600095 nChanged 10 SP:Iteration 58Q (171.633712 sec): 3 clusters Score: Raw -16594387.231036 + Penalty 3839.001166 = -16590548.229870 nChanged 7 SP:Iteration 59Q (171.842851 sec): 3 clusters Score: Raw -16594389.738104 + Penalty 3839.001166 = -16590550.736937 nChanged 10 SP:Iteration 60F (172.098466 sec): 3 clusters Score: Raw -16594391.835308 + Penalty 3839.001166 = -16590552.834142 nChanged 9 SP:Iteration 61Q (172.308070 sec): 3 clusters Score: Raw -16594393.584787 + Penalty 3839.001166 = -16590554.583621 nChanged 5 SP:Iteration 62Q (172.515784 sec): 3 clusters Score: Raw -16594394.638845 + Penalty 3839.001166 = -16590555.637679 nChanged 5 SP:Iteration 63Q (172.722959 sec): 3 clusters Score: Raw -16594395.494426 + Penalty 3839.001166 = -16590556.493260 nChanged 4 SP:Iteration 64Q (172.952846 sec): 3 clusters Score: Raw -16594396.046262 + Penalty 3839.001166 = -16590557.045096 nChanged 0 SP:Iteration 65F (173.203865 sec): 3 clusters Score: Raw -16594396.046262 + Penalty 3839.001166 = -16590557.045096 nChanged 0 Trying to split cluster 12 (69326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.314550 sec): 2 clusters Score: Raw -8450173.589802 + Penalty 1811.318485 = -8448362.271317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.467128 sec): 3 clusters Score: Raw -8405579.262650 + Penalty 3622.636971 = -8401956.625679 nChanged 32762 SP:Iteration 1F (173.627020 sec): 3 clusters Score: Raw -8424552.844573 + Penalty 3622.636971 = -8420930.207602 nChanged 2682 SP:Iteration 2Q (173.789371 sec): 3 clusters Score: Raw -8425381.247394 + Penalty 3622.636971 = -8421758.610423 nChanged 2868 SP:Iteration 3Q (173.955032 sec): 3 clusters Score: Raw -8426388.401605 + Penalty 3622.636971 = -8422765.764634 nChanged 3203 SP:Iteration 4Q (174.122216 sec): 3 clusters Score: Raw -8427713.977287 + Penalty 3622.636971 = -8424091.340316 nChanged 3616 SP:Iteration 5F (174.273666 sec): 3 clusters Score: Raw -8429518.228115 + Penalty 3622.636971 = -8425895.591144 nChanged 4136 SP:Iteration 6F (174.421498 sec): 3 clusters Score: Raw -8432041.592078 + Penalty 3622.636971 = -8428418.955107 nChanged 4624 SP:Iteration 7F (174.571291 sec): 3 clusters Score: Raw -8435214.675211 + Penalty 3622.636971 = -8431592.038240 nChanged 4676 SP:Iteration 8F (174.732450 sec): 3 clusters Score: Raw -8438576.149557 + Penalty 3622.636971 = -8434953.512586 nChanged 4008 SP:Iteration 9F (174.882839 sec): 3 clusters Score: Raw -8441364.390295 + Penalty 3622.636971 = -8437741.753324 nChanged 3209 SP:Iteration 10Q (175.058576 sec): 3 clusters Score: Raw -8443317.410012 + Penalty 3622.636971 = -8439694.773041 nChanged 2218 SP:Iteration 11Q (175.225089 sec): 3 clusters Score: Raw -8444346.905628 + Penalty 3622.636971 = -8440724.268657 nChanged 1560 SP:Iteration 12Q (175.394635 sec): 3 clusters Score: Raw -8444903.404283 + Penalty 3622.636971 = -8441280.767312 nChanged 1119 SP:Iteration 13Q (175.560268 sec): 3 clusters Score: Raw -8445265.162966 + Penalty 3622.636971 = -8441642.525995 nChanged 980 SP:Iteration 14Q (175.721957 sec): 3 clusters Score: Raw -8445582.858624 + Penalty 3622.636971 = -8441960.221653 nChanged 917 SP:Iteration 15Q (175.890369 sec): 3 clusters Score: Raw -8445870.391927 + Penalty 3622.636971 = -8442247.754956 nChanged 904 SP:Iteration 16Q (176.052242 sec): 3 clusters Score: Raw -8446147.580322 + Penalty 3622.636971 = -8442524.943351 nChanged 857 SP:Iteration 17Q (176.213710 sec): 3 clusters Score: Raw -8446410.273021 + Penalty 3622.636971 = -8442787.636050 nChanged 868 SP:Iteration 18Q (176.359308 sec): 3 clusters Score: Raw -8446696.411862 + Penalty 3622.636971 = -8443073.774892 nChanged 843 SP:Iteration 19Q (176.514871 sec): 3 clusters Score: Raw -8446962.386438 + Penalty 3622.636971 = -8443339.749467 nChanged 846 SP:Iteration 20F (176.676804 sec): 3 clusters Score: Raw -8447233.216474 + Penalty 3622.636971 = -8443610.579504 nChanged 807 SP:Iteration 21Q (176.836671 sec): 3 clusters Score: Raw -8447507.696083 + Penalty 3622.636971 = -8443885.059112 nChanged 780 SP:Iteration 22Q (176.991988 sec): 3 clusters Score: Raw -8447792.303212 + Penalty 3622.636971 = -8444169.666241 nChanged 765 SP:Iteration 23Q (177.148471 sec): 3 clusters Score: Raw -8448078.241104 + Penalty 3622.636971 = -8444455.604133 nChanged 726 SP:Iteration 24Q (177.292652 sec): 3 clusters Score: Raw -8448355.006902 + Penalty 3622.636971 = -8444732.369931 nChanged 708 SP:Iteration 25Q (177.441586 sec): 3 clusters Score: Raw -8448618.314028 + Penalty 3622.636971 = -8444995.677057 nChanged 662 SP:Iteration 26Q (177.580036 sec): 3 clusters Score: Raw -8448859.074857 + Penalty 3622.636971 = -8445236.437886 nChanged 615 SP:Iteration 27Q (177.723907 sec): 3 clusters Score: Raw -8449078.279177 + Penalty 3622.636971 = -8445455.642207 nChanged 539 SP:Iteration 28Q (177.867375 sec): 3 clusters Score: Raw -8449271.793992 + Penalty 3622.636971 = -8445649.157021 nChanged 514 SP:Iteration 29Q (178.011579 sec): 3 clusters Score: Raw -8449448.056292 + Penalty 3622.636971 = -8445825.419321 nChanged 449 SP:Iteration 30Q (178.156729 sec): 3 clusters Score: Raw -8449603.829960 + Penalty 3622.636971 = -8445981.192989 nChanged 438 SP:Iteration 31Q (178.267788 sec): 3 clusters Score: Raw -8449761.886045 + Penalty 3622.636971 = -8446139.249074 nChanged 427 SP:Iteration 32Q (178.370550 sec): 3 clusters Score: Raw -8449912.859866 + Penalty 3622.636971 = -8446290.222895 nChanged 391 SP:Iteration 33Q (178.497651 sec): 3 clusters Score: Raw -8450045.963847 + Penalty 3622.636971 = -8446423.326876 nChanged 362 SP:Iteration 34Q (178.605599 sec): 3 clusters Score: Raw -8450170.037308 + Penalty 3622.636971 = -8446547.400337 nChanged 351 SP:Iteration 35Q (178.739655 sec): 3 clusters Score: Raw -8450281.729567 + Penalty 3622.636971 = -8446659.092596 nChanged 329 SP:Iteration 36Q (178.877235 sec): 3 clusters Score: Raw -8450381.144152 + Penalty 3622.636971 = -8446758.507181 nChanged 272 SP:Iteration 37Q (179.006433 sec): 3 clusters Score: Raw -8450456.519030 + Penalty 3622.636971 = -8446833.882059 nChanged 246 SP:Iteration 38Q (179.135538 sec): 3 clusters Score: Raw -8450524.012036 + Penalty 3622.636971 = -8446901.375065 nChanged 228 SP:Iteration 39Q (179.285184 sec): 3 clusters Score: Raw -8450590.221062 + Penalty 3622.636971 = -8446967.584091 nChanged 245 SP:Iteration 40F (179.440905 sec): 3 clusters Score: Raw -8450671.213593 + Penalty 3622.636971 = -8447048.576622 nChanged 240 SP:Iteration 41Q (179.589417 sec): 3 clusters Score: Raw -8450751.783636 + Penalty 3622.636971 = -8447129.146665 nChanged 219 SP:Iteration 42Q (179.734924 sec): 3 clusters Score: Raw -8450830.338980 + Penalty 3622.636971 = -8447207.702009 nChanged 207 SP:Iteration 43Q (179.863718 sec): 3 clusters Score: Raw -8450908.788050 + Penalty 3622.636971 = -8447286.151079 nChanged 191 SP:Iteration 44Q (180.017935 sec): 3 clusters Score: Raw -8450988.240652 + Penalty 3622.636971 = -8447365.603681 nChanged 175 SP:Iteration 45Q (180.166742 sec): 3 clusters Score: Raw -8451059.400668 + Penalty 3622.636971 = -8447436.763697 nChanged 156 SP:Iteration 46Q (180.302051 sec): 3 clusters Score: Raw -8451135.280064 + Penalty 3622.636971 = -8447512.643093 nChanged 135 SP:Iteration 47Q (180.429441 sec): 3 clusters Score: Raw -8451204.112893 + Penalty 3622.636971 = -8447581.475922 nChanged 127 SP:Iteration 48Q (180.567046 sec): 3 clusters Score: Raw -8451272.534316 + Penalty 3622.636971 = -8447649.897345 nChanged 108 SP:Iteration 49Q (180.705199 sec): 3 clusters Score: Raw -8451336.062138 + Penalty 3622.636971 = -8447713.425167 nChanged 97 SP:Iteration 50Q (180.847611 sec): 3 clusters Score: Raw -8451405.771336 + Penalty 3622.636971 = -8447783.134365 nChanged 107 SP:Iteration 51Q (180.983048 sec): 3 clusters Score: Raw -8451476.099776 + Penalty 3622.636971 = -8447853.462805 nChanged 90 SP:Iteration 52Q (181.119729 sec): 3 clusters Score: Raw -8451529.068406 + Penalty 3622.636971 = -8447906.431435 nChanged 84 SP:Iteration 53Q (181.248873 sec): 3 clusters Score: Raw -8451570.638373 + Penalty 3622.636971 = -8447948.001402 nChanged 71 SP:Iteration 54Q (181.382366 sec): 3 clusters Score: Raw -8451612.779029 + Penalty 3622.636971 = -8447990.142058 nChanged 59 SP:Iteration 55Q (181.515451 sec): 3 clusters Score: Raw -8451634.474351 + Penalty 3622.636971 = -8448011.837380 nChanged 50 SP:Iteration 56Q (181.662902 sec): 3 clusters Score: Raw -8451656.471166 + Penalty 3622.636971 = -8448033.834195 nChanged 38 SP:Iteration 57Q (181.808952 sec): 3 clusters Score: Raw -8451668.752637 + Penalty 3622.636971 = -8448046.115666 nChanged 31 SP:Iteration 58Q (181.949028 sec): 3 clusters Score: Raw -8451676.263120 + Penalty 3622.636971 = -8448053.626149 nChanged 20 SP:Iteration 59Q (182.084477 sec): 3 clusters Score: Raw -8451680.257719 + Penalty 3622.636971 = -8448057.620748 nChanged 10 SP:Iteration 60F (182.249577 sec): 3 clusters Score: Raw -8451683.030228 + Penalty 3622.636971 = -8448060.393257 nChanged 11 SP:Iteration 61Q (182.380101 sec): 3 clusters Score: Raw -8451685.830275 + Penalty 3622.636971 = -8448063.193304 nChanged 9 SP:Iteration 62Q (182.521365 sec): 3 clusters Score: Raw -8451687.883990 + Penalty 3622.636971 = -8448065.247019 nChanged 6 SP:Iteration 63Q (182.652174 sec): 3 clusters Score: Raw -8451688.703913 + Penalty 3622.636971 = -8448066.066942 nChanged 9 SP:Iteration 64Q (182.807821 sec): 3 clusters Score: Raw -8451690.031953 + Penalty 3622.636971 = -8448067.394982 nChanged 2 SP:Iteration 65Q (182.950597 sec): 3 clusters Score: Raw -8451690.290541 + Penalty 3622.636971 = -8448067.653570 nChanged 2 SP:Iteration 66Q (183.093505 sec): 3 clusters Score: Raw -8451690.631232 + Penalty 3622.636971 = -8448067.994261 nChanged 5 SP:Iteration 67Q (183.237260 sec): 3 clusters Score: Raw -8451691.413233 + Penalty 3622.636971 = -8448068.776262 nChanged 2 SP:Iteration 68Q (183.368881 sec): 3 clusters Score: Raw -8451691.580891 + Penalty 3622.636971 = -8448068.943920 nChanged 1 SP:Iteration 69Q (183.506380 sec): 3 clusters Score: Raw -8451691.720378 + Penalty 3622.636971 = -8448069.083407 nChanged 0 SP:Iteration 70F (183.664513 sec): 3 clusters Score: Raw -8451691.720378 + Penalty 3622.636971 = -8448069.083407 nChanged 0 Trying to split cluster 13 (12009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.722076 sec): 2 clusters Score: Raw -1433958.036803 + Penalty 1526.429393 = -1432431.607411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.795247 sec): 3 clusters Score: Raw -1427028.565249 + Penalty 3052.858785 = -1423975.706463 nChanged 5249 SP:Iteration 1F (183.861083 sec): 3 clusters Score: Raw -1429854.741820 + Penalty 3052.858785 = -1426801.883035 nChanged 728 SP:Iteration 2F (183.919345 sec): 3 clusters Score: Raw -1430145.099169 + Penalty 3052.858785 = -1427092.240384 nChanged 581 SP:Iteration 3Q (183.999480 sec): 3 clusters Score: Raw -1430345.963386 + Penalty 3052.858785 = -1427293.104600 nChanged 453 SP:Iteration 4Q (184.065917 sec): 3 clusters Score: Raw -1430506.781672 + Penalty 3052.858785 = -1427453.922887 nChanged 415 SP:Iteration 5Q (184.130164 sec): 3 clusters Score: Raw -1430660.928782 + Penalty 3052.858785 = -1427608.069996 nChanged 407 SP:Iteration 6Q (184.197333 sec): 3 clusters Score: Raw -1430825.925949 + Penalty 3052.858785 = -1427773.067164 nChanged 416 SP:Iteration 7Q (184.260485 sec): 3 clusters Score: Raw -1430979.905501 + Penalty 3052.858785 = -1427927.046716 nChanged 385 SP:Iteration 8Q (184.312736 sec): 3 clusters Score: Raw -1431106.820352 + Penalty 3052.858785 = -1428053.961566 nChanged 347 SP:Iteration 9Q (184.385296 sec): 3 clusters Score: Raw -1431236.155911 + Penalty 3052.858785 = -1428183.297125 nChanged 352 SP:Iteration 10Q (184.437323 sec): 3 clusters Score: Raw -1431368.161654 + Penalty 3052.858785 = -1428315.302868 nChanged 338 SP:Iteration 11Q (184.505237 sec): 3 clusters Score: Raw -1431492.635070 + Penalty 3052.858785 = -1428439.776285 nChanged 320 SP:Iteration 12Q (184.577823 sec): 3 clusters Score: Raw -1431627.588416 + Penalty 3052.858785 = -1428574.729631 nChanged 356 SP:Iteration 13Q (184.642904 sec): 3 clusters Score: Raw -1431809.540879 + Penalty 3052.858785 = -1428756.682094 nChanged 404 SP:Iteration 14Q (184.712361 sec): 3 clusters Score: Raw -1432031.891580 + Penalty 3052.858785 = -1428979.032795 nChanged 412 SP:Iteration 15Q (184.770783 sec): 3 clusters Score: Raw -1432261.044199 + Penalty 3052.858785 = -1429208.185414 nChanged 390 SP:Iteration 16Q (184.847121 sec): 3 clusters Score: Raw -1432450.908436 + Penalty 3052.858785 = -1429398.049651 nChanged 331 SP:Iteration 17Q (184.914467 sec): 3 clusters Score: Raw -1432599.754157 + Penalty 3052.858785 = -1429546.895372 nChanged 298 SP:Iteration 18Q (184.980331 sec): 3 clusters Score: Raw -1432723.054769 + Penalty 3052.858785 = -1429670.195983 nChanged 261 SP:Iteration 19Q (185.041870 sec): 3 clusters Score: Raw -1432836.523648 + Penalty 3052.858785 = -1429783.664862 nChanged 237 SP:Iteration 20F (185.099591 sec): 3 clusters Score: Raw -1432932.177246 + Penalty 3052.858785 = -1429879.318461 nChanged 206 SP:Iteration 21Q (185.174605 sec): 3 clusters Score: Raw -1433006.797734 + Penalty 3052.858785 = -1429953.938949 nChanged 177 SP:Iteration 22Q (185.225399 sec): 3 clusters Score: Raw -1433064.653281 + Penalty 3052.858785 = -1430011.794495 nChanged 170 SP:Iteration 23Q (185.294702 sec): 3 clusters Score: Raw -1433117.887134 + Penalty 3052.858785 = -1430065.028349 nChanged 159 SP:Iteration 24Q (185.355403 sec): 3 clusters Score: Raw -1433165.742288 + Penalty 3052.858785 = -1430112.883503 nChanged 170 SP:Iteration 25Q (185.414807 sec): 3 clusters Score: Raw -1433231.097210 + Penalty 3052.858785 = -1430178.238424 nChanged 188 SP:Iteration 26Q (185.475712 sec): 3 clusters Score: Raw -1433306.068055 + Penalty 3052.858785 = -1430253.209270 nChanged 191 SP:Iteration 27Q (185.531730 sec): 3 clusters Score: Raw -1433377.784431 + Penalty 3052.858785 = -1430324.925645 nChanged 190 SP:Iteration 28Q (185.598485 sec): 3 clusters Score: Raw -1433444.698885 + Penalty 3052.858785 = -1430391.840100 nChanged 170 SP:Iteration 29Q (185.660060 sec): 3 clusters Score: Raw -1433495.820013 + Penalty 3052.858785 = -1430442.961227 nChanged 125 SP:Iteration 30Q (185.728987 sec): 3 clusters Score: Raw -1433528.497151 + Penalty 3052.858785 = -1430475.638365 nChanged 104 SP:Iteration 31Q (185.787910 sec): 3 clusters Score: Raw -1433554.460442 + Penalty 3052.858785 = -1430501.601656 nChanged 103 SP:Iteration 32Q (185.848054 sec): 3 clusters Score: Raw -1433582.945088 + Penalty 3052.858785 = -1430530.086303 nChanged 112 SP:Iteration 33Q (185.919365 sec): 3 clusters Score: Raw -1433613.381177 + Penalty 3052.858785 = -1430560.522392 nChanged 97 SP:Iteration 34Q (185.974544 sec): 3 clusters Score: Raw -1433637.835634 + Penalty 3052.858785 = -1430584.976849 nChanged 87 SP:Iteration 35Q (186.052459 sec): 3 clusters Score: Raw -1433657.917549 + Penalty 3052.858785 = -1430605.058764 nChanged 77 SP:Iteration 36Q (186.116211 sec): 3 clusters Score: Raw -1433678.195028 + Penalty 3052.858785 = -1430625.336242 nChanged 90 SP:Iteration 37Q (186.181324 sec): 3 clusters Score: Raw -1433704.974867 + Penalty 3052.858785 = -1430652.116082 nChanged 78 SP:Iteration 38Q (186.240957 sec): 3 clusters Score: Raw -1433723.891384 + Penalty 3052.858785 = -1430671.032599 nChanged 75 SP:Iteration 39Q (186.314769 sec): 3 clusters Score: Raw -1433743.317403 + Penalty 3052.858785 = -1430690.458618 nChanged 87 SP:Iteration 40F (186.363326 sec): 3 clusters Score: Raw -1433769.348443 + Penalty 3052.858785 = -1430716.489658 nChanged 82 SP:Iteration 41Q (186.437769 sec): 3 clusters Score: Raw -1433794.066938 + Penalty 3052.858785 = -1430741.208153 nChanged 104 SP:Iteration 42Q (186.492136 sec): 3 clusters Score: Raw -1433822.410715 + Penalty 3052.858785 = -1430769.551930 nChanged 85 SP:Iteration 43Q (186.559911 sec): 3 clusters Score: Raw -1433845.340492 + Penalty 3052.858785 = -1430792.481707 nChanged 79 SP:Iteration 44Q (186.610430 sec): 3 clusters Score: Raw -1433867.246921 + Penalty 3052.858785 = -1430814.388135 nChanged 80 SP:Iteration 45Q (186.683173 sec): 3 clusters Score: Raw -1433889.355420 + Penalty 3052.858785 = -1430836.496634 nChanged 66 SP:Iteration 46Q (186.745977 sec): 3 clusters Score: Raw -1433905.462750 + Penalty 3052.858785 = -1430852.603965 nChanged 73 SP:Iteration 47Q (186.804032 sec): 3 clusters Score: Raw -1433924.302001 + Penalty 3052.858785 = -1430871.443215 nChanged 75 SP:Iteration 48Q (186.867275 sec): 3 clusters Score: Raw -1433944.281240 + Penalty 3052.858785 = -1430891.422454 nChanged 77 SP:Iteration 49Q (186.937141 sec): 3 clusters Score: Raw -1433964.843884 + Penalty 3052.858785 = -1430911.985099 nChanged 70 SP:Iteration 50Q (186.996132 sec): 3 clusters Score: Raw -1433984.611600 + Penalty 3052.858785 = -1430931.752814 nChanged 75 SP:Iteration 51Q (187.063332 sec): 3 clusters Score: Raw -1434008.023805 + Penalty 3052.858785 = -1430955.165020 nChanged 72 SP:Iteration 52Q (187.127034 sec): 3 clusters Score: Raw -1434037.014052 + Penalty 3052.858785 = -1430984.155266 nChanged 88 SP:Iteration 53Q (187.194046 sec): 3 clusters Score: Raw -1434069.197566 + Penalty 3052.858785 = -1431016.338781 nChanged 91 SP:Iteration 54Q (187.260487 sec): 3 clusters Score: Raw -1434103.364469 + Penalty 3052.858785 = -1431050.505683 nChanged 79 SP:Iteration 55Q (187.310983 sec): 3 clusters Score: Raw -1434133.913543 + Penalty 3052.858785 = -1431081.054757 nChanged 78 SP:Iteration 56Q (187.379385 sec): 3 clusters Score: Raw -1434158.132112 + Penalty 3052.858785 = -1431105.273327 nChanged 61 SP:Iteration 57Q (187.441125 sec): 3 clusters Score: Raw -1434181.600814 + Penalty 3052.858785 = -1431128.742028 nChanged 63 SP:Iteration 58Q (187.499723 sec): 3 clusters Score: Raw -1434208.270851 + Penalty 3052.858785 = -1431155.412065 nChanged 67 SP:Iteration 59Q (187.565930 sec): 3 clusters Score: Raw -1434233.306942 + Penalty 3052.858785 = -1431180.448157 nChanged 52 SP:Iteration 60F (187.627934 sec): 3 clusters Score: Raw -1434248.783805 + Penalty 3052.858785 = -1431195.925020 nChanged 36 SP:Iteration 61Q (187.689767 sec): 3 clusters Score: Raw -1434263.282711 + Penalty 3052.858785 = -1431210.423925 nChanged 35 SP:Iteration 62Q (187.747353 sec): 3 clusters Score: Raw -1434274.986608 + Penalty 3052.858785 = -1431222.127822 nChanged 33 SP:Iteration 63Q (187.800238 sec): 3 clusters Score: Raw -1434284.217957 + Penalty 3052.858785 = -1431231.359172 nChanged 27 SP:Iteration 64Q (187.853538 sec): 3 clusters Score: Raw -1434291.744092 + Penalty 3052.858785 = -1431238.885306 nChanged 26 SP:Iteration 65Q (187.913027 sec): 3 clusters Score: Raw -1434300.905521 + Penalty 3052.858785 = -1431248.046736 nChanged 24 SP:Iteration 66Q (187.961385 sec): 3 clusters Score: Raw -1434307.210821 + Penalty 3052.858785 = -1431254.352035 nChanged 24 SP:Iteration 67Q (188.023356 sec): 3 clusters Score: Raw -1434313.977165 + Penalty 3052.858785 = -1431261.118379 nChanged 20 SP:Iteration 68Q (188.094197 sec): 3 clusters Score: Raw -1434319.551321 + Penalty 3052.858785 = -1431266.692535 nChanged 22 SP:Iteration 69Q (188.158854 sec): 3 clusters Score: Raw -1434327.263782 + Penalty 3052.858785 = -1431274.404996 nChanged 23 SP:Iteration 70Q (188.213544 sec): 3 clusters Score: Raw -1434337.062135 + Penalty 3052.858785 = -1431284.203350 nChanged 24 SP:Iteration 71Q (188.279053 sec): 3 clusters Score: Raw -1434345.245999 + Penalty 3052.858785 = -1431292.387214 nChanged 23 SP:Iteration 72Q (188.343289 sec): 3 clusters Score: Raw -1434353.839751 + Penalty 3052.858785 = -1431300.980965 nChanged 16 SP:Iteration 73Q (188.417692 sec): 3 clusters Score: Raw -1434361.475523 + Penalty 3052.858785 = -1431308.616737 nChanged 17 SP:Iteration 74Q (188.484455 sec): 3 clusters Score: Raw -1434367.637921 + Penalty 3052.858785 = -1431314.779135 nChanged 12 SP:Iteration 75Q (188.547391 sec): 3 clusters Score: Raw -1434371.871926 + Penalty 3052.858785 = -1431319.013140 nChanged 12 SP:Iteration 76Q (188.609635 sec): 3 clusters Score: Raw -1434377.212339 + Penalty 3052.858785 = -1431324.353554 nChanged 14 SP:Iteration 77Q (188.660108 sec): 3 clusters Score: Raw -1434382.854347 + Penalty 3052.858785 = -1431329.995562 nChanged 14 SP:Iteration 78Q (188.736059 sec): 3 clusters Score: Raw -1434387.318504 + Penalty 3052.858785 = -1431334.459719 nChanged 9 SP:Iteration 79Q (188.800091 sec): 3 clusters Score: Raw -1434389.662350 + Penalty 3052.858785 = -1431336.803564 nChanged 10 SP:Iteration 80F (188.862783 sec): 3 clusters Score: Raw -1434393.226281 + Penalty 3052.858785 = -1431340.367495 nChanged 13 SP:Iteration 81Q (188.931961 sec): 3 clusters Score: Raw -1434398.330593 + Penalty 3052.858785 = -1431345.471807 nChanged 9 SP:Iteration 82Q (188.992332 sec): 3 clusters Score: Raw -1434403.593507 + Penalty 3052.858785 = -1431350.734722 nChanged 12 SP:Iteration 83Q (189.044323 sec): 3 clusters Score: Raw -1434409.751816 + Penalty 3052.858785 = -1431356.893030 nChanged 17 SP:Iteration 84Q (189.108769 sec): 3 clusters Score: Raw -1434415.629881 + Penalty 3052.858785 = -1431362.771096 nChanged 9 SP:Iteration 85Q (189.163881 sec): 3 clusters Score: Raw -1434419.658535 + Penalty 3052.858785 = -1431366.799749 nChanged 6 SP:Iteration 86Q (189.236195 sec): 3 clusters Score: Raw -1434422.178436 + Penalty 3052.858785 = -1431369.319651 nChanged 7 SP:Iteration 87Q (189.291448 sec): 3 clusters Score: Raw -1434424.902880 + Penalty 3052.858785 = -1431372.044095 nChanged 6 SP:Iteration 88Q (189.359651 sec): 3 clusters Score: Raw -1434426.824685 + Penalty 3052.858785 = -1431373.965900 nChanged 5 SP:Iteration 89Q (189.419050 sec): 3 clusters Score: Raw -1434428.777042 + Penalty 3052.858785 = -1431375.918256 nChanged 3 SP:Iteration 90Q (189.484221 sec): 3 clusters Score: Raw -1434429.245270 + Penalty 3052.858785 = -1431376.386484 nChanged 0 SP:Iteration 91F (189.550650 sec): 3 clusters Score: Raw -1434429.245270 + Penalty 3052.858785 = -1431376.386484 nChanged 0 Trying to split cluster 14 (5234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.573352 sec): 2 clusters Score: Raw -666072.823511 + Penalty 1391.476301 = -664681.347210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.626029 sec): 3 clusters Score: Raw -663312.762834 + Penalty 2782.952602 = -660529.810232 nChanged 2102 SP:Iteration 1F (189.689528 sec): 3 clusters Score: Raw -664385.750594 + Penalty 2782.952602 = -661602.797992 nChanged 340 SP:Iteration 2F (189.730615 sec): 3 clusters Score: Raw -664552.582783 + Penalty 2782.952602 = -661769.630181 nChanged 263 SP:Iteration 3F (189.782806 sec): 3 clusters Score: Raw -664674.030701 + Penalty 2782.952602 = -661891.078099 nChanged 208 SP:Iteration 4Q (189.835904 sec): 3 clusters Score: Raw -664773.141355 + Penalty 2782.952602 = -661990.188753 nChanged 181 SP:Iteration 5Q (189.889780 sec): 3 clusters Score: Raw -664856.772946 + Penalty 2782.952602 = -662073.820344 nChanged 175 SP:Iteration 6Q (189.943649 sec): 3 clusters Score: Raw -664937.781300 + Penalty 2782.952602 = -662154.828698 nChanged 176 SP:Iteration 7Q (190.004190 sec): 3 clusters Score: Raw -665037.361387 + Penalty 2782.952602 = -662254.408785 nChanged 180 SP:Iteration 8Q (190.050698 sec): 3 clusters Score: Raw -665146.343839 + Penalty 2782.952602 = -662363.391237 nChanged 214 SP:Iteration 9Q (190.095198 sec): 3 clusters Score: Raw -665283.572371 + Penalty 2782.952602 = -662500.619769 nChanged 205 SP:Iteration 10Q (190.151553 sec): 3 clusters Score: Raw -665422.208267 + Penalty 2782.952602 = -662639.255665 nChanged 193 SP:Iteration 11Q (190.199775 sec): 3 clusters Score: Raw -665544.267511 + Penalty 2782.952602 = -662761.314909 nChanged 177 SP:Iteration 12Q (190.238044 sec): 3 clusters Score: Raw -665679.129342 + Penalty 2782.952602 = -662896.176740 nChanged 185 SP:Iteration 13Q (190.286980 sec): 3 clusters Score: Raw -665832.973648 + Penalty 2782.952602 = -663050.021046 nChanged 147 SP:Iteration 14Q (190.338141 sec): 3 clusters Score: Raw -665959.227200 + Penalty 2782.952602 = -663176.274598 nChanged 109 SP:Iteration 15Q (190.398936 sec): 3 clusters Score: Raw -666058.913681 + Penalty 2782.952602 = -663275.961079 nChanged 87 SP:Iteration 16Q (190.445293 sec): 3 clusters Score: Raw -666141.436893 + Penalty 2782.952602 = -663358.484291 nChanged 61 SP:Iteration 17Q (190.497363 sec): 3 clusters Score: Raw -666196.923200 + Penalty 2782.952602 = -663413.970598 nChanged 26 SP:Iteration 18Q (190.542682 sec): 3 clusters Score: Raw -666219.488531 + Penalty 2782.952602 = -663436.535929 nChanged 21 SP:Iteration 19Q (190.603687 sec): 3 clusters Score: Raw -666238.025806 + Penalty 2782.952602 = -663455.073204 nChanged 16 SP:Iteration 20F (190.651799 sec): 3 clusters Score: Raw -666256.274277 + Penalty 2782.952602 = -663473.321675 nChanged 12 SP:Iteration 21Q (190.697138 sec): 3 clusters Score: Raw -666269.747964 + Penalty 2782.952602 = -663486.795362 nChanged 10 SP:Iteration 22Q (190.758880 sec): 3 clusters Score: Raw -666277.904578 + Penalty 2782.952602 = -663494.951976 nChanged 8 SP:Iteration 23Q (190.811551 sec): 3 clusters Score: Raw -666286.239050 + Penalty 2782.952602 = -663503.286448 nChanged 5 SP:Iteration 24Q (190.853662 sec): 3 clusters Score: Raw -666293.903368 + Penalty 2782.952602 = -663510.950766 nChanged 5 SP:Iteration 25Q (190.920523 sec): 3 clusters Score: Raw -666300.921285 + Penalty 2782.952602 = -663517.968683 nChanged 5 SP:Iteration 26Q (190.964929 sec): 3 clusters Score: Raw -666307.066798 + Penalty 2782.952602 = -663524.114196 nChanged 2 SP:Iteration 27Q (191.022138 sec): 3 clusters Score: Raw -666309.006656 + Penalty 2782.952602 = -663526.054054 nChanged 3 SP:Iteration 28Q (191.079527 sec): 3 clusters Score: Raw -666312.208860 + Penalty 2782.952602 = -663529.256258 nChanged 2 SP:Iteration 29Q (191.131959 sec): 3 clusters Score: Raw -666314.309800 + Penalty 2782.952602 = -663531.357198 nChanged 3 SP:Iteration 30Q (191.183348 sec): 3 clusters Score: Raw -666316.858879 + Penalty 2782.952602 = -663533.906277 nChanged 1 SP:Iteration 31Q (191.229894 sec): 3 clusters Score: Raw -666317.415293 + Penalty 2782.952602 = -663534.462691 nChanged 0 SP:Iteration 32F (191.293815 sec): 3 clusters Score: Raw -666317.415293 + Penalty 2782.952602 = -663534.462691 nChanged 0 Trying to split cluster 15 (43953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.378496 sec): 2 clusters Score: Raw -5286169.092607 + Penalty 1737.267376 = -5284431.825231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.499953 sec): 3 clusters Score: Raw -5258542.847683 + Penalty 3474.534752 = -5255068.312931 nChanged 20582 SP:Iteration 1F (191.617402 sec): 3 clusters Score: Raw -5270255.125740 + Penalty 3474.534752 = -5266780.590988 nChanged 2056 SP:Iteration 2Q (191.741134 sec): 3 clusters Score: Raw -5271050.385470 + Penalty 3474.534752 = -5267575.850718 nChanged 2195 SP:Iteration 3Q (191.854064 sec): 3 clusters Score: Raw -5272109.160544 + Penalty 3474.534752 = -5268634.625792 nChanged 2560 SP:Iteration 4F (191.977852 sec): 3 clusters Score: Raw -5273663.711558 + Penalty 3474.534752 = -5270189.176806 nChanged 2854 SP:Iteration 5F (192.082238 sec): 3 clusters Score: Raw -5275761.448337 + Penalty 3474.534752 = -5272286.913585 nChanged 2999 SP:Iteration 6F (192.193802 sec): 3 clusters Score: Raw -5278185.770437 + Penalty 3474.534752 = -5274711.235685 nChanged 2709 SP:Iteration 7F (192.299637 sec): 3 clusters Score: Raw -5280343.050527 + Penalty 3474.534752 = -5276868.515775 nChanged 2313 SP:Iteration 8F (192.414955 sec): 3 clusters Score: Raw -5281951.127160 + Penalty 3474.534752 = -5278476.592407 nChanged 1787 SP:Iteration 9Q (192.522779 sec): 3 clusters Score: Raw -5282971.583899 + Penalty 3474.534752 = -5279497.049147 nChanged 1325 SP:Iteration 10Q (192.645740 sec): 3 clusters Score: Raw -5283506.235689 + Penalty 3474.534752 = -5280031.700937 nChanged 902 SP:Iteration 11Q (192.764261 sec): 3 clusters Score: Raw -5283789.938330 + Penalty 3474.534752 = -5280315.403578 nChanged 618 SP:Iteration 12Q (192.871442 sec): 3 clusters Score: Raw -5283952.638190 + Penalty 3474.534752 = -5280478.103438 nChanged 510 SP:Iteration 13Q (192.988255 sec): 3 clusters Score: Raw -5284058.571435 + Penalty 3474.534752 = -5280584.036683 nChanged 411 SP:Iteration 14Q (193.090951 sec): 3 clusters Score: Raw -5284139.518725 + Penalty 3474.534752 = -5280664.983973 nChanged 369 SP:Iteration 15Q (193.216232 sec): 3 clusters Score: Raw -5284218.024245 + Penalty 3474.534752 = -5280743.489493 nChanged 367 SP:Iteration 16Q (193.330317 sec): 3 clusters Score: Raw -5284287.220359 + Penalty 3474.534752 = -5280812.685607 nChanged 323 SP:Iteration 17Q (193.445247 sec): 3 clusters Score: Raw -5284344.867115 + Penalty 3474.534752 = -5280870.332363 nChanged 304 SP:Iteration 18Q (193.568492 sec): 3 clusters Score: Raw -5284404.282790 + Penalty 3474.534752 = -5280929.748038 nChanged 315 SP:Iteration 19Q (193.690233 sec): 3 clusters Score: Raw -5284458.856419 + Penalty 3474.534752 = -5280984.321667 nChanged 280 SP:Iteration 20F (193.805845 sec): 3 clusters Score: Raw -5284504.993188 + Penalty 3474.534752 = -5281030.458436 nChanged 296 SP:Iteration 21Q (193.934103 sec): 3 clusters Score: Raw -5284549.181990 + Penalty 3474.534752 = -5281074.647238 nChanged 260 SP:Iteration 22Q (194.050855 sec): 3 clusters Score: Raw -5284592.017398 + Penalty 3474.534752 = -5281117.482646 nChanged 249 SP:Iteration 23Q (194.153530 sec): 3 clusters Score: Raw -5284632.900083 + Penalty 3474.534752 = -5281158.365330 nChanged 224 SP:Iteration 24Q (194.272660 sec): 3 clusters Score: Raw -5284664.300099 + Penalty 3474.534752 = -5281189.765347 nChanged 207 SP:Iteration 25Q (194.382277 sec): 3 clusters Score: Raw -5284694.988079 + Penalty 3474.534752 = -5281220.453327 nChanged 200 SP:Iteration 26Q (194.488876 sec): 3 clusters Score: Raw -5284724.071957 + Penalty 3474.534752 = -5281249.537205 nChanged 193 SP:Iteration 27Q (194.595634 sec): 3 clusters Score: Raw -5284748.159695 + Penalty 3474.534752 = -5281273.624943 nChanged 182 SP:Iteration 28Q (194.699430 sec): 3 clusters Score: Raw -5284767.694503 + Penalty 3474.534752 = -5281293.159751 nChanged 154 SP:Iteration 29Q (194.828367 sec): 3 clusters Score: Raw -5284786.176498 + Penalty 3474.534752 = -5281311.641746 nChanged 161 SP:Iteration 30Q (194.937439 sec): 3 clusters Score: Raw -5284806.294308 + Penalty 3474.534752 = -5281331.759556 nChanged 171 SP:Iteration 31Q (195.046791 sec): 3 clusters Score: Raw -5284830.234957 + Penalty 3474.534752 = -5281355.700205 nChanged 172 SP:Iteration 32Q (195.150694 sec): 3 clusters Score: Raw -5284855.147055 + Penalty 3474.534752 = -5281380.612303 nChanged 174 SP:Iteration 33Q (195.257398 sec): 3 clusters Score: Raw -5284878.411181 + Penalty 3474.534752 = -5281403.876429 nChanged 185 SP:Iteration 34Q (195.369078 sec): 3 clusters Score: Raw -5284899.162510 + Penalty 3474.534752 = -5281424.627758 nChanged 165 SP:Iteration 35Q (195.478085 sec): 3 clusters Score: Raw -5284917.733175 + Penalty 3474.534752 = -5281443.198423 nChanged 152 SP:Iteration 36Q (195.594503 sec): 3 clusters Score: Raw -5284936.840956 + Penalty 3474.534752 = -5281462.306204 nChanged 143 SP:Iteration 37Q (195.697078 sec): 3 clusters Score: Raw -5284953.672949 + Penalty 3474.534752 = -5281479.138197 nChanged 148 SP:Iteration 38Q (195.811327 sec): 3 clusters Score: Raw -5284971.989068 + Penalty 3474.534752 = -5281497.454315 nChanged 149 SP:Iteration 39Q (195.920556 sec): 3 clusters Score: Raw -5284990.910922 + Penalty 3474.534752 = -5281516.376170 nChanged 160 SP:Iteration 40F (196.025275 sec): 3 clusters Score: Raw -5285011.762081 + Penalty 3474.534752 = -5281537.227329 nChanged 167 SP:Iteration 41Q (196.143335 sec): 3 clusters Score: Raw -5285034.483011 + Penalty 3474.534752 = -5281559.948259 nChanged 172 SP:Iteration 42Q (196.248614 sec): 3 clusters Score: Raw -5285057.688224 + Penalty 3474.534752 = -5281583.153472 nChanged 203 SP:Iteration 43Q (196.353931 sec): 3 clusters Score: Raw -5285087.399301 + Penalty 3474.534752 = -5281612.864549 nChanged 212 SP:Iteration 44Q (196.468262 sec): 3 clusters Score: Raw -5285119.792728 + Penalty 3474.534752 = -5281645.257976 nChanged 213 SP:Iteration 45Q (196.571365 sec): 3 clusters Score: Raw -5285152.195814 + Penalty 3474.534752 = -5281677.661062 nChanged 207 SP:Iteration 46Q (196.671539 sec): 3 clusters Score: Raw -5285185.283167 + Penalty 3474.534752 = -5281710.748415 nChanged 218 SP:Iteration 47Q (196.781767 sec): 3 clusters Score: Raw -5285219.272324 + Penalty 3474.534752 = -5281744.737572 nChanged 223 SP:Iteration 48Q (196.899207 sec): 3 clusters Score: Raw -5285253.059223 + Penalty 3474.534752 = -5281778.524471 nChanged 211 SP:Iteration 49Q (197.012195 sec): 3 clusters Score: Raw -5285284.684160 + Penalty 3474.534752 = -5281810.149408 nChanged 198 SP:Iteration 50Q (197.119372 sec): 3 clusters Score: Raw -5285313.380749 + Penalty 3474.534752 = -5281838.845996 nChanged 197 SP:Iteration 51Q (197.231937 sec): 3 clusters Score: Raw -5285342.856970 + Penalty 3474.534752 = -5281868.322218 nChanged 181 SP:Iteration 52Q (197.339379 sec): 3 clusters Score: Raw -5285370.171774 + Penalty 3474.534752 = -5281895.637022 nChanged 174 SP:Iteration 53Q (197.448223 sec): 3 clusters Score: Raw -5285394.678740 + Penalty 3474.534752 = -5281920.143988 nChanged 175 SP:Iteration 54Q (197.558190 sec): 3 clusters Score: Raw -5285424.282120 + Penalty 3474.534752 = -5281949.747368 nChanged 190 SP:Iteration 55Q (197.660796 sec): 3 clusters Score: Raw -5285458.726879 + Penalty 3474.534752 = -5281984.192127 nChanged 204 SP:Iteration 56Q (197.763532 sec): 3 clusters Score: Raw -5285498.854874 + Penalty 3474.534752 = -5282024.320122 nChanged 223 SP:Iteration 57Q (197.868262 sec): 3 clusters Score: Raw -5285546.245807 + Penalty 3474.534752 = -5282071.711055 nChanged 229 SP:Iteration 58Q (197.982549 sec): 3 clusters Score: Raw -5285596.509368 + Penalty 3474.534752 = -5282121.974616 nChanged 238 SP:Iteration 59Q (198.072323 sec): 3 clusters Score: Raw -5285654.759630 + Penalty 3474.534752 = -5282180.224878 nChanged 265 SP:Iteration 60F (198.191543 sec): 3 clusters Score: Raw -5285717.793024 + Penalty 3474.534752 = -5282243.258272 nChanged 227 SP:Iteration 61Q (198.302716 sec): 3 clusters Score: Raw -5285770.289094 + Penalty 3474.534752 = -5282295.754341 nChanged 221 SP:Iteration 62Q (198.408986 sec): 3 clusters Score: Raw -5285815.856557 + Penalty 3474.534752 = -5282341.321805 nChanged 213 SP:Iteration 63Q (198.528419 sec): 3 clusters Score: Raw -5285861.937798 + Penalty 3474.534752 = -5282387.403046 nChanged 215 SP:Iteration 64Q (198.638119 sec): 3 clusters Score: Raw -5285909.845166 + Penalty 3474.534752 = -5282435.310414 nChanged 208 SP:Iteration 65Q (198.748231 sec): 3 clusters Score: Raw -5285963.691893 + Penalty 3474.534752 = -5282489.157141 nChanged 216 SP:Iteration 66Q (198.855721 sec): 3 clusters Score: Raw -5286018.121789 + Penalty 3474.534752 = -5282543.587037 nChanged 229 SP:Iteration 67Q (198.955604 sec): 3 clusters Score: Raw -5286081.620184 + Penalty 3474.534752 = -5282607.085432 nChanged 227 SP:Iteration 68Q (199.069231 sec): 3 clusters Score: Raw -5286143.398259 + Penalty 3474.534752 = -5282668.863506 nChanged 219 SP:Iteration 69Q (199.167781 sec): 3 clusters Score: Raw -5286205.713899 + Penalty 3474.534752 = -5282731.179147 nChanged 217 SP:Iteration 70Q (199.281631 sec): 3 clusters Score: Raw -5286268.272581 + Penalty 3474.534752 = -5282793.737829 nChanged 189 SP:Iteration 71Q (199.394042 sec): 3 clusters Score: Raw -5286315.328592 + Penalty 3474.534752 = -5282840.793839 nChanged 173 SP:Iteration 72Q (199.495799 sec): 3 clusters Score: Raw -5286358.672779 + Penalty 3474.534752 = -5282884.138027 nChanged 184 SP:Iteration 73Q (199.603608 sec): 3 clusters Score: Raw -5286409.803632 + Penalty 3474.534752 = -5282935.268880 nChanged 175 SP:Iteration 74Q (199.717109 sec): 3 clusters Score: Raw -5286459.746050 + Penalty 3474.534752 = -5282985.211298 nChanged 134 SP:Iteration 75Q (199.826714 sec): 3 clusters Score: Raw -5286497.057546 + Penalty 3474.534752 = -5283022.522794 nChanged 115 SP:Iteration 76Q (199.936746 sec): 3 clusters Score: Raw -5286527.719198 + Penalty 3474.534752 = -5283053.184446 nChanged 108 SP:Iteration 77Q (200.049883 sec): 3 clusters Score: Raw -5286558.716198 + Penalty 3474.534752 = -5283084.181446 nChanged 98 SP:Iteration 78Q (200.159616 sec): 3 clusters Score: Raw -5286583.862278 + Penalty 3474.534752 = -5283109.327526 nChanged 79 SP:Iteration 79Q (200.271278 sec): 3 clusters Score: Raw -5286602.876819 + Penalty 3474.534752 = -5283128.342067 nChanged 66 SP:Iteration 80F (200.391188 sec): 3 clusters Score: Raw -5286622.351622 + Penalty 3474.534752 = -5283147.816869 nChanged 73 SP:Iteration 81Q (200.503610 sec): 3 clusters Score: Raw -5286639.256341 + Penalty 3474.534752 = -5283164.721589 nChanged 58 SP:Iteration 82Q (200.614802 sec): 3 clusters Score: Raw -5286653.072867 + Penalty 3474.534752 = -5283178.538115 nChanged 55 SP:Iteration 83Q (200.722045 sec): 3 clusters Score: Raw -5286665.322286 + Penalty 3474.534752 = -5283190.787534 nChanged 45 SP:Iteration 84Q (200.830686 sec): 3 clusters Score: Raw -5286673.043976 + Penalty 3474.534752 = -5283198.509224 nChanged 41 SP:Iteration 85Q (200.932611 sec): 3 clusters Score: Raw -5286679.844724 + Penalty 3474.534752 = -5283205.309972 nChanged 34 SP:Iteration 86Q (201.041299 sec): 3 clusters Score: Raw -5286685.145739 + Penalty 3474.534752 = -5283210.610987 nChanged 28 SP:Iteration 87Q (201.149453 sec): 3 clusters Score: Raw -5286691.091669 + Penalty 3474.534752 = -5283216.556917 nChanged 31 SP:Iteration 88Q (201.252574 sec): 3 clusters Score: Raw -5286698.474464 + Penalty 3474.534752 = -5283223.939712 nChanged 30 SP:Iteration 89Q (201.356151 sec): 3 clusters Score: Raw -5286704.674243 + Penalty 3474.534752 = -5283230.139491 nChanged 20 SP:Iteration 90Q (201.464224 sec): 3 clusters Score: Raw -5286707.825523 + Penalty 3474.534752 = -5283233.290771 nChanged 20 SP:Iteration 91Q (201.573394 sec): 3 clusters Score: Raw -5286711.204081 + Penalty 3474.534752 = -5283236.669329 nChanged 18 SP:Iteration 92Q (201.678062 sec): 3 clusters Score: Raw -5286714.247672 + Penalty 3474.534752 = -5283239.712920 nChanged 18 SP:Iteration 93Q (201.781788 sec): 3 clusters Score: Raw -5286717.748620 + Penalty 3474.534752 = -5283243.213868 nChanged 21 SP:Iteration 94Q (201.877383 sec): 3 clusters Score: Raw -5286721.669092 + Penalty 3474.534752 = -5283247.134339 nChanged 20 SP:Iteration 95Q (201.980110 sec): 3 clusters Score: Raw -5286723.831074 + Penalty 3474.534752 = -5283249.296322 nChanged 15 SP:Iteration 96Q (202.087436 sec): 3 clusters Score: Raw -5286726.925198 + Penalty 3474.534752 = -5283252.390446 nChanged 14 SP:Iteration 97Q (202.176615 sec): 3 clusters Score: Raw -5286729.069133 + Penalty 3474.534752 = -5283254.534381 nChanged 14 SP:Iteration 98Q (202.276435 sec): 3 clusters Score: Raw -5286730.899006 + Penalty 3474.534752 = -5283256.364254 nChanged 16 SP:Iteration 99Q (202.374061 sec): 3 clusters Score: Raw -5286733.542757 + Penalty 3474.534752 = -5283259.008005 nChanged 13 SP:Iteration 100F (202.489861 sec): 3 clusters Score: Raw -5286734.905433 + Penalty 3474.534752 = -5283260.370681 nChanged 7 SP:Iteration 101Q (202.590388 sec): 3 clusters Score: Raw -5286735.722476 + Penalty 3474.534752 = -5283261.187724 nChanged 8 SP:Iteration 102Q (202.684197 sec): 3 clusters Score: Raw -5286737.181353 + Penalty 3474.534752 = -5283262.646601 nChanged 12 SP:Iteration 103Q (202.793277 sec): 3 clusters Score: Raw -5286738.348696 + Penalty 3474.534752 = -5283263.813944 nChanged 8 SP:Iteration 104Q (202.899999 sec): 3 clusters Score: Raw -5286739.581211 + Penalty 3474.534752 = -5283265.046459 nChanged 6 SP:Iteration 105Q (203.015868 sec): 3 clusters Score: Raw -5286740.627602 + Penalty 3474.534752 = -5283266.092850 nChanged 5 SP:Iteration 106Q (203.111477 sec): 3 clusters Score: Raw -5286741.355141 + Penalty 3474.534752 = -5283266.820389 nChanged 5 SP:Iteration 107Q (203.221458 sec): 3 clusters Score: Raw -5286742.390093 + Penalty 3474.534752 = -5283267.855341 nChanged 8 SP:Iteration 108Q (203.336012 sec): 3 clusters Score: Raw -5286743.494749 + Penalty 3474.534752 = -5283268.959997 nChanged 3 SP:Iteration 109Q (203.448506 sec): 3 clusters Score: Raw -5286743.954850 + Penalty 3474.534752 = -5283269.420098 nChanged 2 SP:Iteration 110Q (203.548247 sec): 3 clusters Score: Raw -5286744.259940 + Penalty 3474.534752 = -5283269.725188 nChanged 3 SP:Iteration 111Q (203.652027 sec): 3 clusters Score: Raw -5286744.487120 + Penalty 3474.534752 = -5283269.952368 nChanged 4 SP:Iteration 112Q (203.743430 sec): 3 clusters Score: Raw -5286745.099142 + Penalty 3474.534752 = -5283270.564390 nChanged 3 SP:Iteration 113Q (203.852008 sec): 3 clusters Score: Raw -5286745.342297 + Penalty 3474.534752 = -5283270.807545 nChanged 2 SP:Iteration 114Q (203.962280 sec): 3 clusters Score: Raw -5286745.539825 + Penalty 3474.534752 = -5283271.005073 nChanged 1 SP:Iteration 115Q (204.062600 sec): 3 clusters Score: Raw -5286745.604525 + Penalty 3474.534752 = -5283271.069773 nChanged 1 SP:Iteration 116Q (204.167026 sec): 3 clusters Score: Raw -5286745.696375 + Penalty 3474.534752 = -5283271.161623 nChanged 0 SP:Iteration 117F (204.273283 sec): 3 clusters Score: Raw -5286745.696375 + Penalty 3474.534752 = -5283271.161623 nChanged 0 Trying to split cluster 16 (2803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (204.307458 sec): 2 clusters Score: Raw -328227.393647 + Penalty 1289.997402 = -326937.396245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (204.355558 sec): 3 clusters Score: Raw -326933.133977 + Penalty 2579.994804 = -324353.139173 nChanged 1077 SP:Iteration 1F (204.398944 sec): 3 clusters Score: Raw -327723.847432 + Penalty 2579.994804 = -325143.852628 nChanged 283 SP:Iteration 2F (204.444584 sec): 3 clusters Score: Raw -328056.424213 + Penalty 2579.994804 = -325476.429408 nChanged 255 SP:Iteration 3F (204.498530 sec): 3 clusters Score: Raw -328411.197241 + Penalty 2579.994804 = -325831.202437 nChanged 220 SP:Iteration 4F (204.541872 sec): 3 clusters Score: Raw -328708.202173 + Penalty 2579.994804 = -326128.207369 nChanged 181 SP:Iteration 5F (204.593640 sec): 3 clusters Score: Raw -328958.952560 + Penalty 2579.994804 = -326378.957756 nChanged 134 SP:Iteration 6Q (204.630223 sec): 3 clusters Score: Raw -329108.982665 + Penalty 2579.994804 = -326528.987860 nChanged 84 SP:Iteration 7Q (204.687052 sec): 3 clusters Score: Raw -329203.078356 + Penalty 2579.994804 = -326623.083552 nChanged 61 SP:Iteration 8Q (204.745197 sec): 3 clusters Score: Raw -329276.257066 + Penalty 2579.994804 = -326696.262262 nChanged 52 SP:Iteration 9Q (204.800424 sec): 3 clusters Score: Raw -329330.452188 + Penalty 2579.994804 = -326750.457384 nChanged 55 SP:Iteration 10Q (204.847867 sec): 3 clusters Score: Raw -329367.501575 + Penalty 2579.994804 = -326787.506771 nChanged 34 SP:Iteration 11Q (204.902717 sec): 3 clusters Score: Raw -329388.183939 + Penalty 2579.994804 = -326808.189135 nChanged 24 SP:Iteration 12Q (204.960738 sec): 3 clusters Score: Raw -329397.863385 + Penalty 2579.994804 = -326817.868581 nChanged 14 SP:Iteration 13Q (205.005280 sec): 3 clusters Score: Raw -329404.303984 + Penalty 2579.994804 = -326824.309180 nChanged 12 SP:Iteration 14Q (205.061322 sec): 3 clusters Score: Raw -329410.840319 + Penalty 2579.994804 = -326830.845515 nChanged 10 SP:Iteration 15Q (205.124206 sec): 3 clusters Score: Raw -329415.456888 + Penalty 2579.994804 = -326835.462083 nChanged 6 SP:Iteration 16Q (205.168864 sec): 3 clusters Score: Raw -329417.784082 + Penalty 2579.994804 = -326837.789278 nChanged 7 SP:Iteration 17Q (205.220832 sec): 3 clusters Score: Raw -329420.331010 + Penalty 2579.994804 = -326840.336206 nChanged 6 SP:Iteration 18Q (205.280122 sec): 3 clusters Score: Raw -329422.432481 + Penalty 2579.994804 = -326842.437677 nChanged 2 SP:Iteration 19Q (205.325874 sec): 3 clusters Score: Raw -329423.493043 + Penalty 2579.994804 = -326843.498239 nChanged 3 SP:Iteration 20F (205.373135 sec): 3 clusters Score: Raw -329424.731894 + Penalty 2579.994804 = -326844.737090 nChanged 3 SP:Iteration 21Q (205.424909 sec): 3 clusters Score: Raw -329425.766881 + Penalty 2579.994804 = -326845.772077 nChanged 2 SP:Iteration 22Q (205.471795 sec): 3 clusters Score: Raw -329426.691157 + Penalty 2579.994804 = -326846.696353 nChanged 1 SP:Iteration 23Q (205.522402 sec): 3 clusters Score: Raw -329427.364738 + Penalty 2579.994804 = -326847.369934 nChanged 5 SP:Iteration 24Q (205.572008 sec): 3 clusters Score: Raw -329430.469339 + Penalty 2579.994804 = -326850.474535 nChanged 6 SP:Iteration 25Q (205.618450 sec): 3 clusters Score: Raw -329433.841477 + Penalty 2579.994804 = -326853.846672 nChanged 8 SP:Iteration 26Q (205.659419 sec): 3 clusters Score: Raw -329437.772291 + Penalty 2579.994804 = -326857.777487 nChanged 8 SP:Iteration 27Q (205.700249 sec): 3 clusters Score: Raw -329440.848921 + Penalty 2579.994804 = -326860.854117 nChanged 6 SP:Iteration 28Q (205.742667 sec): 3 clusters Score: Raw -329442.050915 + Penalty 2579.994804 = -326862.056111 nChanged 2 SP:Iteration 29Q (205.776178 sec): 3 clusters Score: Raw -329442.620992 + Penalty 2579.994804 = -326862.626187 nChanged 1 SP:Iteration 30Q (205.815716 sec): 3 clusters Score: Raw -329443.814874 + Penalty 2579.994804 = -326863.820070 nChanged 3 SP:Iteration 31Q (205.860594 sec): 3 clusters Score: Raw -329444.765848 + Penalty 2579.994804 = -326864.771044 nChanged 1 SP:Iteration 32Q (205.901729 sec): 3 clusters Score: Raw -329444.866491 + Penalty 2579.994804 = -326864.871687 nChanged 1 SP:Iteration 33Q (205.936627 sec): 3 clusters Score: Raw -329445.026612 + Penalty 2579.994804 = -326865.031808 nChanged 0 SP:Iteration 34F (205.985130 sec): 3 clusters Score: Raw -329445.026612 + Penalty 2579.994804 = -326865.031808 nChanged 0 Trying to split cluster 18 (22237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.034171 sec): 2 clusters Score: Raw -2615511.702700 + Penalty 1626.545838 = -2613885.156862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.117576 sec): 3 clusters Score: Raw -2601985.164180 + Penalty 3253.091675 = -2598732.072504 nChanged 10177 SP:Iteration 1F (206.202635 sec): 3 clusters Score: Raw -2607548.805471 + Penalty 3253.091675 = -2604295.713795 nChanged 1096 SP:Iteration 2Q (206.289806 sec): 3 clusters Score: Raw -2607948.828860 + Penalty 3253.091675 = -2604695.737185 nChanged 991 SP:Iteration 3Q (206.370456 sec): 3 clusters Score: Raw -2608298.756274 + Penalty 3253.091675 = -2605045.664599 nChanged 978 SP:Iteration 4Q (206.450122 sec): 3 clusters Score: Raw -2608677.706882 + Penalty 3253.091675 = -2605424.615206 nChanged 982 SP:Iteration 5Q (206.526385 sec): 3 clusters Score: Raw -2609107.262058 + Penalty 3253.091675 = -2605854.170383 nChanged 1122 SP:Iteration 6F (206.611656 sec): 3 clusters Score: Raw -2609665.970705 + Penalty 3253.091675 = -2606412.879030 nChanged 1161 SP:Iteration 7F (206.682165 sec): 3 clusters Score: Raw -2610335.837334 + Penalty 3253.091675 = -2607082.745658 nChanged 1237 SP:Iteration 8F (206.754492 sec): 3 clusters Score: Raw -2611149.834208 + Penalty 3253.091675 = -2607896.742533 nChanged 1292 SP:Iteration 9F (206.837369 sec): 3 clusters Score: Raw -2612121.946232 + Penalty 3253.091675 = -2608868.854557 nChanged 1210 SP:Iteration 10F (206.907291 sec): 3 clusters Score: Raw -2613050.023179 + Penalty 3253.091675 = -2609796.931504 nChanged 993 SP:Iteration 11Q (206.988612 sec): 3 clusters Score: Raw -2613797.924427 + Penalty 3253.091675 = -2610544.832751 nChanged 796 SP:Iteration 12Q (207.061600 sec): 3 clusters Score: Raw -2614362.094094 + Penalty 3253.091675 = -2611109.002418 nChanged 603 SP:Iteration 13Q (207.144684 sec): 3 clusters Score: Raw -2614778.014370 + Penalty 3253.091675 = -2611524.922695 nChanged 430 SP:Iteration 14Q (207.228606 sec): 3 clusters Score: Raw -2615091.580379 + Penalty 3253.091675 = -2611838.488704 nChanged 340 SP:Iteration 15Q (207.301057 sec): 3 clusters Score: Raw -2615333.959046 + Penalty 3253.091675 = -2612080.867370 nChanged 272 SP:Iteration 16Q (207.380794 sec): 3 clusters Score: Raw -2615513.582638 + Penalty 3253.091675 = -2612260.490963 nChanged 219 SP:Iteration 17Q (207.445828 sec): 3 clusters Score: Raw -2615662.727569 + Penalty 3253.091675 = -2612409.635894 nChanged 205 SP:Iteration 18Q (207.517872 sec): 3 clusters Score: Raw -2615783.449480 + Penalty 3253.091675 = -2612530.357805 nChanged 176 SP:Iteration 19Q (207.585154 sec): 3 clusters Score: Raw -2615876.537284 + Penalty 3253.091675 = -2612623.445609 nChanged 128 SP:Iteration 20F (207.669443 sec): 3 clusters Score: Raw -2615942.546370 + Penalty 3253.091675 = -2612689.454695 nChanged 97 SP:Iteration 21Q (207.743370 sec): 3 clusters Score: Raw -2615990.799702 + Penalty 3253.091675 = -2612737.708027 nChanged 82 SP:Iteration 22Q (207.812792 sec): 3 clusters Score: Raw -2616043.576232 + Penalty 3253.091675 = -2612790.484557 nChanged 88 SP:Iteration 23Q (207.885398 sec): 3 clusters Score: Raw -2616113.081230 + Penalty 3253.091675 = -2612859.989555 nChanged 88 SP:Iteration 24Q (207.955642 sec): 3 clusters Score: Raw -2616161.040604 + Penalty 3253.091675 = -2612907.948928 nChanged 88 SP:Iteration 25Q (208.033093 sec): 3 clusters Score: Raw -2616198.175788 + Penalty 3253.091675 = -2612945.084113 nChanged 64 SP:Iteration 26Q (208.101479 sec): 3 clusters Score: Raw -2616222.343054 + Penalty 3253.091675 = -2612969.251378 nChanged 61 SP:Iteration 27Q (208.166623 sec): 3 clusters Score: Raw -2616243.339260 + Penalty 3253.091675 = -2612990.247585 nChanged 43 SP:Iteration 28Q (208.246213 sec): 3 clusters Score: Raw -2616261.682731 + Penalty 3253.091675 = -2613008.591055 nChanged 39 SP:Iteration 29Q (208.319096 sec): 3 clusters Score: Raw -2616275.920749 + Penalty 3253.091675 = -2613022.829073 nChanged 29 SP:Iteration 30Q (208.382825 sec): 3 clusters Score: Raw -2616282.053927 + Penalty 3253.091675 = -2613028.962252 nChanged 24 SP:Iteration 31Q (208.458824 sec): 3 clusters Score: Raw -2616287.800807 + Penalty 3253.091675 = -2613034.709132 nChanged 17 SP:Iteration 32Q (208.528112 sec): 3 clusters Score: Raw -2616291.633086 + Penalty 3253.091675 = -2613038.541411 nChanged 13 SP:Iteration 33Q (208.589470 sec): 3 clusters Score: Raw -2616294.489441 + Penalty 3253.091675 = -2613041.397766 nChanged 7 SP:Iteration 34Q (208.663364 sec): 3 clusters Score: Raw -2616295.663498 + Penalty 3253.091675 = -2613042.571823 nChanged 7 SP:Iteration 35Q (208.732836 sec): 3 clusters Score: Raw -2616296.523717 + Penalty 3253.091675 = -2613043.432042 nChanged 5 SP:Iteration 36Q (208.808398 sec): 3 clusters Score: Raw -2616297.237616 + Penalty 3253.091675 = -2613044.145940 nChanged 2 SP:Iteration 37Q (208.875914 sec): 3 clusters Score: Raw -2616297.348788 + Penalty 3253.091675 = -2613044.257113 nChanged 1 SP:Iteration 38Q (208.951609 sec): 3 clusters Score: Raw -2616297.412571 + Penalty 3253.091675 = -2613044.320895 nChanged 0 SP:Iteration 39F (209.027419 sec): 3 clusters Score: Raw -2616297.412571 + Penalty 3253.091675 = -2613044.320895 nChanged 0 Iteration 20F (215.181976 sec): 20 clusters Score: Raw -56436109.521477 + Penalty 40351.405444 = -56395758.116033 nChanged 10048 Iteration 21Q (218.050490 sec): 20 clusters Score: Raw -56441372.202272 + Penalty 40351.405444 = -56401020.796828 nChanged 6980 Iteration 22Q (220.867343 sec): 20 clusters Score: Raw -56444685.891233 + Penalty 40351.405444 = -56404334.485790 nChanged 5897 Iteration 23Q (223.717403 sec): 20 clusters Score: Raw -56447020.202621 + Penalty 40351.405444 = -56406668.797177 nChanged 5106 Iteration 24Q (226.490777 sec): 20 clusters Score: Raw -56448660.348784 + Penalty 40351.405444 = -56408308.943340 nChanged 4481 Iteration 25Q (229.211295 sec): 20 clusters Score: Raw -56449882.498783 + Penalty 40351.405444 = -56409531.093340 nChanged 4033 Iteration 26Q (231.966612 sec): 20 clusters Score: Raw -56450896.837678 + Penalty 40351.405444 = -56410545.432234 nChanged 3581 Iteration 27Q (234.745918 sec): 20 clusters Score: Raw -56451702.246252 + Penalty 40351.405444 = -56411350.840808 nChanged 3205 Iteration 28Q (237.473820 sec): 20 clusters Score: Raw -56452380.589706 + Penalty 40351.405444 = -56412029.184263 nChanged 2942 Iteration 29Q (240.230616 sec): 20 clusters Score: Raw -56452935.676435 + Penalty 40351.405444 = -56412584.270991 nChanged 2668 Iteration 30Q (242.979379 sec): 20 clusters Score: Raw -56453415.673343 + Penalty 40351.405444 = -56413064.267900 nChanged 2433 Iteration 31Q (245.793653 sec): 20 clusters Score: Raw -56453839.427350 + Penalty 40351.405444 = -56413488.021907 nChanged 2224 Iteration 32Q (248.540772 sec): 20 clusters Score: Raw -56454213.701131 + Penalty 40351.405444 = -56413862.295687 nChanged 2124 Iteration 33Q (251.261332 sec): 20 clusters Score: Raw -56454569.484280 + Penalty 40351.405444 = -56414218.078836 nChanged 2023 Iteration 34Q (254.027935 sec): 20 clusters Score: Raw -56454909.087418 + Penalty 40351.405444 = -56414557.681975 nChanged 1911 Iteration 35Q (256.839809 sec): 20 clusters Score: Raw -56455234.660548 + Penalty 40351.405444 = -56414883.255104 nChanged 1850 Iteration 36Q (259.710452 sec): 20 clusters Score: Raw -56455546.492008 + Penalty 40351.405444 = -56415195.086564 nChanged 1794 Iteration 37Q (262.480471 sec): 20 clusters Score: Raw -56455875.986165 + Penalty 40351.405444 = -56415524.580721 nChanged 1727 Iteration 38Q (265.309623 sec): 20 clusters Score: Raw -56456178.777854 + Penalty 40351.405444 = -56415827.372411 nChanged 1602 Iteration 39Q (268.128593 sec): 20 clusters Score: Raw -56456457.804036 + Penalty 40351.405444 = -56416106.398592 nChanged 1441 Iteration 40F (274.116994 sec): 20 clusters Score: Raw -56456911.292139 + Penalty 40351.405444 = -56416559.886695 nChanged 1471 Iteration 41Q (276.766122 sec): 20 clusters Score: Raw -56457307.331872 + Penalty 40351.405444 = -56416955.926428 nChanged 1448 Iteration 42Q (279.678885 sec): 20 clusters Score: Raw -56457625.081598 + Penalty 40351.405444 = -56417273.676154 nChanged 1443 Iteration 43Q (282.619583 sec): 20 clusters Score: Raw -56457925.934862 + Penalty 40351.405444 = -56417574.529418 nChanged 1380 Iteration 44Q (285.508435 sec): 20 clusters Score: Raw -56458199.629790 + Penalty 40351.405444 = -56417848.224346 nChanged 1281 Iteration 45Q (288.444450 sec): 20 clusters Score: Raw -56458467.380590 + Penalty 40351.405444 = -56418115.975146 nChanged 1230 Iteration 46Q (291.352563 sec): 20 clusters Score: Raw -56458674.171612 + Penalty 40351.405444 = -56418322.766168 nChanged 1133 Iteration 47Q (294.164851 sec): 20 clusters Score: Raw -56458892.783890 + Penalty 40351.405444 = -56418541.378447 nChanged 1131 Iteration 48Q (296.930920 sec): 20 clusters Score: Raw -56459127.930291 + Penalty 40351.405444 = -56418776.524847 nChanged 1216 Iteration 49Q (299.737712 sec): 20 clusters Score: Raw -56459413.968832 + Penalty 40351.405444 = -56419062.563388 nChanged 1206 Iteration 50Q (302.461045 sec): 20 clusters Score: Raw -56459749.532835 + Penalty 40351.405444 = -56419398.127391 nChanged 1288 Iteration 51Q (305.059096 sec): 20 clusters Score: Raw -56460181.167898 + Penalty 40351.405444 = -56419829.762455 nChanged 1445 Iteration 52Q (307.697645 sec): 20 clusters Score: Raw -56460754.482640 + Penalty 40351.405444 = -56420403.077196 nChanged 1582 Iteration 53Q (310.307455 sec): 20 clusters Score: Raw -56461420.164321 + Penalty 40351.405444 = -56421068.758878 nChanged 1678 Iteration 54Q (312.924160 sec): 20 clusters Score: Raw -56462167.766241 + Penalty 40351.405444 = -56421816.360797 nChanged 1749 Iteration 55Q (315.527956 sec): 20 clusters Score: Raw -56462873.421567 + Penalty 40351.405444 = -56422522.016124 nChanged 1770 Iteration 56Q (318.125636 sec): 20 clusters Score: Raw -56463506.053701 + Penalty 40351.405444 = -56423154.648258 nChanged 1645 Iteration 57Q (320.722290 sec): 20 clusters Score: Raw -56464056.749951 + Penalty 40351.405444 = -56423705.344507 nChanged 1510 Iteration 58Q (323.302064 sec): 20 clusters Score: Raw -56464542.105847 + Penalty 40351.405444 = -56424190.700403 nChanged 1453 Writing temp clu file Because OldScore, -56423705.344507, is greater than current (better) Score,-56424190.700403 Compute initial score before splitting: Score: Raw -56464542.105847 + Penalty 40351.405444 = -56424190.700403 Trying to split cluster 1 (7248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (323.414776 sec): 2 clusters Score: Raw -860816.002130 + Penalty 1444.378138 = -859371.623992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (323.439030 sec): 3 clusters Score: Raw -856902.274682 + Penalty 2888.756276 = -854013.518407 nChanged 2984 SP:Iteration 1F (323.462789 sec): 3 clusters Score: Raw -858499.310784 + Penalty 2888.756276 = -855610.554509 nChanged 474 SP:Iteration 2F (323.486333 sec): 3 clusters Score: Raw -858723.708457 + Penalty 2888.756276 = -855834.952182 nChanged 399 SP:Iteration 3F (323.509827 sec): 3 clusters Score: Raw -858912.605397 + Penalty 2888.756276 = -856023.849121 nChanged 329 SP:Iteration 4Q (323.533658 sec): 3 clusters Score: Raw -859076.272831 + Penalty 2888.756276 = -856187.516556 nChanged 305 SP:Iteration 5Q (323.557255 sec): 3 clusters Score: Raw -859235.833259 + Penalty 2888.756276 = -856347.076984 nChanged 305 SP:Iteration 6Q (323.604984 sec): 3 clusters Score: Raw -859367.634807 + Penalty 2888.756276 = -856478.878532 nChanged 239 SP:Iteration 7Q (323.654153 sec): 3 clusters Score: Raw -859466.919502 + Penalty 2888.756276 = -856578.163226 nChanged 229 SP:Iteration 8Q (323.716110 sec): 3 clusters Score: Raw -859575.668210 + Penalty 2888.756276 = -856686.911935 nChanged 229 SP:Iteration 9Q (323.727804 sec): 3 clusters Score: Raw -859672.386614 + Penalty 2888.756276 = -856783.630339 nChanged 193 SP:Iteration 10Q (323.751721 sec): 3 clusters Score: Raw -859755.794975 + Penalty 2888.756276 = -856867.038700 nChanged 193 SP:Iteration 11Q (323.785525 sec): 3 clusters Score: Raw -859844.212171 + Penalty 2888.756276 = -856955.455895 nChanged 214 SP:Iteration 12Q (323.809117 sec): 3 clusters Score: Raw -859947.287509 + Penalty 2888.756276 = -857058.531233 nChanged 201 SP:Iteration 13Q (323.832572 sec): 3 clusters Score: Raw -860057.348986 + Penalty 2888.756276 = -857168.592710 nChanged 214 SP:Iteration 14Q (323.856029 sec): 3 clusters Score: Raw -860181.542971 + Penalty 2888.756276 = -857292.786696 nChanged 212 SP:Iteration 15Q (323.879575 sec): 3 clusters Score: Raw -860322.183689 + Penalty 2888.756276 = -857433.427414 nChanged 199 SP:Iteration 16Q (323.902954 sec): 3 clusters Score: Raw -860446.106945 + Penalty 2888.756276 = -857557.350670 nChanged 158 SP:Iteration 17Q (323.926383 sec): 3 clusters Score: Raw -860538.449945 + Penalty 2888.756276 = -857649.693669 nChanged 137 SP:Iteration 18Q (323.949746 sec): 3 clusters Score: Raw -860611.019466 + Penalty 2888.756276 = -857722.263190 nChanged 124 SP:Iteration 19Q (323.972921 sec): 3 clusters Score: Raw -860671.930345 + Penalty 2888.756276 = -857783.174069 nChanged 99 SP:Iteration 20F (323.996503 sec): 3 clusters Score: Raw -860716.750417 + Penalty 2888.756276 = -857827.994141 nChanged 92 SP:Iteration 21Q (324.019536 sec): 3 clusters Score: Raw -860766.767704 + Penalty 2888.756276 = -857878.011428 nChanged 84 SP:Iteration 22Q (324.042317 sec): 3 clusters Score: Raw -860804.801089 + Penalty 2888.756276 = -857916.044814 nChanged 81 SP:Iteration 23Q (324.065110 sec): 3 clusters Score: Raw -860833.959455 + Penalty 2888.756276 = -857945.203180 nChanged 58 SP:Iteration 24Q (324.087763 sec): 3 clusters Score: Raw -860857.636831 + Penalty 2888.756276 = -857968.880555 nChanged 48 SP:Iteration 25Q (324.110254 sec): 3 clusters Score: Raw -860873.740057 + Penalty 2888.756276 = -857984.983781 nChanged 38 SP:Iteration 26Q (324.132711 sec): 3 clusters Score: Raw -860892.266080 + Penalty 2888.756276 = -858003.509804 nChanged 39 SP:Iteration 27Q (324.155391 sec): 3 clusters Score: Raw -860909.552062 + Penalty 2888.756276 = -858020.795787 nChanged 32 SP:Iteration 28Q (324.177867 sec): 3 clusters Score: Raw -860922.641982 + Penalty 2888.756276 = -858033.885707 nChanged 30 SP:Iteration 29Q (324.200467 sec): 3 clusters Score: Raw -860934.690244 + Penalty 2888.756276 = -858045.933968 nChanged 24 SP:Iteration 30Q (324.222911 sec): 3 clusters Score: Raw -860947.112155 + Penalty 2888.756276 = -858058.355880 nChanged 33 SP:Iteration 31Q (324.245309 sec): 3 clusters Score: Raw -860961.402583 + Penalty 2888.756276 = -858072.646307 nChanged 36 SP:Iteration 32Q (324.267636 sec): 3 clusters Score: Raw -860976.273204 + Penalty 2888.756276 = -858087.516929 nChanged 32 SP:Iteration 33Q (324.290023 sec): 3 clusters Score: Raw -860989.566815 + Penalty 2888.756276 = -858100.810540 nChanged 30 SP:Iteration 34Q (324.312325 sec): 3 clusters Score: Raw -861005.554146 + Penalty 2888.756276 = -858116.797870 nChanged 22 SP:Iteration 35Q (324.334626 sec): 3 clusters Score: Raw -861012.835896 + Penalty 2888.756276 = -858124.079620 nChanged 21 SP:Iteration 36Q (324.357062 sec): 3 clusters Score: Raw -861020.823508 + Penalty 2888.756276 = -858132.067232 nChanged 16 SP:Iteration 37Q (324.379261 sec): 3 clusters Score: Raw -861025.589041 + Penalty 2888.756276 = -858136.832765 nChanged 7 SP:Iteration 38Q (324.401396 sec): 3 clusters Score: Raw -861027.337265 + Penalty 2888.756276 = -858138.580990 nChanged 7 SP:Iteration 39Q (324.423675 sec): 3 clusters Score: Raw -861029.191725 + Penalty 2888.756276 = -858140.435450 nChanged 5 SP:Iteration 40F (324.447238 sec): 3 clusters Score: Raw -861030.549233 + Penalty 2888.756276 = -858141.792958 nChanged 5 SP:Iteration 41Q (324.469347 sec): 3 clusters Score: Raw -861032.245814 + Penalty 2888.756276 = -858143.489538 nChanged 5 SP:Iteration 42Q (324.491721 sec): 3 clusters Score: Raw -861033.493680 + Penalty 2888.756276 = -858144.737405 nChanged 5 SP:Iteration 43Q (324.514132 sec): 3 clusters Score: Raw -861034.743605 + Penalty 2888.756276 = -858145.987330 nChanged 1 SP:Iteration 44Q (324.537705 sec): 3 clusters Score: Raw -861034.793654 + Penalty 2888.756276 = -858146.037378 nChanged 2 SP:Iteration 45Q (324.559844 sec): 3 clusters Score: Raw -861035.001256 + Penalty 2888.756276 = -858146.244980 nChanged 2 SP:Iteration 46Q (324.581981 sec): 3 clusters Score: Raw -861035.375592 + Penalty 2888.756276 = -858146.619317 nChanged 0 SP:Iteration 47F (324.605511 sec): 3 clusters Score: Raw -861035.375592 + Penalty 2888.756276 = -858146.619317 nChanged 0 Trying to split cluster 2 (26041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (324.649245 sec): 2 clusters Score: Raw -3225342.430622 + Penalty 1652.206968 = -3223690.223654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (324.705640 sec): 3 clusters Score: Raw -3209304.053779 + Penalty 3304.413937 = -3205999.639842 nChanged 11863 SP:Iteration 1F (324.758121 sec): 3 clusters Score: Raw -3216019.169442 + Penalty 3304.413937 = -3212714.755505 nChanged 1296 SP:Iteration 2Q (324.812833 sec): 3 clusters Score: Raw -3216497.995980 + Penalty 3304.413937 = -3213193.582043 nChanged 1220 SP:Iteration 3Q (324.866661 sec): 3 clusters Score: Raw -3216923.482701 + Penalty 3304.413937 = -3213619.068764 nChanged 1148 SP:Iteration 4Q (324.920811 sec): 3 clusters Score: Raw -3217379.241616 + Penalty 3304.413937 = -3214074.827679 nChanged 1239 SP:Iteration 5Q (324.974707 sec): 3 clusters Score: Raw -3217925.222190 + Penalty 3304.413937 = -3214620.808253 nChanged 1393 SP:Iteration 6F (325.027189 sec): 3 clusters Score: Raw -3218686.227991 + Penalty 3304.413937 = -3215381.814054 nChanged 1613 SP:Iteration 7F (325.082313 sec): 3 clusters Score: Raw -3219737.527678 + Penalty 3304.413937 = -3216433.113741 nChanged 1863 SP:Iteration 8F (325.134664 sec): 3 clusters Score: Raw -3221067.159558 + Penalty 3304.413937 = -3217762.745622 nChanged 1784 SP:Iteration 9F (325.187397 sec): 3 clusters Score: Raw -3222361.319619 + Penalty 3304.413937 = -3219056.905682 nChanged 1566 SP:Iteration 10F (325.239949 sec): 3 clusters Score: Raw -3223362.271605 + Penalty 3304.413937 = -3220057.857669 nChanged 1165 SP:Iteration 11Q (325.293636 sec): 3 clusters Score: Raw -3223987.862677 + Penalty 3304.413937 = -3220683.448740 nChanged 877 SP:Iteration 12Q (325.347790 sec): 3 clusters Score: Raw -3224352.435436 + Penalty 3304.413937 = -3221048.021499 nChanged 565 SP:Iteration 13Q (325.401708 sec): 3 clusters Score: Raw -3224553.821351 + Penalty 3304.413937 = -3221249.407414 nChanged 432 SP:Iteration 14Q (325.455820 sec): 3 clusters Score: Raw -3224680.657815 + Penalty 3304.413937 = -3221376.243878 nChanged 327 SP:Iteration 15Q (325.509623 sec): 3 clusters Score: Raw -3224766.756118 + Penalty 3304.413937 = -3221462.342181 nChanged 300 SP:Iteration 16Q (325.563162 sec): 3 clusters Score: Raw -3224836.934607 + Penalty 3304.413937 = -3221532.520670 nChanged 266 SP:Iteration 17Q (325.616648 sec): 3 clusters Score: Raw -3224901.128097 + Penalty 3304.413937 = -3221596.714160 nChanged 250 SP:Iteration 18Q (325.670210 sec): 3 clusters Score: Raw -3224961.117116 + Penalty 3304.413937 = -3221656.703179 nChanged 235 SP:Iteration 19Q (325.723835 sec): 3 clusters Score: Raw -3225015.149562 + Penalty 3304.413937 = -3221710.735626 nChanged 232 SP:Iteration 20F (325.776242 sec): 3 clusters Score: Raw -3225069.909232 + Penalty 3304.413937 = -3221765.495295 nChanged 201 SP:Iteration 21Q (325.830230 sec): 3 clusters Score: Raw -3225114.123713 + Penalty 3304.413937 = -3221809.709776 nChanged 177 SP:Iteration 22Q (325.883849 sec): 3 clusters Score: Raw -3225152.014243 + Penalty 3304.413937 = -3221847.600306 nChanged 170 SP:Iteration 23Q (325.937068 sec): 3 clusters Score: Raw -3225189.822105 + Penalty 3304.413937 = -3221885.408168 nChanged 157 SP:Iteration 24Q (325.990227 sec): 3 clusters Score: Raw -3225227.579157 + Penalty 3304.413937 = -3221923.165220 nChanged 144 SP:Iteration 25Q (326.043785 sec): 3 clusters Score: Raw -3225257.335701 + Penalty 3304.413937 = -3221952.921764 nChanged 130 SP:Iteration 26Q (326.096616 sec): 3 clusters Score: Raw -3225284.111703 + Penalty 3304.413937 = -3221979.697766 nChanged 115 SP:Iteration 27Q (326.149634 sec): 3 clusters Score: Raw -3225306.890150 + Penalty 3304.413937 = -3222002.476213 nChanged 92 SP:Iteration 28Q (326.202365 sec): 3 clusters Score: Raw -3225322.194740 + Penalty 3304.413937 = -3222017.780803 nChanged 83 SP:Iteration 29Q (326.275115 sec): 3 clusters Score: Raw -3225337.374181 + Penalty 3304.413937 = -3222032.960245 nChanged 85 SP:Iteration 30Q (326.327359 sec): 3 clusters Score: Raw -3225354.278084 + Penalty 3304.413937 = -3222049.864147 nChanged 78 SP:Iteration 31Q (326.379945 sec): 3 clusters Score: Raw -3225370.142442 + Penalty 3304.413937 = -3222065.728505 nChanged 65 SP:Iteration 32Q (326.432369 sec): 3 clusters Score: Raw -3225382.547646 + Penalty 3304.413937 = -3222078.133709 nChanged 59 SP:Iteration 33Q (326.485018 sec): 3 clusters Score: Raw -3225394.713670 + Penalty 3304.413937 = -3222090.299733 nChanged 58 SP:Iteration 34Q (326.537104 sec): 3 clusters Score: Raw -3225406.011013 + Penalty 3304.413937 = -3222101.597076 nChanged 54 SP:Iteration 35Q (326.589045 sec): 3 clusters Score: Raw -3225414.933408 + Penalty 3304.413937 = -3222110.519471 nChanged 45 SP:Iteration 36Q (326.641027 sec): 3 clusters Score: Raw -3225422.003746 + Penalty 3304.413937 = -3222117.589809 nChanged 46 SP:Iteration 37Q (326.693146 sec): 3 clusters Score: Raw -3225430.059815 + Penalty 3304.413937 = -3222125.645878 nChanged 53 SP:Iteration 38Q (326.756078 sec): 3 clusters Score: Raw -3225438.739113 + Penalty 3304.413937 = -3222134.325177 nChanged 48 SP:Iteration 39Q (326.807564 sec): 3 clusters Score: Raw -3225446.646268 + Penalty 3304.413937 = -3222142.232331 nChanged 37 SP:Iteration 40F (326.859922 sec): 3 clusters Score: Raw -3225452.709225 + Penalty 3304.413937 = -3222148.295288 nChanged 37 SP:Iteration 41Q (326.911519 sec): 3 clusters Score: Raw -3225458.991424 + Penalty 3304.413937 = -3222154.577487 nChanged 35 SP:Iteration 42Q (326.963189 sec): 3 clusters Score: Raw -3225466.529895 + Penalty 3304.413937 = -3222162.115958 nChanged 36 SP:Iteration 43Q (327.014681 sec): 3 clusters Score: Raw -3225472.382917 + Penalty 3304.413937 = -3222167.968980 nChanged 22 SP:Iteration 44Q (327.065721 sec): 3 clusters Score: Raw -3225474.663660 + Penalty 3304.413937 = -3222170.249723 nChanged 14 SP:Iteration 45Q (327.117279 sec): 3 clusters Score: Raw -3225477.015349 + Penalty 3304.413937 = -3222172.601412 nChanged 13 SP:Iteration 46Q (327.168219 sec): 3 clusters Score: Raw -3225478.836043 + Penalty 3304.413937 = -3222174.422106 nChanged 13 SP:Iteration 47Q (327.219803 sec): 3 clusters Score: Raw -3225481.189335 + Penalty 3304.413937 = -3222176.775399 nChanged 18 SP:Iteration 48Q (327.271045 sec): 3 clusters Score: Raw -3225484.170227 + Penalty 3304.413937 = -3222179.756290 nChanged 17 SP:Iteration 49Q (327.322277 sec): 3 clusters Score: Raw -3225486.723265 + Penalty 3304.413937 = -3222182.309328 nChanged 24 SP:Iteration 50Q (327.373183 sec): 3 clusters Score: Raw -3225490.227918 + Penalty 3304.413937 = -3222185.813981 nChanged 17 SP:Iteration 51Q (327.424229 sec): 3 clusters Score: Raw -3225492.853079 + Penalty 3304.413937 = -3222188.439142 nChanged 13 SP:Iteration 52Q (327.475430 sec): 3 clusters Score: Raw -3225494.445161 + Penalty 3304.413937 = -3222190.031224 nChanged 9 SP:Iteration 53Q (327.526569 sec): 3 clusters Score: Raw -3225495.708827 + Penalty 3304.413937 = -3222191.294890 nChanged 11 SP:Iteration 54Q (327.577421 sec): 3 clusters Score: Raw -3225497.161924 + Penalty 3304.413937 = -3222192.747987 nChanged 11 SP:Iteration 55Q (327.628334 sec): 3 clusters Score: Raw -3225498.643056 + Penalty 3304.413937 = -3222194.229119 nChanged 10 SP:Iteration 56Q (327.679519 sec): 3 clusters Score: Raw -3225500.144567 + Penalty 3304.413937 = -3222195.730631 nChanged 13 SP:Iteration 57Q (327.730406 sec): 3 clusters Score: Raw -3225502.748367 + Penalty 3304.413937 = -3222198.334430 nChanged 18 SP:Iteration 58Q (327.781380 sec): 3 clusters Score: Raw -3225505.521034 + Penalty 3304.413937 = -3222201.107097 nChanged 20 SP:Iteration 59Q (327.832123 sec): 3 clusters Score: Raw -3225508.787214 + Penalty 3304.413937 = -3222204.373277 nChanged 15 SP:Iteration 60F (327.884445 sec): 3 clusters Score: Raw -3225511.256407 + Penalty 3304.413937 = -3222206.842470 nChanged 16 SP:Iteration 61Q (327.935306 sec): 3 clusters Score: Raw -3225514.254089 + Penalty 3304.413937 = -3222209.840152 nChanged 19 SP:Iteration 62Q (327.986327 sec): 3 clusters Score: Raw -3225518.368134 + Penalty 3304.413937 = -3222213.954197 nChanged 17 SP:Iteration 63Q (328.036881 sec): 3 clusters Score: Raw -3225522.546574 + Penalty 3304.413937 = -3222218.132638 nChanged 16 SP:Iteration 64Q (328.087569 sec): 3 clusters Score: Raw -3225525.276926 + Penalty 3304.413937 = -3222220.862990 nChanged 12 SP:Iteration 65Q (328.137974 sec): 3 clusters Score: Raw -3225527.155474 + Penalty 3304.413937 = -3222222.741538 nChanged 9 SP:Iteration 66Q (328.199421 sec): 3 clusters Score: Raw -3225528.631530 + Penalty 3304.413937 = -3222224.217593 nChanged 9 SP:Iteration 67Q (328.251139 sec): 3 clusters Score: Raw -3225530.632365 + Penalty 3304.413937 = -3222226.218428 nChanged 15 SP:Iteration 68Q (328.301805 sec): 3 clusters Score: Raw -3225534.027282 + Penalty 3304.413937 = -3222229.613345 nChanged 14 SP:Iteration 69Q (328.352409 sec): 3 clusters Score: Raw -3225538.284670 + Penalty 3304.413937 = -3222233.870734 nChanged 15 SP:Iteration 70Q (328.402803 sec): 3 clusters Score: Raw -3225541.470888 + Penalty 3304.413937 = -3222237.056951 nChanged 16 SP:Iteration 71Q (328.452914 sec): 3 clusters Score: Raw -3225545.865238 + Penalty 3304.413937 = -3222241.451301 nChanged 19 SP:Iteration 72Q (328.503265 sec): 3 clusters Score: Raw -3225551.243013 + Penalty 3304.413937 = -3222246.829076 nChanged 21 SP:Iteration 73Q (328.553710 sec): 3 clusters Score: Raw -3225555.834113 + Penalty 3304.413937 = -3222251.420176 nChanged 16 SP:Iteration 74Q (328.603761 sec): 3 clusters Score: Raw -3225559.029483 + Penalty 3304.413937 = -3222254.615546 nChanged 15 SP:Iteration 75Q (328.653810 sec): 3 clusters Score: Raw -3225562.139369 + Penalty 3304.413937 = -3222257.725432 nChanged 11 SP:Iteration 76Q (328.703805 sec): 3 clusters Score: Raw -3225564.539634 + Penalty 3304.413937 = -3222260.125697 nChanged 15 SP:Iteration 77Q (328.753990 sec): 3 clusters Score: Raw -3225567.867418 + Penalty 3304.413937 = -3222263.453481 nChanged 19 SP:Iteration 78Q (328.803873 sec): 3 clusters Score: Raw -3225571.930215 + Penalty 3304.413937 = -3222267.516278 nChanged 21 SP:Iteration 79Q (328.853623 sec): 3 clusters Score: Raw -3225577.466899 + Penalty 3304.413937 = -3222273.052962 nChanged 20 SP:Iteration 80F (328.906165 sec): 3 clusters Score: Raw -3225582.056114 + Penalty 3304.413937 = -3222277.642177 nChanged 6 SP:Iteration 81Q (328.956136 sec): 3 clusters Score: Raw -3225583.245405 + Penalty 3304.413937 = -3222278.831468 nChanged 8 SP:Iteration 82Q (329.005864 sec): 3 clusters Score: Raw -3225584.986036 + Penalty 3304.413937 = -3222280.572099 nChanged 5 SP:Iteration 83Q (329.055548 sec): 3 clusters Score: Raw -3225586.183453 + Penalty 3304.413937 = -3222281.769516 nChanged 6 SP:Iteration 84Q (329.105126 sec): 3 clusters Score: Raw -3225587.381484 + Penalty 3304.413937 = -3222282.967547 nChanged 7 SP:Iteration 85Q (329.154613 sec): 3 clusters Score: Raw -3225589.083868 + Penalty 3304.413937 = -3222284.669931 nChanged 7 SP:Iteration 86Q (329.204141 sec): 3 clusters Score: Raw -3225590.535237 + Penalty 3304.413937 = -3222286.121300 nChanged 8 SP:Iteration 87Q (329.253534 sec): 3 clusters Score: Raw -3225591.845936 + Penalty 3304.413937 = -3222287.431999 nChanged 6 SP:Iteration 88Q (329.303005 sec): 3 clusters Score: Raw -3225592.721947 + Penalty 3304.413937 = -3222288.308010 nChanged 1 SP:Iteration 89Q (329.352757 sec): 3 clusters Score: Raw -3225592.827448 + Penalty 3304.413937 = -3222288.413511 nChanged 2 SP:Iteration 90Q (329.402044 sec): 3 clusters Score: Raw -3225593.174388 + Penalty 3304.413937 = -3222288.760451 nChanged 2 SP:Iteration 91Q (329.451520 sec): 3 clusters Score: Raw -3225593.680966 + Penalty 3304.413937 = -3222289.267029 nChanged 6 SP:Iteration 92Q (329.501177 sec): 3 clusters Score: Raw -3225595.565185 + Penalty 3304.413937 = -3222291.151248 nChanged 6 SP:Iteration 93Q (329.550410 sec): 3 clusters Score: Raw -3225596.769074 + Penalty 3304.413937 = -3222292.355138 nChanged 4 SP:Iteration 94Q (329.599807 sec): 3 clusters Score: Raw -3225597.771757 + Penalty 3304.413937 = -3222293.357820 nChanged 2 SP:Iteration 95Q (329.649123 sec): 3 clusters Score: Raw -3225598.439363 + Penalty 3304.413937 = -3222294.025426 nChanged 4 SP:Iteration 96Q (329.698534 sec): 3 clusters Score: Raw -3225599.195010 + Penalty 3304.413937 = -3222294.781073 nChanged 5 SP:Iteration 97Q (329.747969 sec): 3 clusters Score: Raw -3225600.207607 + Penalty 3304.413937 = -3222295.793670 nChanged 1 SP:Iteration 98Q (329.797207 sec): 3 clusters Score: Raw -3225600.335489 + Penalty 3304.413937 = -3222295.921552 nChanged 4 SP:Iteration 99Q (329.846495 sec): 3 clusters Score: Raw -3225601.168616 + Penalty 3304.413937 = -3222296.754679 nChanged 4 SP:Iteration 100F (329.898949 sec): 3 clusters Score: Raw -3225602.116270 + Penalty 3304.413937 = -3222297.702333 nChanged 2 SP:Iteration 101Q (329.948597 sec): 3 clusters Score: Raw -3225602.328432 + Penalty 3304.413937 = -3222297.914495 nChanged 3 SP:Iteration 102Q (329.997942 sec): 3 clusters Score: Raw -3225602.980652 + Penalty 3304.413937 = -3222298.566715 nChanged 5 SP:Iteration 103Q (330.047095 sec): 3 clusters Score: Raw -3225603.907337 + Penalty 3304.413937 = -3222299.493400 nChanged 3 SP:Iteration 104Q (330.096433 sec): 3 clusters Score: Raw -3225604.432120 + Penalty 3304.413937 = -3222300.018183 nChanged 1 SP:Iteration 105Q (330.145761 sec): 3 clusters Score: Raw -3225604.560258 + Penalty 3304.413937 = -3222300.146321 nChanged 0 SP:Iteration 106F (330.198197 sec): 3 clusters Score: Raw -3225604.560258 + Penalty 3304.413937 = -3222300.146321 nChanged 0 Trying to split cluster 3 (4109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (330.212442 sec): 2 clusters Score: Raw -467233.369596 + Penalty 1352.151932 = -465881.217663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (330.232040 sec): 3 clusters Score: Raw -465212.796991 + Penalty 2704.303865 = -462508.493126 nChanged 1601 SP:Iteration 1F (330.251432 sec): 3 clusters Score: Raw -466140.979381 + Penalty 2704.303865 = -463436.675516 nChanged 317 SP:Iteration 2F (330.270709 sec): 3 clusters Score: Raw -466380.164439 + Penalty 2704.303865 = -463675.860574 nChanged 270 SP:Iteration 3F (330.290205 sec): 3 clusters Score: Raw -466594.336671 + Penalty 2704.303865 = -463890.032806 nChanged 237 SP:Iteration 4F (330.309612 sec): 3 clusters Score: Raw -466803.328524 + Penalty 2704.303865 = -464099.024659 nChanged 238 SP:Iteration 5F (330.328966 sec): 3 clusters Score: Raw -467031.106227 + Penalty 2704.303865 = -464326.802363 nChanged 252 SP:Iteration 6F (330.348372 sec): 3 clusters Score: Raw -467330.964341 + Penalty 2704.303865 = -464626.660476 nChanged 255 SP:Iteration 7F (330.367527 sec): 3 clusters Score: Raw -467682.749220 + Penalty 2704.303865 = -464978.445355 nChanged 253 SP:Iteration 8F (330.386824 sec): 3 clusters Score: Raw -468033.312482 + Penalty 2704.303865 = -465329.008617 nChanged 205 SP:Iteration 9Q (330.405820 sec): 3 clusters Score: Raw -468237.513803 + Penalty 2704.303865 = -465533.209938 nChanged 131 SP:Iteration 10Q (330.424580 sec): 3 clusters Score: Raw -468329.152230 + Penalty 2704.303865 = -465624.848365 nChanged 77 SP:Iteration 11Q (330.443289 sec): 3 clusters Score: Raw -468372.052752 + Penalty 2704.303865 = -465667.748887 nChanged 41 SP:Iteration 12Q (330.461776 sec): 3 clusters Score: Raw -468384.859504 + Penalty 2704.303865 = -465680.555639 nChanged 22 SP:Iteration 13Q (330.480404 sec): 3 clusters Score: Raw -468390.035116 + Penalty 2704.303865 = -465685.731251 nChanged 17 SP:Iteration 14Q (330.498929 sec): 3 clusters Score: Raw -468395.070912 + Penalty 2704.303865 = -465690.767047 nChanged 10 SP:Iteration 15Q (330.517558 sec): 3 clusters Score: Raw -468397.387646 + Penalty 2704.303865 = -465693.083782 nChanged 8 SP:Iteration 16Q (330.536089 sec): 3 clusters Score: Raw -468399.666656 + Penalty 2704.303865 = -465695.362791 nChanged 4 SP:Iteration 17Q (330.554759 sec): 3 clusters Score: Raw -468400.666131 + Penalty 2704.303865 = -465696.362266 nChanged 1 SP:Iteration 18Q (330.573271 sec): 3 clusters Score: Raw -468400.865731 + Penalty 2704.303865 = -465696.561866 nChanged 2 SP:Iteration 19Q (330.591920 sec): 3 clusters Score: Raw -468401.368073 + Penalty 2704.303865 = -465697.064208 nChanged 3 SP:Iteration 20F (330.651528 sec): 3 clusters Score: Raw -468402.224891 + Penalty 2704.303865 = -465697.921026 nChanged 5 SP:Iteration 21Q (330.663548 sec): 3 clusters Score: Raw -468403.234976 + Penalty 2704.303865 = -465698.931112 nChanged 2 SP:Iteration 22Q (330.682057 sec): 3 clusters Score: Raw -468403.516358 + Penalty 2704.303865 = -465699.212493 nChanged 0 SP:Iteration 23F (330.701403 sec): 3 clusters Score: Raw -468403.516358 + Penalty 2704.303865 = -465699.212493 nChanged 0 Trying to split cluster 4 (32526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (330.752233 sec): 2 clusters Score: Raw -4012297.825288 + Penalty 1688.341695 = -4010609.483593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (330.816906 sec): 3 clusters Score: Raw -3992087.533849 + Penalty 3376.683391 = -3988710.850459 nChanged 15087 SP:Iteration 1F (330.877309 sec): 3 clusters Score: Raw -4000593.726422 + Penalty 3376.683391 = -3997217.043031 nChanged 1442 SP:Iteration 2Q (330.939555 sec): 3 clusters Score: Raw -4001082.354792 + Penalty 3376.683391 = -3997705.671401 nChanged 1525 SP:Iteration 3Q (331.001922 sec): 3 clusters Score: Raw -4001658.154742 + Penalty 3376.683391 = -3998281.471351 nChanged 1600 SP:Iteration 4Q (331.064330 sec): 3 clusters Score: Raw -4002400.150499 + Penalty 3376.683391 = -3999023.467109 nChanged 1880 SP:Iteration 5F (331.124376 sec): 3 clusters Score: Raw -4003495.258735 + Penalty 3376.683391 = -4000118.575344 nChanged 2190 SP:Iteration 6F (331.184533 sec): 3 clusters Score: Raw -4005046.907016 + Penalty 3376.683391 = -4001670.223626 nChanged 2367 SP:Iteration 7F (331.244821 sec): 3 clusters Score: Raw -4007006.860120 + Penalty 3376.683391 = -4003630.176729 nChanged 2152 SP:Iteration 8F (331.304789 sec): 3 clusters Score: Raw -4008913.598279 + Penalty 3376.683391 = -4005536.914888 nChanged 1630 SP:Iteration 9F (331.365335 sec): 3 clusters Score: Raw -4010373.720692 + Penalty 3376.683391 = -4006997.037302 nChanged 1029 SP:Iteration 10Q (331.423740 sec): 3 clusters Score: Raw -4011286.491271 + Penalty 3376.683391 = -4007909.807880 nChanged 631 SP:Iteration 11Q (331.479563 sec): 3 clusters Score: Raw -4011780.500252 + Penalty 3376.683391 = -4008403.816861 nChanged 385 SP:Iteration 12Q (331.533418 sec): 3 clusters Score: Raw -4012055.382043 + Penalty 3376.683391 = -4008678.698653 nChanged 273 SP:Iteration 13Q (331.585915 sec): 3 clusters Score: Raw -4012221.246909 + Penalty 3376.683391 = -4008844.563518 nChanged 179 SP:Iteration 14Q (331.638338 sec): 3 clusters Score: Raw -4012324.311703 + Penalty 3376.683391 = -4008947.628312 nChanged 145 SP:Iteration 15Q (331.690024 sec): 3 clusters Score: Raw -4012398.484720 + Penalty 3376.683391 = -4009021.801330 nChanged 118 SP:Iteration 16Q (331.741558 sec): 3 clusters Score: Raw -4012450.352165 + Penalty 3376.683391 = -4009073.668774 nChanged 99 SP:Iteration 17Q (331.792673 sec): 3 clusters Score: Raw -4012490.259052 + Penalty 3376.683391 = -4009113.575662 nChanged 73 SP:Iteration 18Q (331.843769 sec): 3 clusters Score: Raw -4012523.169636 + Penalty 3376.683391 = -4009146.486245 nChanged 70 SP:Iteration 19Q (331.894540 sec): 3 clusters Score: Raw -4012559.193534 + Penalty 3376.683391 = -4009182.510143 nChanged 70 SP:Iteration 20F (331.954601 sec): 3 clusters Score: Raw -4012586.409057 + Penalty 3376.683391 = -4009209.725667 nChanged 58 SP:Iteration 21Q (332.005755 sec): 3 clusters Score: Raw -4012603.143326 + Penalty 3376.683391 = -4009226.459935 nChanged 40 SP:Iteration 22Q (332.056536 sec): 3 clusters Score: Raw -4012615.852537 + Penalty 3376.683391 = -4009239.169147 nChanged 29 SP:Iteration 23Q (332.107056 sec): 3 clusters Score: Raw -4012627.549887 + Penalty 3376.683391 = -4009250.866496 nChanged 26 SP:Iteration 24Q (332.157739 sec): 3 clusters Score: Raw -4012637.294179 + Penalty 3376.683391 = -4009260.610789 nChanged 19 SP:Iteration 25Q (332.208291 sec): 3 clusters Score: Raw -4012643.471946 + Penalty 3376.683391 = -4009266.788555 nChanged 14 SP:Iteration 26Q (332.259084 sec): 3 clusters Score: Raw -4012646.669661 + Penalty 3376.683391 = -4009269.986270 nChanged 16 SP:Iteration 27Q (332.309594 sec): 3 clusters Score: Raw -4012650.983507 + Penalty 3376.683391 = -4009274.300116 nChanged 25 SP:Iteration 28Q (332.360047 sec): 3 clusters Score: Raw -4012657.857387 + Penalty 3376.683391 = -4009281.173996 nChanged 22 SP:Iteration 29Q (332.410465 sec): 3 clusters Score: Raw -4012664.488195 + Penalty 3376.683391 = -4009287.804805 nChanged 14 SP:Iteration 30Q (332.461035 sec): 3 clusters Score: Raw -4012667.614569 + Penalty 3376.683391 = -4009290.931178 nChanged 8 SP:Iteration 31Q (332.511487 sec): 3 clusters Score: Raw -4012669.899952 + Penalty 3376.683391 = -4009293.216562 nChanged 8 SP:Iteration 32Q (332.561795 sec): 3 clusters Score: Raw -4012672.377749 + Penalty 3376.683391 = -4009295.694358 nChanged 9 SP:Iteration 33Q (332.612408 sec): 3 clusters Score: Raw -4012674.056138 + Penalty 3376.683391 = -4009297.372748 nChanged 4 SP:Iteration 34Q (332.662816 sec): 3 clusters Score: Raw -4012674.854265 + Penalty 3376.683391 = -4009298.170874 nChanged 3 SP:Iteration 35Q (332.713291 sec): 3 clusters Score: Raw -4012675.162006 + Penalty 3376.683391 = -4009298.478615 nChanged 3 SP:Iteration 36Q (332.763657 sec): 3 clusters Score: Raw -4012676.095541 + Penalty 3376.683391 = -4009299.412150 nChanged 4 SP:Iteration 37Q (332.814070 sec): 3 clusters Score: Raw -4012677.097986 + Penalty 3376.683391 = -4009300.414595 nChanged 2 SP:Iteration 38Q (332.864482 sec): 3 clusters Score: Raw -4012677.517942 + Penalty 3376.683391 = -4009300.834551 nChanged 2 SP:Iteration 39Q (332.915039 sec): 3 clusters Score: Raw -4012677.845815 + Penalty 3376.683391 = -4009301.162425 nChanged 1 SP:Iteration 40F (332.975049 sec): 3 clusters Score: Raw -4012678.059671 + Penalty 3376.683391 = -4009301.376281 nChanged 1 SP:Iteration 41Q (333.026061 sec): 3 clusters Score: Raw -4012678.311327 + Penalty 3376.683391 = -4009301.627936 nChanged 2 SP:Iteration 42Q (333.076385 sec): 3 clusters Score: Raw -4012679.360155 + Penalty 3376.683391 = -4009302.676764 nChanged 6 SP:Iteration 43Q (333.126814 sec): 3 clusters Score: Raw -4012680.998924 + Penalty 3376.683391 = -4009304.315533 nChanged 6 SP:Iteration 44Q (333.177257 sec): 3 clusters Score: Raw -4012682.629723 + Penalty 3376.683391 = -4009305.946333 nChanged 5 SP:Iteration 45Q (333.227718 sec): 3 clusters Score: Raw -4012683.373419 + Penalty 3376.683391 = -4009306.690029 nChanged 3 SP:Iteration 46Q (333.278107 sec): 3 clusters Score: Raw -4012684.298541 + Penalty 3376.683391 = -4009307.615150 nChanged 10 SP:Iteration 47Q (333.328513 sec): 3 clusters Score: Raw -4012687.454654 + Penalty 3376.683391 = -4009310.771263 nChanged 9 SP:Iteration 48Q (333.378779 sec): 3 clusters Score: Raw -4012689.964904 + Penalty 3376.683391 = -4009313.281513 nChanged 6 SP:Iteration 49Q (333.429112 sec): 3 clusters Score: Raw -4012691.624482 + Penalty 3376.683391 = -4009314.941091 nChanged 7 SP:Iteration 50Q (333.479262 sec): 3 clusters Score: Raw -4012693.235834 + Penalty 3376.683391 = -4009316.552443 nChanged 5 SP:Iteration 51Q (333.529834 sec): 3 clusters Score: Raw -4012693.918581 + Penalty 3376.683391 = -4009317.235190 nChanged 2 SP:Iteration 52Q (333.608989 sec): 3 clusters Score: Raw -4012694.258062 + Penalty 3376.683391 = -4009317.574671 nChanged 3 SP:Iteration 53Q (333.659604 sec): 3 clusters Score: Raw -4012694.776039 + Penalty 3376.683391 = -4009318.092648 nChanged 2 SP:Iteration 54Q (333.709713 sec): 3 clusters Score: Raw -4012695.044809 + Penalty 3376.683391 = -4009318.361419 nChanged 0 SP:Iteration 55F (333.769558 sec): 3 clusters Score: Raw -4012695.044809 + Penalty 3376.683391 = -4009318.361419 nChanged 0 Trying to split cluster 5 (16874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (333.797249 sec): 2 clusters Score: Raw -2046149.294747 + Penalty 1581.698504 = -2044567.596244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (333.836715 sec): 3 clusters Score: Raw -2036165.736207 + Penalty 3163.397008 = -2033002.339199 nChanged 7563 SP:Iteration 1F (333.874793 sec): 3 clusters Score: Raw -2040485.915121 + Penalty 3163.397008 = -2037322.518114 nChanged 1078 SP:Iteration 2F (333.912791 sec): 3 clusters Score: Raw -2041090.951691 + Penalty 3163.397008 = -2037927.554684 nChanged 1074 SP:Iteration 3F (333.950839 sec): 3 clusters Score: Raw -2041721.209651 + Penalty 3163.397008 = -2038557.812644 nChanged 1040 SP:Iteration 4F (333.988839 sec): 3 clusters Score: Raw -2042290.652105 + Penalty 3163.397008 = -2039127.255097 nChanged 902 SP:Iteration 5F (334.027010 sec): 3 clusters Score: Raw -2042801.513031 + Penalty 3163.397008 = -2039638.116023 nChanged 864 SP:Iteration 6F (334.065373 sec): 3 clusters Score: Raw -2043311.657745 + Penalty 3163.397008 = -2040148.260737 nChanged 772 SP:Iteration 7Q (334.103800 sec): 3 clusters Score: Raw -2043790.149215 + Penalty 3163.397008 = -2040626.752207 nChanged 754 SP:Iteration 8Q (334.142098 sec): 3 clusters Score: Raw -2044249.121534 + Penalty 3163.397008 = -2041085.724526 nChanged 699 SP:Iteration 9Q (334.180354 sec): 3 clusters Score: Raw -2044673.270290 + Penalty 3163.397008 = -2041509.873282 nChanged 699 SP:Iteration 10Q (334.218480 sec): 3 clusters Score: Raw -2045118.899664 + Penalty 3163.397008 = -2041955.502656 nChanged 640 SP:Iteration 11Q (334.256866 sec): 3 clusters Score: Raw -2045543.948294 + Penalty 3163.397008 = -2042380.551286 nChanged 581 SP:Iteration 12Q (334.295026 sec): 3 clusters Score: Raw -2045926.188854 + Penalty 3163.397008 = -2042762.791847 nChanged 499 SP:Iteration 13Q (334.332700 sec): 3 clusters Score: Raw -2046228.051362 + Penalty 3163.397008 = -2043064.654354 nChanged 434 SP:Iteration 14Q (334.370114 sec): 3 clusters Score: Raw -2046462.131270 + Penalty 3163.397008 = -2043298.734262 nChanged 358 SP:Iteration 15Q (334.406802 sec): 3 clusters Score: Raw -2046656.198242 + Penalty 3163.397008 = -2043492.801234 nChanged 311 SP:Iteration 16Q (334.444056 sec): 3 clusters Score: Raw -2046824.645510 + Penalty 3163.397008 = -2043661.248502 nChanged 267 SP:Iteration 17Q (334.480237 sec): 3 clusters Score: Raw -2046963.972703 + Penalty 3163.397008 = -2043800.575695 nChanged 243 SP:Iteration 18Q (334.516581 sec): 3 clusters Score: Raw -2047065.329147 + Penalty 3163.397008 = -2043901.932139 nChanged 197 SP:Iteration 19Q (334.553464 sec): 3 clusters Score: Raw -2047125.056546 + Penalty 3163.397008 = -2043961.659539 nChanged 151 SP:Iteration 20F (334.592762 sec): 3 clusters Score: Raw -2047175.833230 + Penalty 3163.397008 = -2044012.436222 nChanged 151 SP:Iteration 21Q (334.628374 sec): 3 clusters Score: Raw -2047231.217316 + Penalty 3163.397008 = -2044067.820309 nChanged 140 SP:Iteration 22Q (334.663737 sec): 3 clusters Score: Raw -2047282.060634 + Penalty 3163.397008 = -2044118.663626 nChanged 153 SP:Iteration 23Q (334.698612 sec): 3 clusters Score: Raw -2047343.666786 + Penalty 3163.397008 = -2044180.269779 nChanged 141 SP:Iteration 24Q (334.733845 sec): 3 clusters Score: Raw -2047401.279716 + Penalty 3163.397008 = -2044237.882709 nChanged 139 SP:Iteration 25Q (334.768988 sec): 3 clusters Score: Raw -2047452.624762 + Penalty 3163.397008 = -2044289.227754 nChanged 131 SP:Iteration 26Q (334.803869 sec): 3 clusters Score: Raw -2047501.083949 + Penalty 3163.397008 = -2044337.686941 nChanged 123 SP:Iteration 27Q (334.838309 sec): 3 clusters Score: Raw -2047540.967571 + Penalty 3163.397008 = -2044377.570563 nChanged 106 SP:Iteration 28Q (334.873107 sec): 3 clusters Score: Raw -2047576.942302 + Penalty 3163.397008 = -2044413.545294 nChanged 112 SP:Iteration 29Q (334.907786 sec): 3 clusters Score: Raw -2047617.104023 + Penalty 3163.397008 = -2044453.707016 nChanged 102 SP:Iteration 30Q (334.941848 sec): 3 clusters Score: Raw -2047650.941944 + Penalty 3163.397008 = -2044487.544936 nChanged 80 SP:Iteration 31Q (334.976243 sec): 3 clusters Score: Raw -2047674.190292 + Penalty 3163.397008 = -2044510.793284 nChanged 85 SP:Iteration 32Q (335.010545 sec): 3 clusters Score: Raw -2047697.137166 + Penalty 3163.397008 = -2044533.740159 nChanged 78 SP:Iteration 33Q (335.044582 sec): 3 clusters Score: Raw -2047717.101548 + Penalty 3163.397008 = -2044553.704540 nChanged 67 SP:Iteration 34Q (335.078786 sec): 3 clusters Score: Raw -2047731.257263 + Penalty 3163.397008 = -2044567.860256 nChanged 49 SP:Iteration 35Q (335.112619 sec): 3 clusters Score: Raw -2047741.555734 + Penalty 3163.397008 = -2044578.158726 nChanged 44 SP:Iteration 36Q (335.146736 sec): 3 clusters Score: Raw -2047752.904769 + Penalty 3163.397008 = -2044589.507762 nChanged 51 SP:Iteration 37Q (335.180814 sec): 3 clusters Score: Raw -2047764.859713 + Penalty 3163.397008 = -2044601.462705 nChanged 42 SP:Iteration 38Q (335.214532 sec): 3 clusters Score: Raw -2047773.812737 + Penalty 3163.397008 = -2044610.415729 nChanged 31 SP:Iteration 39Q (335.248504 sec): 3 clusters Score: Raw -2047780.935675 + Penalty 3163.397008 = -2044617.538667 nChanged 33 SP:Iteration 40F (335.286170 sec): 3 clusters Score: Raw -2047787.221769 + Penalty 3163.397008 = -2044623.824761 nChanged 27 SP:Iteration 41Q (335.320856 sec): 3 clusters Score: Raw -2047792.937014 + Penalty 3163.397008 = -2044629.540006 nChanged 28 SP:Iteration 42Q (335.354453 sec): 3 clusters Score: Raw -2047798.506298 + Penalty 3163.397008 = -2044635.109290 nChanged 26 SP:Iteration 43Q (335.388631 sec): 3 clusters Score: Raw -2047803.909720 + Penalty 3163.397008 = -2044640.512712 nChanged 35 SP:Iteration 44Q (335.422786 sec): 3 clusters Score: Raw -2047810.304588 + Penalty 3163.397008 = -2044646.907580 nChanged 30 SP:Iteration 45Q (335.456384 sec): 3 clusters Score: Raw -2047815.942283 + Penalty 3163.397008 = -2044652.545275 nChanged 28 SP:Iteration 46Q (335.490428 sec): 3 clusters Score: Raw -2047820.480995 + Penalty 3163.397008 = -2044657.083988 nChanged 24 SP:Iteration 47Q (335.524739 sec): 3 clusters Score: Raw -2047824.911674 + Penalty 3163.397008 = -2044661.514666 nChanged 26 SP:Iteration 48Q (335.558309 sec): 3 clusters Score: Raw -2047829.134314 + Penalty 3163.397008 = -2044665.737306 nChanged 21 SP:Iteration 49Q (335.592464 sec): 3 clusters Score: Raw -2047832.715810 + Penalty 3163.397008 = -2044669.318802 nChanged 19 SP:Iteration 50Q (335.626054 sec): 3 clusters Score: Raw -2047836.039201 + Penalty 3163.397008 = -2044672.642194 nChanged 13 SP:Iteration 51Q (335.660052 sec): 3 clusters Score: Raw -2047837.459872 + Penalty 3163.397008 = -2044674.062864 nChanged 11 SP:Iteration 52Q (335.693529 sec): 3 clusters Score: Raw -2047839.223013 + Penalty 3163.397008 = -2044675.826005 nChanged 13 SP:Iteration 53Q (335.727434 sec): 3 clusters Score: Raw -2047841.550736 + Penalty 3163.397008 = -2044678.153728 nChanged 14 SP:Iteration 54Q (335.761437 sec): 3 clusters Score: Raw -2047843.890449 + Penalty 3163.397008 = -2044680.493441 nChanged 11 SP:Iteration 55Q (335.794981 sec): 3 clusters Score: Raw -2047845.381316 + Penalty 3163.397008 = -2044681.984308 nChanged 7 SP:Iteration 56Q (335.829063 sec): 3 clusters Score: Raw -2047846.254108 + Penalty 3163.397008 = -2044682.857100 nChanged 8 SP:Iteration 57Q (335.862775 sec): 3 clusters Score: Raw -2047846.954407 + Penalty 3163.397008 = -2044683.557399 nChanged 6 SP:Iteration 58Q (335.896169 sec): 3 clusters Score: Raw -2047847.496477 + Penalty 3163.397008 = -2044684.099469 nChanged 6 SP:Iteration 59Q (335.930175 sec): 3 clusters Score: Raw -2047848.212504 + Penalty 3163.397008 = -2044684.815497 nChanged 5 SP:Iteration 60F (335.967904 sec): 3 clusters Score: Raw -2047849.150299 + Penalty 3163.397008 = -2044685.753291 nChanged 4 SP:Iteration 61Q (336.001809 sec): 3 clusters Score: Raw -2047849.570527 + Penalty 3163.397008 = -2044686.173519 nChanged 3 SP:Iteration 62Q (336.035611 sec): 3 clusters Score: Raw -2047849.785699 + Penalty 3163.397008 = -2044686.388691 nChanged 2 SP:Iteration 63Q (336.069489 sec): 3 clusters Score: Raw -2047850.076454 + Penalty 3163.397008 = -2044686.679446 nChanged 4 SP:Iteration 64Q (336.103063 sec): 3 clusters Score: Raw -2047850.591887 + Penalty 3163.397008 = -2044687.194879 nChanged 1 SP:Iteration 65Q (336.137078 sec): 3 clusters Score: Raw -2047850.736251 + Penalty 3163.397008 = -2044687.339244 nChanged 1 SP:Iteration 66Q (336.170649 sec): 3 clusters Score: Raw -2047850.874605 + Penalty 3163.397008 = -2044687.477598 nChanged 3 SP:Iteration 67Q (336.204544 sec): 3 clusters Score: Raw -2047851.130748 + Penalty 3163.397008 = -2044687.733741 nChanged 2 SP:Iteration 68Q (336.238927 sec): 3 clusters Score: Raw -2047851.233008 + Penalty 3163.397008 = -2044687.836001 nChanged 1 SP:Iteration 69Q (336.272045 sec): 3 clusters Score: Raw -2047851.263557 + Penalty 3163.397008 = -2044687.866550 nChanged 0 SP:Iteration 70F (336.309791 sec): 3 clusters Score: Raw -2047851.263557 + Penalty 3163.397008 = -2044687.866550 nChanged 0 Score: Raw -56466455.078848 + Penalty 42475.163625 = -56423979.915223 Splitting cluster 5 changes total score from -56424190.700403 to -56423979.915223 So it's not getting split. Trying to split cluster 6 (7982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (342.323523 sec): 2 clusters Score: Raw -972649.488049 + Penalty 1460.053446 = -971189.434603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (342.349705 sec): 3 clusters Score: Raw -968258.030297 + Penalty 2920.106893 = -965337.923404 nChanged 3416 SP:Iteration 1F (342.375055 sec): 3 clusters Score: Raw -970086.975060 + Penalty 2920.106893 = -967166.868167 nChanged 605 SP:Iteration 2F (342.400344 sec): 3 clusters Score: Raw -970512.320428 + Penalty 2920.106893 = -967592.213536 nChanged 613 SP:Iteration 3F (342.425655 sec): 3 clusters Score: Raw -971009.203549 + Penalty 2920.106893 = -968089.096656 nChanged 615 SP:Iteration 4F (342.451061 sec): 3 clusters Score: Raw -971584.042256 + Penalty 2920.106893 = -968663.935363 nChanged 555 SP:Iteration 5F (342.476517 sec): 3 clusters Score: Raw -972057.121972 + Penalty 2920.106893 = -969137.015079 nChanged 415 SP:Iteration 6F (342.502031 sec): 3 clusters Score: Raw -972323.711895 + Penalty 2920.106893 = -969403.605002 nChanged 311 SP:Iteration 7Q (342.527250 sec): 3 clusters Score: Raw -972471.418614 + Penalty 2920.106893 = -969551.311722 nChanged 247 SP:Iteration 8Q (342.552388 sec): 3 clusters Score: Raw -972571.937286 + Penalty 2920.106893 = -969651.830394 nChanged 205 SP:Iteration 9Q (342.577424 sec): 3 clusters Score: Raw -972643.114319 + Penalty 2920.106893 = -969723.007426 nChanged 158 SP:Iteration 10Q (342.602436 sec): 3 clusters Score: Raw -972700.453018 + Penalty 2920.106893 = -969780.346125 nChanged 140 SP:Iteration 11Q (342.627559 sec): 3 clusters Score: Raw -972740.669347 + Penalty 2920.106893 = -969820.562454 nChanged 111 SP:Iteration 12Q (342.652494 sec): 3 clusters Score: Raw -972777.463633 + Penalty 2920.106893 = -969857.356740 nChanged 108 SP:Iteration 13Q (342.677491 sec): 3 clusters Score: Raw -972808.565361 + Penalty 2920.106893 = -969888.458468 nChanged 100 SP:Iteration 14Q (342.702329 sec): 3 clusters Score: Raw -972834.031139 + Penalty 2920.106893 = -969913.924246 nChanged 74 SP:Iteration 15Q (342.727428 sec): 3 clusters Score: Raw -972853.992306 + Penalty 2920.106893 = -969933.885413 nChanged 67 SP:Iteration 16Q (342.752399 sec): 3 clusters Score: Raw -972874.060315 + Penalty 2920.106893 = -969953.953422 nChanged 71 SP:Iteration 17Q (342.777119 sec): 3 clusters Score: Raw -972891.421812 + Penalty 2920.106893 = -969971.314919 nChanged 62 SP:Iteration 18Q (342.802248 sec): 3 clusters Score: Raw -972907.784939 + Penalty 2920.106893 = -969987.678046 nChanged 52 SP:Iteration 19Q (342.827226 sec): 3 clusters Score: Raw -972916.370967 + Penalty 2920.106893 = -969996.264074 nChanged 33 SP:Iteration 20F (342.852436 sec): 3 clusters Score: Raw -972923.018200 + Penalty 2920.106893 = -970002.911307 nChanged 26 SP:Iteration 21Q (342.877214 sec): 3 clusters Score: Raw -972927.417406 + Penalty 2920.106893 = -970007.310513 nChanged 22 SP:Iteration 22Q (342.901855 sec): 3 clusters Score: Raw -972930.306224 + Penalty 2920.106893 = -970010.199331 nChanged 18 SP:Iteration 23Q (342.926616 sec): 3 clusters Score: Raw -972934.186011 + Penalty 2920.106893 = -970014.079118 nChanged 19 SP:Iteration 24Q (342.951403 sec): 3 clusters Score: Raw -972937.808603 + Penalty 2920.106893 = -970017.701710 nChanged 22 SP:Iteration 25Q (342.976167 sec): 3 clusters Score: Raw -972942.748265 + Penalty 2920.106893 = -970022.641372 nChanged 30 SP:Iteration 26Q (343.001151 sec): 3 clusters Score: Raw -972948.802379 + Penalty 2920.106893 = -970028.695486 nChanged 26 SP:Iteration 27Q (343.025871 sec): 3 clusters Score: Raw -972953.415066 + Penalty 2920.106893 = -970033.308173 nChanged 29 SP:Iteration 28Q (343.050789 sec): 3 clusters Score: Raw -972959.172952 + Penalty 2920.106893 = -970039.066060 nChanged 32 SP:Iteration 29Q (343.075635 sec): 3 clusters Score: Raw -972966.476887 + Penalty 2920.106893 = -970046.369994 nChanged 34 SP:Iteration 30Q (343.100455 sec): 3 clusters Score: Raw -972973.714749 + Penalty 2920.106893 = -970053.607856 nChanged 39 SP:Iteration 31Q (343.125421 sec): 3 clusters Score: Raw -972982.867659 + Penalty 2920.106893 = -970062.760766 nChanged 39 SP:Iteration 32Q (343.150160 sec): 3 clusters Score: Raw -972993.963105 + Penalty 2920.106893 = -970073.856213 nChanged 48 SP:Iteration 33Q (343.174805 sec): 3 clusters Score: Raw -973006.580800 + Penalty 2920.106893 = -970086.473908 nChanged 42 SP:Iteration 34Q (343.199587 sec): 3 clusters Score: Raw -973014.959791 + Penalty 2920.106893 = -970094.852899 nChanged 34 SP:Iteration 35Q (343.224367 sec): 3 clusters Score: Raw -973024.657880 + Penalty 2920.106893 = -970104.550987 nChanged 46 SP:Iteration 36Q (343.248815 sec): 3 clusters Score: Raw -973035.337104 + Penalty 2920.106893 = -970115.230211 nChanged 46 SP:Iteration 37Q (343.274255 sec): 3 clusters Score: Raw -973046.616841 + Penalty 2920.106893 = -970126.509948 nChanged 52 SP:Iteration 38Q (343.298921 sec): 3 clusters Score: Raw -973062.182184 + Penalty 2920.106893 = -970142.075291 nChanged 62 SP:Iteration 39Q (343.323642 sec): 3 clusters Score: Raw -973076.196434 + Penalty 2920.106893 = -970156.089541 nChanged 59 SP:Iteration 40F (343.348885 sec): 3 clusters Score: Raw -973095.165855 + Penalty 2920.106893 = -970175.058962 nChanged 77 SP:Iteration 41Q (343.373613 sec): 3 clusters Score: Raw -973119.901940 + Penalty 2920.106893 = -970199.795047 nChanged 79 SP:Iteration 42Q (343.398356 sec): 3 clusters Score: Raw -973146.541980 + Penalty 2920.106893 = -970226.435087 nChanged 93 SP:Iteration 43Q (343.422948 sec): 3 clusters Score: Raw -973189.288809 + Penalty 2920.106893 = -970269.181916 nChanged 110 SP:Iteration 44Q (343.447480 sec): 3 clusters Score: Raw -973236.488572 + Penalty 2920.106893 = -970316.381680 nChanged 105 SP:Iteration 45Q (343.471925 sec): 3 clusters Score: Raw -973285.512546 + Penalty 2920.106893 = -970365.405653 nChanged 112 SP:Iteration 46Q (343.496278 sec): 3 clusters Score: Raw -973339.916484 + Penalty 2920.106893 = -970419.809592 nChanged 116 SP:Iteration 47Q (343.559834 sec): 3 clusters Score: Raw -973397.048325 + Penalty 2920.106893 = -970476.941432 nChanged 139 SP:Iteration 48Q (343.614400 sec): 3 clusters Score: Raw -973490.910334 + Penalty 2920.106893 = -970570.803442 nChanged 180 SP:Iteration 49Q (343.677045 sec): 3 clusters Score: Raw -973640.525560 + Penalty 2920.106893 = -970720.418667 nChanged 224 SP:Iteration 50Q (343.755050 sec): 3 clusters Score: Raw -973911.633214 + Penalty 2920.106893 = -970991.526321 nChanged 258 SP:Iteration 51Q (343.806405 sec): 3 clusters Score: Raw -974323.501454 + Penalty 2920.106893 = -971403.394561 nChanged 272 SP:Iteration 52Q (343.869547 sec): 3 clusters Score: Raw -974905.306724 + Penalty 2920.106893 = -971985.199831 nChanged 281 SP:Iteration 53Q (343.944538 sec): 3 clusters Score: Raw -975597.808393 + Penalty 2920.106893 = -972677.701500 nChanged 206 SP:Iteration 54Q (344.000768 sec): 3 clusters Score: Raw -976133.040498 + Penalty 2920.106893 = -973212.933605 nChanged 126 SP:Iteration 55Q (344.054560 sec): 3 clusters Score: Raw -976422.918302 + Penalty 2920.106893 = -973502.811409 nChanged 73 SP:Iteration 56Q (344.119743 sec): 3 clusters Score: Raw -976531.601445 + Penalty 2920.106893 = -973611.494552 nChanged 31 SP:Iteration 57Q (344.184226 sec): 3 clusters Score: Raw -976559.796379 + Penalty 2920.106893 = -973639.689486 nChanged 10 SP:Iteration 58Q (344.248414 sec): 3 clusters Score: Raw -976566.805367 + Penalty 2920.106893 = -973646.698474 nChanged 4 SP:Iteration 59Q (344.311309 sec): 3 clusters Score: Raw -976570.712288 + Penalty 2920.106893 = -973650.605396 nChanged 4 SP:Iteration 60F (344.368452 sec): 3 clusters Score: Raw -976575.579315 + Penalty 2920.106893 = -973655.472422 nChanged 4 SP:Iteration 61Q (344.436014 sec): 3 clusters Score: Raw -976578.045497 + Penalty 2920.106893 = -973657.938605 nChanged 1 SP:Iteration 62Q (344.480863 sec): 3 clusters Score: Raw -976578.372618 + Penalty 2920.106893 = -973658.265725 nChanged 0 SP:Iteration 63F (344.555378 sec): 3 clusters Score: Raw -976578.372618 + Penalty 2920.106893 = -973658.265725 nChanged 0 Score: Raw -56468681.994607 + Penalty 42475.163625 = -56426206.830982 Splitting cluster 6 changes total score from -56424190.700403 to -56426206.830982 So it's getting split into cluster 20. Trying to split cluster 7 (580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (350.811075 sec): 2 clusters Score: Raw -60375.437187 + Penalty 1033.992067 = -59341.445120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (350.846656 sec): 3 clusters Score: Raw -60340.288165 + Penalty 2067.984134 = -58272.304031 nChanged 160 SP:Iteration 1F (350.901613 sec): 3 clusters Score: Raw -60571.401040 + Penalty 2067.984134 = -58503.416907 nChanged 49 SP:Iteration 2F (350.935491 sec): 3 clusters Score: Raw -60704.284977 + Penalty 2067.984134 = -58636.300843 nChanged 49 SP:Iteration 3F (350.980910 sec): 3 clusters Score: Raw -60873.219175 + Penalty 2067.984134 = -58805.235041 nChanged 30 SP:Iteration 4F (351.021364 sec): 3 clusters Score: Raw -60937.145847 + Penalty 2067.984134 = -58869.161714 nChanged 12 SP:Iteration 5Q (351.057224 sec): 3 clusters Score: Raw -61008.654764 + Penalty 2067.984134 = -58940.670630 nChanged 19 SP:Iteration 6Q (351.091424 sec): 3 clusters Score: Raw -61066.155414 + Penalty 2067.984134 = -58998.171280 nChanged 13 SP:Iteration 7Q (351.124194 sec): 3 clusters Score: Raw -61115.709176 + Penalty 2067.984134 = -59047.725042 nChanged 10 SP:Iteration 8Q (351.166248 sec): 3 clusters Score: Raw -61169.127689 + Penalty 2067.984134 = -59101.143555 nChanged 16 SP:Iteration 9Q (351.210876 sec): 3 clusters Score: Raw -61234.577985 + Penalty 2067.984134 = -59166.593851 nChanged 19 SP:Iteration 10Q (351.244752 sec): 3 clusters Score: Raw -61319.617770 + Penalty 2067.984134 = -59251.633636 nChanged 10 SP:Iteration 11Q (351.276518 sec): 3 clusters Score: Raw -61387.277171 + Penalty 2067.984134 = -59319.293037 nChanged 8 SP:Iteration 12Q (351.305692 sec): 3 clusters Score: Raw -61403.137792 + Penalty 2067.984134 = -59335.153658 nChanged 2 SP:Iteration 13Q (351.339679 sec): 3 clusters Score: Raw -61408.744262 + Penalty 2067.984134 = -59340.760128 nChanged 1 SP:Iteration 14Q (351.375937 sec): 3 clusters Score: Raw -61409.207992 + Penalty 2067.984134 = -59341.223859 nChanged 0 SP:Iteration 15F (351.416446 sec): 3 clusters Score: Raw -61409.207992 + Penalty 2067.984134 = -59341.223859 nChanged 0 Trying to split cluster 8 (4261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (351.447026 sec): 2 clusters Score: Raw -475314.908806 + Penalty 1358.054612 = -473956.854194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (351.502051 sec): 3 clusters Score: Raw -473239.702429 + Penalty 2716.109225 = -470523.593204 nChanged 1648 SP:Iteration 1F (351.548086 sec): 3 clusters Score: Raw -474259.226255 + Penalty 2716.109225 = -471543.117030 nChanged 353 SP:Iteration 2F (351.606355 sec): 3 clusters Score: Raw -474501.638905 + Penalty 2716.109225 = -471785.529680 nChanged 299 SP:Iteration 3F (351.649569 sec): 3 clusters Score: Raw -474749.224166 + Penalty 2716.109225 = -472033.114941 nChanged 283 SP:Iteration 4F (351.702590 sec): 3 clusters Score: Raw -475017.060400 + Penalty 2716.109225 = -472300.951175 nChanged 290 SP:Iteration 5F (351.748698 sec): 3 clusters Score: Raw -475308.747241 + Penalty 2716.109225 = -472592.638016 nChanged 248 SP:Iteration 6F (351.792219 sec): 3 clusters Score: Raw -475549.036713 + Penalty 2716.109225 = -472832.927488 nChanged 198 SP:Iteration 7Q (351.841155 sec): 3 clusters Score: Raw -475708.446419 + Penalty 2716.109225 = -472992.337194 nChanged 173 SP:Iteration 8Q (351.896880 sec): 3 clusters Score: Raw -475843.294930 + Penalty 2716.109225 = -473127.185705 nChanged 115 SP:Iteration 9Q (351.947438 sec): 3 clusters Score: Raw -475924.828206 + Penalty 2716.109225 = -473208.718981 nChanged 86 SP:Iteration 10Q (351.983051 sec): 3 clusters Score: Raw -475978.504745 + Penalty 2716.109225 = -473262.395520 nChanged 65 SP:Iteration 11Q (352.041060 sec): 3 clusters Score: Raw -476011.625926 + Penalty 2716.109225 = -473295.516701 nChanged 41 SP:Iteration 12Q (352.075767 sec): 3 clusters Score: Raw -476036.956478 + Penalty 2716.109225 = -473320.847253 nChanged 41 SP:Iteration 13Q (352.120825 sec): 3 clusters Score: Raw -476066.204415 + Penalty 2716.109225 = -473350.095190 nChanged 38 SP:Iteration 14Q (352.163712 sec): 3 clusters Score: Raw -476103.856539 + Penalty 2716.109225 = -473387.747314 nChanged 42 SP:Iteration 15Q (352.207872 sec): 3 clusters Score: Raw -476166.376237 + Penalty 2716.109225 = -473450.267012 nChanged 49 SP:Iteration 16Q (352.253971 sec): 3 clusters Score: Raw -476224.137996 + Penalty 2716.109225 = -473508.028771 nChanged 35 SP:Iteration 17Q (352.296214 sec): 3 clusters Score: Raw -476243.278576 + Penalty 2716.109225 = -473527.169351 nChanged 20 SP:Iteration 18Q (352.334127 sec): 3 clusters Score: Raw -476248.573003 + Penalty 2716.109225 = -473532.463778 nChanged 7 SP:Iteration 19Q (352.377075 sec): 3 clusters Score: Raw -476251.084203 + Penalty 2716.109225 = -473534.974978 nChanged 3 SP:Iteration 20F (352.411048 sec): 3 clusters Score: Raw -476252.313213 + Penalty 2716.109225 = -473536.203988 nChanged 1 SP:Iteration 21Q (352.463003 sec): 3 clusters Score: Raw -476252.860604 + Penalty 2716.109225 = -473536.751379 nChanged 2 SP:Iteration 22Q (352.498251 sec): 3 clusters Score: Raw -476253.576789 + Penalty 2716.109225 = -473537.467564 nChanged 3 SP:Iteration 23Q (352.549717 sec): 3 clusters Score: Raw -476254.776764 + Penalty 2716.109225 = -473538.667539 nChanged 4 SP:Iteration 24Q (352.593985 sec): 3 clusters Score: Raw -476255.738976 + Penalty 2716.109225 = -473539.629751 nChanged 3 SP:Iteration 25Q (352.643448 sec): 3 clusters Score: Raw -476256.685413 + Penalty 2716.109225 = -473540.576188 nChanged 2 SP:Iteration 26Q (352.691765 sec): 3 clusters Score: Raw -476257.442894 + Penalty 2716.109225 = -473541.333669 nChanged 1 SP:Iteration 27Q (352.735989 sec): 3 clusters Score: Raw -476257.571014 + Penalty 2716.109225 = -473541.461790 nChanged 0 SP:Iteration 28F (352.784906 sec): 3 clusters Score: Raw -476257.571014 + Penalty 2716.109225 = -473541.461790 nChanged 0 Trying to split cluster 9 (6461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (352.818495 sec): 2 clusters Score: Raw -742767.826359 + Penalty 1425.700150 = -741342.126209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (352.872726 sec): 3 clusters Score: Raw -739305.644458 + Penalty 2851.400300 = -736454.244158 nChanged 2649 SP:Iteration 1F (352.934521 sec): 3 clusters Score: Raw -740781.587938 + Penalty 2851.400300 = -737930.187638 nChanged 418 SP:Iteration 2F (352.993573 sec): 3 clusters Score: Raw -741009.838820 + Penalty 2851.400300 = -738158.438520 nChanged 350 SP:Iteration 3F (353.035920 sec): 3 clusters Score: Raw -741189.826777 + Penalty 2851.400300 = -738338.426478 nChanged 323 SP:Iteration 4Q (353.081415 sec): 3 clusters Score: Raw -741365.823573 + Penalty 2851.400300 = -738514.423273 nChanged 311 SP:Iteration 5Q (353.130026 sec): 3 clusters Score: Raw -741561.183289 + Penalty 2851.400300 = -738709.782989 nChanged 306 SP:Iteration 6Q (353.184243 sec): 3 clusters Score: Raw -741743.999881 + Penalty 2851.400300 = -738892.599581 nChanged 270 SP:Iteration 7Q (353.232637 sec): 3 clusters Score: Raw -741923.183230 + Penalty 2851.400300 = -739071.782931 nChanged 271 SP:Iteration 8Q (353.287337 sec): 3 clusters Score: Raw -742107.967880 + Penalty 2851.400300 = -739256.567580 nChanged 275 SP:Iteration 9Q (353.336842 sec): 3 clusters Score: Raw -742293.115250 + Penalty 2851.400300 = -739441.714950 nChanged 247 SP:Iteration 10Q (353.386194 sec): 3 clusters Score: Raw -742470.686098 + Penalty 2851.400300 = -739619.285798 nChanged 225 SP:Iteration 11Q (353.439313 sec): 3 clusters Score: Raw -742654.438873 + Penalty 2851.400300 = -739803.038573 nChanged 183 SP:Iteration 12Q (353.484447 sec): 3 clusters Score: Raw -742815.039723 + Penalty 2851.400300 = -739963.639424 nChanged 157 SP:Iteration 13Q (353.536343 sec): 3 clusters Score: Raw -742986.441922 + Penalty 2851.400300 = -740135.041623 nChanged 159 SP:Iteration 14Q (353.591091 sec): 3 clusters Score: Raw -743135.554835 + Penalty 2851.400300 = -740284.154536 nChanged 121 SP:Iteration 15Q (353.640420 sec): 3 clusters Score: Raw -743243.842785 + Penalty 2851.400300 = -740392.442485 nChanged 94 SP:Iteration 16Q (353.687442 sec): 3 clusters Score: Raw -743326.689400 + Penalty 2851.400300 = -740475.289100 nChanged 65 SP:Iteration 17Q (353.732372 sec): 3 clusters Score: Raw -743372.178048 + Penalty 2851.400300 = -740520.777749 nChanged 49 SP:Iteration 18Q (353.785262 sec): 3 clusters Score: Raw -743400.593634 + Penalty 2851.400300 = -740549.193335 nChanged 24 SP:Iteration 19Q (353.832556 sec): 3 clusters Score: Raw -743411.040947 + Penalty 2851.400300 = -740559.640647 nChanged 18 SP:Iteration 20F (353.887752 sec): 3 clusters Score: Raw -743417.079188 + Penalty 2851.400300 = -740565.678889 nChanged 13 SP:Iteration 21Q (353.931485 sec): 3 clusters Score: Raw -743421.179661 + Penalty 2851.400300 = -740569.779361 nChanged 8 SP:Iteration 22Q (353.978998 sec): 3 clusters Score: Raw -743425.011011 + Penalty 2851.400300 = -740573.610711 nChanged 10 SP:Iteration 23Q (354.023897 sec): 3 clusters Score: Raw -743428.884342 + Penalty 2851.400300 = -740577.484043 nChanged 9 SP:Iteration 24Q (354.063364 sec): 3 clusters Score: Raw -743433.564657 + Penalty 2851.400300 = -740582.164358 nChanged 7 SP:Iteration 25Q (354.114987 sec): 3 clusters Score: Raw -743435.382917 + Penalty 2851.400300 = -740583.982617 nChanged 3 SP:Iteration 26Q (354.162898 sec): 3 clusters Score: Raw -743435.764183 + Penalty 2851.400300 = -740584.363883 nChanged 1 SP:Iteration 27Q (354.211909 sec): 3 clusters Score: Raw -743435.850004 + Penalty 2851.400300 = -740584.449705 nChanged 0 SP:Iteration 28F (354.266777 sec): 3 clusters Score: Raw -743435.850004 + Penalty 2851.400300 = -740584.449705 nChanged 0 Trying to split cluster 10 (7016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (354.305548 sec): 2 clusters Score: Raw -830406.937102 + Penalty 1439.091637 = -828967.845466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (354.361898 sec): 3 clusters Score: Raw -826653.429334 + Penalty 2878.183274 = -823775.246060 nChanged 2873 SP:Iteration 1F (354.412042 sec): 3 clusters Score: Raw -828316.986478 + Penalty 2878.183274 = -825438.803205 nChanged 490 SP:Iteration 2F (354.449837 sec): 3 clusters Score: Raw -828595.262484 + Penalty 2878.183274 = -825717.079211 nChanged 427 SP:Iteration 3F (354.497867 sec): 3 clusters Score: Raw -828839.808295 + Penalty 2878.183274 = -825961.625022 nChanged 411 SP:Iteration 4F (354.558796 sec): 3 clusters Score: Raw -829112.714393 + Penalty 2878.183274 = -826234.531119 nChanged 417 SP:Iteration 5F (354.605160 sec): 3 clusters Score: Raw -829425.206068 + Penalty 2878.183274 = -826547.022794 nChanged 417 SP:Iteration 6F (354.656601 sec): 3 clusters Score: Raw -829735.751022 + Penalty 2878.183274 = -826857.567749 nChanged 378 SP:Iteration 7F (354.720885 sec): 3 clusters Score: Raw -830012.090733 + Penalty 2878.183274 = -827133.907459 nChanged 318 SP:Iteration 8Q (354.778024 sec): 3 clusters Score: Raw -830242.580658 + Penalty 2878.183274 = -827364.397385 nChanged 277 SP:Iteration 9Q (354.824571 sec): 3 clusters Score: Raw -830440.301998 + Penalty 2878.183274 = -827562.118724 nChanged 201 SP:Iteration 10Q (354.877935 sec): 3 clusters Score: Raw -830580.906152 + Penalty 2878.183274 = -827702.722879 nChanged 159 SP:Iteration 11Q (354.943195 sec): 3 clusters Score: Raw -830674.605853 + Penalty 2878.183274 = -827796.422579 nChanged 116 SP:Iteration 12Q (354.992378 sec): 3 clusters Score: Raw -830743.966999 + Penalty 2878.183274 = -827865.783726 nChanged 93 SP:Iteration 13Q (355.037157 sec): 3 clusters Score: Raw -830795.927350 + Penalty 2878.183274 = -827917.744076 nChanged 71 SP:Iteration 14Q (355.092145 sec): 3 clusters Score: Raw -830836.908987 + Penalty 2878.183274 = -827958.725714 nChanged 67 SP:Iteration 15Q (355.150761 sec): 3 clusters Score: Raw -830868.058929 + Penalty 2878.183274 = -827989.875656 nChanged 40 SP:Iteration 16Q (355.202243 sec): 3 clusters Score: Raw -830889.064713 + Penalty 2878.183274 = -828010.881440 nChanged 42 SP:Iteration 17Q (355.249079 sec): 3 clusters Score: Raw -830918.715304 + Penalty 2878.183274 = -828040.532031 nChanged 44 SP:Iteration 18Q (355.277789 sec): 3 clusters Score: Raw -830949.769293 + Penalty 2878.183274 = -828071.586019 nChanged 30 SP:Iteration 19Q (355.323449 sec): 3 clusters Score: Raw -830971.914396 + Penalty 2878.183274 = -828093.731122 nChanged 32 SP:Iteration 20F (355.375722 sec): 3 clusters Score: Raw -830996.728177 + Penalty 2878.183274 = -828118.544903 nChanged 31 SP:Iteration 21Q (355.435015 sec): 3 clusters Score: Raw -831017.781822 + Penalty 2878.183274 = -828139.598549 nChanged 24 SP:Iteration 22Q (355.476757 sec): 3 clusters Score: Raw -831033.062132 + Penalty 2878.183274 = -828154.878859 nChanged 22 SP:Iteration 23Q (355.535410 sec): 3 clusters Score: Raw -831041.924854 + Penalty 2878.183274 = -828163.741581 nChanged 7 SP:Iteration 24Q (355.588034 sec): 3 clusters Score: Raw -831045.568960 + Penalty 2878.183274 = -828167.385686 nChanged 6 SP:Iteration 25Q (355.641017 sec): 3 clusters Score: Raw -831046.881009 + Penalty 2878.183274 = -828168.697736 nChanged 3 SP:Iteration 26Q (355.695094 sec): 3 clusters Score: Raw -831048.331865 + Penalty 2878.183274 = -828170.148592 nChanged 3 SP:Iteration 27Q (355.747476 sec): 3 clusters Score: Raw -831049.197135 + Penalty 2878.183274 = -828171.013861 nChanged 2 SP:Iteration 28Q (355.797542 sec): 3 clusters Score: Raw -831049.517089 + Penalty 2878.183274 = -828171.333816 nChanged 0 SP:Iteration 29F (355.851500 sec): 3 clusters Score: Raw -831049.517089 + Penalty 2878.183274 = -828171.333816 nChanged 0 Trying to split cluster 11 (140809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (356.106059 sec): 2 clusters Score: Raw -17315060.987546 + Penalty 1926.463442 = -17313134.524104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (356.381056 sec): 3 clusters Score: Raw -17222768.126415 + Penalty 3852.926883 = -17218915.199532 nChanged 67723 SP:Iteration 1F (356.649676 sec): 3 clusters Score: Raw -17263074.566196 + Penalty 3852.926883 = -17259221.639313 nChanged 4792 SP:Iteration 2Q (356.937688 sec): 3 clusters Score: Raw -17264569.293205 + Penalty 3852.926883 = -17260716.366321 nChanged 5654 SP:Iteration 3Q (357.234561 sec): 3 clusters Score: Raw -17266896.829326 + Penalty 3852.926883 = -17263043.902443 nChanged 6999 SP:Iteration 4Q (357.500773 sec): 3 clusters Score: Raw -17270743.014392 + Penalty 3852.926883 = -17266890.087509 nChanged 8723 SP:Iteration 5F (357.769690 sec): 3 clusters Score: Raw -17276808.733101 + Penalty 3852.926883 = -17272955.806218 nChanged 10443 SP:Iteration 6F (358.047157 sec): 3 clusters Score: Raw -17285526.863317 + Penalty 3852.926883 = -17281673.936434 nChanged 10632 SP:Iteration 7F (358.313092 sec): 3 clusters Score: Raw -17295168.511951 + Penalty 3852.926883 = -17291315.585067 nChanged 8614 SP:Iteration 8F (358.588437 sec): 3 clusters Score: Raw -17303049.226259 + Penalty 3852.926883 = -17299196.299376 nChanged 6002 SP:Iteration 9Q (358.852353 sec): 3 clusters Score: Raw -17308377.869962 + Penalty 3852.926883 = -17304524.943079 nChanged 3752 SP:Iteration 10Q (359.104491 sec): 3 clusters Score: Raw -17311529.172539 + Penalty 3852.926883 = -17307676.245656 nChanged 2177 SP:Iteration 11Q (359.342619 sec): 3 clusters Score: Raw -17313201.031769 + Penalty 3852.926883 = -17309348.104885 nChanged 1253 SP:Iteration 12Q (359.585839 sec): 3 clusters Score: Raw -17314123.525877 + Penalty 3852.926883 = -17310270.598994 nChanged 707 SP:Iteration 13Q (359.827461 sec): 3 clusters Score: Raw -17314625.175976 + Penalty 3852.926883 = -17310772.249093 nChanged 427 SP:Iteration 14Q (360.037427 sec): 3 clusters Score: Raw -17314917.690225 + Penalty 3852.926883 = -17311064.763342 nChanged 239 SP:Iteration 15Q (360.266255 sec): 3 clusters Score: Raw -17315082.075530 + Penalty 3852.926883 = -17311229.148646 nChanged 152 SP:Iteration 16Q (360.499515 sec): 3 clusters Score: Raw -17315183.089205 + Penalty 3852.926883 = -17311330.162322 nChanged 111 SP:Iteration 17Q (360.714611 sec): 3 clusters Score: Raw -17315250.430070 + Penalty 3852.926883 = -17311397.503187 nChanged 78 SP:Iteration 18Q (360.944415 sec): 3 clusters Score: Raw -17315287.880901 + Penalty 3852.926883 = -17311434.954017 nChanged 46 SP:Iteration 19Q (361.174910 sec): 3 clusters Score: Raw -17315313.961565 + Penalty 3852.926883 = -17311461.034682 nChanged 39 SP:Iteration 20F (361.442632 sec): 3 clusters Score: Raw -17315332.108786 + Penalty 3852.926883 = -17311479.181903 nChanged 19 SP:Iteration 21Q (361.677198 sec): 3 clusters Score: Raw -17315341.789341 + Penalty 3852.926883 = -17311488.862458 nChanged 23 SP:Iteration 22Q (361.896694 sec): 3 clusters Score: Raw -17315355.570781 + Penalty 3852.926883 = -17311502.643898 nChanged 20 SP:Iteration 23Q (362.126289 sec): 3 clusters Score: Raw -17315369.632783 + Penalty 3852.926883 = -17311516.705900 nChanged 18 SP:Iteration 24Q (362.341107 sec): 3 clusters Score: Raw -17315382.089488 + Penalty 3852.926883 = -17311529.162604 nChanged 12 SP:Iteration 25Q (362.573315 sec): 3 clusters Score: Raw -17315387.857278 + Penalty 3852.926883 = -17311534.930394 nChanged 13 SP:Iteration 26Q (362.802468 sec): 3 clusters Score: Raw -17315395.146249 + Penalty 3852.926883 = -17311542.219365 nChanged 10 SP:Iteration 27Q (363.002272 sec): 3 clusters Score: Raw -17315402.872033 + Penalty 3852.926883 = -17311549.945150 nChanged 9 SP:Iteration 28Q (363.236552 sec): 3 clusters Score: Raw -17315410.246285 + Penalty 3852.926883 = -17311557.319402 nChanged 8 SP:Iteration 29Q (363.472546 sec): 3 clusters Score: Raw -17315416.018669 + Penalty 3852.926883 = -17311563.091785 nChanged 10 SP:Iteration 30Q (363.696113 sec): 3 clusters Score: Raw -17315421.760321 + Penalty 3852.926883 = -17311568.833437 nChanged 7 SP:Iteration 31Q (363.908590 sec): 3 clusters Score: Raw -17315425.854891 + Penalty 3852.926883 = -17311572.928008 nChanged 5 SP:Iteration 32Q (364.153791 sec): 3 clusters Score: Raw -17315427.741270 + Penalty 3852.926883 = -17311574.814386 nChanged 3 SP:Iteration 33Q (364.380748 sec): 3 clusters Score: Raw -17315430.686980 + Penalty 3852.926883 = -17311577.760097 nChanged 4 SP:Iteration 34Q (364.600560 sec): 3 clusters Score: Raw -17315433.362609 + Penalty 3852.926883 = -17311580.435725 nChanged 4 SP:Iteration 35Q (364.821321 sec): 3 clusters Score: Raw -17315435.043746 + Penalty 3852.926883 = -17311582.116862 nChanged 4 SP:Iteration 36Q (365.049663 sec): 3 clusters Score: Raw -17315438.755382 + Penalty 3852.926883 = -17311585.828499 nChanged 7 SP:Iteration 37Q (365.291880 sec): 3 clusters Score: Raw -17315442.399985 + Penalty 3852.926883 = -17311589.473102 nChanged 3 SP:Iteration 38Q (365.512957 sec): 3 clusters Score: Raw -17315446.312377 + Penalty 3852.926883 = -17311593.385493 nChanged 6 SP:Iteration 39Q (365.740750 sec): 3 clusters Score: Raw -17315449.484251 + Penalty 3852.926883 = -17311596.557368 nChanged 4 SP:Iteration 40F (366.005948 sec): 3 clusters Score: Raw -17315450.944661 + Penalty 3852.926883 = -17311598.017777 nChanged 3 SP:Iteration 41Q (366.240141 sec): 3 clusters Score: Raw -17315453.891611 + Penalty 3852.926883 = -17311600.964728 nChanged 3 SP:Iteration 42Q (366.457587 sec): 3 clusters Score: Raw -17315455.759220 + Penalty 3852.926883 = -17311602.832337 nChanged 3 SP:Iteration 43Q (366.677648 sec): 3 clusters Score: Raw -17315456.540431 + Penalty 3852.926883 = -17311603.613547 nChanged 0 SP:Iteration 44F (366.952399 sec): 3 clusters Score: Raw -17315456.540431 + Penalty 3852.926883 = -17311603.613547 nChanged 0 Trying to split cluster 12 (94466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (367.087076 sec): 2 clusters Score: Raw -11440146.117149 + Penalty 1861.599230 = -11438284.517920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (367.287940 sec): 3 clusters Score: Raw -11378827.690186 + Penalty 3723.198460 = -11375104.491726 nChanged 45206 SP:Iteration 1F (367.487505 sec): 3 clusters Score: Raw -11405114.388107 + Penalty 3723.198460 = -11401391.189648 nChanged 3979 SP:Iteration 2Q (367.683159 sec): 3 clusters Score: Raw -11406725.285282 + Penalty 3723.198460 = -11403002.086822 nChanged 4706 SP:Iteration 3Q (367.894923 sec): 3 clusters Score: Raw -11409175.755296 + Penalty 3723.198460 = -11405452.556837 nChanged 5604 SP:Iteration 4F (368.092170 sec): 3 clusters Score: Raw -11412714.519625 + Penalty 3723.198460 = -11408991.321165 nChanged 6276 SP:Iteration 5F (368.294806 sec): 3 clusters Score: Raw -11417151.390203 + Penalty 3723.198460 = -11413428.191743 nChanged 6369 SP:Iteration 6F (368.479909 sec): 3 clusters Score: Raw -11421654.976408 + Penalty 3723.198460 = -11417931.777948 nChanged 5803 SP:Iteration 7F (368.678042 sec): 3 clusters Score: Raw -11425415.511130 + Penalty 3723.198460 = -11421692.312670 nChanged 4857 SP:Iteration 8F (368.854874 sec): 3 clusters Score: Raw -11428251.612857 + Penalty 3723.198460 = -11424528.414398 nChanged 4130 SP:Iteration 9Q (369.060028 sec): 3 clusters Score: Raw -11430472.466244 + Penalty 3723.198460 = -11426749.267784 nChanged 3483 SP:Iteration 10Q (369.243566 sec): 3 clusters Score: Raw -11432204.763158 + Penalty 3723.198460 = -11428481.564698 nChanged 3063 SP:Iteration 11Q (369.443302 sec): 3 clusters Score: Raw -11433662.929323 + Penalty 3723.198460 = -11429939.730863 nChanged 2724 SP:Iteration 12Q (369.631725 sec): 3 clusters Score: Raw -11434921.520766 + Penalty 3723.198460 = -11431198.322307 nChanged 2538 SP:Iteration 13Q (369.815545 sec): 3 clusters Score: Raw -11436102.011837 + Penalty 3723.198460 = -11432378.813377 nChanged 2244 SP:Iteration 14Q (370.003839 sec): 3 clusters Score: Raw -11437150.977084 + Penalty 3723.198460 = -11433427.778625 nChanged 1951 SP:Iteration 15Q (370.187908 sec): 3 clusters Score: Raw -11438035.586215 + Penalty 3723.198460 = -11434312.387755 nChanged 1596 SP:Iteration 16Q (370.365257 sec): 3 clusters Score: Raw -11438759.129069 + Penalty 3723.198460 = -11435035.930610 nChanged 1330 SP:Iteration 17Q (370.551926 sec): 3 clusters Score: Raw -11439376.934947 + Penalty 3723.198460 = -11435653.736488 nChanged 1057 SP:Iteration 18Q (370.724697 sec): 3 clusters Score: Raw -11439886.856175 + Penalty 3723.198460 = -11436163.657715 nChanged 802 SP:Iteration 19Q (370.906339 sec): 3 clusters Score: Raw -11440294.095356 + Penalty 3723.198460 = -11436570.896896 nChanged 633 SP:Iteration 20F (371.110326 sec): 3 clusters Score: Raw -11440614.825035 + Penalty 3723.198460 = -11436891.626576 nChanged 466 SP:Iteration 21Q (371.272429 sec): 3 clusters Score: Raw -11440841.508472 + Penalty 3723.198460 = -11437118.310012 nChanged 359 SP:Iteration 22Q (371.439959 sec): 3 clusters Score: Raw -11440993.385846 + Penalty 3723.198460 = -11437270.187387 nChanged 252 SP:Iteration 23Q (371.610752 sec): 3 clusters Score: Raw -11441098.988879 + Penalty 3723.198460 = -11437375.790419 nChanged 230 SP:Iteration 24Q (371.773695 sec): 3 clusters Score: Raw -11441190.506581 + Penalty 3723.198460 = -11437467.308121 nChanged 184 SP:Iteration 25Q (371.931993 sec): 3 clusters Score: Raw -11441261.100292 + Penalty 3723.198460 = -11437537.901832 nChanged 170 SP:Iteration 26Q (372.090636 sec): 3 clusters Score: Raw -11441317.208351 + Penalty 3723.198460 = -11437594.009892 nChanged 113 SP:Iteration 27Q (372.259508 sec): 3 clusters Score: Raw -11441357.778247 + Penalty 3723.198460 = -11437634.579788 nChanged 116 SP:Iteration 28Q (372.426386 sec): 3 clusters Score: Raw -11441402.345241 + Penalty 3723.198460 = -11437679.146781 nChanged 108 SP:Iteration 29Q (372.580608 sec): 3 clusters Score: Raw -11441438.942854 + Penalty 3723.198460 = -11437715.744394 nChanged 92 SP:Iteration 30Q (372.751103 sec): 3 clusters Score: Raw -11441470.881866 + Penalty 3723.198460 = -11437747.683407 nChanged 95 SP:Iteration 31Q (372.919349 sec): 3 clusters Score: Raw -11441499.720661 + Penalty 3723.198460 = -11437776.522201 nChanged 92 SP:Iteration 32Q (373.078491 sec): 3 clusters Score: Raw -11441525.110200 + Penalty 3723.198460 = -11437801.911740 nChanged 67 SP:Iteration 33Q (373.235103 sec): 3 clusters Score: Raw -11441542.683994 + Penalty 3723.198460 = -11437819.485535 nChanged 51 SP:Iteration 34Q (373.406161 sec): 3 clusters Score: Raw -11441556.142133 + Penalty 3723.198460 = -11437832.943673 nChanged 52 SP:Iteration 35Q (373.587393 sec): 3 clusters Score: Raw -11441569.397117 + Penalty 3723.198460 = -11437846.198657 nChanged 50 SP:Iteration 36Q (373.760377 sec): 3 clusters Score: Raw -11441580.535068 + Penalty 3723.198460 = -11437857.336608 nChanged 57 SP:Iteration 37Q (373.926817 sec): 3 clusters Score: Raw -11441595.620154 + Penalty 3723.198460 = -11437872.421694 nChanged 66 SP:Iteration 38Q (374.101769 sec): 3 clusters Score: Raw -11441612.589500 + Penalty 3723.198460 = -11437889.391040 nChanged 59 SP:Iteration 39Q (374.282713 sec): 3 clusters Score: Raw -11441630.504677 + Penalty 3723.198460 = -11437907.306218 nChanged 63 SP:Iteration 40F (374.482822 sec): 3 clusters Score: Raw -11441649.724244 + Penalty 3723.198460 = -11437926.525785 nChanged 65 SP:Iteration 41Q (374.653394 sec): 3 clusters Score: Raw -11441666.327168 + Penalty 3723.198460 = -11437943.128709 nChanged 45 SP:Iteration 42Q (374.823625 sec): 3 clusters Score: Raw -11441677.290321 + Penalty 3723.198460 = -11437954.091862 nChanged 44 SP:Iteration 43Q (374.995745 sec): 3 clusters Score: Raw -11441687.443418 + Penalty 3723.198460 = -11437964.244959 nChanged 45 SP:Iteration 44Q (375.166838 sec): 3 clusters Score: Raw -11441700.563481 + Penalty 3723.198460 = -11437977.365021 nChanged 48 SP:Iteration 45Q (375.337846 sec): 3 clusters Score: Raw -11441714.454962 + Penalty 3723.198460 = -11437991.256503 nChanged 51 SP:Iteration 46Q (375.505675 sec): 3 clusters Score: Raw -11441728.965513 + Penalty 3723.198460 = -11438005.767053 nChanged 53 SP:Iteration 47Q (375.682993 sec): 3 clusters Score: Raw -11441742.073931 + Penalty 3723.198460 = -11438018.875471 nChanged 45 SP:Iteration 48Q (375.849841 sec): 3 clusters Score: Raw -11441755.967635 + Penalty 3723.198460 = -11438032.769176 nChanged 54 SP:Iteration 49Q (375.993193 sec): 3 clusters Score: Raw -11441768.165020 + Penalty 3723.198460 = -11438044.966560 nChanged 48 SP:Iteration 50Q (376.129899 sec): 3 clusters Score: Raw -11441779.324726 + Penalty 3723.198460 = -11438056.126267 nChanged 44 SP:Iteration 51Q (376.287559 sec): 3 clusters Score: Raw -11441788.755934 + Penalty 3723.198460 = -11438065.557475 nChanged 41 SP:Iteration 52Q (376.461437 sec): 3 clusters Score: Raw -11441796.880654 + Penalty 3723.198460 = -11438073.682195 nChanged 47 SP:Iteration 53Q (376.600633 sec): 3 clusters Score: Raw -11441805.592146 + Penalty 3723.198460 = -11438082.393686 nChanged 41 SP:Iteration 54Q (376.748749 sec): 3 clusters Score: Raw -11441813.190206 + Penalty 3723.198460 = -11438089.991746 nChanged 31 SP:Iteration 55Q (376.907840 sec): 3 clusters Score: Raw -11441818.543470 + Penalty 3723.198460 = -11438095.345011 nChanged 29 SP:Iteration 56Q (377.071492 sec): 3 clusters Score: Raw -11441824.429919 + Penalty 3723.198460 = -11438101.231459 nChanged 29 SP:Iteration 57Q (377.223421 sec): 3 clusters Score: Raw -11441829.742451 + Penalty 3723.198460 = -11438106.543991 nChanged 28 SP:Iteration 58Q (377.382196 sec): 3 clusters Score: Raw -11441834.870875 + Penalty 3723.198460 = -11438111.672415 nChanged 29 SP:Iteration 59Q (377.554020 sec): 3 clusters Score: Raw -11441840.252759 + Penalty 3723.198460 = -11438117.054299 nChanged 30 SP:Iteration 60F (377.735716 sec): 3 clusters Score: Raw -11441846.062712 + Penalty 3723.198460 = -11438122.864253 nChanged 36 SP:Iteration 61Q (377.901270 sec): 3 clusters Score: Raw -11441854.275176 + Penalty 3723.198460 = -11438131.076717 nChanged 32 SP:Iteration 62Q (378.067394 sec): 3 clusters Score: Raw -11441861.263976 + Penalty 3723.198460 = -11438138.065516 nChanged 31 SP:Iteration 63Q (378.232256 sec): 3 clusters Score: Raw -11441867.790146 + Penalty 3723.198460 = -11438144.591686 nChanged 29 SP:Iteration 64Q (378.386070 sec): 3 clusters Score: Raw -11441872.172367 + Penalty 3723.198460 = -11438148.973907 nChanged 21 SP:Iteration 65Q (378.559234 sec): 3 clusters Score: Raw -11441876.199152 + Penalty 3723.198460 = -11438153.000693 nChanged 25 SP:Iteration 66Q (378.719263 sec): 3 clusters Score: Raw -11441881.447226 + Penalty 3723.198460 = -11438158.248766 nChanged 28 SP:Iteration 67Q (378.864732 sec): 3 clusters Score: Raw -11441885.776060 + Penalty 3723.198460 = -11438162.577600 nChanged 22 SP:Iteration 68Q (379.043227 sec): 3 clusters Score: Raw -11441890.019974 + Penalty 3723.198460 = -11438166.821515 nChanged 38 SP:Iteration 69Q (379.216912 sec): 3 clusters Score: Raw -11441897.254588 + Penalty 3723.198460 = -11438174.056128 nChanged 32 SP:Iteration 70Q (379.385133 sec): 3 clusters Score: Raw -11441903.414233 + Penalty 3723.198460 = -11438180.215773 nChanged 29 SP:Iteration 71Q (379.547888 sec): 3 clusters Score: Raw -11441908.305853 + Penalty 3723.198460 = -11438185.107393 nChanged 27 SP:Iteration 72Q (379.714779 sec): 3 clusters Score: Raw -11441912.578064 + Penalty 3723.198460 = -11438189.379604 nChanged 25 SP:Iteration 73Q (379.892162 sec): 3 clusters Score: Raw -11441918.006349 + Penalty 3723.198460 = -11438194.807890 nChanged 31 SP:Iteration 74Q (380.054455 sec): 3 clusters Score: Raw -11441923.014663 + Penalty 3723.198460 = -11438199.816203 nChanged 27 SP:Iteration 75Q (380.212586 sec): 3 clusters Score: Raw -11441927.768939 + Penalty 3723.198460 = -11438204.570479 nChanged 25 SP:Iteration 76Q (380.375154 sec): 3 clusters Score: Raw -11441932.689701 + Penalty 3723.198460 = -11438209.491242 nChanged 31 SP:Iteration 77Q (380.532287 sec): 3 clusters Score: Raw -11441937.527481 + Penalty 3723.198460 = -11438214.329021 nChanged 29 SP:Iteration 78Q (380.677560 sec): 3 clusters Score: Raw -11441943.071379 + Penalty 3723.198460 = -11438219.872919 nChanged 23 SP:Iteration 79Q (380.852181 sec): 3 clusters Score: Raw -11441947.224452 + Penalty 3723.198460 = -11438224.025992 nChanged 23 SP:Iteration 80F (381.044947 sec): 3 clusters Score: Raw -11441950.930900 + Penalty 3723.198460 = -11438227.732440 nChanged 22 SP:Iteration 81Q (381.215614 sec): 3 clusters Score: Raw -11441955.004069 + Penalty 3723.198460 = -11438231.805609 nChanged 18 SP:Iteration 82Q (381.395356 sec): 3 clusters Score: Raw -11441957.386483 + Penalty 3723.198460 = -11438234.188024 nChanged 17 SP:Iteration 83Q (381.562112 sec): 3 clusters Score: Raw -11441959.057029 + Penalty 3723.198460 = -11438235.858569 nChanged 10 SP:Iteration 84Q (381.741401 sec): 3 clusters Score: Raw -11441960.553928 + Penalty 3723.198460 = -11438237.355468 nChanged 10 SP:Iteration 85Q (381.911113 sec): 3 clusters Score: Raw -11441961.565037 + Penalty 3723.198460 = -11438238.366577 nChanged 6 SP:Iteration 86Q (382.074846 sec): 3 clusters Score: Raw -11441962.044461 + Penalty 3723.198460 = -11438238.846002 nChanged 3 SP:Iteration 87Q (382.233163 sec): 3 clusters Score: Raw -11441962.320567 + Penalty 3723.198460 = -11438239.122107 nChanged 2 SP:Iteration 88Q (382.408154 sec): 3 clusters Score: Raw -11441962.572378 + Penalty 3723.198460 = -11438239.373918 nChanged 2 SP:Iteration 89Q (382.560154 sec): 3 clusters Score: Raw -11441962.757595 + Penalty 3723.198460 = -11438239.559135 nChanged 4 SP:Iteration 90Q (382.723777 sec): 3 clusters Score: Raw -11441963.021757 + Penalty 3723.198460 = -11438239.823298 nChanged 3 SP:Iteration 91Q (382.881699 sec): 3 clusters Score: Raw -11441963.280535 + Penalty 3723.198460 = -11438240.082075 nChanged 3 SP:Iteration 92Q (383.027172 sec): 3 clusters Score: Raw -11441963.566046 + Penalty 3723.198460 = -11438240.367586 nChanged 3 SP:Iteration 93Q (383.201877 sec): 3 clusters Score: Raw -11441963.763484 + Penalty 3723.198460 = -11438240.565025 nChanged 2 SP:Iteration 94Q (383.372142 sec): 3 clusters Score: Raw -11441964.027407 + Penalty 3723.198460 = -11438240.828947 nChanged 2 SP:Iteration 95Q (383.541912 sec): 3 clusters Score: Raw -11441964.324058 + Penalty 3723.198460 = -11438241.125598 nChanged 6 SP:Iteration 96Q (383.710683 sec): 3 clusters Score: Raw -11441965.365823 + Penalty 3723.198460 = -11438242.167363 nChanged 10 SP:Iteration 97Q (383.888242 sec): 3 clusters Score: Raw -11441967.255322 + Penalty 3723.198460 = -11438244.056862 nChanged 14 SP:Iteration 98Q (384.058244 sec): 3 clusters Score: Raw -11441968.858626 + Penalty 3723.198460 = -11438245.660166 nChanged 13 SP:Iteration 99Q (384.229242 sec): 3 clusters Score: Raw -11441970.746801 + Penalty 3723.198460 = -11438247.548342 nChanged 9 SP:Iteration 100F (384.448999 sec): 3 clusters Score: Raw -11441971.772919 + Penalty 3723.198460 = -11438248.574459 nChanged 8 SP:Iteration 101Q (384.591452 sec): 3 clusters Score: Raw -11441972.849977 + Penalty 3723.198460 = -11438249.651518 nChanged 14 SP:Iteration 102Q (384.740600 sec): 3 clusters Score: Raw -11441974.305451 + Penalty 3723.198460 = -11438251.106991 nChanged 11 SP:Iteration 103Q (384.898657 sec): 3 clusters Score: Raw -11441975.997771 + Penalty 3723.198460 = -11438252.799312 nChanged 11 SP:Iteration 104Q (385.065893 sec): 3 clusters Score: Raw -11441977.111389 + Penalty 3723.198460 = -11438253.912929 nChanged 14 SP:Iteration 105Q (385.247969 sec): 3 clusters Score: Raw -11441979.011037 + Penalty 3723.198460 = -11438255.812578 nChanged 15 SP:Iteration 106Q (385.420565 sec): 3 clusters Score: Raw -11441980.931261 + Penalty 3723.198460 = -11438257.732801 nChanged 14 SP:Iteration 107Q (385.593772 sec): 3 clusters Score: Raw -11441982.515108 + Penalty 3723.198460 = -11438259.316649 nChanged 12 SP:Iteration 108Q (385.766558 sec): 3 clusters Score: Raw -11441983.918899 + Penalty 3723.198460 = -11438260.720439 nChanged 8 SP:Iteration 109Q (385.932537 sec): 3 clusters Score: Raw -11441985.087004 + Penalty 3723.198460 = -11438261.888545 nChanged 8 SP:Iteration 110Q (386.100802 sec): 3 clusters Score: Raw -11441986.105141 + Penalty 3723.198460 = -11438262.906681 nChanged 9 SP:Iteration 111Q (386.273989 sec): 3 clusters Score: Raw -11441986.778337 + Penalty 3723.198460 = -11438263.579877 nChanged 2 SP:Iteration 112Q (386.445766 sec): 3 clusters Score: Raw -11441986.901862 + Penalty 3723.198460 = -11438263.703402 nChanged 2 SP:Iteration 113Q (386.603682 sec): 3 clusters Score: Raw -11441987.233735 + Penalty 3723.198460 = -11438264.035276 nChanged 3 SP:Iteration 114Q (386.762042 sec): 3 clusters Score: Raw -11441987.442289 + Penalty 3723.198460 = -11438264.243829 nChanged 2 SP:Iteration 115Q (386.924318 sec): 3 clusters Score: Raw -11441987.665718 + Penalty 3723.198460 = -11438264.467259 nChanged 2 SP:Iteration 116Q (387.083977 sec): 3 clusters Score: Raw -11441987.874509 + Penalty 3723.198460 = -11438264.676049 nChanged 1 SP:Iteration 117Q (387.265641 sec): 3 clusters Score: Raw -11441987.925123 + Penalty 3723.198460 = -11438264.726663 nChanged 2 SP:Iteration 118Q (387.437732 sec): 3 clusters Score: Raw -11441988.168992 + Penalty 3723.198460 = -11438264.970533 nChanged 3 SP:Iteration 119Q (387.616165 sec): 3 clusters Score: Raw -11441988.483171 + Penalty 3723.198460 = -11438265.284711 nChanged 4 SP:Iteration 120F (387.826604 sec): 3 clusters Score: Raw -11441988.859918 + Penalty 3723.198460 = -11438265.661458 nChanged 1 SP:Iteration 121Q (387.995831 sec): 3 clusters Score: Raw -11441988.926363 + Penalty 3723.198460 = -11438265.727903 nChanged 0 SP:Iteration 122F (388.202571 sec): 3 clusters Score: Raw -11441988.926363 + Penalty 3723.198460 = -11438265.727903 nChanged 0 Trying to split cluster 13 (9530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (388.249012 sec): 2 clusters Score: Raw -1130880.582858 + Penalty 1488.857499 = -1129391.725359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (388.315838 sec): 3 clusters Score: Raw -1125490.454175 + Penalty 2977.714999 = -1122512.739176 nChanged 4135 SP:Iteration 1F (388.368817 sec): 3 clusters Score: Raw -1127883.796483 + Penalty 2977.714999 = -1124906.081484 nChanged 710 SP:Iteration 2F (388.420288 sec): 3 clusters Score: Raw -1128242.060998 + Penalty 2977.714999 = -1125264.345999 nChanged 571 SP:Iteration 3F (388.474164 sec): 3 clusters Score: Raw -1128522.369144 + Penalty 2977.714999 = -1125544.654145 nChanged 486 SP:Iteration 4F (388.532243 sec): 3 clusters Score: Raw -1128770.473395 + Penalty 2977.714999 = -1125792.758396 nChanged 457 SP:Iteration 5Q (388.594761 sec): 3 clusters Score: Raw -1128975.292816 + Penalty 2977.714999 = -1125997.577817 nChanged 391 SP:Iteration 6Q (388.654581 sec): 3 clusters Score: Raw -1129160.164378 + Penalty 2977.714999 = -1126182.449379 nChanged 369 SP:Iteration 7Q (388.722109 sec): 3 clusters Score: Raw -1129358.962475 + Penalty 2977.714999 = -1126381.247476 nChanged 379 SP:Iteration 8Q (388.775680 sec): 3 clusters Score: Raw -1129548.039883 + Penalty 2977.714999 = -1126570.324884 nChanged 370 SP:Iteration 9Q (388.845857 sec): 3 clusters Score: Raw -1129770.972531 + Penalty 2977.714999 = -1126793.257532 nChanged 392 SP:Iteration 10Q (388.899555 sec): 3 clusters Score: Raw -1130033.601125 + Penalty 2977.714999 = -1127055.886126 nChanged 346 SP:Iteration 11Q (388.971907 sec): 3 clusters Score: Raw -1130262.093852 + Penalty 2977.714999 = -1127284.378853 nChanged 335 SP:Iteration 12Q (389.033252 sec): 3 clusters Score: Raw -1130506.913715 + Penalty 2977.714999 = -1127529.198716 nChanged 282 SP:Iteration 13Q (389.095407 sec): 3 clusters Score: Raw -1130686.393029 + Penalty 2977.714999 = -1127708.678030 nChanged 225 SP:Iteration 14Q (389.146698 sec): 3 clusters Score: Raw -1130801.089769 + Penalty 2977.714999 = -1127823.374771 nChanged 188 SP:Iteration 15Q (389.206200 sec): 3 clusters Score: Raw -1130909.638999 + Penalty 2977.714999 = -1127931.924000 nChanged 147 SP:Iteration 16Q (389.280832 sec): 3 clusters Score: Raw -1130995.124893 + Penalty 2977.714999 = -1128017.409894 nChanged 128 SP:Iteration 17Q (389.334239 sec): 3 clusters Score: Raw -1131057.787040 + Penalty 2977.714999 = -1128080.072041 nChanged 111 SP:Iteration 18Q (389.398995 sec): 3 clusters Score: Raw -1131104.204688 + Penalty 2977.714999 = -1128126.489689 nChanged 86 SP:Iteration 19Q (389.461933 sec): 3 clusters Score: Raw -1131140.501757 + Penalty 2977.714999 = -1128162.786758 nChanged 81 SP:Iteration 20F (389.526065 sec): 3 clusters Score: Raw -1131169.874742 + Penalty 2977.714999 = -1128192.159743 nChanged 63 SP:Iteration 21Q (389.573928 sec): 3 clusters Score: Raw -1131189.802569 + Penalty 2977.714999 = -1128212.087570 nChanged 51 SP:Iteration 22Q (389.629170 sec): 3 clusters Score: Raw -1131204.231417 + Penalty 2977.714999 = -1128226.516418 nChanged 41 SP:Iteration 23Q (389.690455 sec): 3 clusters Score: Raw -1131216.225140 + Penalty 2977.714999 = -1128238.510141 nChanged 32 SP:Iteration 24Q (389.745554 sec): 3 clusters Score: Raw -1131225.403937 + Penalty 2977.714999 = -1128247.688938 nChanged 34 SP:Iteration 25Q (389.802183 sec): 3 clusters Score: Raw -1131235.385617 + Penalty 2977.714999 = -1128257.670618 nChanged 32 SP:Iteration 26Q (389.875270 sec): 3 clusters Score: Raw -1131244.479308 + Penalty 2977.714999 = -1128266.764309 nChanged 31 SP:Iteration 27Q (389.921985 sec): 3 clusters Score: Raw -1131254.445389 + Penalty 2977.714999 = -1128276.730390 nChanged 38 SP:Iteration 28Q (389.991888 sec): 3 clusters Score: Raw -1131265.653815 + Penalty 2977.714999 = -1128287.938816 nChanged 28 SP:Iteration 29Q (390.038812 sec): 3 clusters Score: Raw -1131273.465542 + Penalty 2977.714999 = -1128295.750543 nChanged 23 SP:Iteration 30Q (390.108221 sec): 3 clusters Score: Raw -1131280.974762 + Penalty 2977.714999 = -1128303.259763 nChanged 27 SP:Iteration 31Q (390.157348 sec): 3 clusters Score: Raw -1131288.642427 + Penalty 2977.714999 = -1128310.927428 nChanged 18 SP:Iteration 32Q (390.224294 sec): 3 clusters Score: Raw -1131293.140228 + Penalty 2977.714999 = -1128315.425229 nChanged 17 SP:Iteration 33Q (390.291900 sec): 3 clusters Score: Raw -1131298.129747 + Penalty 2977.714999 = -1128320.414748 nChanged 13 SP:Iteration 34Q (390.350040 sec): 3 clusters Score: Raw -1131301.610422 + Penalty 2977.714999 = -1128323.895424 nChanged 15 SP:Iteration 35Q (390.406848 sec): 3 clusters Score: Raw -1131304.811348 + Penalty 2977.714999 = -1128327.096349 nChanged 15 SP:Iteration 36Q (390.464049 sec): 3 clusters Score: Raw -1131309.046871 + Penalty 2977.714999 = -1128331.331872 nChanged 12 SP:Iteration 37Q (390.523923 sec): 3 clusters Score: Raw -1131312.793101 + Penalty 2977.714999 = -1128335.078102 nChanged 15 SP:Iteration 38Q (390.580230 sec): 3 clusters Score: Raw -1131317.230296 + Penalty 2977.714999 = -1128339.515298 nChanged 12 SP:Iteration 39Q (390.637676 sec): 3 clusters Score: Raw -1131321.120235 + Penalty 2977.714999 = -1128343.405236 nChanged 11 SP:Iteration 40F (390.702756 sec): 3 clusters Score: Raw -1131323.657043 + Penalty 2977.714999 = -1128345.942044 nChanged 6 SP:Iteration 41Q (390.755397 sec): 3 clusters Score: Raw -1131324.582850 + Penalty 2977.714999 = -1128346.867851 nChanged 7 SP:Iteration 42Q (390.822959 sec): 3 clusters Score: Raw -1131325.886742 + Penalty 2977.714999 = -1128348.171743 nChanged 9 SP:Iteration 43Q (390.874364 sec): 3 clusters Score: Raw -1131327.204641 + Penalty 2977.714999 = -1128349.489642 nChanged 5 SP:Iteration 44Q (390.938272 sec): 3 clusters Score: Raw -1131328.523159 + Penalty 2977.714999 = -1128350.808160 nChanged 4 SP:Iteration 45Q (390.997642 sec): 3 clusters Score: Raw -1131329.147807 + Penalty 2977.714999 = -1128351.432808 nChanged 1 SP:Iteration 46Q (391.059540 sec): 3 clusters Score: Raw -1131329.766422 + Penalty 2977.714999 = -1128352.051423 nChanged 4 SP:Iteration 47Q (391.117622 sec): 3 clusters Score: Raw -1131330.616683 + Penalty 2977.714999 = -1128352.901684 nChanged 6 SP:Iteration 48Q (391.170738 sec): 3 clusters Score: Raw -1131332.544350 + Penalty 2977.714999 = -1128354.829351 nChanged 8 SP:Iteration 49Q (391.222482 sec): 3 clusters Score: Raw -1131334.617103 + Penalty 2977.714999 = -1128356.902104 nChanged 5 SP:Iteration 50Q (391.285285 sec): 3 clusters Score: Raw -1131335.485102 + Penalty 2977.714999 = -1128357.770103 nChanged 5 SP:Iteration 51Q (391.338299 sec): 3 clusters Score: Raw -1131336.537568 + Penalty 2977.714999 = -1128358.822569 nChanged 3 SP:Iteration 52Q (391.405136 sec): 3 clusters Score: Raw -1131337.281539 + Penalty 2977.714999 = -1128359.566540 nChanged 2 SP:Iteration 53Q (391.467822 sec): 3 clusters Score: Raw -1131337.575499 + Penalty 2977.714999 = -1128359.860500 nChanged 0 SP:Iteration 54F (391.527593 sec): 3 clusters Score: Raw -1131337.575499 + Penalty 2977.714999 = -1128359.860500 nChanged 0 Trying to split cluster 14 (2621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (391.547434 sec): 2 clusters Score: Raw -329519.788301 + Penalty 1279.088071 = -328240.700230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (391.609337 sec): 3 clusters Score: Raw -328354.130626 + Penalty 2558.176141 = -325795.954485 nChanged 952 SP:Iteration 1F (391.657839 sec): 3 clusters Score: Raw -328919.777073 + Penalty 2558.176141 = -326361.600931 nChanged 214 SP:Iteration 2F (391.699076 sec): 3 clusters Score: Raw -329067.979425 + Penalty 2558.176141 = -326509.803284 nChanged 135 SP:Iteration 3F (391.755879 sec): 3 clusters Score: Raw -329139.434875 + Penalty 2558.176141 = -326581.258734 nChanged 81 SP:Iteration 4Q (391.801375 sec): 3 clusters Score: Raw -329179.862715 + Penalty 2558.176141 = -326621.686574 nChanged 53 SP:Iteration 5Q (391.848260 sec): 3 clusters Score: Raw -329211.053874 + Penalty 2558.176141 = -326652.877733 nChanged 57 SP:Iteration 6Q (391.900687 sec): 3 clusters Score: Raw -329244.996865 + Penalty 2558.176141 = -326686.820724 nChanged 58 SP:Iteration 7Q (391.954803 sec): 3 clusters Score: Raw -329280.368144 + Penalty 2558.176141 = -326722.192003 nChanged 56 SP:Iteration 8Q (392.019054 sec): 3 clusters Score: Raw -329306.821123 + Penalty 2558.176141 = -326748.644981 nChanged 34 SP:Iteration 9Q (392.068366 sec): 3 clusters Score: Raw -329322.334787 + Penalty 2558.176141 = -326764.158646 nChanged 29 SP:Iteration 10Q (392.114481 sec): 3 clusters Score: Raw -329337.881158 + Penalty 2558.176141 = -326779.705017 nChanged 31 SP:Iteration 11Q (392.172702 sec): 3 clusters Score: Raw -329353.757733 + Penalty 2558.176141 = -326795.581592 nChanged 24 SP:Iteration 12Q (392.221081 sec): 3 clusters Score: Raw -329364.847697 + Penalty 2558.176141 = -326806.671556 nChanged 21 SP:Iteration 13Q (392.277411 sec): 3 clusters Score: Raw -329373.380557 + Penalty 2558.176141 = -326815.204416 nChanged 20 SP:Iteration 14Q (392.329275 sec): 3 clusters Score: Raw -329380.365545 + Penalty 2558.176141 = -326822.189404 nChanged 15 SP:Iteration 15Q (392.375492 sec): 3 clusters Score: Raw -329385.024461 + Penalty 2558.176141 = -326826.848320 nChanged 21 SP:Iteration 16Q (392.432439 sec): 3 clusters Score: Raw -329392.519235 + Penalty 2558.176141 = -326834.343093 nChanged 16 SP:Iteration 17Q (392.480498 sec): 3 clusters Score: Raw -329398.999991 + Penalty 2558.176141 = -326840.823850 nChanged 12 SP:Iteration 18Q (392.540947 sec): 3 clusters Score: Raw -329403.572012 + Penalty 2558.176141 = -326845.395871 nChanged 14 SP:Iteration 19Q (392.591975 sec): 3 clusters Score: Raw -329410.011342 + Penalty 2558.176141 = -326851.835201 nChanged 15 SP:Iteration 20F (392.643657 sec): 3 clusters Score: Raw -329416.781191 + Penalty 2558.176141 = -326858.605050 nChanged 15 SP:Iteration 21Q (392.700670 sec): 3 clusters Score: Raw -329423.723706 + Penalty 2558.176141 = -326865.547564 nChanged 19 SP:Iteration 22Q (392.757393 sec): 3 clusters Score: Raw -329432.390243 + Penalty 2558.176141 = -326874.214102 nChanged 17 SP:Iteration 23Q (392.801845 sec): 3 clusters Score: Raw -329440.364455 + Penalty 2558.176141 = -326882.188313 nChanged 14 SP:Iteration 24Q (392.862583 sec): 3 clusters Score: Raw -329448.021483 + Penalty 2558.176141 = -326889.845342 nChanged 17 SP:Iteration 25Q (392.904683 sec): 3 clusters Score: Raw -329457.394584 + Penalty 2558.176141 = -326899.218443 nChanged 14 SP:Iteration 26Q (392.964236 sec): 3 clusters Score: Raw -329463.692813 + Penalty 2558.176141 = -326905.516672 nChanged 11 SP:Iteration 27Q (393.012973 sec): 3 clusters Score: Raw -329467.921774 + Penalty 2558.176141 = -326909.745633 nChanged 6 SP:Iteration 28Q (393.068033 sec): 3 clusters Score: Raw -329470.812317 + Penalty 2558.176141 = -326912.636176 nChanged 6 SP:Iteration 29Q (393.112517 sec): 3 clusters Score: Raw -329473.464362 + Penalty 2558.176141 = -326915.288221 nChanged 8 SP:Iteration 30Q (393.159425 sec): 3 clusters Score: Raw -329477.893993 + Penalty 2558.176141 = -326919.717852 nChanged 10 SP:Iteration 31Q (393.204398 sec): 3 clusters Score: Raw -329482.429954 + Penalty 2558.176141 = -326924.253813 nChanged 10 SP:Iteration 32Q (393.256202 sec): 3 clusters Score: Raw -329487.895559 + Penalty 2558.176141 = -326929.719418 nChanged 6 SP:Iteration 33Q (393.304292 sec): 3 clusters Score: Raw -329489.493024 + Penalty 2558.176141 = -326931.316883 nChanged 5 SP:Iteration 34Q (393.361093 sec): 3 clusters Score: Raw -329491.332664 + Penalty 2558.176141 = -326933.156523 nChanged 2 SP:Iteration 35Q (393.414360 sec): 3 clusters Score: Raw -329492.498123 + Penalty 2558.176141 = -326934.321982 nChanged 3 SP:Iteration 36Q (393.452210 sec): 3 clusters Score: Raw -329493.814072 + Penalty 2558.176141 = -326935.637931 nChanged 2 SP:Iteration 37Q (393.491089 sec): 3 clusters Score: Raw -329494.440983 + Penalty 2558.176141 = -326936.264842 nChanged 2 SP:Iteration 38Q (393.544191 sec): 3 clusters Score: Raw -329494.987771 + Penalty 2558.176141 = -326936.811630 nChanged 4 SP:Iteration 39Q (393.590337 sec): 3 clusters Score: Raw -329497.224754 + Penalty 2558.176141 = -326939.048613 nChanged 6 SP:Iteration 40F (393.629606 sec): 3 clusters Score: Raw -329500.393068 + Penalty 2558.176141 = -326942.216926 nChanged 4 SP:Iteration 41Q (393.680003 sec): 3 clusters Score: Raw -329501.743643 + Penalty 2558.176141 = -326943.567502 nChanged 3 SP:Iteration 42Q (393.738103 sec): 3 clusters Score: Raw -329503.955302 + Penalty 2558.176141 = -326945.779161 nChanged 5 SP:Iteration 43Q (393.778170 sec): 3 clusters Score: Raw -329507.200113 + Penalty 2558.176141 = -326949.023972 nChanged 3 SP:Iteration 44Q (393.824263 sec): 3 clusters Score: Raw -329509.002946 + Penalty 2558.176141 = -326950.826805 nChanged 4 SP:Iteration 45Q (393.865948 sec): 3 clusters Score: Raw -329510.845972 + Penalty 2558.176141 = -326952.669831 nChanged 5 SP:Iteration 46Q (393.920311 sec): 3 clusters Score: Raw -329513.082455 + Penalty 2558.176141 = -326954.906313 nChanged 6 SP:Iteration 47Q (393.966633 sec): 3 clusters Score: Raw -329516.526115 + Penalty 2558.176141 = -326958.349974 nChanged 11 SP:Iteration 48Q (394.007252 sec): 3 clusters Score: Raw -329520.872987 + Penalty 2558.176141 = -326962.696845 nChanged 9 SP:Iteration 49Q (394.063601 sec): 3 clusters Score: Raw -329526.196526 + Penalty 2558.176141 = -326968.020385 nChanged 4 SP:Iteration 50Q (394.114500 sec): 3 clusters Score: Raw -329528.197214 + Penalty 2558.176141 = -326970.021073 nChanged 4 SP:Iteration 51Q (394.157059 sec): 3 clusters Score: Raw -329530.414859 + Penalty 2558.176141 = -326972.238717 nChanged 5 SP:Iteration 52Q (394.202665 sec): 3 clusters Score: Raw -329533.225590 + Penalty 2558.176141 = -326975.049449 nChanged 3 SP:Iteration 53Q (394.248327 sec): 3 clusters Score: Raw -329534.302804 + Penalty 2558.176141 = -326976.126663 nChanged 0 SP:Iteration 54F (394.310442 sec): 3 clusters Score: Raw -329534.302804 + Penalty 2558.176141 = -326976.126663 nChanged 0 Trying to split cluster 15 (19961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (394.363868 sec): 2 clusters Score: Raw -2402669.772538 + Penalty 1608.999543 = -2401060.772995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (394.448215 sec): 3 clusters Score: Raw -2390555.453615 + Penalty 3217.999086 = -2387337.454529 nChanged 9011 SP:Iteration 1F (394.530521 sec): 3 clusters Score: Raw -2395445.093535 + Penalty 3217.999086 = -2392227.094449 nChanged 1086 SP:Iteration 2F (394.612262 sec): 3 clusters Score: Raw -2395866.151408 + Penalty 3217.999086 = -2392648.152323 nChanged 975 SP:Iteration 3Q (394.698349 sec): 3 clusters Score: Raw -2396287.147425 + Penalty 3217.999086 = -2393069.148339 nChanged 987 SP:Iteration 4Q (394.779557 sec): 3 clusters Score: Raw -2396794.809405 + Penalty 3217.999086 = -2393576.810319 nChanged 1097 SP:Iteration 5F (394.859787 sec): 3 clusters Score: Raw -2397462.373038 + Penalty 3217.999086 = -2394244.373953 nChanged 1215 SP:Iteration 6F (394.932969 sec): 3 clusters Score: Raw -2398340.097245 + Penalty 3217.999086 = -2395122.098159 nChanged 1260 SP:Iteration 7F (395.014093 sec): 3 clusters Score: Raw -2399365.163106 + Penalty 3217.999086 = -2396147.164020 nChanged 1181 SP:Iteration 8F (395.092303 sec): 3 clusters Score: Raw -2400380.038956 + Penalty 3217.999086 = -2397162.039870 nChanged 918 SP:Iteration 9Q (395.167789 sec): 3 clusters Score: Raw -2401116.494386 + Penalty 3217.999086 = -2397898.495300 nChanged 711 SP:Iteration 10Q (395.240199 sec): 3 clusters Score: Raw -2401603.936148 + Penalty 3217.999086 = -2398385.937062 nChanged 515 SP:Iteration 11Q (395.331483 sec): 3 clusters Score: Raw -2401894.494442 + Penalty 3217.999086 = -2398676.495356 nChanged 366 SP:Iteration 12Q (395.399300 sec): 3 clusters Score: Raw -2402069.645369 + Penalty 3217.999086 = -2398851.646283 nChanged 267 SP:Iteration 13Q (395.470657 sec): 3 clusters Score: Raw -2402181.037996 + Penalty 3217.999086 = -2398963.038910 nChanged 191 SP:Iteration 14Q (395.547263 sec): 3 clusters Score: Raw -2402257.919270 + Penalty 3217.999086 = -2399039.920184 nChanged 158 SP:Iteration 15Q (395.626246 sec): 3 clusters Score: Raw -2402319.591123 + Penalty 3217.999086 = -2399101.592038 nChanged 135 SP:Iteration 16Q (395.697005 sec): 3 clusters Score: Raw -2402360.826131 + Penalty 3217.999086 = -2399142.827045 nChanged 103 SP:Iteration 17Q (395.772474 sec): 3 clusters Score: Raw -2402390.306644 + Penalty 3217.999086 = -2399172.307559 nChanged 91 SP:Iteration 18Q (395.843429 sec): 3 clusters Score: Raw -2402417.612148 + Penalty 3217.999086 = -2399199.613063 nChanged 83 SP:Iteration 19Q (395.917086 sec): 3 clusters Score: Raw -2402446.625215 + Penalty 3217.999086 = -2399228.626129 nChanged 85 SP:Iteration 20F (395.994814 sec): 3 clusters Score: Raw -2402473.816320 + Penalty 3217.999086 = -2399255.817234 nChanged 83 SP:Iteration 21Q (396.064759 sec): 3 clusters Score: Raw -2402497.082510 + Penalty 3217.999086 = -2399279.083424 nChanged 65 SP:Iteration 22Q (396.127776 sec): 3 clusters Score: Raw -2402513.642940 + Penalty 3217.999086 = -2399295.643854 nChanged 65 SP:Iteration 23Q (396.205814 sec): 3 clusters Score: Raw -2402527.828205 + Penalty 3217.999086 = -2399309.829119 nChanged 59 SP:Iteration 24Q (396.283874 sec): 3 clusters Score: Raw -2402545.308868 + Penalty 3217.999086 = -2399327.309783 nChanged 53 SP:Iteration 25Q (396.351535 sec): 3 clusters Score: Raw -2402559.122327 + Penalty 3217.999086 = -2399341.123242 nChanged 49 SP:Iteration 26Q (396.430520 sec): 3 clusters Score: Raw -2402572.422801 + Penalty 3217.999086 = -2399354.423715 nChanged 36 SP:Iteration 27Q (396.501894 sec): 3 clusters Score: Raw -2402580.143468 + Penalty 3217.999086 = -2399362.144382 nChanged 30 SP:Iteration 28Q (396.585757 sec): 3 clusters Score: Raw -2402586.070420 + Penalty 3217.999086 = -2399368.071334 nChanged 35 SP:Iteration 29Q (396.663049 sec): 3 clusters Score: Raw -2402593.426928 + Penalty 3217.999086 = -2399375.427843 nChanged 26 SP:Iteration 30Q (396.739966 sec): 3 clusters Score: Raw -2402597.922100 + Penalty 3217.999086 = -2399379.923014 nChanged 20 SP:Iteration 31Q (396.816689 sec): 3 clusters Score: Raw -2402602.527226 + Penalty 3217.999086 = -2399384.528140 nChanged 19 SP:Iteration 32Q (396.891821 sec): 3 clusters Score: Raw -2402607.274873 + Penalty 3217.999086 = -2399389.275787 nChanged 19 SP:Iteration 33Q (396.964833 sec): 3 clusters Score: Raw -2402612.092819 + Penalty 3217.999086 = -2399394.093733 nChanged 22 SP:Iteration 34Q (397.045108 sec): 3 clusters Score: Raw -2402619.097719 + Penalty 3217.999086 = -2399401.098633 nChanged 25 SP:Iteration 35Q (397.126903 sec): 3 clusters Score: Raw -2402626.278718 + Penalty 3217.999086 = -2399408.279632 nChanged 19 SP:Iteration 36Q (397.189469 sec): 3 clusters Score: Raw -2402631.622844 + Penalty 3217.999086 = -2399413.623759 nChanged 27 SP:Iteration 37Q (397.264018 sec): 3 clusters Score: Raw -2402636.924400 + Penalty 3217.999086 = -2399418.925314 nChanged 22 SP:Iteration 38Q (397.340983 sec): 3 clusters Score: Raw -2402642.110561 + Penalty 3217.999086 = -2399424.111475 nChanged 23 SP:Iteration 39Q (397.411558 sec): 3 clusters Score: Raw -2402647.722368 + Penalty 3217.999086 = -2399429.723282 nChanged 23 SP:Iteration 40F (397.502088 sec): 3 clusters Score: Raw -2402655.241057 + Penalty 3217.999086 = -2399437.241971 nChanged 27 SP:Iteration 41Q (397.575786 sec): 3 clusters Score: Raw -2402663.862201 + Penalty 3217.999086 = -2399445.863115 nChanged 26 SP:Iteration 42Q (397.650975 sec): 3 clusters Score: Raw -2402672.158752 + Penalty 3217.999086 = -2399454.159666 nChanged 28 SP:Iteration 43Q (397.722968 sec): 3 clusters Score: Raw -2402681.523760 + Penalty 3217.999086 = -2399463.524674 nChanged 31 SP:Iteration 44Q (397.796489 sec): 3 clusters Score: Raw -2402690.968458 + Penalty 3217.999086 = -2399472.969373 nChanged 22 SP:Iteration 45Q (397.864907 sec): 3 clusters Score: Raw -2402696.384360 + Penalty 3217.999086 = -2399478.385274 nChanged 15 SP:Iteration 46Q (397.928029 sec): 3 clusters Score: Raw -2402699.782708 + Penalty 3217.999086 = -2399481.783622 nChanged 7 SP:Iteration 47Q (398.004375 sec): 3 clusters Score: Raw -2402701.527769 + Penalty 3217.999086 = -2399483.528683 nChanged 8 SP:Iteration 48Q (398.081700 sec): 3 clusters Score: Raw -2402703.023812 + Penalty 3217.999086 = -2399485.024726 nChanged 5 SP:Iteration 49Q (398.145956 sec): 3 clusters Score: Raw -2402703.993444 + Penalty 3217.999086 = -2399485.994358 nChanged 6 SP:Iteration 50Q (398.224443 sec): 3 clusters Score: Raw -2402705.089075 + Penalty 3217.999086 = -2399487.089989 nChanged 8 SP:Iteration 51Q (398.288544 sec): 3 clusters Score: Raw -2402706.608270 + Penalty 3217.999086 = -2399488.609184 nChanged 7 SP:Iteration 52Q (398.365847 sec): 3 clusters Score: Raw -2402707.805306 + Penalty 3217.999086 = -2399489.806220 nChanged 5 SP:Iteration 53Q (398.438431 sec): 3 clusters Score: Raw -2402709.112490 + Penalty 3217.999086 = -2399491.113404 nChanged 5 SP:Iteration 54Q (398.514852 sec): 3 clusters Score: Raw -2402710.623265 + Penalty 3217.999086 = -2399492.624179 nChanged 10 SP:Iteration 55Q (398.590354 sec): 3 clusters Score: Raw -2402715.610407 + Penalty 3217.999086 = -2399497.611321 nChanged 14 SP:Iteration 56Q (398.664959 sec): 3 clusters Score: Raw -2402721.938909 + Penalty 3217.999086 = -2399503.939823 nChanged 25 SP:Iteration 57Q (398.743756 sec): 3 clusters Score: Raw -2402728.743605 + Penalty 3217.999086 = -2399510.744519 nChanged 19 SP:Iteration 58Q (398.820767 sec): 3 clusters Score: Raw -2402734.032669 + Penalty 3217.999086 = -2399516.033583 nChanged 15 SP:Iteration 59Q (398.885635 sec): 3 clusters Score: Raw -2402738.095070 + Penalty 3217.999086 = -2399520.095984 nChanged 10 SP:Iteration 60F (398.973442 sec): 3 clusters Score: Raw -2402740.211343 + Penalty 3217.999086 = -2399522.212258 nChanged 11 SP:Iteration 61Q (399.051499 sec): 3 clusters Score: Raw -2402743.306695 + Penalty 3217.999086 = -2399525.307609 nChanged 7 SP:Iteration 62Q (399.118231 sec): 3 clusters Score: Raw -2402744.659155 + Penalty 3217.999086 = -2399526.660069 nChanged 5 SP:Iteration 63Q (399.202788 sec): 3 clusters Score: Raw -2402745.436914 + Penalty 3217.999086 = -2399527.437828 nChanged 6 SP:Iteration 64Q (399.275551 sec): 3 clusters Score: Raw -2402746.525868 + Penalty 3217.999086 = -2399528.526782 nChanged 3 SP:Iteration 65Q (399.344727 sec): 3 clusters Score: Raw -2402747.171220 + Penalty 3217.999086 = -2399529.172134 nChanged 2 SP:Iteration 66Q (399.414402 sec): 3 clusters Score: Raw -2402747.859556 + Penalty 3217.999086 = -2399529.860470 nChanged 1 SP:Iteration 67Q (399.498134 sec): 3 clusters Score: Raw -2402747.915036 + Penalty 3217.999086 = -2399529.915950 nChanged 0 SP:Iteration 68F (399.569339 sec): 3 clusters Score: Raw -2402747.915036 + Penalty 3217.999086 = -2399529.915950 nChanged 0 Trying to split cluster 16 (1207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (399.602856 sec): 2 clusters Score: Raw -135531.345561 + Penalty 1153.082648 = -134378.262913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (399.638765 sec): 3 clusters Score: Raw -135207.579782 + Penalty 2306.165297 = -132901.414486 nChanged 390 SP:Iteration 1F (399.681270 sec): 3 clusters Score: Raw -135712.278779 + Penalty 2306.165297 = -133406.113482 nChanged 126 SP:Iteration 2F (399.724437 sec): 3 clusters Score: Raw -135919.763886 + Penalty 2306.165297 = -133613.598589 nChanged 73 SP:Iteration 3F (399.771935 sec): 3 clusters Score: Raw -136022.548183 + Penalty 2306.165297 = -133716.382887 nChanged 54 SP:Iteration 4Q (399.817261 sec): 3 clusters Score: Raw -136096.116507 + Penalty 2306.165297 = -133789.951210 nChanged 41 SP:Iteration 5Q (399.857550 sec): 3 clusters Score: Raw -136146.000880 + Penalty 2306.165297 = -133839.835583 nChanged 36 SP:Iteration 6Q (399.899195 sec): 3 clusters Score: Raw -136190.492998 + Penalty 2306.165297 = -133884.327701 nChanged 34 SP:Iteration 7Q (399.934032 sec): 3 clusters Score: Raw -136234.105126 + Penalty 2306.165297 = -133927.939829 nChanged 21 SP:Iteration 8Q (399.969129 sec): 3 clusters Score: Raw -136262.239389 + Penalty 2306.165297 = -133956.074092 nChanged 16 SP:Iteration 9Q (400.018410 sec): 3 clusters Score: Raw -136284.416755 + Penalty 2306.165297 = -133978.251458 nChanged 13 SP:Iteration 10Q (400.062163 sec): 3 clusters Score: Raw -136300.701814 + Penalty 2306.165297 = -133994.536517 nChanged 10 SP:Iteration 11Q (400.112071 sec): 3 clusters Score: Raw -136312.298154 + Penalty 2306.165297 = -134006.132857 nChanged 11 SP:Iteration 12Q (400.148230 sec): 3 clusters Score: Raw -136324.189568 + Penalty 2306.165297 = -134018.024272 nChanged 8 SP:Iteration 13Q (400.181306 sec): 3 clusters Score: Raw -136331.497857 + Penalty 2306.165297 = -134025.332560 nChanged 6 SP:Iteration 14Q (400.233278 sec): 3 clusters Score: Raw -136343.246396 + Penalty 2306.165297 = -134037.081099 nChanged 7 SP:Iteration 15Q (400.285970 sec): 3 clusters Score: Raw -136349.451255 + Penalty 2306.165297 = -134043.285958 nChanged 7 SP:Iteration 16Q (400.323828 sec): 3 clusters Score: Raw -136357.117566 + Penalty 2306.165297 = -134050.952269 nChanged 6 SP:Iteration 17Q (400.383128 sec): 3 clusters Score: Raw -136364.270077 + Penalty 2306.165297 = -134058.104780 nChanged 2 SP:Iteration 18Q (400.434241 sec): 3 clusters Score: Raw -136367.428954 + Penalty 2306.165297 = -134061.263658 nChanged 2 SP:Iteration 19Q (400.479636 sec): 3 clusters Score: Raw -136369.764594 + Penalty 2306.165297 = -134063.599297 nChanged 1 SP:Iteration 20F (400.527012 sec): 3 clusters Score: Raw -136371.761503 + Penalty 2306.165297 = -134065.596207 nChanged 0 Trying to split cluster 17 (54303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (400.624416 sec): 2 clusters Score: Raw -6590412.979317 + Penalty 1771.629397 = -6588641.349919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (400.763141 sec): 3 clusters Score: Raw -6555966.914345 + Penalty 3543.258795 = -6552423.655550 nChanged 25508 SP:Iteration 1F (400.901188 sec): 3 clusters Score: Raw -6570508.724597 + Penalty 3543.258795 = -6566965.465802 nChanged 2801 SP:Iteration 2F (401.038729 sec): 3 clusters Score: Raw -6571848.554113 + Penalty 3543.258795 = -6568305.295319 nChanged 3510 SP:Iteration 3F (401.176812 sec): 3 clusters Score: Raw -6574239.820342 + Penalty 3543.258795 = -6570696.561547 nChanged 4414 SP:Iteration 4F (401.318746 sec): 3 clusters Score: Raw -6578218.016883 + Penalty 3543.258795 = -6574674.758088 nChanged 5009 SP:Iteration 5F (401.466920 sec): 3 clusters Score: Raw -6582935.406604 + Penalty 3543.258795 = -6579392.147809 nChanged 4386 SP:Iteration 6F (401.616928 sec): 3 clusters Score: Raw -6586333.483869 + Penalty 3543.258795 = -6582790.225074 nChanged 3036 SP:Iteration 7F (401.761049 sec): 3 clusters Score: Raw -6588033.661184 + Penalty 3543.258795 = -6584490.402389 nChanged 1974 SP:Iteration 8Q (401.908359 sec): 3 clusters Score: Raw -6588860.490423 + Penalty 3543.258795 = -6585317.231628 nChanged 1338 SP:Iteration 9Q (402.044511 sec): 3 clusters Score: Raw -6589312.863962 + Penalty 3543.258795 = -6585769.605167 nChanged 991 SP:Iteration 10Q (402.189101 sec): 3 clusters Score: Raw -6589591.010168 + Penalty 3543.258795 = -6586047.751374 nChanged 780 SP:Iteration 11Q (402.323917 sec): 3 clusters Score: Raw -6589752.588067 + Penalty 3543.258795 = -6586209.329272 nChanged 592 SP:Iteration 12Q (402.459468 sec): 3 clusters Score: Raw -6589857.599620 + Penalty 3543.258795 = -6586314.340826 nChanged 465 SP:Iteration 13Q (402.591239 sec): 3 clusters Score: Raw -6589926.177341 + Penalty 3543.258795 = -6586382.918546 nChanged 373 SP:Iteration 14Q (402.741985 sec): 3 clusters Score: Raw -6589974.931151 + Penalty 3543.258795 = -6586431.672356 nChanged 320 SP:Iteration 15Q (402.886120 sec): 3 clusters Score: Raw -6590006.875678 + Penalty 3543.258795 = -6586463.616883 nChanged 246 SP:Iteration 16Q (403.031193 sec): 3 clusters Score: Raw -6590030.893814 + Penalty 3543.258795 = -6586487.635020 nChanged 233 SP:Iteration 17Q (403.169759 sec): 3 clusters Score: Raw -6590051.129342 + Penalty 3543.258795 = -6586507.870548 nChanged 196 SP:Iteration 18Q (403.314045 sec): 3 clusters Score: Raw -6590068.185865 + Penalty 3543.258795 = -6586524.927070 nChanged 178 SP:Iteration 19Q (403.460130 sec): 3 clusters Score: Raw -6590080.852413 + Penalty 3543.258795 = -6586537.593619 nChanged 155 SP:Iteration 20F (403.588361 sec): 3 clusters Score: Raw -6590091.146795 + Penalty 3543.258795 = -6586547.888000 nChanged 130 SP:Iteration 21Q (403.730483 sec): 3 clusters Score: Raw -6590098.789360 + Penalty 3543.258795 = -6586555.530565 nChanged 126 SP:Iteration 22Q (403.871488 sec): 3 clusters Score: Raw -6590106.310113 + Penalty 3543.258795 = -6586563.051318 nChanged 124 SP:Iteration 23Q (404.006951 sec): 3 clusters Score: Raw -6590113.265266 + Penalty 3543.258795 = -6586570.006472 nChanged 107 SP:Iteration 24Q (404.135767 sec): 3 clusters Score: Raw -6590118.470267 + Penalty 3543.258795 = -6586575.211472 nChanged 99 SP:Iteration 25Q (404.257548 sec): 3 clusters Score: Raw -6590122.808340 + Penalty 3543.258795 = -6586579.549545 nChanged 101 SP:Iteration 26Q (404.396784 sec): 3 clusters Score: Raw -6590127.554613 + Penalty 3543.258795 = -6586584.295819 nChanged 98 SP:Iteration 27Q (404.544252 sec): 3 clusters Score: Raw -6590132.031779 + Penalty 3543.258795 = -6586588.772984 nChanged 87 SP:Iteration 28Q (404.687826 sec): 3 clusters Score: Raw -6590136.254818 + Penalty 3543.258795 = -6586592.996023 nChanged 82 SP:Iteration 29Q (404.833837 sec): 3 clusters Score: Raw -6590139.905277 + Penalty 3543.258795 = -6586596.646483 nChanged 83 SP:Iteration 30Q (404.976797 sec): 3 clusters Score: Raw -6590144.073253 + Penalty 3543.258795 = -6586600.814458 nChanged 83 SP:Iteration 31Q (405.123301 sec): 3 clusters Score: Raw -6590147.861595 + Penalty 3543.258795 = -6586604.602800 nChanged 86 SP:Iteration 32Q (405.266851 sec): 3 clusters Score: Raw -6590151.662147 + Penalty 3543.258795 = -6586608.403352 nChanged 81 SP:Iteration 33Q (405.400900 sec): 3 clusters Score: Raw -6590155.128638 + Penalty 3543.258795 = -6586611.869843 nChanged 91 SP:Iteration 34Q (405.543109 sec): 3 clusters Score: Raw -6590159.346880 + Penalty 3543.258795 = -6586616.088085 nChanged 90 SP:Iteration 35Q (405.689092 sec): 3 clusters Score: Raw -6590163.310386 + Penalty 3543.258795 = -6586620.051591 nChanged 78 SP:Iteration 36Q (405.828280 sec): 3 clusters Score: Raw -6590166.174121 + Penalty 3543.258795 = -6586622.915326 nChanged 63 SP:Iteration 37Q (405.964105 sec): 3 clusters Score: Raw -6590168.205862 + Penalty 3543.258795 = -6586624.947067 nChanged 66 SP:Iteration 38Q (406.089699 sec): 3 clusters Score: Raw -6590170.586727 + Penalty 3543.258795 = -6586627.327933 nChanged 73 SP:Iteration 39Q (406.217909 sec): 3 clusters Score: Raw -6590173.894235 + Penalty 3543.258795 = -6586630.635440 nChanged 79 SP:Iteration 40F (406.352427 sec): 3 clusters Score: Raw -6590177.059664 + Penalty 3543.258795 = -6586633.800869 nChanged 59 SP:Iteration 41Q (406.492945 sec): 3 clusters Score: Raw -6590179.011267 + Penalty 3543.258795 = -6586635.752472 nChanged 42 SP:Iteration 42Q (406.630716 sec): 3 clusters Score: Raw -6590180.387817 + Penalty 3543.258795 = -6586637.129022 nChanged 35 SP:Iteration 43Q (406.778514 sec): 3 clusters Score: Raw -6590181.634120 + Penalty 3543.258795 = -6586638.375325 nChanged 39 SP:Iteration 44Q (406.923159 sec): 3 clusters Score: Raw -6590182.904784 + Penalty 3543.258795 = -6586639.645989 nChanged 38 SP:Iteration 45Q (407.062032 sec): 3 clusters Score: Raw -6590183.984084 + Penalty 3543.258795 = -6586640.725289 nChanged 36 SP:Iteration 46Q (407.200672 sec): 3 clusters Score: Raw -6590185.503582 + Penalty 3543.258795 = -6586642.244787 nChanged 46 SP:Iteration 47Q (407.333769 sec): 3 clusters Score: Raw -6590187.368257 + Penalty 3543.258795 = -6586644.109462 nChanged 56 SP:Iteration 48Q (407.468393 sec): 3 clusters Score: Raw -6590189.327433 + Penalty 3543.258795 = -6586646.068639 nChanged 45 SP:Iteration 49Q (407.601479 sec): 3 clusters Score: Raw -6590191.089319 + Penalty 3543.258795 = -6586647.830524 nChanged 47 SP:Iteration 50Q (407.746323 sec): 3 clusters Score: Raw -6590192.898745 + Penalty 3543.258795 = -6586649.639950 nChanged 54 SP:Iteration 51Q (407.883955 sec): 3 clusters Score: Raw -6590194.743599 + Penalty 3543.258795 = -6586651.484804 nChanged 44 SP:Iteration 52Q (408.024314 sec): 3 clusters Score: Raw -6590196.198883 + Penalty 3543.258795 = -6586652.940088 nChanged 32 SP:Iteration 53Q (408.165184 sec): 3 clusters Score: Raw -6590197.363358 + Penalty 3543.258795 = -6586654.104563 nChanged 31 SP:Iteration 54Q (408.299569 sec): 3 clusters Score: Raw -6590198.368554 + Penalty 3543.258795 = -6586655.109759 nChanged 30 SP:Iteration 55Q (408.438495 sec): 3 clusters Score: Raw -6590199.107634 + Penalty 3543.258795 = -6586655.848839 nChanged 25 SP:Iteration 56Q (408.572395 sec): 3 clusters Score: Raw -6590199.631342 + Penalty 3543.258795 = -6586656.372547 nChanged 20 SP:Iteration 57Q (408.701076 sec): 3 clusters Score: Raw -6590199.986681 + Penalty 3543.258795 = -6586656.727886 nChanged 15 SP:Iteration 58Q (408.834800 sec): 3 clusters Score: Raw -6590200.340645 + Penalty 3543.258795 = -6586657.081851 nChanged 8 SP:Iteration 59Q (408.972326 sec): 3 clusters Score: Raw -6590200.466238 + Penalty 3543.258795 = -6586657.207443 nChanged 9 SP:Iteration 60F (409.100820 sec): 3 clusters Score: Raw -6590200.604297 + Penalty 3543.258795 = -6586657.345502 nChanged 5 SP:Iteration 61Q (409.226538 sec): 3 clusters Score: Raw -6590200.675932 + Penalty 3543.258795 = -6586657.417137 nChanged 3 SP:Iteration 62Q (409.370138 sec): 3 clusters Score: Raw -6590200.700524 + Penalty 3543.258795 = -6586657.441729 nChanged 0 SP:Iteration 63F (409.516427 sec): 3 clusters Score: Raw -6590200.700524 + Penalty 3543.258795 = -6586657.441729 nChanged 0 Trying to split cluster 18 (28649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (409.582181 sec): 2 clusters Score: Raw -3342876.900918 + Penalty 1667.716995 = -3341209.183923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (409.672071 sec): 3 clusters Score: Raw -3325299.101494 + Penalty 3335.433991 = -3321963.667503 nChanged 13088 SP:Iteration 1F (409.755642 sec): 3 clusters Score: Raw -3333074.659314 + Penalty 3335.433991 = -3329739.225323 nChanged 1566 SP:Iteration 2F (409.849663 sec): 3 clusters Score: Raw -3333786.233116 + Penalty 3335.433991 = -3330450.799125 nChanged 1645 SP:Iteration 3F (409.938073 sec): 3 clusters Score: Raw -3334601.784738 + Penalty 3335.433991 = -3331266.350748 nChanged 1645 SP:Iteration 4F (410.037922 sec): 3 clusters Score: Raw -3335462.687483 + Penalty 3335.433991 = -3332127.253492 nChanged 1672 SP:Iteration 5F (410.121615 sec): 3 clusters Score: Raw -3336409.005584 + Penalty 3335.433991 = -3333073.571593 nChanged 1612 SP:Iteration 6F (410.226833 sec): 3 clusters Score: Raw -3337276.946335 + Penalty 3335.433991 = -3333941.512345 nChanged 1469 SP:Iteration 7F (410.323778 sec): 3 clusters Score: Raw -3338153.653521 + Penalty 3335.433991 = -3334818.219531 nChanged 1273 SP:Iteration 8Q (410.425580 sec): 3 clusters Score: Raw -3339099.514739 + Penalty 3335.433991 = -3335764.080748 nChanged 1142 SP:Iteration 9Q (410.518807 sec): 3 clusters Score: Raw -3340085.418553 + Penalty 3335.433991 = -3336749.984563 nChanged 994 SP:Iteration 10Q (410.607827 sec): 3 clusters Score: Raw -3340933.320106 + Penalty 3335.433991 = -3337597.886115 nChanged 772 SP:Iteration 11Q (410.701384 sec): 3 clusters Score: Raw -3341536.669631 + Penalty 3335.433991 = -3338201.235641 nChanged 596 SP:Iteration 12Q (410.801052 sec): 3 clusters Score: Raw -3341942.015296 + Penalty 3335.433991 = -3338606.581306 nChanged 476 SP:Iteration 13Q (410.885097 sec): 3 clusters Score: Raw -3342214.937896 + Penalty 3335.433991 = -3338879.503905 nChanged 409 SP:Iteration 14Q (410.967929 sec): 3 clusters Score: Raw -3342438.811971 + Penalty 3335.433991 = -3339103.377980 nChanged 383 SP:Iteration 15Q (411.049427 sec): 3 clusters Score: Raw -3342626.393576 + Penalty 3335.433991 = -3339290.959585 nChanged 318 SP:Iteration 16Q (411.139402 sec): 3 clusters Score: Raw -3342758.937830 + Penalty 3335.433991 = -3339423.503840 nChanged 263 SP:Iteration 17Q (411.217957 sec): 3 clusters Score: Raw -3342846.055504 + Penalty 3335.433991 = -3339510.621514 nChanged 208 SP:Iteration 18Q (411.302197 sec): 3 clusters Score: Raw -3342900.501756 + Penalty 3335.433991 = -3339565.067765 nChanged 174 SP:Iteration 19Q (411.383622 sec): 3 clusters Score: Raw -3342943.631481 + Penalty 3335.433991 = -3339608.197490 nChanged 145 SP:Iteration 20F (411.490304 sec): 3 clusters Score: Raw -3342977.034670 + Penalty 3335.433991 = -3339641.600680 nChanged 119 SP:Iteration 21Q (411.567660 sec): 3 clusters Score: Raw -3343000.965460 + Penalty 3335.433991 = -3339665.531469 nChanged 99 SP:Iteration 22Q (411.659226 sec): 3 clusters Score: Raw -3343020.195390 + Penalty 3335.433991 = -3339684.761399 nChanged 93 SP:Iteration 23Q (411.752637 sec): 3 clusters Score: Raw -3343037.677491 + Penalty 3335.433991 = -3339702.243501 nChanged 98 SP:Iteration 24Q (411.845695 sec): 3 clusters Score: Raw -3343057.553496 + Penalty 3335.433991 = -3339722.119506 nChanged 98 SP:Iteration 25Q (411.924926 sec): 3 clusters Score: Raw -3343079.114664 + Penalty 3335.433991 = -3339743.680673 nChanged 99 SP:Iteration 26Q (412.000720 sec): 3 clusters Score: Raw -3343100.654798 + Penalty 3335.433991 = -3339765.220807 nChanged 81 SP:Iteration 27Q (412.075338 sec): 3 clusters Score: Raw -3343116.452095 + Penalty 3335.433991 = -3339781.018105 nChanged 77 SP:Iteration 28Q (412.167113 sec): 3 clusters Score: Raw -3343131.846430 + Penalty 3335.433991 = -3339796.412440 nChanged 76 SP:Iteration 29Q (412.242538 sec): 3 clusters Score: Raw -3343145.458437 + Penalty 3335.433991 = -3339810.024447 nChanged 62 SP:Iteration 30Q (412.328271 sec): 3 clusters Score: Raw -3343155.824487 + Penalty 3335.433991 = -3339820.390496 nChanged 61 SP:Iteration 31Q (412.419909 sec): 3 clusters Score: Raw -3343165.090191 + Penalty 3335.433991 = -3339829.656200 nChanged 63 SP:Iteration 32Q (412.499428 sec): 3 clusters Score: Raw -3343174.428889 + Penalty 3335.433991 = -3339838.994898 nChanged 53 SP:Iteration 33Q (412.586993 sec): 3 clusters Score: Raw -3343182.058220 + Penalty 3335.433991 = -3339846.624229 nChanged 53 SP:Iteration 34Q (412.677165 sec): 3 clusters Score: Raw -3343189.746918 + Penalty 3335.433991 = -3339854.312927 nChanged 50 SP:Iteration 35Q (412.752544 sec): 3 clusters Score: Raw -3343197.809135 + Penalty 3335.433991 = -3339862.375144 nChanged 45 SP:Iteration 36Q (412.846852 sec): 3 clusters Score: Raw -3343205.655696 + Penalty 3335.433991 = -3339870.221705 nChanged 55 SP:Iteration 37Q (412.936647 sec): 3 clusters Score: Raw -3343215.217497 + Penalty 3335.433991 = -3339879.783506 nChanged 57 SP:Iteration 38Q (413.025345 sec): 3 clusters Score: Raw -3343224.911504 + Penalty 3335.433991 = -3339889.477513 nChanged 61 SP:Iteration 39Q (413.113624 sec): 3 clusters Score: Raw -3343234.416660 + Penalty 3335.433991 = -3339898.982669 nChanged 57 SP:Iteration 40F (413.192996 sec): 3 clusters Score: Raw -3343245.963885 + Penalty 3335.433991 = -3339910.529894 nChanged 58 SP:Iteration 41Q (413.274989 sec): 3 clusters Score: Raw -3343257.238332 + Penalty 3335.433991 = -3339921.804342 nChanged 48 SP:Iteration 42Q (413.369647 sec): 3 clusters Score: Raw -3343265.778034 + Penalty 3335.433991 = -3339930.344043 nChanged 51 SP:Iteration 43Q (413.449884 sec): 3 clusters Score: Raw -3343273.860733 + Penalty 3335.433991 = -3339938.426742 nChanged 44 SP:Iteration 44Q (413.534797 sec): 3 clusters Score: Raw -3343280.823424 + Penalty 3335.433991 = -3339945.389433 nChanged 41 SP:Iteration 45Q (413.618371 sec): 3 clusters Score: Raw -3343288.097937 + Penalty 3335.433991 = -3339952.663946 nChanged 42 SP:Iteration 46Q (413.702562 sec): 3 clusters Score: Raw -3343295.034622 + Penalty 3335.433991 = -3339959.600632 nChanged 34 SP:Iteration 47Q (413.790297 sec): 3 clusters Score: Raw -3343300.591583 + Penalty 3335.433991 = -3339965.157592 nChanged 24 SP:Iteration 48Q (413.870015 sec): 3 clusters Score: Raw -3343303.611352 + Penalty 3335.433991 = -3339968.177362 nChanged 21 SP:Iteration 49Q (413.963925 sec): 3 clusters Score: Raw -3343306.204127 + Penalty 3335.433991 = -3339970.770137 nChanged 17 SP:Iteration 50Q (414.056899 sec): 3 clusters Score: Raw -3343308.278325 + Penalty 3335.433991 = -3339972.844334 nChanged 14 SP:Iteration 51Q (414.146171 sec): 3 clusters Score: Raw -3343309.739706 + Penalty 3335.433991 = -3339974.305715 nChanged 13 SP:Iteration 52Q (414.237924 sec): 3 clusters Score: Raw -3343311.183917 + Penalty 3335.433991 = -3339975.749927 nChanged 12 SP:Iteration 53Q (414.308250 sec): 3 clusters Score: Raw -3343312.745864 + Penalty 3335.433991 = -3339977.311873 nChanged 15 SP:Iteration 54Q (414.385881 sec): 3 clusters Score: Raw -3343314.643463 + Penalty 3335.433991 = -3339979.209473 nChanged 15 SP:Iteration 55Q (414.480348 sec): 3 clusters Score: Raw -3343317.191777 + Penalty 3335.433991 = -3339981.757786 nChanged 14 SP:Iteration 56Q (414.547773 sec): 3 clusters Score: Raw -3343318.738345 + Penalty 3335.433991 = -3339983.304354 nChanged 13 SP:Iteration 57Q (414.633283 sec): 3 clusters Score: Raw -3343320.440952 + Penalty 3335.433991 = -3339985.006962 nChanged 14 SP:Iteration 58Q (414.728955 sec): 3 clusters Score: Raw -3343322.010091 + Penalty 3335.433991 = -3339986.576101 nChanged 16 SP:Iteration 59Q (414.818299 sec): 3 clusters Score: Raw -3343324.899875 + Penalty 3335.433991 = -3339989.465884 nChanged 17 SP:Iteration 60F (414.900280 sec): 3 clusters Score: Raw -3343326.854299 + Penalty 3335.433991 = -3339991.420308 nChanged 11 SP:Iteration 61Q (414.990066 sec): 3 clusters Score: Raw -3343327.953886 + Penalty 3335.433991 = -3339992.519895 nChanged 7 SP:Iteration 62Q (415.085077 sec): 3 clusters Score: Raw -3343328.470969 + Penalty 3335.433991 = -3339993.036978 nChanged 8 SP:Iteration 63Q (415.174547 sec): 3 clusters Score: Raw -3343329.171647 + Penalty 3335.433991 = -3339993.737656 nChanged 5 SP:Iteration 64Q (415.263579 sec): 3 clusters Score: Raw -3343329.911294 + Penalty 3335.433991 = -3339994.477303 nChanged 10 SP:Iteration 65Q (415.354082 sec): 3 clusters Score: Raw -3343331.222096 + Penalty 3335.433991 = -3339995.788106 nChanged 10 SP:Iteration 66Q (415.445286 sec): 3 clusters Score: Raw -3343332.566545 + Penalty 3335.433991 = -3339997.132554 nChanged 16 SP:Iteration 67Q (415.536628 sec): 3 clusters Score: Raw -3343334.568864 + Penalty 3335.433991 = -3339999.134874 nChanged 14 SP:Iteration 68Q (415.618680 sec): 3 clusters Score: Raw -3343336.258654 + Penalty 3335.433991 = -3340000.824664 nChanged 10 SP:Iteration 69Q (415.706251 sec): 3 clusters Score: Raw -3343337.199863 + Penalty 3335.433991 = -3340001.765872 nChanged 6 SP:Iteration 70Q (415.789948 sec): 3 clusters Score: Raw -3343337.821586 + Penalty 3335.433991 = -3340002.387595 nChanged 4 SP:Iteration 71Q (415.876083 sec): 3 clusters Score: Raw -3343338.247126 + Penalty 3335.433991 = -3340002.813135 nChanged 4 SP:Iteration 72Q (415.953994 sec): 3 clusters Score: Raw -3343338.484112 + Penalty 3335.433991 = -3340003.050121 nChanged 3 SP:Iteration 73Q (416.037701 sec): 3 clusters Score: Raw -3343338.623785 + Penalty 3335.433991 = -3340003.189794 nChanged 1 SP:Iteration 74Q (416.111955 sec): 3 clusters Score: Raw -3343338.693867 + Penalty 3335.433991 = -3340003.259876 nChanged 2 SP:Iteration 75Q (416.205831 sec): 3 clusters Score: Raw -3343338.915934 + Penalty 3335.433991 = -3340003.481944 nChanged 3 SP:Iteration 76Q (416.294905 sec): 3 clusters Score: Raw -3343339.183397 + Penalty 3335.433991 = -3340003.749406 nChanged 2 SP:Iteration 77Q (416.385493 sec): 3 clusters Score: Raw -3343339.321836 + Penalty 3335.433991 = -3340003.887845 nChanged 2 SP:Iteration 78Q (416.470642 sec): 3 clusters Score: Raw -3343339.480060 + Penalty 3335.433991 = -3340004.046069 nChanged 4 SP:Iteration 79Q (416.547829 sec): 3 clusters Score: Raw -3343339.787554 + Penalty 3335.433991 = -3340004.353563 nChanged 1 SP:Iteration 80F (416.638500 sec): 3 clusters Score: Raw -3343339.860260 + Penalty 3335.433991 = -3340004.426269 nChanged 0 Trying to split cluster 19 (9447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (416.683446 sec): 2 clusters Score: Raw -1147250.670352 + Penalty 1487.436033 = -1145763.234319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (416.736356 sec): 3 clusters Score: Raw -1141976.423322 + Penalty 2974.872066 = -1139001.551257 nChanged 4067 SP:Iteration 1F (416.806081 sec): 3 clusters Score: Raw -1144227.120047 + Penalty 2974.872066 = -1141252.247982 nChanged 664 SP:Iteration 2F (416.870379 sec): 3 clusters Score: Raw -1144547.871281 + Penalty 2974.872066 = -1141572.999216 nChanged 548 SP:Iteration 3F (416.938068 sec): 3 clusters Score: Raw -1144825.931604 + Penalty 2974.872066 = -1141851.059539 nChanged 511 SP:Iteration 4F (416.999853 sec): 3 clusters Score: Raw -1145086.759716 + Penalty 2974.872066 = -1142111.887651 nChanged 457 SP:Iteration 5Q (417.060746 sec): 3 clusters Score: Raw -1145335.338085 + Penalty 2974.872066 = -1142360.466019 nChanged 420 SP:Iteration 6Q (417.122912 sec): 3 clusters Score: Raw -1145574.201812 + Penalty 2974.872066 = -1142599.329746 nChanged 433 SP:Iteration 7Q (417.183825 sec): 3 clusters Score: Raw -1145848.820086 + Penalty 2974.872066 = -1142873.948020 nChanged 457 SP:Iteration 8Q (417.250652 sec): 3 clusters Score: Raw -1146179.682459 + Penalty 2974.872066 = -1143204.810393 nChanged 436 SP:Iteration 9Q (417.301956 sec): 3 clusters Score: Raw -1146536.721318 + Penalty 2974.872066 = -1143561.849253 nChanged 372 SP:Iteration 10Q (417.368154 sec): 3 clusters Score: Raw -1146863.691016 + Penalty 2974.872066 = -1143888.818950 nChanged 247 SP:Iteration 11Q (417.435168 sec): 3 clusters Score: Raw -1147065.457944 + Penalty 2974.872066 = -1144090.585878 nChanged 153 SP:Iteration 12Q (417.498328 sec): 3 clusters Score: Raw -1147201.178069 + Penalty 2974.872066 = -1144226.306003 nChanged 101 SP:Iteration 13Q (417.551299 sec): 3 clusters Score: Raw -1147298.259004 + Penalty 2974.872066 = -1144323.386938 nChanged 61 SP:Iteration 14Q (417.620319 sec): 3 clusters Score: Raw -1147361.641636 + Penalty 2974.872066 = -1144386.769570 nChanged 43 SP:Iteration 15Q (417.682386 sec): 3 clusters Score: Raw -1147415.120730 + Penalty 2974.872066 = -1144440.248665 nChanged 35 SP:Iteration 16Q (417.743702 sec): 3 clusters Score: Raw -1147455.276626 + Penalty 2974.872066 = -1144480.404561 nChanged 21 SP:Iteration 17Q (417.785264 sec): 3 clusters Score: Raw -1147472.472053 + Penalty 2974.872066 = -1144497.599987 nChanged 14 SP:Iteration 18Q (417.840785 sec): 3 clusters Score: Raw -1147489.601522 + Penalty 2974.872066 = -1144514.729457 nChanged 9 SP:Iteration 19Q (417.903499 sec): 3 clusters Score: Raw -1147498.627313 + Penalty 2974.872066 = -1144523.755247 nChanged 5 SP:Iteration 20F (417.959516 sec): 3 clusters Score: Raw -1147503.280139 + Penalty 2974.872066 = -1144528.408073 nChanged 5 SP:Iteration 21Q (418.023773 sec): 3 clusters Score: Raw -1147510.855632 + Penalty 2974.872066 = -1144535.983566 nChanged 6 SP:Iteration 22Q (418.073189 sec): 3 clusters Score: Raw -1147520.158199 + Penalty 2974.872066 = -1144545.286133 nChanged 8 SP:Iteration 23Q (418.126621 sec): 3 clusters Score: Raw -1147531.887844 + Penalty 2974.872066 = -1144557.015778 nChanged 9 SP:Iteration 24Q (418.183430 sec): 3 clusters Score: Raw -1147537.963675 + Penalty 2974.872066 = -1144563.091609 nChanged 5 SP:Iteration 25Q (418.243613 sec): 3 clusters Score: Raw -1147541.740275 + Penalty 2974.872066 = -1144566.868209 nChanged 3 SP:Iteration 26Q (418.311462 sec): 3 clusters Score: Raw -1147544.809887 + Penalty 2974.872066 = -1144569.937821 nChanged 4 SP:Iteration 27Q (418.360961 sec): 3 clusters Score: Raw -1147548.278030 + Penalty 2974.872066 = -1144573.405965 nChanged 4 SP:Iteration 28Q (418.431169 sec): 3 clusters Score: Raw -1147552.268049 + Penalty 2974.872066 = -1144577.395984 nChanged 2 SP:Iteration 29Q (418.488246 sec): 3 clusters Score: Raw -1147555.418179 + Penalty 2974.872066 = -1144580.546113 nChanged 2 SP:Iteration 30Q (418.558480 sec): 3 clusters Score: Raw -1147558.854431 + Penalty 2974.872066 = -1144583.982365 nChanged 4 SP:Iteration 31Q (418.614608 sec): 3 clusters Score: Raw -1147562.904901 + Penalty 2974.872066 = -1144588.032836 nChanged 2 SP:Iteration 32Q (418.681356 sec): 3 clusters Score: Raw -1147564.734559 + Penalty 2974.872066 = -1144589.862493 nChanged 5 SP:Iteration 33Q (418.739503 sec): 3 clusters Score: Raw -1147569.337281 + Penalty 2974.872066 = -1144594.465215 nChanged 3 SP:Iteration 34Q (418.790806 sec): 3 clusters Score: Raw -1147571.155150 + Penalty 2974.872066 = -1144596.283084 nChanged 0 SP:Iteration 35F (418.858727 sec): 3 clusters Score: Raw -1147571.155150 + Penalty 2974.872066 = -1144596.283084 nChanged 0 Iteration 59Q (421.605576 sec): 21 clusters Score: Raw -56469248.261384 + Penalty 42475.163625 = -56426773.097759 nChanged 1626 Iteration 60F (428.261772 sec): 21 clusters Score: Raw -56469854.063675 + Penalty 42475.163625 = -56427378.900050 nChanged 1673 Iteration 61Q (430.974117 sec): 21 clusters Score: Raw -56470271.810397 + Penalty 42475.163625 = -56427796.646772 nChanged 1387 Iteration 62Q (433.760310 sec): 21 clusters Score: Raw -56470517.406319 + Penalty 42475.163625 = -56428042.242694 nChanged 1216 Iteration 63Q (436.589528 sec): 21 clusters Score: Raw -56470716.432726 + Penalty 42475.163625 = -56428241.269101 nChanged 1114 Iteration 64Q (439.416065 sec): 21 clusters Score: Raw -56470885.925082 + Penalty 42475.163625 = -56428410.761458 nChanged 997 Iteration 65Q (442.270028 sec): 21 clusters Score: Raw -56471027.138648 + Penalty 42475.163625 = -56428551.975023 nChanged 887 Iteration 66Q (445.166936 sec): 21 clusters Score: Raw -56471140.892530 + Penalty 42475.163625 = -56428665.728905 nChanged 772 Iteration 67Q (448.044158 sec): 21 clusters Score: Raw -56471237.006140 + Penalty 42475.163625 = -56428761.842515 nChanged 734 Iteration 68Q (450.862619 sec): 21 clusters Score: Raw -56471317.170503 + Penalty 42475.163625 = -56428842.006878 nChanged 687 Iteration 69Q (453.737563 sec): 21 clusters Score: Raw -56471411.122412 + Penalty 42475.163625 = -56428935.958787 nChanged 733 Iteration 70Q (456.607010 sec): 21 clusters Score: Raw -56471517.662882 + Penalty 42475.163625 = -56429042.499257 nChanged 764 Iteration 71Q (459.405424 sec): 21 clusters Score: Raw -56471642.625201 + Penalty 42475.163625 = -56429167.461576 nChanged 741 Iteration 72Q (462.205124 sec): 21 clusters Score: Raw -56471768.899740 + Penalty 42475.163625 = -56429293.736116 nChanged 791 Iteration 73Q (465.076447 sec): 21 clusters Score: Raw -56471925.630708 + Penalty 42475.163625 = -56429450.467083 nChanged 818 Iteration 74Q (467.921251 sec): 21 clusters Score: Raw -56472111.268524 + Penalty 42475.163625 = -56429636.104899 nChanged 880 Iteration 75Q (470.674619 sec): 21 clusters Score: Raw -56472336.256077 + Penalty 42475.163625 = -56429861.092452 nChanged 897 Iteration 76Q (473.574905 sec): 21 clusters Score: Raw -56472577.497843 + Penalty 42475.163625 = -56430102.334218 nChanged 858 Iteration 77Q (476.403075 sec): 21 clusters Score: Raw -56472791.476394 + Penalty 42475.163625 = -56430316.312769 nChanged 792 Iteration 78Q (479.256441 sec): 21 clusters Score: Raw -56472952.518719 + Penalty 42475.163625 = -56430477.355094 nChanged 719 Iteration 79Q (482.133389 sec): 21 clusters Score: Raw -56473065.134725 + Penalty 42475.163625 = -56430589.971100 nChanged 586 Iteration 80F (488.611130 sec): 21 clusters Score: Raw -56473162.974387 + Penalty 42475.163625 = -56430687.810762 nChanged 494 Iteration 81Q (491.443009 sec): 21 clusters Score: Raw -56473235.567577 + Penalty 42475.163625 = -56430760.403952 nChanged 429 Iteration 82Q (494.228176 sec): 21 clusters Score: Raw -56473285.273739 + Penalty 42475.163625 = -56430810.110114 nChanged 362 Iteration 83Q (497.039890 sec): 21 clusters Score: Raw -56473322.915637 + Penalty 42475.163625 = -56430847.752012 nChanged 291 Iteration 84Q (499.806291 sec): 21 clusters Score: Raw -56473349.306810 + Penalty 42475.163625 = -56430874.143185 nChanged 213 Iteration 85Q (502.592936 sec): 21 clusters Score: Raw -56473367.860196 + Penalty 42475.163625 = -56430892.696571 nChanged 178 Iteration 86Q (505.368381 sec): 21 clusters Score: Raw -56473381.922861 + Penalty 42475.163625 = -56430906.759236 nChanged 167 Iteration 87Q (508.135049 sec): 21 clusters Score: Raw -56473396.139950 + Penalty 42475.163625 = -56430920.976325 nChanged 150 Iteration 88Q (510.873524 sec): 21 clusters Score: Raw -56473408.809672 + Penalty 42475.163625 = -56430933.646047 nChanged 139 Iteration 89Q (513.672468 sec): 21 clusters Score: Raw -56473421.702418 + Penalty 42475.163625 = -56430946.538793 nChanged 128 Iteration 90Q (516.449629 sec): 21 clusters Score: Raw -56473434.687519 + Penalty 42475.163625 = -56430959.523894 nChanged 126 Iteration 91Q (518.843763 sec): 21 clusters Score: Raw -56473444.465752 + Penalty 42475.163625 = -56430969.302127 nChanged 131 Iteration 92Q (521.421816 sec): 21 clusters Score: Raw -56473454.749870 + Penalty 42475.163625 = -56430979.586245 nChanged 109 Iteration 93Q (524.179574 sec): 21 clusters Score: Raw -56473461.940458 + Penalty 42475.163625 = -56430986.776833 nChanged 96 Iteration 94Q (526.909573 sec): 21 clusters Score: Raw -56473467.895865 + Penalty 42475.163625 = -56430992.732240 nChanged 80 Iteration 95Q (529.625351 sec): 21 clusters Score: Raw -56473472.511295 + Penalty 42475.163625 = -56430997.347670 nChanged 78 Iteration 96Q (532.390758 sec): 21 clusters Score: Raw -56473477.526478 + Penalty 42475.163625 = -56431002.362853 nChanged 77 Iteration 97Q (535.150435 sec): 21 clusters Score: Raw -56473481.256682 + Penalty 42475.163625 = -56431006.093057 nChanged 56 Iteration 98Q (537.862030 sec): 21 clusters Score: Raw -56473483.684573 + Penalty 42475.163625 = -56431008.520948 nChanged 68 Writing temp clu file Because OldScore, -56431006.093057, is greater than current (better) Score,-56431008.520948 Compute initial score before splitting: Score: Raw -56473483.684573 + Penalty 42475.163625 = -56431008.520948 Trying to split cluster 1 (5515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (538.003024 sec): 2 clusters Score: Raw -652571.508223 + Penalty 1399.974376 = -651171.533847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (538.069394 sec): 3 clusters Score: Raw -649638.636158 + Penalty 2799.948753 = -646838.687405 nChanged 2286 SP:Iteration 1F (538.122807 sec): 3 clusters Score: Raw -650985.438782 + Penalty 2799.948753 = -648185.490029 nChanged 432 SP:Iteration 2F (538.171969 sec): 3 clusters Score: Raw -651250.987345 + Penalty 2799.948753 = -648451.038592 nChanged 323 SP:Iteration 3F (538.210903 sec): 3 clusters Score: Raw -651420.272492 + Penalty 2799.948753 = -648620.323740 nChanged 240 SP:Iteration 4Q (538.266364 sec): 3 clusters Score: Raw -651531.300448 + Penalty 2799.948753 = -648731.351695 nChanged 184 SP:Iteration 5Q (538.308404 sec): 3 clusters Score: Raw -651607.377762 + Penalty 2799.948753 = -648807.429009 nChanged 175 SP:Iteration 6Q (538.365525 sec): 3 clusters Score: Raw -651695.540532 + Penalty 2799.948753 = -648895.591779 nChanged 184 SP:Iteration 7Q (538.410062 sec): 3 clusters Score: Raw -651800.361017 + Penalty 2799.948753 = -649000.412265 nChanged 192 SP:Iteration 8Q (538.470217 sec): 3 clusters Score: Raw -651913.922564 + Penalty 2799.948753 = -649113.973811 nChanged 197 SP:Iteration 9Q (538.500071 sec): 3 clusters Score: Raw -652046.677360 + Penalty 2799.948753 = -649246.728607 nChanged 196 SP:Iteration 10Q (538.545580 sec): 3 clusters Score: Raw -652182.409884 + Penalty 2799.948753 = -649382.461132 nChanged 173 SP:Iteration 11Q (538.601182 sec): 3 clusters Score: Raw -652290.242146 + Penalty 2799.948753 = -649490.293393 nChanged 146 SP:Iteration 12Q (538.656293 sec): 3 clusters Score: Raw -652380.752960 + Penalty 2799.948753 = -649580.804207 nChanged 111 SP:Iteration 13Q (538.698387 sec): 3 clusters Score: Raw -652448.835343 + Penalty 2799.948753 = -649648.886591 nChanged 112 SP:Iteration 14Q (538.752672 sec): 3 clusters Score: Raw -652505.776608 + Penalty 2799.948753 = -649705.827856 nChanged 85 SP:Iteration 15Q (538.803844 sec): 3 clusters Score: Raw -652543.865955 + Penalty 2799.948753 = -649743.917202 nChanged 57 SP:Iteration 16Q (538.855826 sec): 3 clusters Score: Raw -652568.062425 + Penalty 2799.948753 = -649768.113672 nChanged 48 SP:Iteration 17Q (538.889381 sec): 3 clusters Score: Raw -652590.622749 + Penalty 2799.948753 = -649790.673996 nChanged 37 SP:Iteration 18Q (538.942508 sec): 3 clusters Score: Raw -652613.832564 + Penalty 2799.948753 = -649813.883811 nChanged 41 SP:Iteration 19Q (538.987393 sec): 3 clusters Score: Raw -652638.386271 + Penalty 2799.948753 = -649838.437518 nChanged 50 SP:Iteration 20F (539.031478 sec): 3 clusters Score: Raw -652664.005697 + Penalty 2799.948753 = -649864.056945 nChanged 33 SP:Iteration 21Q (539.081045 sec): 3 clusters Score: Raw -652675.475966 + Penalty 2799.948753 = -649875.527213 nChanged 22 SP:Iteration 22Q (539.137139 sec): 3 clusters Score: Raw -652683.458923 + Penalty 2799.948753 = -649883.510171 nChanged 23 SP:Iteration 23Q (539.182969 sec): 3 clusters Score: Raw -652693.987200 + Penalty 2799.948753 = -649894.038447 nChanged 27 SP:Iteration 24Q (539.239715 sec): 3 clusters Score: Raw -652704.144631 + Penalty 2799.948753 = -649904.195878 nChanged 18 SP:Iteration 25Q (539.276435 sec): 3 clusters Score: Raw -652711.064989 + Penalty 2799.948753 = -649911.116236 nChanged 19 SP:Iteration 26Q (539.328628 sec): 3 clusters Score: Raw -652719.593610 + Penalty 2799.948753 = -649919.644858 nChanged 15 SP:Iteration 27Q (539.379338 sec): 3 clusters Score: Raw -652724.698098 + Penalty 2799.948753 = -649924.749345 nChanged 10 SP:Iteration 28Q (539.420984 sec): 3 clusters Score: Raw -652728.929429 + Penalty 2799.948753 = -649928.980676 nChanged 11 SP:Iteration 29Q (539.471702 sec): 3 clusters Score: Raw -652732.736475 + Penalty 2799.948753 = -649932.787723 nChanged 7 SP:Iteration 30Q (539.515685 sec): 3 clusters Score: Raw -652734.273709 + Penalty 2799.948753 = -649934.324957 nChanged 9 SP:Iteration 31Q (539.566916 sec): 3 clusters Score: Raw -652736.111888 + Penalty 2799.948753 = -649936.163135 nChanged 6 SP:Iteration 32Q (539.607576 sec): 3 clusters Score: Raw -652737.240033 + Penalty 2799.948753 = -649937.291280 nChanged 4 SP:Iteration 33Q (539.666359 sec): 3 clusters Score: Raw -652738.411703 + Penalty 2799.948753 = -649938.462950 nChanged 3 SP:Iteration 34Q (539.707822 sec): 3 clusters Score: Raw -652738.780317 + Penalty 2799.948753 = -649938.831564 nChanged 1 SP:Iteration 35Q (539.757517 sec): 3 clusters Score: Raw -652738.888894 + Penalty 2799.948753 = -649938.940142 nChanged 1 SP:Iteration 36Q (539.789529 sec): 3 clusters Score: Raw -652739.549605 + Penalty 2799.948753 = -649939.600853 nChanged 2 SP:Iteration 37Q (539.842500 sec): 3 clusters Score: Raw -652739.997146 + Penalty 2799.948753 = -649940.048393 nChanged 1 SP:Iteration 38Q (539.899952 sec): 3 clusters Score: Raw -652740.636776 + Penalty 2799.948753 = -649940.688023 nChanged 3 SP:Iteration 39Q (539.943435 sec): 3 clusters Score: Raw -652741.456167 + Penalty 2799.948753 = -649941.507414 nChanged 0 SP:Iteration 40F (539.994865 sec): 3 clusters Score: Raw -652741.456167 + Penalty 2799.948753 = -649941.507414 nChanged 0 Trying to split cluster 2 (26104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (540.053229 sec): 2 clusters Score: Raw -3232442.527623 + Penalty 1652.599624 = -3230789.927999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (540.152560 sec): 3 clusters Score: Raw -3216466.647336 + Penalty 3305.199247 = -3213161.448088 nChanged 11950 SP:Iteration 1F (540.230545 sec): 3 clusters Score: Raw -3223606.499332 + Penalty 3305.199247 = -3220301.300085 nChanged 1908 SP:Iteration 2F (540.302639 sec): 3 clusters Score: Raw -3225024.558253 + Penalty 3305.199247 = -3221719.359005 nChanged 2311 SP:Iteration 3F (540.384640 sec): 3 clusters Score: Raw -3227140.254601 + Penalty 3305.199247 = -3223835.055354 nChanged 2444 SP:Iteration 4F (540.476032 sec): 3 clusters Score: Raw -3229325.542624 + Penalty 3305.199247 = -3226020.343377 nChanged 2014 SP:Iteration 5F (540.557749 sec): 3 clusters Score: Raw -3230788.423248 + Penalty 3305.199247 = -3227483.224001 nChanged 1322 SP:Iteration 6F (540.640671 sec): 3 clusters Score: Raw -3231467.471081 + Penalty 3305.199247 = -3228162.271834 nChanged 824 SP:Iteration 7Q (540.707481 sec): 3 clusters Score: Raw -3231762.779238 + Penalty 3305.199247 = -3228457.579990 nChanged 519 SP:Iteration 8Q (540.802673 sec): 3 clusters Score: Raw -3231908.067467 + Penalty 3305.199247 = -3228602.868220 nChanged 367 SP:Iteration 9Q (540.861290 sec): 3 clusters Score: Raw -3231989.890125 + Penalty 3305.199247 = -3228684.690878 nChanged 269 SP:Iteration 10Q (540.945097 sec): 3 clusters Score: Raw -3232047.008896 + Penalty 3305.199247 = -3228741.809648 nChanged 222 SP:Iteration 11Q (541.031994 sec): 3 clusters Score: Raw -3232089.927873 + Penalty 3305.199247 = -3228784.728626 nChanged 207 SP:Iteration 12Q (541.115618 sec): 3 clusters Score: Raw -3232127.604712 + Penalty 3305.199247 = -3228822.405464 nChanged 193 SP:Iteration 13Q (541.200855 sec): 3 clusters Score: Raw -3232162.236402 + Penalty 3305.199247 = -3228857.037154 nChanged 179 SP:Iteration 14Q (541.286849 sec): 3 clusters Score: Raw -3232194.185769 + Penalty 3305.199247 = -3228888.986522 nChanged 167 SP:Iteration 15Q (541.380353 sec): 3 clusters Score: Raw -3232224.010872 + Penalty 3305.199247 = -3228918.811625 nChanged 183 SP:Iteration 16Q (541.455447 sec): 3 clusters Score: Raw -3232261.933008 + Penalty 3305.199247 = -3228956.733761 nChanged 193 SP:Iteration 17Q (541.538733 sec): 3 clusters Score: Raw -3232300.971773 + Penalty 3305.199247 = -3228995.772526 nChanged 177 SP:Iteration 18Q (541.607161 sec): 3 clusters Score: Raw -3232337.758398 + Penalty 3305.199247 = -3229032.559151 nChanged 174 SP:Iteration 19Q (541.702106 sec): 3 clusters Score: Raw -3232372.839664 + Penalty 3305.199247 = -3229067.640417 nChanged 152 SP:Iteration 20F (541.783389 sec): 3 clusters Score: Raw -3232402.703448 + Penalty 3305.199247 = -3229097.504201 nChanged 127 SP:Iteration 21Q (541.869475 sec): 3 clusters Score: Raw -3232425.954014 + Penalty 3305.199247 = -3229120.754767 nChanged 121 SP:Iteration 22Q (541.957869 sec): 3 clusters Score: Raw -3232448.307098 + Penalty 3305.199247 = -3229143.107850 nChanged 101 SP:Iteration 23Q (542.042168 sec): 3 clusters Score: Raw -3232466.035987 + Penalty 3305.199247 = -3229160.836739 nChanged 109 SP:Iteration 24Q (542.128568 sec): 3 clusters Score: Raw -3232485.808295 + Penalty 3305.199247 = -3229180.609047 nChanged 98 SP:Iteration 25Q (542.212342 sec): 3 clusters Score: Raw -3232503.463959 + Penalty 3305.199247 = -3229198.264712 nChanged 89 SP:Iteration 26Q (542.293296 sec): 3 clusters Score: Raw -3232519.636192 + Penalty 3305.199247 = -3229214.436944 nChanged 88 SP:Iteration 27Q (542.367558 sec): 3 clusters Score: Raw -3232534.543959 + Penalty 3305.199247 = -3229229.344711 nChanged 76 SP:Iteration 28Q (542.453297 sec): 3 clusters Score: Raw -3232544.994780 + Penalty 3305.199247 = -3229239.795532 nChanged 48 SP:Iteration 29Q (542.541087 sec): 3 clusters Score: Raw -3232551.288140 + Penalty 3305.199247 = -3229246.088893 nChanged 46 SP:Iteration 30Q (542.627934 sec): 3 clusters Score: Raw -3232557.660102 + Penalty 3305.199247 = -3229252.460854 nChanged 48 SP:Iteration 31Q (542.706882 sec): 3 clusters Score: Raw -3232565.613735 + Penalty 3305.199247 = -3229260.414488 nChanged 63 SP:Iteration 32Q (542.793698 sec): 3 clusters Score: Raw -3232575.880781 + Penalty 3305.199247 = -3229270.681534 nChanged 58 SP:Iteration 33Q (542.873611 sec): 3 clusters Score: Raw -3232587.483287 + Penalty 3305.199247 = -3229282.284039 nChanged 55 SP:Iteration 34Q (542.967015 sec): 3 clusters Score: Raw -3232598.972499 + Penalty 3305.199247 = -3229293.773252 nChanged 52 SP:Iteration 35Q (543.037283 sec): 3 clusters Score: Raw -3232608.512188 + Penalty 3305.199247 = -3229303.312940 nChanged 50 SP:Iteration 36Q (543.127992 sec): 3 clusters Score: Raw -3232616.752944 + Penalty 3305.199247 = -3229311.553696 nChanged 38 SP:Iteration 37Q (543.206598 sec): 3 clusters Score: Raw -3232622.503962 + Penalty 3305.199247 = -3229317.304715 nChanged 29 SP:Iteration 38Q (543.301080 sec): 3 clusters Score: Raw -3232626.351778 + Penalty 3305.199247 = -3229321.152531 nChanged 41 SP:Iteration 39Q (543.389487 sec): 3 clusters Score: Raw -3232632.970135 + Penalty 3305.199247 = -3229327.770888 nChanged 32 SP:Iteration 40F (543.456472 sec): 3 clusters Score: Raw -3232638.602448 + Penalty 3305.199247 = -3229333.403200 nChanged 36 SP:Iteration 41Q (543.548259 sec): 3 clusters Score: Raw -3232644.097601 + Penalty 3305.199247 = -3229338.898354 nChanged 31 SP:Iteration 42Q (543.635681 sec): 3 clusters Score: Raw -3232648.908221 + Penalty 3305.199247 = -3229343.708973 nChanged 33 SP:Iteration 43Q (543.710137 sec): 3 clusters Score: Raw -3232654.058529 + Penalty 3305.199247 = -3229348.859281 nChanged 31 SP:Iteration 44Q (543.782548 sec): 3 clusters Score: Raw -3232658.581740 + Penalty 3305.199247 = -3229353.382492 nChanged 28 SP:Iteration 45Q (543.868396 sec): 3 clusters Score: Raw -3232661.899251 + Penalty 3305.199247 = -3229356.700003 nChanged 27 SP:Iteration 46Q (543.959866 sec): 3 clusters Score: Raw -3232665.562088 + Penalty 3305.199247 = -3229360.362841 nChanged 25 SP:Iteration 47Q (544.028205 sec): 3 clusters Score: Raw -3232669.095549 + Penalty 3305.199247 = -3229363.896302 nChanged 25 SP:Iteration 48Q (544.111254 sec): 3 clusters Score: Raw -3232672.417080 + Penalty 3305.199247 = -3229367.217833 nChanged 20 SP:Iteration 49Q (544.205076 sec): 3 clusters Score: Raw -3232675.616597 + Penalty 3305.199247 = -3229370.417349 nChanged 22 SP:Iteration 50Q (544.276430 sec): 3 clusters Score: Raw -3232678.774834 + Penalty 3305.199247 = -3229373.575586 nChanged 17 SP:Iteration 51Q (544.340738 sec): 3 clusters Score: Raw -3232682.012026 + Penalty 3305.199247 = -3229376.812778 nChanged 19 SP:Iteration 52Q (544.429540 sec): 3 clusters Score: Raw -3232685.171339 + Penalty 3305.199247 = -3229379.972091 nChanged 14 SP:Iteration 53Q (544.505109 sec): 3 clusters Score: Raw -3232687.303856 + Penalty 3305.199247 = -3229382.104609 nChanged 12 SP:Iteration 54Q (544.589710 sec): 3 clusters Score: Raw -3232688.788065 + Penalty 3305.199247 = -3229383.588818 nChanged 8 SP:Iteration 55Q (544.663582 sec): 3 clusters Score: Raw -3232689.959090 + Penalty 3305.199247 = -3229384.759843 nChanged 10 SP:Iteration 56Q (544.745520 sec): 3 clusters Score: Raw -3232691.658716 + Penalty 3305.199247 = -3229386.459468 nChanged 19 SP:Iteration 57Q (544.829006 sec): 3 clusters Score: Raw -3232694.399144 + Penalty 3305.199247 = -3229389.199896 nChanged 12 SP:Iteration 58Q (544.909758 sec): 3 clusters Score: Raw -3232697.233928 + Penalty 3305.199247 = -3229392.034680 nChanged 19 SP:Iteration 59Q (544.995377 sec): 3 clusters Score: Raw -3232701.826098 + Penalty 3305.199247 = -3229396.626851 nChanged 19 SP:Iteration 60F (545.079732 sec): 3 clusters Score: Raw -3232705.797386 + Penalty 3305.199247 = -3229400.598139 nChanged 14 SP:Iteration 61Q (545.157337 sec): 3 clusters Score: Raw -3232709.501821 + Penalty 3305.199247 = -3229404.302574 nChanged 20 SP:Iteration 62Q (545.240723 sec): 3 clusters Score: Raw -3232714.991554 + Penalty 3305.199247 = -3229409.792307 nChanged 24 SP:Iteration 63Q (545.322390 sec): 3 clusters Score: Raw -3232720.544714 + Penalty 3305.199247 = -3229415.345467 nChanged 20 SP:Iteration 64Q (545.412506 sec): 3 clusters Score: Raw -3232723.992354 + Penalty 3305.199247 = -3229418.793107 nChanged 18 SP:Iteration 65Q (545.498990 sec): 3 clusters Score: Raw -3232727.606199 + Penalty 3305.199247 = -3229422.406951 nChanged 22 SP:Iteration 66Q (545.565581 sec): 3 clusters Score: Raw -3232732.565616 + Penalty 3305.199247 = -3229427.366369 nChanged 20 SP:Iteration 67Q (545.651770 sec): 3 clusters Score: Raw -3232736.126498 + Penalty 3305.199247 = -3229430.927251 nChanged 16 SP:Iteration 68Q (545.734968 sec): 3 clusters Score: Raw -3232739.138511 + Penalty 3305.199247 = -3229433.939263 nChanged 11 SP:Iteration 69Q (545.812974 sec): 3 clusters Score: Raw -3232740.862716 + Penalty 3305.199247 = -3229435.663468 nChanged 9 SP:Iteration 70Q (545.900239 sec): 3 clusters Score: Raw -3232741.871602 + Penalty 3305.199247 = -3229436.672355 nChanged 8 SP:Iteration 71Q (545.984434 sec): 3 clusters Score: Raw -3232743.362689 + Penalty 3305.199247 = -3229438.163442 nChanged 10 SP:Iteration 72Q (546.070333 sec): 3 clusters Score: Raw -3232745.411788 + Penalty 3305.199247 = -3229440.212540 nChanged 7 SP:Iteration 73Q (546.144194 sec): 3 clusters Score: Raw -3232746.339373 + Penalty 3305.199247 = -3229441.140125 nChanged 6 SP:Iteration 74Q (546.222546 sec): 3 clusters Score: Raw -3232747.866803 + Penalty 3305.199247 = -3229442.667555 nChanged 12 SP:Iteration 75Q (546.304669 sec): 3 clusters Score: Raw -3232750.213653 + Penalty 3305.199247 = -3229445.014405 nChanged 8 SP:Iteration 76Q (546.385566 sec): 3 clusters Score: Raw -3232751.565859 + Penalty 3305.199247 = -3229446.366612 nChanged 7 SP:Iteration 77Q (546.456489 sec): 3 clusters Score: Raw -3232753.106319 + Penalty 3305.199247 = -3229447.907072 nChanged 4 SP:Iteration 78Q (546.533694 sec): 3 clusters Score: Raw -3232753.522816 + Penalty 3305.199247 = -3229448.323568 nChanged 2 SP:Iteration 79Q (546.614161 sec): 3 clusters Score: Raw -3232754.350121 + Penalty 3305.199247 = -3229449.150874 nChanged 7 SP:Iteration 80F (546.692501 sec): 3 clusters Score: Raw -3232755.623280 + Penalty 3305.199247 = -3229450.424032 nChanged 7 SP:Iteration 81Q (546.768375 sec): 3 clusters Score: Raw -3232756.573793 + Penalty 3305.199247 = -3229451.374546 nChanged 6 SP:Iteration 82Q (546.848366 sec): 3 clusters Score: Raw -3232757.211005 + Penalty 3305.199247 = -3229452.011757 nChanged 2 SP:Iteration 83Q (546.933598 sec): 3 clusters Score: Raw -3232757.568430 + Penalty 3305.199247 = -3229452.369183 nChanged 2 SP:Iteration 84Q (547.021271 sec): 3 clusters Score: Raw -3232757.870980 + Penalty 3305.199247 = -3229452.671732 nChanged 2 SP:Iteration 85Q (547.089992 sec): 3 clusters Score: Raw -3232758.077625 + Penalty 3305.199247 = -3229452.878377 nChanged 3 SP:Iteration 86Q (547.177186 sec): 3 clusters Score: Raw -3232758.435157 + Penalty 3305.199247 = -3229453.235909 nChanged 3 SP:Iteration 87Q (547.256652 sec): 3 clusters Score: Raw -3232759.072100 + Penalty 3305.199247 = -3229453.872852 nChanged 4 SP:Iteration 88Q (547.349766 sec): 3 clusters Score: Raw -3232759.655883 + Penalty 3305.199247 = -3229454.456636 nChanged 4 SP:Iteration 89Q (547.429250 sec): 3 clusters Score: Raw -3232760.366128 + Penalty 3305.199247 = -3229455.166881 nChanged 5 SP:Iteration 90Q (547.505971 sec): 3 clusters Score: Raw -3232761.518425 + Penalty 3305.199247 = -3229456.319178 nChanged 5 SP:Iteration 91Q (547.582131 sec): 3 clusters Score: Raw -3232762.695417 + Penalty 3305.199247 = -3229457.496170 nChanged 10 SP:Iteration 92Q (547.669634 sec): 3 clusters Score: Raw -3232764.787752 + Penalty 3305.199247 = -3229459.588505 nChanged 7 SP:Iteration 93Q (547.753208 sec): 3 clusters Score: Raw -3232765.989600 + Penalty 3305.199247 = -3229460.790353 nChanged 9 SP:Iteration 94Q (547.839676 sec): 3 clusters Score: Raw -3232767.671925 + Penalty 3305.199247 = -3229462.472678 nChanged 12 SP:Iteration 95Q (547.910764 sec): 3 clusters Score: Raw -3232770.292479 + Penalty 3305.199247 = -3229465.093232 nChanged 17 SP:Iteration 96Q (547.988485 sec): 3 clusters Score: Raw -3232773.068894 + Penalty 3305.199247 = -3229467.869647 nChanged 9 SP:Iteration 97Q (548.070197 sec): 3 clusters Score: Raw -3232774.439784 + Penalty 3305.199247 = -3229469.240536 nChanged 3 SP:Iteration 98Q (548.151625 sec): 3 clusters Score: Raw -3232775.267049 + Penalty 3305.199247 = -3229470.067801 nChanged 2 SP:Iteration 99Q (548.228275 sec): 3 clusters Score: Raw -3232775.482105 + Penalty 3305.199247 = -3229470.282858 nChanged 4 SP:Iteration 100F (548.315497 sec): 3 clusters Score: Raw -3232776.080008 + Penalty 3305.199247 = -3229470.880761 nChanged 5 SP:Iteration 101Q (548.399267 sec): 3 clusters Score: Raw -3232776.816636 + Penalty 3305.199247 = -3229471.617388 nChanged 4 SP:Iteration 102Q (548.485767 sec): 3 clusters Score: Raw -3232777.541080 + Penalty 3305.199247 = -3229472.341833 nChanged 5 SP:Iteration 103Q (548.565432 sec): 3 clusters Score: Raw -3232778.536677 + Penalty 3305.199247 = -3229473.337430 nChanged 6 SP:Iteration 104Q (548.651912 sec): 3 clusters Score: Raw -3232779.355617 + Penalty 3305.199247 = -3229474.156369 nChanged 3 SP:Iteration 105Q (548.736385 sec): 3 clusters Score: Raw -3232779.854441 + Penalty 3305.199247 = -3229474.655194 nChanged 3 SP:Iteration 106Q (548.816698 sec): 3 clusters Score: Raw -3232780.595472 + Penalty 3305.199247 = -3229475.396224 nChanged 1 SP:Iteration 107Q (548.891529 sec): 3 clusters Score: Raw -3232780.717940 + Penalty 3305.199247 = -3229475.518693 nChanged 1 SP:Iteration 108Q (548.970563 sec): 3 clusters Score: Raw -3232780.893526 + Penalty 3305.199247 = -3229475.694279 nChanged 1 SP:Iteration 109Q (549.053184 sec): 3 clusters Score: Raw -3232781.090892 + Penalty 3305.199247 = -3229475.891644 nChanged 0 SP:Iteration 110F (549.138821 sec): 3 clusters Score: Raw -3232781.090892 + Penalty 3305.199247 = -3229475.891644 nChanged 0 Trying to split cluster 3 (1991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (549.166936 sec): 2 clusters Score: Raw -226591.372984 + Penalty 1234.413749 = -225356.959235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (549.202907 sec): 3 clusters Score: Raw -225736.832195 + Penalty 2468.827499 = -223268.004696 nChanged 730 SP:Iteration 1F (549.247665 sec): 3 clusters Score: Raw -226265.094509 + Penalty 2468.827499 = -223796.267010 nChanged 170 SP:Iteration 2F (549.285175 sec): 3 clusters Score: Raw -226423.946861 + Penalty 2468.827499 = -223955.119363 nChanged 120 SP:Iteration 3F (549.324852 sec): 3 clusters Score: Raw -226545.000861 + Penalty 2468.827499 = -224076.173363 nChanged 114 SP:Iteration 4F (549.372623 sec): 3 clusters Score: Raw -226689.558427 + Penalty 2468.827499 = -224220.730928 nChanged 119 SP:Iteration 5F (549.423178 sec): 3 clusters Score: Raw -226829.067810 + Penalty 2468.827499 = -224360.240311 nChanged 115 SP:Iteration 6F (549.448731 sec): 3 clusters Score: Raw -226980.211294 + Penalty 2468.827499 = -224511.383795 nChanged 107 SP:Iteration 7F (549.493631 sec): 3 clusters Score: Raw -227127.450448 + Penalty 2468.827499 = -224658.622949 nChanged 107 SP:Iteration 8F (549.551509 sec): 3 clusters Score: Raw -227289.452445 + Penalty 2468.827499 = -224820.624946 nChanged 95 SP:Iteration 9Q (549.583046 sec): 3 clusters Score: Raw -227425.738653 + Penalty 2468.827499 = -224956.911154 nChanged 61 SP:Iteration 10Q (549.627955 sec): 3 clusters Score: Raw -227490.289308 + Penalty 2468.827499 = -225021.461809 nChanged 24 SP:Iteration 11Q (549.666224 sec): 3 clusters Score: Raw -227512.121576 + Penalty 2468.827499 = -225043.294077 nChanged 22 SP:Iteration 12Q (549.706541 sec): 3 clusters Score: Raw -227532.947807 + Penalty 2468.827499 = -225064.120308 nChanged 13 SP:Iteration 13Q (549.752958 sec): 3 clusters Score: Raw -227550.731716 + Penalty 2468.827499 = -225081.904217 nChanged 7 SP:Iteration 14Q (549.801258 sec): 3 clusters Score: Raw -227554.890288 + Penalty 2468.827499 = -225086.062789 nChanged 5 SP:Iteration 15Q (549.842539 sec): 3 clusters Score: Raw -227556.932157 + Penalty 2468.827499 = -225088.104658 nChanged 4 SP:Iteration 16Q (549.892935 sec): 3 clusters Score: Raw -227559.392867 + Penalty 2468.827499 = -225090.565369 nChanged 3 SP:Iteration 17Q (549.934041 sec): 3 clusters Score: Raw -227561.537953 + Penalty 2468.827499 = -225092.710454 nChanged 4 SP:Iteration 18Q (549.973348 sec): 3 clusters Score: Raw -227565.341129 + Penalty 2468.827499 = -225096.513630 nChanged 6 SP:Iteration 19Q (550.015280 sec): 3 clusters Score: Raw -227571.527215 + Penalty 2468.827499 = -225102.699717 nChanged 7 SP:Iteration 20F (550.063470 sec): 3 clusters Score: Raw -227575.390532 + Penalty 2468.827499 = -225106.563033 nChanged 2 SP:Iteration 21Q (550.109888 sec): 3 clusters Score: Raw -227575.968551 + Penalty 2468.827499 = -225107.141052 nChanged 0 SP:Iteration 22F (550.145141 sec): 3 clusters Score: Raw -227575.968551 + Penalty 2468.827499 = -225107.141052 nChanged 0 Trying to split cluster 4 (33801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (550.208939 sec): 2 clusters Score: Raw -4163909.853336 + Penalty 1694.589921 = -4162215.263415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (550.312599 sec): 3 clusters Score: Raw -4142850.880617 + Penalty 3389.179842 = -4139461.700776 nChanged 15665 SP:Iteration 1F (550.406049 sec): 3 clusters Score: Raw -4151613.885170 + Penalty 3389.179842 = -4148224.705328 nChanged 1644 SP:Iteration 2Q (550.501913 sec): 3 clusters Score: Raw -4152209.823022 + Penalty 3389.179842 = -4148820.643180 nChanged 1708 SP:Iteration 3F (550.590853 sec): 3 clusters Score: Raw -4152989.718319 + Penalty 3389.179842 = -4149600.538477 nChanged 2053 SP:Iteration 4F (550.679517 sec): 3 clusters Score: Raw -4154172.894499 + Penalty 3389.179842 = -4150783.714657 nChanged 2385 SP:Iteration 5F (550.783724 sec): 3 clusters Score: Raw -4155865.149086 + Penalty 3389.179842 = -4152475.969244 nChanged 2557 SP:Iteration 6F (550.880306 sec): 3 clusters Score: Raw -4157898.028515 + Penalty 3389.179842 = -4154508.848673 nChanged 2278 SP:Iteration 7F (550.976320 sec): 3 clusters Score: Raw -4159793.947147 + Penalty 3389.179842 = -4156404.767305 nChanged 1795 SP:Iteration 8F (551.070435 sec): 3 clusters Score: Raw -4161365.219575 + Penalty 3389.179842 = -4157976.039733 nChanged 1318 SP:Iteration 9Q (551.156800 sec): 3 clusters Score: Raw -4162547.145861 + Penalty 3389.179842 = -4159157.966019 nChanged 821 SP:Iteration 10Q (551.245514 sec): 3 clusters Score: Raw -4163279.919797 + Penalty 3389.179842 = -4159890.739955 nChanged 444 SP:Iteration 11Q (551.329801 sec): 3 clusters Score: Raw -4163684.323699 + Penalty 3389.179842 = -4160295.143857 nChanged 220 SP:Iteration 12Q (551.418662 sec): 3 clusters Score: Raw -4163886.463427 + Penalty 3389.179842 = -4160497.283585 nChanged 107 SP:Iteration 13Q (551.501659 sec): 3 clusters Score: Raw -4163982.853579 + Penalty 3389.179842 = -4160593.673737 nChanged 57 SP:Iteration 14Q (551.582895 sec): 3 clusters Score: Raw -4164042.750061 + Penalty 3389.179842 = -4160653.570219 nChanged 29 SP:Iteration 15Q (551.671191 sec): 3 clusters Score: Raw -4164074.839573 + Penalty 3389.179842 = -4160685.659731 nChanged 19 SP:Iteration 16Q (551.746432 sec): 3 clusters Score: Raw -4164098.166703 + Penalty 3389.179842 = -4160708.986861 nChanged 14 SP:Iteration 17Q (551.833229 sec): 3 clusters Score: Raw -4164115.312245 + Penalty 3389.179842 = -4160726.132403 nChanged 11 SP:Iteration 18Q (551.918815 sec): 3 clusters Score: Raw -4164124.181965 + Penalty 3389.179842 = -4160735.002123 nChanged 6 SP:Iteration 19Q (552.006930 sec): 3 clusters Score: Raw -4164129.432253 + Penalty 3389.179842 = -4160740.252412 nChanged 3 SP:Iteration 20F (552.118528 sec): 3 clusters Score: Raw -4164133.206532 + Penalty 3389.179842 = -4160744.026691 nChanged 3 SP:Iteration 21Q (552.200784 sec): 3 clusters Score: Raw -4164136.356988 + Penalty 3389.179842 = -4160747.177147 nChanged 1 SP:Iteration 22Q (552.285207 sec): 3 clusters Score: Raw -4164136.888480 + Penalty 3389.179842 = -4160747.708638 nChanged 1 SP:Iteration 23Q (552.351066 sec): 3 clusters Score: Raw -4164137.377965 + Penalty 3389.179842 = -4160748.198124 nChanged 1 SP:Iteration 24Q (552.432378 sec): 3 clusters Score: Raw -4164138.752432 + Penalty 3389.179842 = -4160749.572590 nChanged 1 SP:Iteration 25Q (552.521844 sec): 3 clusters Score: Raw -4164141.041738 + Penalty 3389.179842 = -4160751.861897 nChanged 2 SP:Iteration 26Q (552.599021 sec): 3 clusters Score: Raw -4164142.423793 + Penalty 3389.179842 = -4160753.243952 nChanged 1 SP:Iteration 27Q (552.694885 sec): 3 clusters Score: Raw -4164145.213576 + Penalty 3389.179842 = -4160756.033735 nChanged 3 SP:Iteration 28Q (552.772110 sec): 3 clusters Score: Raw -4164150.157768 + Penalty 3389.179842 = -4160760.977926 nChanged 1 SP:Iteration 29Q (552.864030 sec): 3 clusters Score: Raw -4164150.961797 + Penalty 3389.179842 = -4160761.781955 nChanged 2 SP:Iteration 30Q (552.934417 sec): 3 clusters Score: Raw -4164152.118459 + Penalty 3389.179842 = -4160762.938617 nChanged 0 SP:Iteration 31F (553.035860 sec): 3 clusters Score: Raw -4164152.118459 + Penalty 3389.179842 = -4160762.938617 nChanged 0 Trying to split cluster 5 (16920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.091836 sec): 2 clusters Score: Raw -2048810.395389 + Penalty 1582.140890 = -2047228.254499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.155451 sec): 3 clusters Score: Raw -2038715.497540 + Penalty 3164.281781 = -2035551.215759 nChanged 7637 SP:Iteration 1F (553.229193 sec): 3 clusters Score: Raw -2043129.257712 + Penalty 3164.281781 = -2039964.975931 nChanged 1162 SP:Iteration 2F (553.298975 sec): 3 clusters Score: Raw -2043898.162322 + Penalty 3164.281781 = -2040733.880541 nChanged 1208 SP:Iteration 3F (553.370593 sec): 3 clusters Score: Raw -2044859.351398 + Penalty 3164.281781 = -2041695.069617 nChanged 1229 SP:Iteration 4F (553.435171 sec): 3 clusters Score: Raw -2045906.109160 + Penalty 3164.281781 = -2042741.827379 nChanged 1250 SP:Iteration 5F (553.477790 sec): 3 clusters Score: Raw -2046891.585272 + Penalty 3164.281781 = -2043727.303491 nChanged 1135 SP:Iteration 6F (553.546758 sec): 3 clusters Score: Raw -2047751.131190 + Penalty 3164.281781 = -2044586.849409 nChanged 957 SP:Iteration 7F (553.609127 sec): 3 clusters Score: Raw -2048415.404802 + Penalty 3164.281781 = -2045251.123021 nChanged 698 SP:Iteration 8Q (553.677376 sec): 3 clusters Score: Raw -2048809.248168 + Penalty 3164.281781 = -2045644.966387 nChanged 543 SP:Iteration 9Q (553.746612 sec): 3 clusters Score: Raw -2049085.677349 + Penalty 3164.281781 = -2045921.395568 nChanged 431 SP:Iteration 10Q (553.793996 sec): 3 clusters Score: Raw -2049263.165930 + Penalty 3164.281781 = -2046098.884149 nChanged 342 SP:Iteration 11Q (553.865979 sec): 3 clusters Score: Raw -2049381.124283 + Penalty 3164.281781 = -2046216.842503 nChanged 267 SP:Iteration 12Q (553.936807 sec): 3 clusters Score: Raw -2049459.527408 + Penalty 3164.281781 = -2046295.245628 nChanged 224 SP:Iteration 13Q (554.007122 sec): 3 clusters Score: Raw -2049531.591245 + Penalty 3164.281781 = -2046367.309464 nChanged 212 SP:Iteration 14Q (554.077021 sec): 3 clusters Score: Raw -2049589.835779 + Penalty 3164.281781 = -2046425.553999 nChanged 202 SP:Iteration 15Q (554.136872 sec): 3 clusters Score: Raw -2049645.193566 + Penalty 3164.281781 = -2046480.911785 nChanged 195 SP:Iteration 16Q (554.202130 sec): 3 clusters Score: Raw -2049695.146120 + Penalty 3164.281781 = -2046530.864339 nChanged 175 SP:Iteration 17Q (554.283309 sec): 3 clusters Score: Raw -2049741.619605 + Penalty 3164.281781 = -2046577.337824 nChanged 182 SP:Iteration 18Q (554.346636 sec): 3 clusters Score: Raw -2049784.619675 + Penalty 3164.281781 = -2046620.337894 nChanged 155 SP:Iteration 19Q (554.422541 sec): 3 clusters Score: Raw -2049817.102966 + Penalty 3164.281781 = -2046652.821185 nChanged 127 SP:Iteration 20F (554.493295 sec): 3 clusters Score: Raw -2049846.026401 + Penalty 3164.281781 = -2046681.744620 nChanged 133 SP:Iteration 21Q (554.554903 sec): 3 clusters Score: Raw -2049876.854758 + Penalty 3164.281781 = -2046712.572977 nChanged 126 SP:Iteration 22Q (554.624623 sec): 3 clusters Score: Raw -2049901.975461 + Penalty 3164.281781 = -2046737.693680 nChanged 101 SP:Iteration 23Q (554.692514 sec): 3 clusters Score: Raw -2049920.374757 + Penalty 3164.281781 = -2046756.092976 nChanged 110 SP:Iteration 24Q (554.762112 sec): 3 clusters Score: Raw -2049940.214139 + Penalty 3164.281781 = -2046775.932358 nChanged 100 SP:Iteration 25Q (554.834966 sec): 3 clusters Score: Raw -2049956.466120 + Penalty 3164.281781 = -2046792.184339 nChanged 85 SP:Iteration 26Q (554.896037 sec): 3 clusters Score: Raw -2049969.385583 + Penalty 3164.281781 = -2046805.103802 nChanged 83 SP:Iteration 27Q (554.967547 sec): 3 clusters Score: Raw -2049981.367455 + Penalty 3164.281781 = -2046817.085674 nChanged 70 SP:Iteration 28Q (555.036263 sec): 3 clusters Score: Raw -2049992.083361 + Penalty 3164.281781 = -2046827.801580 nChanged 69 SP:Iteration 29Q (555.101751 sec): 3 clusters Score: Raw -2050003.402019 + Penalty 3164.281781 = -2046839.120238 nChanged 72 SP:Iteration 30Q (555.161066 sec): 3 clusters Score: Raw -2050015.006692 + Penalty 3164.281781 = -2046850.724912 nChanged 68 SP:Iteration 31Q (555.238544 sec): 3 clusters Score: Raw -2050025.902355 + Penalty 3164.281781 = -2046861.620574 nChanged 65 SP:Iteration 32Q (555.302612 sec): 3 clusters Score: Raw -2050037.645281 + Penalty 3164.281781 = -2046873.363500 nChanged 71 SP:Iteration 33Q (555.353268 sec): 3 clusters Score: Raw -2050050.164470 + Penalty 3164.281781 = -2046885.882690 nChanged 80 SP:Iteration 34Q (555.410820 sec): 3 clusters Score: Raw -2050063.786580 + Penalty 3164.281781 = -2046899.504800 nChanged 76 SP:Iteration 35Q (555.480219 sec): 3 clusters Score: Raw -2050077.944053 + Penalty 3164.281781 = -2046913.662272 nChanged 79 SP:Iteration 36Q (555.543567 sec): 3 clusters Score: Raw -2050089.285752 + Penalty 3164.281781 = -2046925.003971 nChanged 65 SP:Iteration 37Q (555.617856 sec): 3 clusters Score: Raw -2050099.105123 + Penalty 3164.281781 = -2046934.823342 nChanged 55 SP:Iteration 38Q (555.679378 sec): 3 clusters Score: Raw -2050106.597658 + Penalty 3164.281781 = -2046942.315877 nChanged 50 SP:Iteration 39Q (555.738031 sec): 3 clusters Score: Raw -2050113.738137 + Penalty 3164.281781 = -2046949.456357 nChanged 48 SP:Iteration 40F (555.808950 sec): 3 clusters Score: Raw -2050121.383081 + Penalty 3164.281781 = -2046957.101300 nChanged 47 SP:Iteration 41Q (555.879817 sec): 3 clusters Score: Raw -2050127.532643 + Penalty 3164.281781 = -2046963.250862 nChanged 45 SP:Iteration 42Q (555.944420 sec): 3 clusters Score: Raw -2050132.699264 + Penalty 3164.281781 = -2046968.417483 nChanged 32 SP:Iteration 43Q (556.009879 sec): 3 clusters Score: Raw -2050136.207050 + Penalty 3164.281781 = -2046971.925270 nChanged 26 SP:Iteration 44Q (556.071666 sec): 3 clusters Score: Raw -2050139.734854 + Penalty 3164.281781 = -2046975.453074 nChanged 33 SP:Iteration 45Q (556.153702 sec): 3 clusters Score: Raw -2050143.776354 + Penalty 3164.281781 = -2046979.494574 nChanged 29 SP:Iteration 46Q (556.212454 sec): 3 clusters Score: Raw -2050146.327845 + Penalty 3164.281781 = -2046982.046064 nChanged 23 SP:Iteration 47Q (556.282130 sec): 3 clusters Score: Raw -2050148.206477 + Penalty 3164.281781 = -2046983.924696 nChanged 14 SP:Iteration 48Q (556.348161 sec): 3 clusters Score: Raw -2050149.201179 + Penalty 3164.281781 = -2046984.919399 nChanged 11 SP:Iteration 49Q (556.413958 sec): 3 clusters Score: Raw -2050150.230620 + Penalty 3164.281781 = -2046985.948839 nChanged 13 SP:Iteration 50Q (556.475510 sec): 3 clusters Score: Raw -2050151.276579 + Penalty 3164.281781 = -2046986.994798 nChanged 16 SP:Iteration 51Q (556.545938 sec): 3 clusters Score: Raw -2050152.758978 + Penalty 3164.281781 = -2046988.477198 nChanged 17 SP:Iteration 52Q (556.616869 sec): 3 clusters Score: Raw -2050153.949018 + Penalty 3164.281781 = -2046989.667237 nChanged 12 SP:Iteration 53Q (556.672325 sec): 3 clusters Score: Raw -2050154.905251 + Penalty 3164.281781 = -2046990.623471 nChanged 12 SP:Iteration 54Q (556.734649 sec): 3 clusters Score: Raw -2050155.552253 + Penalty 3164.281781 = -2046991.270472 nChanged 7 SP:Iteration 55Q (556.812243 sec): 3 clusters Score: Raw -2050155.819308 + Penalty 3164.281781 = -2046991.537527 nChanged 7 SP:Iteration 56Q (556.866379 sec): 3 clusters Score: Raw -2050156.289107 + Penalty 3164.281781 = -2046992.007326 nChanged 9 SP:Iteration 57Q (556.930895 sec): 3 clusters Score: Raw -2050156.816278 + Penalty 3164.281781 = -2046992.534497 nChanged 6 SP:Iteration 58Q (557.003621 sec): 3 clusters Score: Raw -2050157.202322 + Penalty 3164.281781 = -2046992.920541 nChanged 4 SP:Iteration 59Q (557.046485 sec): 3 clusters Score: Raw -2050157.390148 + Penalty 3164.281781 = -2046993.108367 nChanged 2 SP:Iteration 60F (557.090952 sec): 3 clusters Score: Raw -2050157.448335 + Penalty 3164.281781 = -2046993.166554 nChanged 2 SP:Iteration 61Q (557.154875 sec): 3 clusters Score: Raw -2050157.760981 + Penalty 3164.281781 = -2046993.479200 nChanged 3 SP:Iteration 62Q (557.218456 sec): 3 clusters Score: Raw -2050157.976898 + Penalty 3164.281781 = -2046993.695117 nChanged 2 SP:Iteration 63Q (557.290291 sec): 3 clusters Score: Raw -2050158.030747 + Penalty 3164.281781 = -2046993.748966 nChanged 0 SP:Iteration 64F (557.361527 sec): 3 clusters Score: Raw -2050158.030747 + Penalty 3164.281781 = -2046993.748966 nChanged 0 Trying to split cluster 6 (917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (557.388468 sec): 2 clusters Score: Raw -120270.596121 + Penalty 1108.429964 = -119162.166156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (557.425859 sec): 3 clusters Score: Raw -120020.739273 + Penalty 2216.859928 = -117803.879344 nChanged 262 SP:Iteration 1F (557.460972 sec): 3 clusters Score: Raw -120264.381428 + Penalty 2216.859928 = -118047.521499 nChanged 63 SP:Iteration 2F (557.502651 sec): 3 clusters Score: Raw -120321.655508 + Penalty 2216.859928 = -118104.795580 nChanged 26 SP:Iteration 3Q (557.542762 sec): 3 clusters Score: Raw -120344.770914 + Penalty 2216.859928 = -118127.910986 nChanged 16 SP:Iteration 4Q (557.580581 sec): 3 clusters Score: Raw -120358.690471 + Penalty 2216.859928 = -118141.830543 nChanged 12 SP:Iteration 5Q (557.623160 sec): 3 clusters Score: Raw -120369.342298 + Penalty 2216.859928 = -118152.482370 nChanged 7 SP:Iteration 6Q (557.665146 sec): 3 clusters Score: Raw -120375.313545 + Penalty 2216.859928 = -118158.453616 nChanged 2 SP:Iteration 7Q (557.701534 sec): 3 clusters Score: Raw -120377.470794 + Penalty 2216.859928 = -118160.610865 nChanged 4 SP:Iteration 8Q (557.740725 sec): 3 clusters Score: Raw -120379.770456 + Penalty 2216.859928 = -118162.910528 nChanged 1 SP:Iteration 9Q (557.779958 sec): 3 clusters Score: Raw -120380.332431 + Penalty 2216.859928 = -118163.472503 nChanged 2 SP:Iteration 10Q (557.811747 sec): 3 clusters Score: Raw -120381.363971 + Penalty 2216.859928 = -118164.504042 nChanged 1 SP:Iteration 11Q (557.863073 sec): 3 clusters Score: Raw -120381.931947 + Penalty 2216.859928 = -118165.072019 nChanged 1 SP:Iteration 12Q (557.901176 sec): 3 clusters Score: Raw -120382.351730 + Penalty 2216.859928 = -118165.491801 nChanged 0 SP:Iteration 13F (557.939421 sec): 3 clusters Score: Raw -120382.351730 + Penalty 2216.859928 = -118165.491801 nChanged 0 Trying to split cluster 7 (588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (557.963008 sec): 2 clusters Score: Raw -61014.168844 + Penalty 1036.218129 = -59977.950715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (557.999973 sec): 3 clusters Score: Raw -61055.920971 + Penalty 2072.436258 = -58983.484713 nChanged 189 SP:Iteration 1F (558.036695 sec): 3 clusters Score: Raw -61519.154585 + Penalty 2072.436258 = -59446.718327 nChanged 81 SP:Iteration 2F (558.078022 sec): 3 clusters Score: Raw -61865.520193 + Penalty 2072.436258 = -59793.083935 nChanged 37 SP:Iteration 3F (558.121956 sec): 3 clusters Score: Raw -61973.026785 + Penalty 2072.436258 = -59900.590527 nChanged 11 SP:Iteration 4Q (558.149642 sec): 3 clusters Score: Raw -62012.698191 + Penalty 2072.436258 = -59940.261933 nChanged 4 SP:Iteration 5Q (558.190734 sec): 3 clusters Score: Raw -62018.261527 + Penalty 2072.436258 = -59945.825269 nChanged 1 SP:Iteration 6Q (558.239642 sec): 3 clusters Score: Raw -62018.853016 + Penalty 2072.436258 = -59946.416758 nChanged 1 SP:Iteration 7Q (558.284096 sec): 3 clusters Score: Raw -62020.451284 + Penalty 2072.436258 = -59948.015025 nChanged 0 SP:Iteration 8F (558.318197 sec): 3 clusters Score: Raw -62020.451284 + Penalty 2072.436258 = -59948.015025 nChanged 0 Trying to split cluster 8 (4628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (558.350452 sec): 2 clusters Score: Raw -520774.365676 + Penalty 1371.480514 = -519402.885161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (558.397514 sec): 3 clusters Score: Raw -518383.490184 + Penalty 2742.961029 = -515640.529155 nChanged 1845 SP:Iteration 1F (558.443126 sec): 3 clusters Score: Raw -519417.970867 + Penalty 2742.961029 = -516675.009838 nChanged 359 SP:Iteration 2F (558.494239 sec): 3 clusters Score: Raw -519685.262681 + Penalty 2742.961029 = -516942.301652 nChanged 300 SP:Iteration 3F (558.538863 sec): 3 clusters Score: Raw -519867.626015 + Penalty 2742.961029 = -517124.664986 nChanged 237 SP:Iteration 4F (558.590935 sec): 3 clusters Score: Raw -519989.782166 + Penalty 2742.961029 = -517246.821137 nChanged 178 SP:Iteration 5Q (558.615284 sec): 3 clusters Score: Raw -520105.549499 + Penalty 2742.961029 = -517362.588471 nChanged 163 SP:Iteration 6Q (558.664675 sec): 3 clusters Score: Raw -520223.181954 + Penalty 2742.961029 = -517480.220925 nChanged 179 SP:Iteration 7Q (558.717428 sec): 3 clusters Score: Raw -520357.591638 + Penalty 2742.961029 = -517614.630609 nChanged 188 SP:Iteration 8Q (558.771422 sec): 3 clusters Score: Raw -520505.005319 + Penalty 2742.961029 = -517762.044290 nChanged 204 SP:Iteration 9Q (558.813622 sec): 3 clusters Score: Raw -520657.066294 + Penalty 2742.961029 = -517914.105265 nChanged 199 SP:Iteration 10Q (558.854941 sec): 3 clusters Score: Raw -520796.848029 + Penalty 2742.961029 = -518053.887000 nChanged 171 SP:Iteration 11Q (558.911923 sec): 3 clusters Score: Raw -520917.281684 + Penalty 2742.961029 = -518174.320655 nChanged 157 SP:Iteration 12Q (558.965416 sec): 3 clusters Score: Raw -521022.630606 + Penalty 2742.961029 = -518279.669577 nChanged 141 SP:Iteration 13Q (559.008860 sec): 3 clusters Score: Raw -521104.432429 + Penalty 2742.961029 = -518361.471400 nChanged 119 SP:Iteration 14Q (559.052943 sec): 3 clusters Score: Raw -521174.943339 + Penalty 2742.961029 = -518431.982310 nChanged 102 SP:Iteration 15Q (559.100742 sec): 3 clusters Score: Raw -521249.438236 + Penalty 2742.961029 = -518506.477208 nChanged 106 SP:Iteration 16Q (559.161537 sec): 3 clusters Score: Raw -521322.947165 + Penalty 2742.961029 = -518579.986136 nChanged 95 SP:Iteration 17Q (559.202458 sec): 3 clusters Score: Raw -521382.736395 + Penalty 2742.961029 = -518639.775366 nChanged 76 SP:Iteration 18Q (559.269545 sec): 3 clusters Score: Raw -521425.060472 + Penalty 2742.961029 = -518682.099443 nChanged 46 SP:Iteration 19Q (559.313319 sec): 3 clusters Score: Raw -521451.703421 + Penalty 2742.961029 = -518708.742392 nChanged 35 SP:Iteration 20F (559.363266 sec): 3 clusters Score: Raw -521478.519555 + Penalty 2742.961029 = -518735.558526 nChanged 32 SP:Iteration 21Q (559.411553 sec): 3 clusters Score: Raw -521500.333271 + Penalty 2742.961029 = -518757.372243 nChanged 30 SP:Iteration 22Q (559.461790 sec): 3 clusters Score: Raw -521516.247646 + Penalty 2742.961029 = -518773.286618 nChanged 22 SP:Iteration 23Q (559.501333 sec): 3 clusters Score: Raw -521528.215515 + Penalty 2742.961029 = -518785.254486 nChanged 16 SP:Iteration 24Q (559.552854 sec): 3 clusters Score: Raw -521535.804700 + Penalty 2742.961029 = -518792.843671 nChanged 16 SP:Iteration 25Q (559.601597 sec): 3 clusters Score: Raw -521541.890907 + Penalty 2742.961029 = -518798.929878 nChanged 14 SP:Iteration 26Q (559.642040 sec): 3 clusters Score: Raw -521547.843980 + Penalty 2742.961029 = -518804.882952 nChanged 14 SP:Iteration 27Q (559.691866 sec): 3 clusters Score: Raw -521552.424959 + Penalty 2742.961029 = -518809.463930 nChanged 12 SP:Iteration 28Q (559.737916 sec): 3 clusters Score: Raw -521556.042887 + Penalty 2742.961029 = -518813.081859 nChanged 5 SP:Iteration 29Q (559.791808 sec): 3 clusters Score: Raw -521557.289998 + Penalty 2742.961029 = -518814.328969 nChanged 2 SP:Iteration 30Q (559.836678 sec): 3 clusters Score: Raw -521558.187158 + Penalty 2742.961029 = -518815.226130 nChanged 3 SP:Iteration 31Q (559.884289 sec): 3 clusters Score: Raw -521559.508090 + Penalty 2742.961029 = -518816.547062 nChanged 5 SP:Iteration 32Q (559.936966 sec): 3 clusters Score: Raw -521560.976557 + Penalty 2742.961029 = -518818.015528 nChanged 0 SP:Iteration 33F (559.996389 sec): 3 clusters Score: Raw -521560.976557 + Penalty 2742.961029 = -518818.015528 nChanged 0 Trying to split cluster 9 (4695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (560.015105 sec): 2 clusters Score: Raw -537667.308136 + Penalty 1373.816176 = -536293.491960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (560.061368 sec): 3 clusters Score: Raw -535280.787850 + Penalty 2747.632352 = -532533.155498 nChanged 1907 SP:Iteration 1F (560.112087 sec): 3 clusters Score: Raw -536371.584722 + Penalty 2747.632352 = -533623.952370 nChanged 335 SP:Iteration 2F (560.121232 sec): 3 clusters Score: Raw -536551.557858 + Penalty 2747.632352 = -533803.925506 nChanged 255 SP:Iteration 3F (560.154290 sec): 3 clusters Score: Raw -536683.192693 + Penalty 2747.632352 = -533935.560340 nChanged 217 SP:Iteration 4Q (560.212096 sec): 3 clusters Score: Raw -536799.732652 + Penalty 2747.632352 = -534052.100299 nChanged 176 SP:Iteration 5Q (560.260115 sec): 3 clusters Score: Raw -536894.235880 + Penalty 2747.632352 = -534146.603527 nChanged 182 SP:Iteration 6Q (560.302854 sec): 3 clusters Score: Raw -536989.227635 + Penalty 2747.632352 = -534241.595283 nChanged 175 SP:Iteration 7Q (560.356785 sec): 3 clusters Score: Raw -537101.501673 + Penalty 2747.632352 = -534353.869321 nChanged 196 SP:Iteration 8Q (560.403987 sec): 3 clusters Score: Raw -537260.525511 + Penalty 2747.632352 = -534512.893158 nChanged 234 SP:Iteration 9Q (560.453029 sec): 3 clusters Score: Raw -537478.253346 + Penalty 2747.632352 = -534730.620994 nChanged 240 SP:Iteration 10F (560.500089 sec): 3 clusters Score: Raw -537776.253353 + Penalty 2747.632352 = -535028.621001 nChanged 245 SP:Iteration 11F (560.543397 sec): 3 clusters Score: Raw -538063.922427 + Penalty 2747.632352 = -535316.290074 nChanged 213 SP:Iteration 12Q (560.590482 sec): 3 clusters Score: Raw -538263.377804 + Penalty 2747.632352 = -535515.745452 nChanged 142 SP:Iteration 13Q (560.637649 sec): 3 clusters Score: Raw -538379.300455 + Penalty 2747.632352 = -535631.668103 nChanged 104 SP:Iteration 14Q (560.685037 sec): 3 clusters Score: Raw -538490.160460 + Penalty 2747.632352 = -535742.528107 nChanged 76 SP:Iteration 15Q (560.734329 sec): 3 clusters Score: Raw -538570.396075 + Penalty 2747.632352 = -535822.763723 nChanged 48 SP:Iteration 16Q (560.769318 sec): 3 clusters Score: Raw -538614.358024 + Penalty 2747.632352 = -535866.725672 nChanged 41 SP:Iteration 17Q (560.822286 sec): 3 clusters Score: Raw -538650.590115 + Penalty 2747.632352 = -535902.957762 nChanged 32 SP:Iteration 18Q (560.866577 sec): 3 clusters Score: Raw -538676.827242 + Penalty 2747.632352 = -535929.194890 nChanged 36 SP:Iteration 19Q (560.916697 sec): 3 clusters Score: Raw -538711.964965 + Penalty 2747.632352 = -535964.332612 nChanged 41 SP:Iteration 20F (560.951583 sec): 3 clusters Score: Raw -538759.629759 + Penalty 2747.632352 = -536011.997407 nChanged 42 SP:Iteration 21Q (560.996544 sec): 3 clusters Score: Raw -538826.176721 + Penalty 2747.632352 = -536078.544369 nChanged 58 SP:Iteration 22Q (561.038440 sec): 3 clusters Score: Raw -538980.729863 + Penalty 2747.632352 = -536233.097511 nChanged 40 SP:Iteration 23Q (561.076768 sec): 3 clusters Score: Raw -539085.456373 + Penalty 2747.632352 = -536337.824020 nChanged 12 SP:Iteration 24Q (561.136975 sec): 3 clusters Score: Raw -539098.243659 + Penalty 2747.632352 = -536350.611306 nChanged 6 SP:Iteration 25Q (561.183044 sec): 3 clusters Score: Raw -539103.962764 + Penalty 2747.632352 = -536356.330412 nChanged 6 SP:Iteration 26Q (561.219795 sec): 3 clusters Score: Raw -539111.074973 + Penalty 2747.632352 = -536363.442621 nChanged 5 SP:Iteration 27Q (561.263688 sec): 3 clusters Score: Raw -539113.208364 + Penalty 2747.632352 = -536365.576012 nChanged 1 SP:Iteration 28Q (561.314577 sec): 3 clusters Score: Raw -539113.440605 + Penalty 2747.632352 = -536365.808253 nChanged 1 SP:Iteration 29Q (561.357048 sec): 3 clusters Score: Raw -539113.609293 + Penalty 2747.632352 = -536365.976940 nChanged 0 SP:Iteration 30F (561.397380 sec): 3 clusters Score: Raw -539113.609293 + Penalty 2747.632352 = -536365.976940 nChanged 0 Score: Raw -56474932.280362 + Penalty 44598.921806 = -56430333.358556 Splitting cluster 9 changes total score from -56431008.520948 to -56430333.358556 So it's not getting split. Trying to split cluster 10 (9531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (568.290132 sec): 2 clusters Score: Raw -1131932.824175 + Penalty 1488.874550 = -1130443.949625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (568.353753 sec): 3 clusters Score: Raw -1126590.033730 + Penalty 2977.749100 = -1123612.284630 nChanged 4093 SP:Iteration 1F (568.407388 sec): 3 clusters Score: Raw -1128772.871822 + Penalty 2977.749100 = -1125795.122722 nChanged 619 SP:Iteration 2F (568.478758 sec): 3 clusters Score: Raw -1129064.893444 + Penalty 2977.749100 = -1126087.144344 nChanged 552 SP:Iteration 3F (568.532662 sec): 3 clusters Score: Raw -1129367.723984 + Penalty 2977.749100 = -1126389.974884 nChanged 551 SP:Iteration 4F (568.584504 sec): 3 clusters Score: Raw -1129668.120263 + Penalty 2977.749100 = -1126690.371163 nChanged 524 SP:Iteration 5F (568.644060 sec): 3 clusters Score: Raw -1130009.414713 + Penalty 2977.749100 = -1127031.665613 nChanged 557 SP:Iteration 6F (568.705056 sec): 3 clusters Score: Raw -1130415.243334 + Penalty 2977.749100 = -1127437.494234 nChanged 590 SP:Iteration 7F (568.749815 sec): 3 clusters Score: Raw -1130859.517536 + Penalty 2977.749100 = -1127881.768436 nChanged 525 SP:Iteration 8F (568.802860 sec): 3 clusters Score: Raw -1131222.526276 + Penalty 2977.749100 = -1128244.777176 nChanged 440 SP:Iteration 9Q (568.853488 sec): 3 clusters Score: Raw -1131510.591683 + Penalty 2977.749100 = -1128532.842583 nChanged 365 SP:Iteration 10Q (568.914613 sec): 3 clusters Score: Raw -1131726.186194 + Penalty 2977.749100 = -1128748.437094 nChanged 275 SP:Iteration 11Q (568.979113 sec): 3 clusters Score: Raw -1131851.212552 + Penalty 2977.749100 = -1128873.463452 nChanged 200 SP:Iteration 12Q (569.039968 sec): 3 clusters Score: Raw -1131939.739545 + Penalty 2977.749100 = -1128961.990445 nChanged 163 SP:Iteration 13Q (569.090763 sec): 3 clusters Score: Raw -1132012.102570 + Penalty 2977.749100 = -1129034.353470 nChanged 133 SP:Iteration 14Q (569.143955 sec): 3 clusters Score: Raw -1132066.075063 + Penalty 2977.749100 = -1129088.325963 nChanged 131 SP:Iteration 15Q (569.206171 sec): 3 clusters Score: Raw -1132119.748607 + Penalty 2977.749100 = -1129141.999507 nChanged 118 SP:Iteration 16Q (569.261383 sec): 3 clusters Score: Raw -1132178.180430 + Penalty 2977.749100 = -1129200.431331 nChanged 118 SP:Iteration 17Q (569.333475 sec): 3 clusters Score: Raw -1132245.211562 + Penalty 2977.749100 = -1129267.462462 nChanged 123 SP:Iteration 18Q (569.397564 sec): 3 clusters Score: Raw -1132316.486793 + Penalty 2977.749100 = -1129338.737693 nChanged 124 SP:Iteration 19Q (569.458593 sec): 3 clusters Score: Raw -1132377.692183 + Penalty 2977.749100 = -1129399.943083 nChanged 91 SP:Iteration 20F (569.522155 sec): 3 clusters Score: Raw -1132421.466934 + Penalty 2977.749100 = -1129443.717834 nChanged 70 SP:Iteration 21Q (569.575617 sec): 3 clusters Score: Raw -1132444.728798 + Penalty 2977.749100 = -1129466.979698 nChanged 64 SP:Iteration 22Q (569.637896 sec): 3 clusters Score: Raw -1132462.722647 + Penalty 2977.749100 = -1129484.973547 nChanged 51 SP:Iteration 23Q (569.701623 sec): 3 clusters Score: Raw -1132472.655740 + Penalty 2977.749100 = -1129494.906640 nChanged 37 SP:Iteration 24Q (569.768569 sec): 3 clusters Score: Raw -1132480.630646 + Penalty 2977.749100 = -1129502.881546 nChanged 28 SP:Iteration 25Q (569.825169 sec): 3 clusters Score: Raw -1132487.203552 + Penalty 2977.749100 = -1129509.454452 nChanged 24 SP:Iteration 26Q (569.874909 sec): 3 clusters Score: Raw -1132490.163357 + Penalty 2977.749100 = -1129512.414257 nChanged 15 SP:Iteration 27Q (569.932700 sec): 3 clusters Score: Raw -1132491.943809 + Penalty 2977.749100 = -1129514.194709 nChanged 11 SP:Iteration 28Q (570.006365 sec): 3 clusters Score: Raw -1132494.237912 + Penalty 2977.749100 = -1129516.488812 nChanged 15 SP:Iteration 29Q (570.070541 sec): 3 clusters Score: Raw -1132496.615934 + Penalty 2977.749100 = -1129518.866834 nChanged 8 SP:Iteration 30Q (570.133072 sec): 3 clusters Score: Raw -1132497.920196 + Penalty 2977.749100 = -1129520.171096 nChanged 8 SP:Iteration 31Q (570.194842 sec): 3 clusters Score: Raw -1132498.819997 + Penalty 2977.749100 = -1129521.070897 nChanged 2 SP:Iteration 32Q (570.245796 sec): 3 clusters Score: Raw -1132499.036652 + Penalty 2977.749100 = -1129521.287552 nChanged 1 SP:Iteration 33Q (570.311375 sec): 3 clusters Score: Raw -1132499.082931 + Penalty 2977.749100 = -1129521.333831 nChanged 0 SP:Iteration 34F (570.366671 sec): 3 clusters Score: Raw -1132499.082931 + Penalty 2977.749100 = -1129521.333831 nChanged 0 Trying to split cluster 11 (140011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (570.576196 sec): 2 clusters Score: Raw -17234115.750411 + Penalty 1925.539894 = -17232190.210517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (570.861755 sec): 3 clusters Score: Raw -17141928.537225 + Penalty 3851.079788 = -17138077.457437 nChanged 67653 SP:Iteration 1F (571.152669 sec): 3 clusters Score: Raw -17181439.383490 + Penalty 3851.079788 = -17177588.303703 nChanged 3882 SP:Iteration 2Q (571.464164 sec): 3 clusters Score: Raw -17182191.635915 + Penalty 3851.079788 = -17178340.556128 nChanged 3952 SP:Iteration 3Q (571.756988 sec): 3 clusters Score: Raw -17183017.745777 + Penalty 3851.079788 = -17179166.665989 nChanged 4227 SP:Iteration 4Q (572.053831 sec): 3 clusters Score: Raw -17184021.101434 + Penalty 3851.079788 = -17180170.021647 nChanged 4607 SP:Iteration 5Q (572.352572 sec): 3 clusters Score: Raw -17185314.276009 + Penalty 3851.079788 = -17181463.196221 nChanged 5332 SP:Iteration 6Q (572.646440 sec): 3 clusters Score: Raw -17187112.148546 + Penalty 3851.079788 = -17183261.068758 nChanged 6307 SP:Iteration 7Q (572.938499 sec): 3 clusters Score: Raw -17189644.349692 + Penalty 3851.079788 = -17185793.269904 nChanged 7247 SP:Iteration 8F (573.226306 sec): 3 clusters Score: Raw -17193006.186336 + Penalty 3851.079788 = -17189155.106548 nChanged 7987 SP:Iteration 9F (573.513866 sec): 3 clusters Score: Raw -17196979.293969 + Penalty 3851.079788 = -17193128.214181 nChanged 7986 SP:Iteration 10F (573.791957 sec): 3 clusters Score: Raw -17200902.268324 + Penalty 3851.079788 = -17197051.188536 nChanged 7201 SP:Iteration 11F (574.066074 sec): 3 clusters Score: Raw -17204181.217537 + Penalty 3851.079788 = -17200330.137749 nChanged 6162 SP:Iteration 12Q (574.363357 sec): 3 clusters Score: Raw -17206919.243009 + Penalty 3851.079788 = -17203068.163221 nChanged 5350 SP:Iteration 13Q (574.672274 sec): 3 clusters Score: Raw -17209583.563649 + Penalty 3851.079788 = -17205732.483861 nChanged 4861 SP:Iteration 14Q (574.973222 sec): 3 clusters Score: Raw -17212715.766030 + Penalty 3851.079788 = -17208864.686242 nChanged 4644 SP:Iteration 15Q (575.265100 sec): 3 clusters Score: Raw -17216149.340639 + Penalty 3851.079788 = -17212298.260851 nChanged 4391 SP:Iteration 16Q (575.565752 sec): 3 clusters Score: Raw -17219160.190798 + Penalty 3851.079788 = -17215309.111010 nChanged 3505 SP:Iteration 17Q (575.852592 sec): 3 clusters Score: Raw -17221159.490478 + Penalty 3851.079788 = -17217308.410690 nChanged 2814 SP:Iteration 18Q (576.130038 sec): 3 clusters Score: Raw -17222532.368027 + Penalty 3851.079788 = -17218681.288239 nChanged 2568 SP:Iteration 19Q (576.399600 sec): 3 clusters Score: Raw -17223696.508817 + Penalty 3851.079788 = -17219845.429029 nChanged 2524 SP:Iteration 20F (576.677927 sec): 3 clusters Score: Raw -17224850.697229 + Penalty 3851.079788 = -17220999.617441 nChanged 2449 SP:Iteration 21Q (576.944730 sec): 3 clusters Score: Raw -17226021.758177 + Penalty 3851.079788 = -17222170.678389 nChanged 2340 SP:Iteration 22Q (577.200958 sec): 3 clusters Score: Raw -17227164.239934 + Penalty 3851.079788 = -17223313.160146 nChanged 2160 SP:Iteration 23Q (577.462068 sec): 3 clusters Score: Raw -17228155.811491 + Penalty 3851.079788 = -17224304.731704 nChanged 1950 SP:Iteration 24Q (577.723784 sec): 3 clusters Score: Raw -17229005.645693 + Penalty 3851.079788 = -17225154.565905 nChanged 1757 SP:Iteration 25Q (577.978416 sec): 3 clusters Score: Raw -17229727.421686 + Penalty 3851.079788 = -17225876.341898 nChanged 1608 SP:Iteration 26Q (578.235991 sec): 3 clusters Score: Raw -17230368.584255 + Penalty 3851.079788 = -17226517.504467 nChanged 1420 SP:Iteration 27Q (578.484633 sec): 3 clusters Score: Raw -17230888.147789 + Penalty 3851.079788 = -17227037.068001 nChanged 1269 SP:Iteration 28Q (578.723276 sec): 3 clusters Score: Raw -17231324.118630 + Penalty 3851.079788 = -17227473.038842 nChanged 1131 SP:Iteration 29Q (578.974242 sec): 3 clusters Score: Raw -17231699.184729 + Penalty 3851.079788 = -17227848.104941 nChanged 1089 SP:Iteration 30Q (579.202224 sec): 3 clusters Score: Raw -17232058.161531 + Penalty 3851.079788 = -17228207.081743 nChanged 938 SP:Iteration 31Q (579.449778 sec): 3 clusters Score: Raw -17232360.538216 + Penalty 3851.079788 = -17228509.458429 nChanged 866 SP:Iteration 32Q (579.686395 sec): 3 clusters Score: Raw -17232633.967921 + Penalty 3851.079788 = -17228782.888133 nChanged 775 SP:Iteration 33Q (579.930537 sec): 3 clusters Score: Raw -17232865.322640 + Penalty 3851.079788 = -17229014.242852 nChanged 697 SP:Iteration 34Q (580.169592 sec): 3 clusters Score: Raw -17233067.761019 + Penalty 3851.079788 = -17229216.681232 nChanged 676 SP:Iteration 35Q (580.403436 sec): 3 clusters Score: Raw -17233272.237001 + Penalty 3851.079788 = -17229421.157214 nChanged 635 SP:Iteration 36Q (580.650660 sec): 3 clusters Score: Raw -17233460.040121 + Penalty 3851.079788 = -17229608.960334 nChanged 574 SP:Iteration 37Q (580.901943 sec): 3 clusters Score: Raw -17233627.376685 + Penalty 3851.079788 = -17229776.296898 nChanged 509 SP:Iteration 38Q (581.150329 sec): 3 clusters Score: Raw -17233768.264726 + Penalty 3851.079788 = -17229917.184938 nChanged 457 SP:Iteration 39Q (581.373278 sec): 3 clusters Score: Raw -17233894.969897 + Penalty 3851.079788 = -17230043.890109 nChanged 444 SP:Iteration 40F (581.640128 sec): 3 clusters Score: Raw -17234019.161880 + Penalty 3851.079788 = -17230168.082092 nChanged 394 SP:Iteration 41Q (581.881820 sec): 3 clusters Score: Raw -17234123.840952 + Penalty 3851.079788 = -17230272.761164 nChanged 339 SP:Iteration 42Q (582.131110 sec): 3 clusters Score: Raw -17234213.453661 + Penalty 3851.079788 = -17230362.373874 nChanged 299 SP:Iteration 43Q (582.343038 sec): 3 clusters Score: Raw -17234289.269861 + Penalty 3851.079788 = -17230438.190073 nChanged 271 SP:Iteration 44Q (582.567196 sec): 3 clusters Score: Raw -17234360.385057 + Penalty 3851.079788 = -17230509.305269 nChanged 250 SP:Iteration 45Q (582.780175 sec): 3 clusters Score: Raw -17234419.709507 + Penalty 3851.079788 = -17230568.629719 nChanged 206 SP:Iteration 46Q (583.001396 sec): 3 clusters Score: Raw -17234463.482676 + Penalty 3851.079788 = -17230612.402888 nChanged 172 SP:Iteration 47Q (583.218787 sec): 3 clusters Score: Raw -17234501.922726 + Penalty 3851.079788 = -17230650.842939 nChanged 157 SP:Iteration 48Q (583.432952 sec): 3 clusters Score: Raw -17234539.747584 + Penalty 3851.079788 = -17230688.667796 nChanged 154 SP:Iteration 49Q (583.667090 sec): 3 clusters Score: Raw -17234575.021999 + Penalty 3851.079788 = -17230723.942211 nChanged 123 SP:Iteration 50Q (583.897578 sec): 3 clusters Score: Raw -17234601.700768 + Penalty 3851.079788 = -17230750.620980 nChanged 105 SP:Iteration 51Q (584.144216 sec): 3 clusters Score: Raw -17234621.206229 + Penalty 3851.079788 = -17230770.126441 nChanged 82 SP:Iteration 52Q (584.383001 sec): 3 clusters Score: Raw -17234633.248375 + Penalty 3851.079788 = -17230782.168587 nChanged 57 SP:Iteration 53Q (584.589024 sec): 3 clusters Score: Raw -17234641.965504 + Penalty 3851.079788 = -17230790.885716 nChanged 49 SP:Iteration 54Q (584.809338 sec): 3 clusters Score: Raw -17234649.557149 + Penalty 3851.079788 = -17230798.477362 nChanged 52 SP:Iteration 55Q (585.035903 sec): 3 clusters Score: Raw -17234657.239085 + Penalty 3851.079788 = -17230806.159298 nChanged 46 SP:Iteration 56Q (585.258235 sec): 3 clusters Score: Raw -17234663.885595 + Penalty 3851.079788 = -17230812.805807 nChanged 38 SP:Iteration 57Q (585.485843 sec): 3 clusters Score: Raw -17234668.653655 + Penalty 3851.079788 = -17230817.573867 nChanged 28 SP:Iteration 58Q (585.713898 sec): 3 clusters Score: Raw -17234672.564231 + Penalty 3851.079788 = -17230821.484444 nChanged 27 SP:Iteration 59Q (585.937420 sec): 3 clusters Score: Raw -17234676.243940 + Penalty 3851.079788 = -17230825.164152 nChanged 21 SP:Iteration 60F (586.223570 sec): 3 clusters Score: Raw -17234678.461953 + Penalty 3851.079788 = -17230827.382165 nChanged 12 SP:Iteration 61Q (586.434747 sec): 3 clusters Score: Raw -17234679.501811 + Penalty 3851.079788 = -17230828.422023 nChanged 9 SP:Iteration 62Q (586.652792 sec): 3 clusters Score: Raw -17234680.355999 + Penalty 3851.079788 = -17230829.276211 nChanged 6 SP:Iteration 63Q (586.863617 sec): 3 clusters Score: Raw -17234681.014699 + Penalty 3851.079788 = -17230829.934911 nChanged 12 SP:Iteration 64Q (587.081035 sec): 3 clusters Score: Raw -17234682.512527 + Penalty 3851.079788 = -17230831.432739 nChanged 12 SP:Iteration 65Q (587.300855 sec): 3 clusters Score: Raw -17234683.790852 + Penalty 3851.079788 = -17230832.711064 nChanged 13 SP:Iteration 66Q (587.519090 sec): 3 clusters Score: Raw -17234685.370406 + Penalty 3851.079788 = -17230834.290618 nChanged 15 SP:Iteration 67Q (587.743960 sec): 3 clusters Score: Raw -17234687.328515 + Penalty 3851.079788 = -17230836.248728 nChanged 18 SP:Iteration 68Q (587.961531 sec): 3 clusters Score: Raw -17234689.241399 + Penalty 3851.079788 = -17230838.161611 nChanged 12 SP:Iteration 69Q (588.185486 sec): 3 clusters Score: Raw -17234690.898996 + Penalty 3851.079788 = -17230839.819208 nChanged 15 SP:Iteration 70Q (588.402760 sec): 3 clusters Score: Raw -17234692.611886 + Penalty 3851.079788 = -17230841.532099 nChanged 13 SP:Iteration 71Q (588.611388 sec): 3 clusters Score: Raw -17234693.983042 + Penalty 3851.079788 = -17230842.903255 nChanged 12 SP:Iteration 72Q (588.825137 sec): 3 clusters Score: Raw -17234695.395401 + Penalty 3851.079788 = -17230844.315614 nChanged 13 SP:Iteration 73Q (589.043224 sec): 3 clusters Score: Raw -17234697.165118 + Penalty 3851.079788 = -17230846.085331 nChanged 21 SP:Iteration 74Q (589.280195 sec): 3 clusters Score: Raw -17234699.966699 + Penalty 3851.079788 = -17230848.886912 nChanged 24 SP:Iteration 75Q (589.509104 sec): 3 clusters Score: Raw -17234703.021800 + Penalty 3851.079788 = -17230851.942012 nChanged 18 SP:Iteration 76Q (589.729969 sec): 3 clusters Score: Raw -17234705.207320 + Penalty 3851.079788 = -17230854.127532 nChanged 14 SP:Iteration 77Q (589.943844 sec): 3 clusters Score: Raw -17234707.738526 + Penalty 3851.079788 = -17230856.658739 nChanged 23 SP:Iteration 78Q (590.168874 sec): 3 clusters Score: Raw -17234710.774513 + Penalty 3851.079788 = -17230859.694725 nChanged 25 SP:Iteration 79Q (590.392214 sec): 3 clusters Score: Raw -17234714.204499 + Penalty 3851.079788 = -17230863.124711 nChanged 26 SP:Iteration 80F (590.665860 sec): 3 clusters Score: Raw -17234718.598235 + Penalty 3851.079788 = -17230867.518447 nChanged 28 SP:Iteration 81Q (590.875299 sec): 3 clusters Score: Raw -17234722.242891 + Penalty 3851.079788 = -17230871.163104 nChanged 19 SP:Iteration 82Q (591.092689 sec): 3 clusters Score: Raw -17234725.030872 + Penalty 3851.079788 = -17230873.951084 nChanged 26 SP:Iteration 83Q (591.324433 sec): 3 clusters Score: Raw -17234728.426579 + Penalty 3851.079788 = -17230877.346792 nChanged 18 SP:Iteration 84Q (591.556014 sec): 3 clusters Score: Raw -17234730.197810 + Penalty 3851.079788 = -17230879.118022 nChanged 9 SP:Iteration 85Q (591.787957 sec): 3 clusters Score: Raw -17234731.263461 + Penalty 3851.079788 = -17230880.183674 nChanged 10 SP:Iteration 86Q (592.004186 sec): 3 clusters Score: Raw -17234732.487692 + Penalty 3851.079788 = -17230881.407904 nChanged 14 SP:Iteration 87Q (592.225566 sec): 3 clusters Score: Raw -17234734.644102 + Penalty 3851.079788 = -17230883.564315 nChanged 20 SP:Iteration 88Q (592.457180 sec): 3 clusters Score: Raw -17234737.867058 + Penalty 3851.079788 = -17230886.787270 nChanged 22 SP:Iteration 89Q (592.690588 sec): 3 clusters Score: Raw -17234740.989254 + Penalty 3851.079788 = -17230889.909466 nChanged 20 SP:Iteration 90Q (592.915896 sec): 3 clusters Score: Raw -17234744.215630 + Penalty 3851.079788 = -17230893.135842 nChanged 19 SP:Iteration 91Q (593.149529 sec): 3 clusters Score: Raw -17234746.505739 + Penalty 3851.079788 = -17230895.425951 nChanged 9 SP:Iteration 92Q (593.392817 sec): 3 clusters Score: Raw -17234747.734262 + Penalty 3851.079788 = -17230896.654475 nChanged 12 SP:Iteration 93Q (593.630982 sec): 3 clusters Score: Raw -17234749.216381 + Penalty 3851.079788 = -17230898.136594 nChanged 11 SP:Iteration 94Q (593.866797 sec): 3 clusters Score: Raw -17234750.461659 + Penalty 3851.079788 = -17230899.381871 nChanged 10 SP:Iteration 95Q (594.100685 sec): 3 clusters Score: Raw -17234751.462848 + Penalty 3851.079788 = -17230900.383061 nChanged 7 SP:Iteration 96Q (594.323521 sec): 3 clusters Score: Raw -17234752.279152 + Penalty 3851.079788 = -17230901.199365 nChanged 9 SP:Iteration 97Q (594.529514 sec): 3 clusters Score: Raw -17234753.177238 + Penalty 3851.079788 = -17230902.097450 nChanged 3 SP:Iteration 98Q (594.738218 sec): 3 clusters Score: Raw -17234753.416038 + Penalty 3851.079788 = -17230902.336251 nChanged 1 SP:Iteration 99Q (594.956929 sec): 3 clusters Score: Raw -17234753.447711 + Penalty 3851.079788 = -17230902.367923 nChanged 0 SP:Iteration 100F (595.233228 sec): 3 clusters Score: Raw -17234753.447711 + Penalty 3851.079788 = -17230902.367923 nChanged 0 Trying to split cluster 12 (95383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (595.369282 sec): 2 clusters Score: Raw -11548137.563314 + Penalty 1863.169042 = -11546274.394272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (595.583850 sec): 3 clusters Score: Raw -11486213.009566 + Penalty 3726.338084 = -11482486.671481 nChanged 45746 SP:Iteration 1F (595.791855 sec): 3 clusters Score: Raw -11513241.459456 + Penalty 3726.338084 = -11509515.121372 nChanged 4229 SP:Iteration 2Q (596.008294 sec): 3 clusters Score: Raw -11514845.609922 + Penalty 3726.338084 = -11511119.271838 nChanged 5118 SP:Iteration 3F (596.219792 sec): 3 clusters Score: Raw -11517471.213686 + Penalty 3726.338084 = -11513744.875601 nChanged 6294 SP:Iteration 4F (596.432686 sec): 3 clusters Score: Raw -11521526.935950 + Penalty 3726.338084 = -11517800.597865 nChanged 7247 SP:Iteration 5F (596.648295 sec): 3 clusters Score: Raw -11526726.124153 + Penalty 3726.338084 = -11522999.786069 nChanged 7174 SP:Iteration 6F (596.852355 sec): 3 clusters Score: Raw -11532216.376393 + Penalty 3726.338084 = -11528490.038309 nChanged 6118 SP:Iteration 7F (597.051259 sec): 3 clusters Score: Raw -11536915.220848 + Penalty 3726.338084 = -11533188.882763 nChanged 4559 SP:Iteration 8Q (597.279503 sec): 3 clusters Score: Raw -11540517.622202 + Penalty 3726.338084 = -11536791.284118 nChanged 3391 SP:Iteration 9Q (597.487192 sec): 3 clusters Score: Raw -11543047.765353 + Penalty 3726.338084 = -11539321.427269 nChanged 2421 SP:Iteration 10Q (597.701542 sec): 3 clusters Score: Raw -11544701.377423 + Penalty 3726.338084 = -11540975.039339 nChanged 1909 SP:Iteration 11Q (597.902471 sec): 3 clusters Score: Raw -11545916.103535 + Penalty 3726.338084 = -11542189.765451 nChanged 1569 SP:Iteration 12Q (598.092584 sec): 3 clusters Score: Raw -11546888.791124 + Penalty 3726.338084 = -11543162.453039 nChanged 1285 SP:Iteration 13Q (598.280564 sec): 3 clusters Score: Raw -11547613.153934 + Penalty 3726.338084 = -11543886.815849 nChanged 1021 SP:Iteration 14Q (598.460684 sec): 3 clusters Score: Raw -11548160.983500 + Penalty 3726.338084 = -11544434.645416 nChanged 873 SP:Iteration 15Q (598.633600 sec): 3 clusters Score: Raw -11548587.336488 + Penalty 3726.338084 = -11544860.998403 nChanged 743 SP:Iteration 16Q (598.812419 sec): 3 clusters Score: Raw -11548924.422509 + Penalty 3726.338084 = -11545198.084425 nChanged 586 SP:Iteration 17Q (598.990393 sec): 3 clusters Score: Raw -11549152.788128 + Penalty 3726.338084 = -11545426.450043 nChanged 479 SP:Iteration 18Q (599.172183 sec): 3 clusters Score: Raw -11549312.140684 + Penalty 3726.338084 = -11545585.802600 nChanged 423 SP:Iteration 19Q (599.356420 sec): 3 clusters Score: Raw -11549442.040183 + Penalty 3726.338084 = -11545715.702099 nChanged 360 SP:Iteration 20F (599.554111 sec): 3 clusters Score: Raw -11549537.577511 + Penalty 3726.338084 = -11545811.239427 nChanged 286 SP:Iteration 21Q (599.725194 sec): 3 clusters Score: Raw -11549601.118481 + Penalty 3726.338084 = -11545874.780397 nChanged 238 SP:Iteration 22Q (599.901773 sec): 3 clusters Score: Raw -11549652.207670 + Penalty 3726.338084 = -11545925.869585 nChanged 206 SP:Iteration 23Q (600.071176 sec): 3 clusters Score: Raw -11549695.137430 + Penalty 3726.338084 = -11545968.799346 nChanged 179 SP:Iteration 24Q (600.246473 sec): 3 clusters Score: Raw -11549729.116456 + Penalty 3726.338084 = -11546002.778372 nChanged 179 SP:Iteration 25Q (600.418390 sec): 3 clusters Score: Raw -11549758.296348 + Penalty 3726.338084 = -11546031.958263 nChanged 137 SP:Iteration 26Q (600.590333 sec): 3 clusters Score: Raw -11549780.917722 + Penalty 3726.338084 = -11546054.579637 nChanged 129 SP:Iteration 27Q (600.763652 sec): 3 clusters Score: Raw -11549803.659901 + Penalty 3726.338084 = -11546077.321817 nChanged 140 SP:Iteration 28Q (600.934930 sec): 3 clusters Score: Raw -11549829.845710 + Penalty 3726.338084 = -11546103.507626 nChanged 131 SP:Iteration 29Q (601.106670 sec): 3 clusters Score: Raw -11549852.553451 + Penalty 3726.338084 = -11546126.215366 nChanged 109 SP:Iteration 30Q (601.278999 sec): 3 clusters Score: Raw -11549868.038379 + Penalty 3726.338084 = -11546141.700295 nChanged 86 SP:Iteration 31Q (601.443533 sec): 3 clusters Score: Raw -11549880.820062 + Penalty 3726.338084 = -11546154.481977 nChanged 80 SP:Iteration 32Q (601.588251 sec): 3 clusters Score: Raw -11549893.790128 + Penalty 3726.338084 = -11546167.452044 nChanged 79 SP:Iteration 33Q (601.749365 sec): 3 clusters Score: Raw -11549906.616405 + Penalty 3726.338084 = -11546180.278321 nChanged 64 SP:Iteration 34Q (601.918471 sec): 3 clusters Score: Raw -11549917.260652 + Penalty 3726.338084 = -11546190.922567 nChanged 65 SP:Iteration 35Q (602.084076 sec): 3 clusters Score: Raw -11549928.016956 + Penalty 3726.338084 = -11546201.678871 nChanged 57 SP:Iteration 36Q (602.255667 sec): 3 clusters Score: Raw -11549935.305541 + Penalty 3726.338084 = -11546208.967457 nChanged 41 SP:Iteration 37Q (602.413240 sec): 3 clusters Score: Raw -11549939.896078 + Penalty 3726.338084 = -11546213.557993 nChanged 38 SP:Iteration 38Q (602.586859 sec): 3 clusters Score: Raw -11549944.069875 + Penalty 3726.338084 = -11546217.731791 nChanged 26 SP:Iteration 39Q (602.743087 sec): 3 clusters Score: Raw -11549946.772483 + Penalty 3726.338084 = -11546220.434398 nChanged 19 SP:Iteration 40F (602.942812 sec): 3 clusters Score: Raw -11549948.765195 + Penalty 3726.338084 = -11546222.427111 nChanged 19 SP:Iteration 41Q (603.108404 sec): 3 clusters Score: Raw -11549950.632519 + Penalty 3726.338084 = -11546224.294435 nChanged 15 SP:Iteration 42Q (603.278461 sec): 3 clusters Score: Raw -11549952.079535 + Penalty 3726.338084 = -11546225.741451 nChanged 16 SP:Iteration 43Q (603.435168 sec): 3 clusters Score: Raw -11549953.737721 + Penalty 3726.338084 = -11546227.399637 nChanged 13 SP:Iteration 44Q (603.593683 sec): 3 clusters Score: Raw -11549955.103139 + Penalty 3726.338084 = -11546228.765055 nChanged 14 SP:Iteration 45Q (603.759565 sec): 3 clusters Score: Raw -11549956.050870 + Penalty 3726.338084 = -11546229.712786 nChanged 11 SP:Iteration 46Q (603.926370 sec): 3 clusters Score: Raw -11549956.759557 + Penalty 3726.338084 = -11546230.421472 nChanged 5 SP:Iteration 47Q (604.095465 sec): 3 clusters Score: Raw -11549957.022984 + Penalty 3726.338084 = -11546230.684899 nChanged 6 SP:Iteration 48Q (604.248358 sec): 3 clusters Score: Raw -11549957.536825 + Penalty 3726.338084 = -11546231.198740 nChanged 5 SP:Iteration 49Q (604.412022 sec): 3 clusters Score: Raw -11549958.062011 + Penalty 3726.338084 = -11546231.723926 nChanged 6 SP:Iteration 50Q (604.570753 sec): 3 clusters Score: Raw -11549958.419224 + Penalty 3726.338084 = -11546232.081140 nChanged 7 SP:Iteration 51Q (604.743830 sec): 3 clusters Score: Raw -11549958.832991 + Penalty 3726.338084 = -11546232.494906 nChanged 5 SP:Iteration 52Q (604.904912 sec): 3 clusters Score: Raw -11549959.032836 + Penalty 3726.338084 = -11546232.694752 nChanged 4 SP:Iteration 53Q (605.084816 sec): 3 clusters Score: Raw -11549959.272779 + Penalty 3726.338084 = -11546232.934695 nChanged 3 SP:Iteration 54Q (605.253575 sec): 3 clusters Score: Raw -11549959.354856 + Penalty 3726.338084 = -11546233.016771 nChanged 3 SP:Iteration 55Q (605.422185 sec): 3 clusters Score: Raw -11549959.512912 + Penalty 3726.338084 = -11546233.174828 nChanged 4 SP:Iteration 56Q (605.586319 sec): 3 clusters Score: Raw -11549959.777139 + Penalty 3726.338084 = -11546233.439054 nChanged 6 SP:Iteration 57Q (605.759981 sec): 3 clusters Score: Raw -11549960.382694 + Penalty 3726.338084 = -11546234.044610 nChanged 9 SP:Iteration 58Q (605.922596 sec): 3 clusters Score: Raw -11549961.070865 + Penalty 3726.338084 = -11546234.732781 nChanged 10 SP:Iteration 59Q (606.083754 sec): 3 clusters Score: Raw -11549961.571392 + Penalty 3726.338084 = -11546235.233308 nChanged 11 SP:Iteration 60F (606.263438 sec): 3 clusters Score: Raw -11549962.452633 + Penalty 3726.338084 = -11546236.114549 nChanged 10 SP:Iteration 61Q (606.429417 sec): 3 clusters Score: Raw -11549963.307212 + Penalty 3726.338084 = -11546236.969127 nChanged 11 SP:Iteration 62Q (606.597723 sec): 3 clusters Score: Raw -11549964.270793 + Penalty 3726.338084 = -11546237.932709 nChanged 9 SP:Iteration 63Q (606.767582 sec): 3 clusters Score: Raw -11549964.895851 + Penalty 3726.338084 = -11546238.557767 nChanged 7 SP:Iteration 64Q (606.937809 sec): 3 clusters Score: Raw -11549965.367122 + Penalty 3726.338084 = -11546239.029038 nChanged 2 SP:Iteration 65Q (607.100210 sec): 3 clusters Score: Raw -11549965.467925 + Penalty 3726.338084 = -11546239.129841 nChanged 3 SP:Iteration 66Q (607.275230 sec): 3 clusters Score: Raw -11549965.895035 + Penalty 3726.338084 = -11546239.556951 nChanged 5 SP:Iteration 67Q (607.447097 sec): 3 clusters Score: Raw -11549966.214058 + Penalty 3726.338084 = -11546239.875973 nChanged 3 SP:Iteration 68Q (607.611839 sec): 3 clusters Score: Raw -11549966.544783 + Penalty 3726.338084 = -11546240.206698 nChanged 1 SP:Iteration 69Q (607.779120 sec): 3 clusters Score: Raw -11549966.611068 + Penalty 3726.338084 = -11546240.272984 nChanged 0 SP:Iteration 70F (607.959005 sec): 3 clusters Score: Raw -11549966.611068 + Penalty 3726.338084 = -11546240.272984 nChanged 0 Trying to split cluster 13 (11580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (607.998628 sec): 2 clusters Score: Raw -1355516.435445 + Penalty 1520.518147 = -1353995.917298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (608.058192 sec): 3 clusters Score: Raw -1348854.346308 + Penalty 3041.036294 = -1345813.310014 nChanged 5086 SP:Iteration 1F (608.116980 sec): 3 clusters Score: Raw -1351832.634976 + Penalty 3041.036294 = -1348791.598682 nChanged 758 SP:Iteration 2F (608.180468 sec): 3 clusters Score: Raw -1352206.572360 + Penalty 3041.036294 = -1349165.536066 nChanged 663 SP:Iteration 3F (608.241666 sec): 3 clusters Score: Raw -1352540.287553 + Penalty 3041.036294 = -1349499.251259 nChanged 634 SP:Iteration 4F (608.299745 sec): 3 clusters Score: Raw -1352886.490369 + Penalty 3041.036294 = -1349845.454074 nChanged 619 SP:Iteration 5F (608.350133 sec): 3 clusters Score: Raw -1353296.797908 + Penalty 3041.036294 = -1350255.761614 nChanged 623 SP:Iteration 6F (608.412872 sec): 3 clusters Score: Raw -1353742.749036 + Penalty 3041.036294 = -1350701.712742 nChanged 571 SP:Iteration 7Q (608.471850 sec): 3 clusters Score: Raw -1354166.375491 + Penalty 3041.036294 = -1351125.339197 nChanged 483 SP:Iteration 8Q (608.531127 sec): 3 clusters Score: Raw -1354542.181386 + Penalty 3041.036294 = -1351501.145092 nChanged 405 SP:Iteration 9Q (608.595773 sec): 3 clusters Score: Raw -1354882.835859 + Penalty 3041.036294 = -1351841.799564 nChanged 335 SP:Iteration 10Q (608.656058 sec): 3 clusters Score: Raw -1355144.690943 + Penalty 3041.036294 = -1352103.654649 nChanged 240 SP:Iteration 11Q (608.726007 sec): 3 clusters Score: Raw -1355332.450195 + Penalty 3041.036294 = -1352291.413901 nChanged 181 SP:Iteration 12Q (608.776704 sec): 3 clusters Score: Raw -1355461.093319 + Penalty 3041.036294 = -1352420.057025 nChanged 166 SP:Iteration 13Q (608.840528 sec): 3 clusters Score: Raw -1355565.839944 + Penalty 3041.036294 = -1352524.803650 nChanged 108 SP:Iteration 14Q (608.895173 sec): 3 clusters Score: Raw -1355630.061590 + Penalty 3041.036294 = -1352589.025295 nChanged 82 SP:Iteration 15Q (608.944710 sec): 3 clusters Score: Raw -1355668.760240 + Penalty 3041.036294 = -1352627.723946 nChanged 79 SP:Iteration 16Q (608.998075 sec): 3 clusters Score: Raw -1355698.824900 + Penalty 3041.036294 = -1352657.788606 nChanged 64 SP:Iteration 17Q (609.050432 sec): 3 clusters Score: Raw -1355719.692750 + Penalty 3041.036294 = -1352678.656455 nChanged 52 SP:Iteration 18Q (609.100680 sec): 3 clusters Score: Raw -1355739.137304 + Penalty 3041.036294 = -1352698.101010 nChanged 47 SP:Iteration 19Q (609.157481 sec): 3 clusters Score: Raw -1355758.100303 + Penalty 3041.036294 = -1352717.064009 nChanged 46 SP:Iteration 20F (609.191652 sec): 3 clusters Score: Raw -1355774.272852 + Penalty 3041.036294 = -1352733.236558 nChanged 37 SP:Iteration 21Q (609.255292 sec): 3 clusters Score: Raw -1355790.129316 + Penalty 3041.036294 = -1352749.093022 nChanged 41 SP:Iteration 22Q (609.311129 sec): 3 clusters Score: Raw -1355805.914981 + Penalty 3041.036294 = -1352764.878687 nChanged 18 SP:Iteration 23Q (609.358841 sec): 3 clusters Score: Raw -1355813.220190 + Penalty 3041.036294 = -1352772.183896 nChanged 21 SP:Iteration 24Q (609.415278 sec): 3 clusters Score: Raw -1355820.354326 + Penalty 3041.036294 = -1352779.318032 nChanged 17 SP:Iteration 25Q (609.478977 sec): 3 clusters Score: Raw -1355824.472276 + Penalty 3041.036294 = -1352783.435982 nChanged 14 SP:Iteration 26Q (609.540836 sec): 3 clusters Score: Raw -1355828.840044 + Penalty 3041.036294 = -1352787.803750 nChanged 11 SP:Iteration 27Q (609.596952 sec): 3 clusters Score: Raw -1355833.274996 + Penalty 3041.036294 = -1352792.238702 nChanged 16 SP:Iteration 28Q (609.655295 sec): 3 clusters Score: Raw -1355840.369136 + Penalty 3041.036294 = -1352799.332842 nChanged 17 SP:Iteration 29Q (609.703977 sec): 3 clusters Score: Raw -1355846.586206 + Penalty 3041.036294 = -1352805.549912 nChanged 17 SP:Iteration 30Q (609.775708 sec): 3 clusters Score: Raw -1355852.592554 + Penalty 3041.036294 = -1352811.556259 nChanged 13 SP:Iteration 31Q (609.827420 sec): 3 clusters Score: Raw -1355856.853173 + Penalty 3041.036294 = -1352815.816879 nChanged 12 SP:Iteration 32Q (609.887764 sec): 3 clusters Score: Raw -1355859.876355 + Penalty 3041.036294 = -1352818.840061 nChanged 10 SP:Iteration 33Q (609.938720 sec): 3 clusters Score: Raw -1355862.148759 + Penalty 3041.036294 = -1352821.112465 nChanged 9 SP:Iteration 34Q (609.993095 sec): 3 clusters Score: Raw -1355866.024274 + Penalty 3041.036294 = -1352824.987980 nChanged 11 SP:Iteration 35Q (610.052751 sec): 3 clusters Score: Raw -1355869.415259 + Penalty 3041.036294 = -1352828.378965 nChanged 10 SP:Iteration 36Q (610.112586 sec): 3 clusters Score: Raw -1355872.270275 + Penalty 3041.036294 = -1352831.233980 nChanged 6 SP:Iteration 37Q (610.180060 sec): 3 clusters Score: Raw -1355874.269231 + Penalty 3041.036294 = -1352833.232936 nChanged 6 SP:Iteration 38Q (610.227833 sec): 3 clusters Score: Raw -1355876.672955 + Penalty 3041.036294 = -1352835.636661 nChanged 5 SP:Iteration 39Q (610.272007 sec): 3 clusters Score: Raw -1355878.918548 + Penalty 3041.036294 = -1352837.882254 nChanged 5 SP:Iteration 40F (610.332383 sec): 3 clusters Score: Raw -1355880.776485 + Penalty 3041.036294 = -1352839.740191 nChanged 3 SP:Iteration 41Q (610.386738 sec): 3 clusters Score: Raw -1355881.505078 + Penalty 3041.036294 = -1352840.468784 nChanged 6 SP:Iteration 42Q (610.432212 sec): 3 clusters Score: Raw -1355883.295833 + Penalty 3041.036294 = -1352842.259539 nChanged 4 SP:Iteration 43Q (610.489127 sec): 3 clusters Score: Raw -1355884.888190 + Penalty 3041.036294 = -1352843.851896 nChanged 7 SP:Iteration 44Q (610.540386 sec): 3 clusters Score: Raw -1355887.383966 + Penalty 3041.036294 = -1352846.347671 nChanged 4 SP:Iteration 45Q (610.599837 sec): 3 clusters Score: Raw -1355888.447583 + Penalty 3041.036294 = -1352847.411289 nChanged 2 SP:Iteration 46Q (610.657352 sec): 3 clusters Score: Raw -1355889.262199 + Penalty 3041.036294 = -1352848.225905 nChanged 1 SP:Iteration 47Q (610.725741 sec): 3 clusters Score: Raw -1355890.093296 + Penalty 3041.036294 = -1352849.057002 nChanged 7 SP:Iteration 48Q (610.775594 sec): 3 clusters Score: Raw -1355891.579892 + Penalty 3041.036294 = -1352850.543598 nChanged 5 SP:Iteration 49Q (610.837157 sec): 3 clusters Score: Raw -1355893.502182 + Penalty 3041.036294 = -1352852.465888 nChanged 8 SP:Iteration 50Q (610.895412 sec): 3 clusters Score: Raw -1355896.067998 + Penalty 3041.036294 = -1352855.031704 nChanged 4 SP:Iteration 51Q (610.949674 sec): 3 clusters Score: Raw -1355897.199873 + Penalty 3041.036294 = -1352856.163579 nChanged 4 SP:Iteration 52Q (610.999245 sec): 3 clusters Score: Raw -1355898.456428 + Penalty 3041.036294 = -1352857.420134 nChanged 4 SP:Iteration 53Q (611.024994 sec): 3 clusters Score: Raw -1355899.475316 + Penalty 3041.036294 = -1352858.439022 nChanged 4 SP:Iteration 54Q (611.080486 sec): 3 clusters Score: Raw -1355900.429794 + Penalty 3041.036294 = -1352859.393500 nChanged 5 SP:Iteration 55Q (611.145760 sec): 3 clusters Score: Raw -1355901.819592 + Penalty 3041.036294 = -1352860.783298 nChanged 6 SP:Iteration 56Q (611.205429 sec): 3 clusters Score: Raw -1355904.142516 + Penalty 3041.036294 = -1352863.106222 nChanged 7 SP:Iteration 57Q (611.248725 sec): 3 clusters Score: Raw -1355905.673961 + Penalty 3041.036294 = -1352864.637667 nChanged 3 SP:Iteration 58Q (611.302062 sec): 3 clusters Score: Raw -1355906.071197 + Penalty 3041.036294 = -1352865.034903 nChanged 2 SP:Iteration 59Q (611.352255 sec): 3 clusters Score: Raw -1355907.192529 + Penalty 3041.036294 = -1352866.156235 nChanged 5 SP:Iteration 60F (611.413106 sec): 3 clusters Score: Raw -1355909.534478 + Penalty 3041.036294 = -1352868.498184 nChanged 3 SP:Iteration 61Q (611.469646 sec): 3 clusters Score: Raw -1355910.517534 + Penalty 3041.036294 = -1352869.481240 nChanged 5 SP:Iteration 62Q (611.522528 sec): 3 clusters Score: Raw -1355911.964815 + Penalty 3041.036294 = -1352870.928520 nChanged 3 SP:Iteration 63Q (611.577173 sec): 3 clusters Score: Raw -1355912.836568 + Penalty 3041.036294 = -1352871.800274 nChanged 3 SP:Iteration 64Q (611.627353 sec): 3 clusters Score: Raw -1355913.735255 + Penalty 3041.036294 = -1352872.698961 nChanged 6 SP:Iteration 65Q (611.689460 sec): 3 clusters Score: Raw -1355916.802531 + Penalty 3041.036294 = -1352875.766236 nChanged 13 SP:Iteration 66Q (611.740580 sec): 3 clusters Score: Raw -1355924.395701 + Penalty 3041.036294 = -1352883.359407 nChanged 13 SP:Iteration 67Q (611.792866 sec): 3 clusters Score: Raw -1355930.935080 + Penalty 3041.036294 = -1352889.898786 nChanged 13 SP:Iteration 68Q (611.845797 sec): 3 clusters Score: Raw -1355938.240548 + Penalty 3041.036294 = -1352897.204254 nChanged 10 SP:Iteration 69Q (611.898480 sec): 3 clusters Score: Raw -1355943.352694 + Penalty 3041.036294 = -1352902.316400 nChanged 11 SP:Iteration 70Q (611.950428 sec): 3 clusters Score: Raw -1355948.095455 + Penalty 3041.036294 = -1352907.059161 nChanged 10 SP:Iteration 71Q (612.007042 sec): 3 clusters Score: Raw -1355953.713533 + Penalty 3041.036294 = -1352912.677239 nChanged 16 SP:Iteration 72Q (612.065214 sec): 3 clusters Score: Raw -1355960.733128 + Penalty 3041.036294 = -1352919.696833 nChanged 14 SP:Iteration 73Q (612.117832 sec): 3 clusters Score: Raw -1355965.821048 + Penalty 3041.036294 = -1352924.784754 nChanged 8 SP:Iteration 74Q (612.169441 sec): 3 clusters Score: Raw -1355969.263019 + Penalty 3041.036294 = -1352928.226725 nChanged 12 SP:Iteration 75Q (612.236138 sec): 3 clusters Score: Raw -1355974.754266 + Penalty 3041.036294 = -1352933.717972 nChanged 12 SP:Iteration 76Q (612.279525 sec): 3 clusters Score: Raw -1355978.467155 + Penalty 3041.036294 = -1352937.430861 nChanged 8 SP:Iteration 77Q (612.344301 sec): 3 clusters Score: Raw -1355981.969185 + Penalty 3041.036294 = -1352940.932891 nChanged 5 SP:Iteration 78Q (612.396527 sec): 3 clusters Score: Raw -1355983.874226 + Penalty 3041.036294 = -1352942.837932 nChanged 2 SP:Iteration 79Q (612.454357 sec): 3 clusters Score: Raw -1355984.795248 + Penalty 3041.036294 = -1352943.758954 nChanged 4 SP:Iteration 80F (612.508136 sec): 3 clusters Score: Raw -1355987.321218 + Penalty 3041.036294 = -1352946.284924 nChanged 5 SP:Iteration 81Q (612.574276 sec): 3 clusters Score: Raw -1355989.307802 + Penalty 3041.036294 = -1352948.271508 nChanged 2 SP:Iteration 82Q (612.618594 sec): 3 clusters Score: Raw -1355989.885993 + Penalty 3041.036294 = -1352948.849699 nChanged 0 SP:Iteration 83F (612.681706 sec): 3 clusters Score: Raw -1355989.885993 + Penalty 3041.036294 = -1352948.849699 nChanged 0 Trying to split cluster 14 (3371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (612.712670 sec): 2 clusters Score: Raw -415754.362626 + Penalty 1319.981766 = -414434.380859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (612.751802 sec): 3 clusters Score: Raw -414103.629623 + Penalty 2639.963532 = -411463.666090 nChanged 1297 SP:Iteration 1F (612.809062 sec): 3 clusters Score: Raw -414831.442353 + Penalty 2639.963532 = -412191.478821 nChanged 226 SP:Iteration 2F (612.845307 sec): 3 clusters Score: Raw -414952.161166 + Penalty 2639.963532 = -412312.197634 nChanged 149 SP:Iteration 3Q (612.889684 sec): 3 clusters Score: Raw -415038.926848 + Penalty 2639.963532 = -412398.963316 nChanged 134 SP:Iteration 4Q (612.937449 sec): 3 clusters Score: Raw -415125.130763 + Penalty 2639.963532 = -412485.167231 nChanged 117 SP:Iteration 5Q (612.982020 sec): 3 clusters Score: Raw -415190.523074 + Penalty 2639.963532 = -412550.559542 nChanged 93 SP:Iteration 6Q (613.039996 sec): 3 clusters Score: Raw -415245.415160 + Penalty 2639.963532 = -412605.451627 nChanged 102 SP:Iteration 7Q (613.081713 sec): 3 clusters Score: Raw -415295.244296 + Penalty 2639.963532 = -412655.280764 nChanged 78 SP:Iteration 8Q (613.127598 sec): 3 clusters Score: Raw -415343.825556 + Penalty 2639.963532 = -412703.862023 nChanged 78 SP:Iteration 9Q (613.186141 sec): 3 clusters Score: Raw -415389.427008 + Penalty 2639.963532 = -412749.463476 nChanged 65 SP:Iteration 10Q (613.224412 sec): 3 clusters Score: Raw -415422.359038 + Penalty 2639.963532 = -412782.395505 nChanged 60 SP:Iteration 11Q (613.278697 sec): 3 clusters Score: Raw -415449.104281 + Penalty 2639.963532 = -412809.140749 nChanged 55 SP:Iteration 12Q (613.315475 sec): 3 clusters Score: Raw -415471.066183 + Penalty 2639.963532 = -412831.102650 nChanged 53 SP:Iteration 13Q (613.365871 sec): 3 clusters Score: Raw -415496.287161 + Penalty 2639.963532 = -412856.323628 nChanged 55 SP:Iteration 14Q (613.411858 sec): 3 clusters Score: Raw -415521.993873 + Penalty 2639.963532 = -412882.030341 nChanged 56 SP:Iteration 15Q (613.458771 sec): 3 clusters Score: Raw -415546.470657 + Penalty 2639.963532 = -412906.507125 nChanged 54 SP:Iteration 16Q (613.500147 sec): 3 clusters Score: Raw -415569.420083 + Penalty 2639.963532 = -412929.456551 nChanged 49 SP:Iteration 17Q (613.553639 sec): 3 clusters Score: Raw -415590.529102 + Penalty 2639.963532 = -412950.565570 nChanged 42 SP:Iteration 18Q (613.592858 sec): 3 clusters Score: Raw -415608.177142 + Penalty 2639.963532 = -412968.213610 nChanged 31 SP:Iteration 19Q (613.638287 sec): 3 clusters Score: Raw -415620.649274 + Penalty 2639.963532 = -412980.685742 nChanged 36 SP:Iteration 20F (613.685377 sec): 3 clusters Score: Raw -415633.845847 + Penalty 2639.963532 = -412993.882315 nChanged 33 SP:Iteration 21Q (613.725705 sec): 3 clusters Score: Raw -415645.833565 + Penalty 2639.963532 = -413005.870033 nChanged 31 SP:Iteration 22Q (613.777431 sec): 3 clusters Score: Raw -415657.272936 + Penalty 2639.963532 = -413017.309404 nChanged 33 SP:Iteration 23Q (613.819095 sec): 3 clusters Score: Raw -415669.090311 + Penalty 2639.963532 = -413029.126778 nChanged 29 SP:Iteration 24Q (613.858958 sec): 3 clusters Score: Raw -415681.023853 + Penalty 2639.963532 = -413041.060321 nChanged 28 SP:Iteration 25Q (613.885701 sec): 3 clusters Score: Raw -415693.593456 + Penalty 2639.963532 = -413053.629923 nChanged 34 SP:Iteration 26Q (613.901078 sec): 3 clusters Score: Raw -415703.971800 + Penalty 2639.963532 = -413064.008268 nChanged 20 SP:Iteration 27Q (613.947561 sec): 3 clusters Score: Raw -415712.224731 + Penalty 2639.963532 = -413072.261199 nChanged 22 SP:Iteration 28Q (613.988983 sec): 3 clusters Score: Raw -415719.618266 + Penalty 2639.963532 = -413079.654734 nChanged 15 SP:Iteration 29Q (614.038997 sec): 3 clusters Score: Raw -415726.857055 + Penalty 2639.963532 = -413086.893523 nChanged 13 SP:Iteration 30Q (614.086687 sec): 3 clusters Score: Raw -415730.948568 + Penalty 2639.963532 = -413090.985035 nChanged 8 SP:Iteration 31Q (614.125906 sec): 3 clusters Score: Raw -415732.928401 + Penalty 2639.963532 = -413092.964869 nChanged 5 SP:Iteration 32Q (614.172953 sec): 3 clusters Score: Raw -415733.913669 + Penalty 2639.963532 = -413093.950137 nChanged 2 SP:Iteration 33Q (614.208853 sec): 3 clusters Score: Raw -415734.300396 + Penalty 2639.963532 = -413094.336863 nChanged 2 SP:Iteration 34Q (614.252013 sec): 3 clusters Score: Raw -415735.404022 + Penalty 2639.963532 = -413095.440490 nChanged 4 SP:Iteration 35Q (614.306810 sec): 3 clusters Score: Raw -415736.788893 + Penalty 2639.963532 = -413096.825361 nChanged 4 SP:Iteration 36Q (614.321725 sec): 3 clusters Score: Raw -415738.939911 + Penalty 2639.963532 = -413098.976378 nChanged 8 SP:Iteration 37Q (614.366405 sec): 3 clusters Score: Raw -415742.893376 + Penalty 2639.963532 = -413102.929843 nChanged 11 SP:Iteration 38Q (614.414827 sec): 3 clusters Score: Raw -415746.573730 + Penalty 2639.963532 = -413106.610197 nChanged 11 SP:Iteration 39Q (614.462040 sec): 3 clusters Score: Raw -415750.597634 + Penalty 2639.963532 = -413110.634102 nChanged 9 SP:Iteration 40F (614.506117 sec): 3 clusters Score: Raw -415753.002356 + Penalty 2639.963532 = -413113.038824 nChanged 6 SP:Iteration 41Q (614.541705 sec): 3 clusters Score: Raw -415754.744600 + Penalty 2639.963532 = -413114.781068 nChanged 6 SP:Iteration 42Q (614.590697 sec): 3 clusters Score: Raw -415756.836442 + Penalty 2639.963532 = -413116.872910 nChanged 6 SP:Iteration 43Q (614.631298 sec): 3 clusters Score: Raw -415758.956047 + Penalty 2639.963532 = -413118.992514 nChanged 11 SP:Iteration 44Q (614.678972 sec): 3 clusters Score: Raw -415762.242377 + Penalty 2639.963532 = -413122.278844 nChanged 6 SP:Iteration 45Q (614.727825 sec): 3 clusters Score: Raw -415764.024105 + Penalty 2639.963532 = -413124.060572 nChanged 12 SP:Iteration 46Q (614.765694 sec): 3 clusters Score: Raw -415768.048930 + Penalty 2639.963532 = -413128.085398 nChanged 18 SP:Iteration 47Q (614.808476 sec): 3 clusters Score: Raw -415775.119154 + Penalty 2639.963532 = -413135.155621 nChanged 12 SP:Iteration 48Q (614.853731 sec): 3 clusters Score: Raw -415777.991684 + Penalty 2639.963532 = -413138.028151 nChanged 9 SP:Iteration 49Q (614.884743 sec): 3 clusters Score: Raw -415781.673040 + Penalty 2639.963532 = -413141.709508 nChanged 11 SP:Iteration 50Q (614.927195 sec): 3 clusters Score: Raw -415786.018992 + Penalty 2639.963532 = -413146.055459 nChanged 12 SP:Iteration 51Q (614.963580 sec): 3 clusters Score: Raw -415789.437721 + Penalty 2639.963532 = -413149.474188 nChanged 11 SP:Iteration 52Q (615.007524 sec): 3 clusters Score: Raw -415792.969369 + Penalty 2639.963532 = -413153.005836 nChanged 11 SP:Iteration 53Q (615.059255 sec): 3 clusters Score: Raw -415795.660129 + Penalty 2639.963532 = -413155.696596 nChanged 8 SP:Iteration 54Q (615.097493 sec): 3 clusters Score: Raw -415798.227112 + Penalty 2639.963532 = -413158.263579 nChanged 4 SP:Iteration 55Q (615.143793 sec): 3 clusters Score: Raw -415799.816706 + Penalty 2639.963532 = -413159.853173 nChanged 6 SP:Iteration 56Q (615.188823 sec): 3 clusters Score: Raw -415801.298682 + Penalty 2639.963532 = -413161.335150 nChanged 4 SP:Iteration 57Q (615.236526 sec): 3 clusters Score: Raw -415802.335181 + Penalty 2639.963532 = -413162.371649 nChanged 1 SP:Iteration 58Q (615.292088 sec): 3 clusters Score: Raw -415802.631128 + Penalty 2639.963532 = -413162.667595 nChanged 1 SP:Iteration 59Q (615.324334 sec): 3 clusters Score: Raw -415802.718016 + Penalty 2639.963532 = -413162.754483 nChanged 0 SP:Iteration 60F (615.339985 sec): 3 clusters Score: Raw -415802.718016 + Penalty 2639.963532 = -413162.754483 nChanged 0 Trying to split cluster 15 (17213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (615.386628 sec): 2 clusters Score: Raw -2075769.407979 + Penalty 1584.930781 = -2074184.477198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (615.462008 sec): 3 clusters Score: Raw -2065567.754836 + Penalty 3169.861562 = -2062397.893274 nChanged 7755 SP:Iteration 1F (615.526279 sec): 3 clusters Score: Raw -2069986.995661 + Penalty 3169.861562 = -2066817.134099 nChanged 946 SP:Iteration 2F (615.598923 sec): 3 clusters Score: Raw -2070379.197669 + Penalty 3169.861562 = -2067209.336107 nChanged 903 SP:Iteration 3F (615.664908 sec): 3 clusters Score: Raw -2070789.812547 + Penalty 3169.861562 = -2067619.950985 nChanged 916 SP:Iteration 4F (615.732120 sec): 3 clusters Score: Raw -2071274.111397 + Penalty 3169.861562 = -2068104.249835 nChanged 965 SP:Iteration 5F (615.769116 sec): 3 clusters Score: Raw -2071918.567609 + Penalty 3169.861562 = -2068748.706046 nChanged 1057 SP:Iteration 6F (615.846838 sec): 3 clusters Score: Raw -2072697.147300 + Penalty 3169.861562 = -2069527.285738 nChanged 1035 SP:Iteration 7F (615.911773 sec): 3 clusters Score: Raw -2073532.569365 + Penalty 3169.861562 = -2070362.707803 nChanged 937 SP:Iteration 8F (615.981336 sec): 3 clusters Score: Raw -2074279.974633 + Penalty 3169.861562 = -2071110.113071 nChanged 748 SP:Iteration 9Q (616.057834 sec): 3 clusters Score: Raw -2074753.492181 + Penalty 3169.861562 = -2071583.630619 nChanged 548 SP:Iteration 10Q (616.120244 sec): 3 clusters Score: Raw -2075006.634880 + Penalty 3169.861562 = -2071836.773318 nChanged 325 SP:Iteration 11Q (616.184517 sec): 3 clusters Score: Raw -2075134.969392 + Penalty 3169.861562 = -2071965.107830 nChanged 246 SP:Iteration 12Q (616.255740 sec): 3 clusters Score: Raw -2075221.192451 + Penalty 3169.861562 = -2072051.330888 nChanged 197 SP:Iteration 13Q (616.329979 sec): 3 clusters Score: Raw -2075280.677750 + Penalty 3169.861562 = -2072110.816187 nChanged 164 SP:Iteration 14Q (616.399478 sec): 3 clusters Score: Raw -2075328.096208 + Penalty 3169.861562 = -2072158.234645 nChanged 133 SP:Iteration 15Q (616.465024 sec): 3 clusters Score: Raw -2075369.334908 + Penalty 3169.861562 = -2072199.473346 nChanged 112 SP:Iteration 16Q (616.534259 sec): 3 clusters Score: Raw -2075400.514725 + Penalty 3169.861562 = -2072230.653162 nChanged 110 SP:Iteration 17Q (616.600677 sec): 3 clusters Score: Raw -2075429.518444 + Penalty 3169.861562 = -2072259.656882 nChanged 126 SP:Iteration 18Q (616.675280 sec): 3 clusters Score: Raw -2075462.515108 + Penalty 3169.861562 = -2072292.653546 nChanged 125 SP:Iteration 19Q (616.734259 sec): 3 clusters Score: Raw -2075497.052266 + Penalty 3169.861562 = -2072327.190704 nChanged 109 SP:Iteration 20F (616.800334 sec): 3 clusters Score: Raw -2075530.197317 + Penalty 3169.861562 = -2072360.335755 nChanged 115 SP:Iteration 21Q (616.876758 sec): 3 clusters Score: Raw -2075568.778273 + Penalty 3169.861562 = -2072398.916711 nChanged 123 SP:Iteration 22Q (616.933573 sec): 3 clusters Score: Raw -2075599.425620 + Penalty 3169.861562 = -2072429.564058 nChanged 98 SP:Iteration 23Q (617.003018 sec): 3 clusters Score: Raw -2075626.321686 + Penalty 3169.861562 = -2072456.460124 nChanged 95 SP:Iteration 24Q (617.058385 sec): 3 clusters Score: Raw -2075657.884312 + Penalty 3169.861562 = -2072488.022750 nChanged 110 SP:Iteration 25Q (617.135156 sec): 3 clusters Score: Raw -2075690.387429 + Penalty 3169.861562 = -2072520.525867 nChanged 107 SP:Iteration 26Q (617.199177 sec): 3 clusters Score: Raw -2075723.925680 + Penalty 3169.861562 = -2072554.064118 nChanged 112 SP:Iteration 27Q (617.267670 sec): 3 clusters Score: Raw -2075763.098860 + Penalty 3169.861562 = -2072593.237297 nChanged 131 SP:Iteration 28Q (617.337152 sec): 3 clusters Score: Raw -2075822.765191 + Penalty 3169.861562 = -2072652.903629 nChanged 152 SP:Iteration 29Q (617.391335 sec): 3 clusters Score: Raw -2075887.613828 + Penalty 3169.861562 = -2072717.752266 nChanged 122 SP:Iteration 30Q (617.452427 sec): 3 clusters Score: Raw -2075935.644794 + Penalty 3169.861562 = -2072765.783232 nChanged 111 SP:Iteration 31Q (617.518745 sec): 3 clusters Score: Raw -2075974.579543 + Penalty 3169.861562 = -2072804.717981 nChanged 111 SP:Iteration 32Q (617.587209 sec): 3 clusters Score: Raw -2076016.514787 + Penalty 3169.861562 = -2072846.653225 nChanged 102 SP:Iteration 33Q (617.661713 sec): 3 clusters Score: Raw -2076055.908959 + Penalty 3169.861562 = -2072886.047397 nChanged 104 SP:Iteration 34Q (617.720074 sec): 3 clusters Score: Raw -2076091.163357 + Penalty 3169.861562 = -2072921.301794 nChanged 86 SP:Iteration 35Q (617.794406 sec): 3 clusters Score: Raw -2076116.617692 + Penalty 3169.861562 = -2072946.756130 nChanged 81 SP:Iteration 36Q (617.864771 sec): 3 clusters Score: Raw -2076140.337578 + Penalty 3169.861562 = -2072970.476016 nChanged 64 SP:Iteration 37Q (617.931540 sec): 3 clusters Score: Raw -2076155.695565 + Penalty 3169.861562 = -2072985.834003 nChanged 55 SP:Iteration 38Q (618.001170 sec): 3 clusters Score: Raw -2076167.113342 + Penalty 3169.861562 = -2072997.251780 nChanged 49 SP:Iteration 39Q (618.066262 sec): 3 clusters Score: Raw -2076179.810093 + Penalty 3169.861562 = -2073009.948531 nChanged 49 SP:Iteration 40F (618.134582 sec): 3 clusters Score: Raw -2076193.751889 + Penalty 3169.861562 = -2073023.890327 nChanged 50 SP:Iteration 41Q (618.205726 sec): 3 clusters Score: Raw -2076205.668896 + Penalty 3169.861562 = -2073035.807334 nChanged 42 SP:Iteration 42Q (618.269410 sec): 3 clusters Score: Raw -2076213.209532 + Penalty 3169.861562 = -2073043.347970 nChanged 23 SP:Iteration 43Q (618.325335 sec): 3 clusters Score: Raw -2076216.262491 + Penalty 3169.861562 = -2073046.400929 nChanged 18 SP:Iteration 44Q (618.400018 sec): 3 clusters Score: Raw -2076218.421318 + Penalty 3169.861562 = -2073048.559756 nChanged 15 SP:Iteration 45Q (618.459099 sec): 3 clusters Score: Raw -2076221.204172 + Penalty 3169.861562 = -2073051.342610 nChanged 22 SP:Iteration 46Q (618.526665 sec): 3 clusters Score: Raw -2076224.960129 + Penalty 3169.861562 = -2073055.098567 nChanged 22 SP:Iteration 47Q (618.579510 sec): 3 clusters Score: Raw -2076228.574203 + Penalty 3169.861562 = -2073058.712641 nChanged 18 SP:Iteration 48Q (618.646608 sec): 3 clusters Score: Raw -2076230.942853 + Penalty 3169.861562 = -2073061.081291 nChanged 17 SP:Iteration 49Q (618.711842 sec): 3 clusters Score: Raw -2076233.126396 + Penalty 3169.861562 = -2073063.264834 nChanged 14 SP:Iteration 50Q (618.772829 sec): 3 clusters Score: Raw -2076235.630290 + Penalty 3169.861562 = -2073065.768728 nChanged 14 SP:Iteration 51Q (618.846367 sec): 3 clusters Score: Raw -2076237.735990 + Penalty 3169.861562 = -2073067.874428 nChanged 16 SP:Iteration 52Q (618.918098 sec): 3 clusters Score: Raw -2076239.793373 + Penalty 3169.861562 = -2073069.931811 nChanged 13 SP:Iteration 53Q (618.994158 sec): 3 clusters Score: Raw -2076241.181490 + Penalty 3169.861562 = -2073071.319928 nChanged 7 SP:Iteration 54Q (619.058172 sec): 3 clusters Score: Raw -2076241.903355 + Penalty 3169.861562 = -2073072.041793 nChanged 6 SP:Iteration 55Q (619.122545 sec): 3 clusters Score: Raw -2076242.341251 + Penalty 3169.861562 = -2073072.479689 nChanged 5 SP:Iteration 56Q (619.184778 sec): 3 clusters Score: Raw -2076242.727882 + Penalty 3169.861562 = -2073072.866320 nChanged 7 SP:Iteration 57Q (619.254777 sec): 3 clusters Score: Raw -2076243.629007 + Penalty 3169.861562 = -2073073.767445 nChanged 6 SP:Iteration 58Q (619.316067 sec): 3 clusters Score: Raw -2076244.266888 + Penalty 3169.861562 = -2073074.405325 nChanged 4 SP:Iteration 59Q (619.374519 sec): 3 clusters Score: Raw -2076244.560604 + Penalty 3169.861562 = -2073074.699042 nChanged 3 SP:Iteration 60F (619.438711 sec): 3 clusters Score: Raw -2076244.857804 + Penalty 3169.861562 = -2073074.996241 nChanged 1 SP:Iteration 61Q (619.512927 sec): 3 clusters Score: Raw -2076244.954321 + Penalty 3169.861562 = -2073075.092759 nChanged 2 SP:Iteration 62Q (619.565922 sec): 3 clusters Score: Raw -2076245.113758 + Penalty 3169.861562 = -2073075.252196 nChanged 1 SP:Iteration 63Q (619.633573 sec): 3 clusters Score: Raw -2076245.124102 + Penalty 3169.861562 = -2073075.262540 nChanged 0 SP:Iteration 64F (619.692448 sec): 3 clusters Score: Raw -2076245.124102 + Penalty 3169.861562 = -2073075.262540 nChanged 0 Trying to split cluster 16 (1417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (619.724069 sec): 2 clusters Score: Raw -157698.376551 + Penalty 1179.148301 = -156519.228250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (619.749848 sec): 3 clusters Score: Raw -157236.170817 + Penalty 2358.296603 = -154877.874214 nChanged 484 SP:Iteration 1F (619.791023 sec): 3 clusters Score: Raw -157657.639591 + Penalty 2358.296603 = -155299.342988 nChanged 118 SP:Iteration 2F (619.834774 sec): 3 clusters Score: Raw -157805.280189 + Penalty 2358.296603 = -155446.983586 nChanged 99 SP:Iteration 3F (619.882289 sec): 3 clusters Score: Raw -157916.238450 + Penalty 2358.296603 = -155557.941848 nChanged 72 SP:Iteration 4F (619.918860 sec): 3 clusters Score: Raw -158009.354445 + Penalty 2358.296603 = -155651.057842 nChanged 62 SP:Iteration 5Q (619.956176 sec): 3 clusters Score: Raw -158073.119025 + Penalty 2358.296603 = -155714.822422 nChanged 49 SP:Iteration 6Q (619.997964 sec): 3 clusters Score: Raw -158129.761443 + Penalty 2358.296603 = -155771.464840 nChanged 61 SP:Iteration 7Q (620.047999 sec): 3 clusters Score: Raw -158188.945174 + Penalty 2358.296603 = -155830.648571 nChanged 35 SP:Iteration 8Q (620.097412 sec): 3 clusters Score: Raw -158228.920908 + Penalty 2358.296603 = -155870.624305 nChanged 34 SP:Iteration 9Q (620.134692 sec): 3 clusters Score: Raw -158263.960749 + Penalty 2358.296603 = -155905.664146 nChanged 32 SP:Iteration 10Q (620.177951 sec): 3 clusters Score: Raw -158289.734439 + Penalty 2358.296603 = -155931.437836 nChanged 28 SP:Iteration 11Q (620.210360 sec): 3 clusters Score: Raw -158310.607176 + Penalty 2358.296603 = -155952.310573 nChanged 23 SP:Iteration 12Q (620.254848 sec): 3 clusters Score: Raw -158332.961576 + Penalty 2358.296603 = -155974.664973 nChanged 20 SP:Iteration 13Q (620.307620 sec): 3 clusters Score: Raw -158349.549183 + Penalty 2358.296603 = -155991.252581 nChanged 12 SP:Iteration 14Q (620.337813 sec): 3 clusters Score: Raw -158359.078099 + Penalty 2358.296603 = -156000.781496 nChanged 6 SP:Iteration 15Q (620.378433 sec): 3 clusters Score: Raw -158363.360335 + Penalty 2358.296603 = -156005.063732 nChanged 5 SP:Iteration 16Q (620.418623 sec): 3 clusters Score: Raw -158366.439718 + Penalty 2358.296603 = -156008.143115 nChanged 7 SP:Iteration 17Q (620.457871 sec): 3 clusters Score: Raw -158371.409853 + Penalty 2358.296603 = -156013.113250 nChanged 9 SP:Iteration 18Q (620.492894 sec): 3 clusters Score: Raw -158379.394440 + Penalty 2358.296603 = -156021.097837 nChanged 9 SP:Iteration 19Q (620.546382 sec): 3 clusters Score: Raw -158385.389204 + Penalty 2358.296603 = -156027.092601 nChanged 7 SP:Iteration 20F (620.582180 sec): 3 clusters Score: Raw -158392.492675 + Penalty 2358.296603 = -156034.196072 nChanged 7 SP:Iteration 21Q (620.622630 sec): 3 clusters Score: Raw -158398.428094 + Penalty 2358.296603 = -156040.131491 nChanged 9 SP:Iteration 22Q (620.665738 sec): 3 clusters Score: Raw -158406.448165 + Penalty 2358.296603 = -156048.151562 nChanged 10 SP:Iteration 23Q (620.709474 sec): 3 clusters Score: Raw -158414.757854 + Penalty 2358.296603 = -156056.461251 nChanged 11 SP:Iteration 24Q (620.758060 sec): 3 clusters Score: Raw -158424.242505 + Penalty 2358.296603 = -156065.945902 nChanged 7 SP:Iteration 25Q (620.801283 sec): 3 clusters Score: Raw -158432.628636 + Penalty 2358.296603 = -156074.332033 nChanged 10 SP:Iteration 26Q (620.838933 sec): 3 clusters Score: Raw -158441.846267 + Penalty 2358.296603 = -156083.549664 nChanged 7 SP:Iteration 27Q (620.886699 sec): 3 clusters Score: Raw -158447.263465 + Penalty 2358.296603 = -156088.966862 nChanged 7 SP:Iteration 28Q (620.937092 sec): 3 clusters Score: Raw -158452.544020 + Penalty 2358.296603 = -156094.247417 nChanged 5 SP:Iteration 29Q (620.964788 sec): 3 clusters Score: Raw -158456.480356 + Penalty 2358.296603 = -156098.183753 nChanged 3 SP:Iteration 30Q (621.005297 sec): 3 clusters Score: Raw -158459.119384 + Penalty 2358.296603 = -156100.822782 nChanged 4 SP:Iteration 31Q (621.053989 sec): 3 clusters Score: Raw -158463.613402 + Penalty 2358.296603 = -156105.316799 nChanged 2 SP:Iteration 32Q (621.085644 sec): 3 clusters Score: Raw -158466.094237 + Penalty 2358.296603 = -156107.797634 nChanged 6 SP:Iteration 33Q (621.129062 sec): 3 clusters Score: Raw -158472.216417 + Penalty 2358.296603 = -156113.919814 nChanged 5 SP:Iteration 34Q (621.163814 sec): 3 clusters Score: Raw -158476.463601 + Penalty 2358.296603 = -156118.166998 nChanged 2 SP:Iteration 35Q (621.215592 sec): 3 clusters Score: Raw -158477.671617 + Penalty 2358.296603 = -156119.375014 nChanged 2 SP:Iteration 36Q (621.246746 sec): 3 clusters Score: Raw -158479.741539 + Penalty 2358.296603 = -156121.444936 nChanged 3 SP:Iteration 37Q (621.286728 sec): 3 clusters Score: Raw -158481.708290 + Penalty 2358.296603 = -156123.411687 nChanged 0 SP:Iteration 38F (621.332605 sec): 3 clusters Score: Raw -158481.708290 + Penalty 2358.296603 = -156123.411687 nChanged 0 Trying to split cluster 17 (52570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (621.420860 sec): 2 clusters Score: Raw -6388788.172903 + Penalty 1766.358895 = -6387021.814007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (621.551833 sec): 3 clusters Score: Raw -6355302.831017 + Penalty 3532.717790 = -6351770.113227 nChanged 24696 SP:Iteration 1F (621.679076 sec): 3 clusters Score: Raw -6369760.386208 + Penalty 3532.717790 = -6366227.668417 nChanged 2234 SP:Iteration 2Q (621.803894 sec): 3 clusters Score: Raw -6370534.687746 + Penalty 3532.717790 = -6367001.969956 nChanged 2260 SP:Iteration 3Q (621.946414 sec): 3 clusters Score: Raw -6371383.428225 + Penalty 3532.717790 = -6367850.710434 nChanged 2415 SP:Iteration 4Q (622.069657 sec): 3 clusters Score: Raw -6372464.652268 + Penalty 3532.717790 = -6368931.934478 nChanged 2662 SP:Iteration 5F (622.190830 sec): 3 clusters Score: Raw -6373891.314052 + Penalty 3532.717790 = -6370358.596262 nChanged 2937 SP:Iteration 6F (622.317218 sec): 3 clusters Score: Raw -6375634.599558 + Penalty 3532.717790 = -6372101.881768 nChanged 3140 SP:Iteration 7F (622.447404 sec): 3 clusters Score: Raw -6377855.165512 + Penalty 3532.717790 = -6374322.447722 nChanged 3270 SP:Iteration 8F (622.576099 sec): 3 clusters Score: Raw -6380207.714402 + Penalty 3532.717790 = -6376674.996611 nChanged 2919 SP:Iteration 9F (622.700636 sec): 3 clusters Score: Raw -6382050.873395 + Penalty 3532.717790 = -6378518.155605 nChanged 2287 SP:Iteration 10Q (622.823540 sec): 3 clusters Score: Raw -6383242.488744 + Penalty 3532.717790 = -6379709.770953 nChanged 1735 SP:Iteration 11Q (622.960653 sec): 3 clusters Score: Raw -6384021.684677 + Penalty 3532.717790 = -6380488.966887 nChanged 1324 SP:Iteration 12Q (623.082970 sec): 3 clusters Score: Raw -6384537.089677 + Penalty 3532.717790 = -6381004.371886 nChanged 1105 SP:Iteration 13Q (623.199994 sec): 3 clusters Score: Raw -6384922.471674 + Penalty 3532.717790 = -6381389.753884 nChanged 986 SP:Iteration 14Q (623.345085 sec): 3 clusters Score: Raw -6385233.660954 + Penalty 3532.717790 = -6381700.943163 nChanged 907 SP:Iteration 15Q (623.474331 sec): 3 clusters Score: Raw -6385528.307724 + Penalty 3532.717790 = -6381995.589934 nChanged 822 SP:Iteration 16Q (623.615922 sec): 3 clusters Score: Raw -6385784.116974 + Penalty 3532.717790 = -6382251.399183 nChanged 814 SP:Iteration 17Q (623.751276 sec): 3 clusters Score: Raw -6386000.048515 + Penalty 3532.717790 = -6382467.330725 nChanged 677 SP:Iteration 18Q (623.878123 sec): 3 clusters Score: Raw -6386170.173851 + Penalty 3532.717790 = -6382637.456060 nChanged 647 SP:Iteration 19Q (624.011655 sec): 3 clusters Score: Raw -6386316.936066 + Penalty 3532.717790 = -6382784.218275 nChanged 556 SP:Iteration 20F (624.125123 sec): 3 clusters Score: Raw -6386423.146124 + Penalty 3532.717790 = -6382890.428334 nChanged 460 SP:Iteration 21Q (624.264269 sec): 3 clusters Score: Raw -6386502.453547 + Penalty 3532.717790 = -6382969.735757 nChanged 408 SP:Iteration 22Q (624.399096 sec): 3 clusters Score: Raw -6386569.138839 + Penalty 3532.717790 = -6383036.421049 nChanged 346 SP:Iteration 23Q (624.529333 sec): 3 clusters Score: Raw -6386617.652137 + Penalty 3532.717790 = -6383084.934347 nChanged 300 SP:Iteration 24Q (624.658997 sec): 3 clusters Score: Raw -6386661.416280 + Penalty 3532.717790 = -6383128.698490 nChanged 305 SP:Iteration 25Q (624.795237 sec): 3 clusters Score: Raw -6386700.483679 + Penalty 3532.717790 = -6383167.765888 nChanged 263 SP:Iteration 26Q (624.927124 sec): 3 clusters Score: Raw -6386732.964366 + Penalty 3532.717790 = -6383200.246576 nChanged 234 SP:Iteration 27Q (625.055703 sec): 3 clusters Score: Raw -6386759.187589 + Penalty 3532.717790 = -6383226.469798 nChanged 200 SP:Iteration 28Q (625.190770 sec): 3 clusters Score: Raw -6386780.207036 + Penalty 3532.717790 = -6383247.489245 nChanged 194 SP:Iteration 29Q (625.318301 sec): 3 clusters Score: Raw -6386800.025879 + Penalty 3532.717790 = -6383267.308089 nChanged 182 SP:Iteration 30Q (625.445408 sec): 3 clusters Score: Raw -6386817.008334 + Penalty 3532.717790 = -6383284.290543 nChanged 176 SP:Iteration 31Q (625.575649 sec): 3 clusters Score: Raw -6386836.330851 + Penalty 3532.717790 = -6383303.613061 nChanged 182 SP:Iteration 32Q (625.702633 sec): 3 clusters Score: Raw -6386852.990410 + Penalty 3532.717790 = -6383320.272620 nChanged 168 SP:Iteration 33Q (625.824888 sec): 3 clusters Score: Raw -6386866.551700 + Penalty 3532.717790 = -6383333.833909 nChanged 151 SP:Iteration 34Q (625.940430 sec): 3 clusters Score: Raw -6386878.880114 + Penalty 3532.717790 = -6383346.162323 nChanged 128 SP:Iteration 35Q (626.060422 sec): 3 clusters Score: Raw -6386889.504614 + Penalty 3532.717790 = -6383356.786823 nChanged 129 SP:Iteration 36Q (626.178548 sec): 3 clusters Score: Raw -6386900.993030 + Penalty 3532.717790 = -6383368.275240 nChanged 134 SP:Iteration 37Q (626.284672 sec): 3 clusters Score: Raw -6386911.547535 + Penalty 3532.717790 = -6383378.829744 nChanged 121 SP:Iteration 38Q (626.415005 sec): 3 clusters Score: Raw -6386921.525293 + Penalty 3532.717790 = -6383388.807502 nChanged 119 SP:Iteration 39Q (626.544910 sec): 3 clusters Score: Raw -6386931.395286 + Penalty 3532.717790 = -6383398.677496 nChanged 134 SP:Iteration 40F (626.680394 sec): 3 clusters Score: Raw -6386942.002760 + Penalty 3532.717790 = -6383409.284969 nChanged 134 SP:Iteration 41Q (626.816697 sec): 3 clusters Score: Raw -6386953.019539 + Penalty 3532.717790 = -6383420.301748 nChanged 147 SP:Iteration 42Q (626.952473 sec): 3 clusters Score: Raw -6386965.834381 + Penalty 3532.717790 = -6383433.116591 nChanged 146 SP:Iteration 43Q (627.077600 sec): 3 clusters Score: Raw -6386979.596667 + Penalty 3532.717790 = -6383446.878877 nChanged 162 SP:Iteration 44Q (627.215494 sec): 3 clusters Score: Raw -6386993.868446 + Penalty 3532.717790 = -6383461.150655 nChanged 168 SP:Iteration 45Q (627.343071 sec): 3 clusters Score: Raw -6387007.797285 + Penalty 3532.717790 = -6383475.079494 nChanged 150 SP:Iteration 46Q (627.476963 sec): 3 clusters Score: Raw -6387020.455139 + Penalty 3532.717790 = -6383487.737348 nChanged 135 SP:Iteration 47Q (627.617483 sec): 3 clusters Score: Raw -6387031.581410 + Penalty 3532.717790 = -6383498.863620 nChanged 149 SP:Iteration 48Q (627.755081 sec): 3 clusters Score: Raw -6387045.418840 + Penalty 3532.717790 = -6383512.701049 nChanged 161 SP:Iteration 49Q (627.885641 sec): 3 clusters Score: Raw -6387060.427236 + Penalty 3532.717790 = -6383527.709446 nChanged 183 SP:Iteration 50Q (628.023554 sec): 3 clusters Score: Raw -6387076.441621 + Penalty 3532.717790 = -6383543.723831 nChanged 163 SP:Iteration 51Q (628.149001 sec): 3 clusters Score: Raw -6387090.052492 + Penalty 3532.717790 = -6383557.334701 nChanged 150 SP:Iteration 52Q (628.278217 sec): 3 clusters Score: Raw -6387104.677213 + Penalty 3532.717790 = -6383571.959422 nChanged 188 SP:Iteration 53Q (628.426573 sec): 3 clusters Score: Raw -6387123.798892 + Penalty 3532.717790 = -6383591.081102 nChanged 191 SP:Iteration 54Q (628.558970 sec): 3 clusters Score: Raw -6387141.972340 + Penalty 3532.717790 = -6383609.254550 nChanged 175 SP:Iteration 55Q (628.694270 sec): 3 clusters Score: Raw -6387158.410668 + Penalty 3532.717790 = -6383625.692878 nChanged 169 SP:Iteration 56Q (628.835349 sec): 3 clusters Score: Raw -6387173.728042 + Penalty 3532.717790 = -6383641.010252 nChanged 166 SP:Iteration 57Q (628.972449 sec): 3 clusters Score: Raw -6387187.502238 + Penalty 3532.717790 = -6383654.784447 nChanged 171 SP:Iteration 58Q (629.120470 sec): 3 clusters Score: Raw -6387200.836622 + Penalty 3532.717790 = -6383668.118832 nChanged 147 SP:Iteration 59Q (629.252070 sec): 3 clusters Score: Raw -6387211.311515 + Penalty 3532.717790 = -6383678.593725 nChanged 126 SP:Iteration 60F (629.396579 sec): 3 clusters Score: Raw -6387218.477638 + Penalty 3532.717790 = -6383685.759847 nChanged 118 SP:Iteration 61Q (629.528784 sec): 3 clusters Score: Raw -6387225.140898 + Penalty 3532.717790 = -6383692.423108 nChanged 105 SP:Iteration 62Q (629.682334 sec): 3 clusters Score: Raw -6387230.909195 + Penalty 3532.717790 = -6383698.191404 nChanged 115 SP:Iteration 63Q (629.819133 sec): 3 clusters Score: Raw -6387237.836074 + Penalty 3532.717790 = -6383705.118284 nChanged 135 SP:Iteration 64Q (629.957829 sec): 3 clusters Score: Raw -6387245.913187 + Penalty 3532.717790 = -6383713.195396 nChanged 142 SP:Iteration 65Q (630.096368 sec): 3 clusters Score: Raw -6387255.122788 + Penalty 3532.717790 = -6383722.404998 nChanged 150 SP:Iteration 66Q (630.237586 sec): 3 clusters Score: Raw -6387265.102329 + Penalty 3532.717790 = -6383732.384539 nChanged 140 SP:Iteration 67Q (630.376425 sec): 3 clusters Score: Raw -6387274.327055 + Penalty 3532.717790 = -6383741.609265 nChanged 134 SP:Iteration 68Q (630.509178 sec): 3 clusters Score: Raw -6387283.213453 + Penalty 3532.717790 = -6383750.495663 nChanged 152 SP:Iteration 69Q (630.646417 sec): 3 clusters Score: Raw -6387293.783260 + Penalty 3532.717790 = -6383761.065470 nChanged 131 SP:Iteration 70Q (630.780199 sec): 3 clusters Score: Raw -6387301.607050 + Penalty 3532.717790 = -6383768.889260 nChanged 123 SP:Iteration 71Q (630.927236 sec): 3 clusters Score: Raw -6387308.117195 + Penalty 3532.717790 = -6383775.399405 nChanged 91 SP:Iteration 72Q (631.051943 sec): 3 clusters Score: Raw -6387312.254895 + Penalty 3532.717790 = -6383779.537105 nChanged 79 SP:Iteration 73Q (631.175233 sec): 3 clusters Score: Raw -6387315.343358 + Penalty 3532.717790 = -6383782.625567 nChanged 87 SP:Iteration 74Q (631.313254 sec): 3 clusters Score: Raw -6387319.846438 + Penalty 3532.717790 = -6383787.128647 nChanged 92 SP:Iteration 75Q (631.429178 sec): 3 clusters Score: Raw -6387324.473863 + Penalty 3532.717790 = -6383791.756072 nChanged 102 SP:Iteration 76Q (631.560582 sec): 3 clusters Score: Raw -6387329.447396 + Penalty 3532.717790 = -6383796.729606 nChanged 93 SP:Iteration 77Q (631.691688 sec): 3 clusters Score: Raw -6387334.309365 + Penalty 3532.717790 = -6383801.591574 nChanged 94 SP:Iteration 78Q (631.823245 sec): 3 clusters Score: Raw -6387339.096228 + Penalty 3532.717790 = -6383806.378438 nChanged 100 SP:Iteration 79Q (631.941293 sec): 3 clusters Score: Raw -6387344.684282 + Penalty 3532.717790 = -6383811.966491 nChanged 103 SP:Iteration 80F (632.061849 sec): 3 clusters Score: Raw -6387349.924636 + Penalty 3532.717790 = -6383817.206845 nChanged 103 SP:Iteration 81Q (632.171195 sec): 3 clusters Score: Raw -6387355.159872 + Penalty 3532.717790 = -6383822.442081 nChanged 98 SP:Iteration 82Q (632.302345 sec): 3 clusters Score: Raw -6387360.019179 + Penalty 3532.717790 = -6383827.301388 nChanged 91 SP:Iteration 83Q (632.434856 sec): 3 clusters Score: Raw -6387364.593514 + Penalty 3532.717790 = -6383831.875724 nChanged 85 SP:Iteration 84Q (632.558737 sec): 3 clusters Score: Raw -6387368.536355 + Penalty 3532.717790 = -6383835.818565 nChanged 87 SP:Iteration 85Q (632.701931 sec): 3 clusters Score: Raw -6387372.712787 + Penalty 3532.717790 = -6383839.994996 nChanged 77 SP:Iteration 86Q (632.829197 sec): 3 clusters Score: Raw -6387376.764592 + Penalty 3532.717790 = -6383844.046801 nChanged 75 SP:Iteration 87Q (632.963863 sec): 3 clusters Score: Raw -6387380.791529 + Penalty 3532.717790 = -6383848.073738 nChanged 72 SP:Iteration 88Q (633.089523 sec): 3 clusters Score: Raw -6387384.934850 + Penalty 3532.717790 = -6383852.217059 nChanged 77 SP:Iteration 89Q (633.224235 sec): 3 clusters Score: Raw -6387388.329584 + Penalty 3532.717790 = -6383855.611793 nChanged 63 SP:Iteration 90Q (633.346102 sec): 3 clusters Score: Raw -6387391.082311 + Penalty 3532.717790 = -6383858.364521 nChanged 67 SP:Iteration 91Q (633.472940 sec): 3 clusters Score: Raw -6387393.615886 + Penalty 3532.717790 = -6383860.898095 nChanged 64 SP:Iteration 92Q (633.604752 sec): 3 clusters Score: Raw -6387395.948171 + Penalty 3532.717790 = -6383863.230380 nChanged 53 SP:Iteration 93Q (633.735788 sec): 3 clusters Score: Raw -6387397.676698 + Penalty 3532.717790 = -6383864.958908 nChanged 50 SP:Iteration 94Q (633.866996 sec): 3 clusters Score: Raw -6387399.976890 + Penalty 3532.717790 = -6383867.259100 nChanged 55 SP:Iteration 95Q (633.982488 sec): 3 clusters Score: Raw -6387402.326282 + Penalty 3532.717790 = -6383869.608491 nChanged 51 SP:Iteration 96Q (634.085782 sec): 3 clusters Score: Raw -6387404.702700 + Penalty 3532.717790 = -6383871.984910 nChanged 57 SP:Iteration 97Q (634.211634 sec): 3 clusters Score: Raw -6387407.320270 + Penalty 3532.717790 = -6383874.602480 nChanged 61 SP:Iteration 98Q (634.341254 sec): 3 clusters Score: Raw -6387409.832391 + Penalty 3532.717790 = -6383877.114601 nChanged 56 SP:Iteration 99Q (634.468748 sec): 3 clusters Score: Raw -6387411.737209 + Penalty 3532.717790 = -6383879.019419 nChanged 57 SP:Iteration 100F (634.598553 sec): 3 clusters Score: Raw -6387414.236437 + Penalty 3532.717790 = -6383881.518647 nChanged 53 SP:Iteration 101Q (634.723363 sec): 3 clusters Score: Raw -6387416.239331 + Penalty 3532.717790 = -6383883.521541 nChanged 49 SP:Iteration 102Q (634.820155 sec): 3 clusters Score: Raw -6387418.255608 + Penalty 3532.717790 = -6383885.537818 nChanged 52 SP:Iteration 103Q (634.934924 sec): 3 clusters Score: Raw -6387420.015887 + Penalty 3532.717790 = -6383887.298096 nChanged 53 SP:Iteration 104Q (635.033416 sec): 3 clusters Score: Raw -6387421.602667 + Penalty 3532.717790 = -6383888.884877 nChanged 39 SP:Iteration 105Q (635.135128 sec): 3 clusters Score: Raw -6387422.962039 + Penalty 3532.717790 = -6383890.244248 nChanged 38 SP:Iteration 106Q (635.251148 sec): 3 clusters Score: Raw -6387424.244948 + Penalty 3532.717790 = -6383891.527157 nChanged 36 SP:Iteration 107Q (635.345589 sec): 3 clusters Score: Raw -6387425.286137 + Penalty 3532.717790 = -6383892.568346 nChanged 25 SP:Iteration 108Q (635.473728 sec): 3 clusters Score: Raw -6387426.141644 + Penalty 3532.717790 = -6383893.423853 nChanged 23 SP:Iteration 109Q (635.608283 sec): 3 clusters Score: Raw -6387426.822824 + Penalty 3532.717790 = -6383894.105034 nChanged 19 SP:Iteration 110Q (635.708553 sec): 3 clusters Score: Raw -6387427.394966 + Penalty 3532.717790 = -6383894.677176 nChanged 13 SP:Iteration 111Q (635.802654 sec): 3 clusters Score: Raw -6387427.746243 + Penalty 3532.717790 = -6383895.028453 nChanged 14 SP:Iteration 112Q (635.921575 sec): 3 clusters Score: Raw -6387428.097936 + Penalty 3532.717790 = -6383895.380146 nChanged 18 SP:Iteration 113Q (636.022458 sec): 3 clusters Score: Raw -6387428.674825 + Penalty 3532.717790 = -6383895.957035 nChanged 16 SP:Iteration 114Q (636.129065 sec): 3 clusters Score: Raw -6387429.035599 + Penalty 3532.717790 = -6383896.317809 nChanged 15 SP:Iteration 115Q (636.225850 sec): 3 clusters Score: Raw -6387429.430566 + Penalty 3532.717790 = -6383896.712775 nChanged 15 SP:Iteration 116Q (636.320020 sec): 3 clusters Score: Raw -6387429.715553 + Penalty 3532.717790 = -6383896.997762 nChanged 11 SP:Iteration 117Q (636.421659 sec): 3 clusters Score: Raw -6387429.871840 + Penalty 3532.717790 = -6383897.154049 nChanged 11 SP:Iteration 118Q (636.526037 sec): 3 clusters Score: Raw -6387430.019083 + Penalty 3532.717790 = -6383897.301293 nChanged 7 SP:Iteration 119Q (636.624557 sec): 3 clusters Score: Raw -6387430.169896 + Penalty 3532.717790 = -6383897.452106 nChanged 10 SP:Iteration 120F (636.720590 sec): 3 clusters Score: Raw -6387430.427278 + Penalty 3532.717790 = -6383897.709488 nChanged 14 SP:Iteration 121Q (636.826993 sec): 3 clusters Score: Raw -6387430.720340 + Penalty 3532.717790 = -6383898.002549 nChanged 8 SP:Iteration 122Q (636.926397 sec): 3 clusters Score: Raw -6387430.951389 + Penalty 3532.717790 = -6383898.233599 nChanged 6 SP:Iteration 123Q (637.022412 sec): 3 clusters Score: Raw -6387431.106389 + Penalty 3532.717790 = -6383898.388599 nChanged 8 SP:Iteration 124Q (637.138061 sec): 3 clusters Score: Raw -6387431.262635 + Penalty 3532.717790 = -6383898.544844 nChanged 10 SP:Iteration 125Q (637.232345 sec): 3 clusters Score: Raw -6387431.501387 + Penalty 3532.717790 = -6383898.783597 nChanged 8 SP:Iteration 126Q (637.334001 sec): 3 clusters Score: Raw -6387431.663102 + Penalty 3532.717790 = -6383898.945312 nChanged 11 SP:Iteration 127Q (637.431698 sec): 3 clusters Score: Raw -6387431.913171 + Penalty 3532.717790 = -6383899.195381 nChanged 13 SP:Iteration 128Q (637.533384 sec): 3 clusters Score: Raw -6387432.237184 + Penalty 3532.717790 = -6383899.519394 nChanged 15 SP:Iteration 129Q (637.638441 sec): 3 clusters Score: Raw -6387432.583563 + Penalty 3532.717790 = -6383899.865772 nChanged 10 SP:Iteration 130Q (637.737947 sec): 3 clusters Score: Raw -6387432.883995 + Penalty 3532.717790 = -6383900.166205 nChanged 11 SP:Iteration 131Q (637.832600 sec): 3 clusters Score: Raw -6387433.107811 + Penalty 3532.717790 = -6383900.390020 nChanged 10 SP:Iteration 132Q (637.931617 sec): 3 clusters Score: Raw -6387433.251394 + Penalty 3532.717790 = -6383900.533603 nChanged 8 SP:Iteration 133Q (638.055424 sec): 3 clusters Score: Raw -6387433.389551 + Penalty 3532.717790 = -6383900.671760 nChanged 6 SP:Iteration 134Q (638.155990 sec): 3 clusters Score: Raw -6387433.483364 + Penalty 3532.717790 = -6383900.765574 nChanged 6 SP:Iteration 135Q (638.257301 sec): 3 clusters Score: Raw -6387433.584295 + Penalty 3532.717790 = -6383900.866505 nChanged 3 SP:Iteration 136Q (638.372010 sec): 3 clusters Score: Raw -6387433.627063 + Penalty 3532.717790 = -6383900.909272 nChanged 5 SP:Iteration 137Q (638.488416 sec): 3 clusters Score: Raw -6387433.718901 + Penalty 3532.717790 = -6383901.001111 nChanged 6 SP:Iteration 138Q (638.589779 sec): 3 clusters Score: Raw -6387433.927413 + Penalty 3532.717790 = -6383901.209623 nChanged 8 SP:Iteration 139Q (638.684548 sec): 3 clusters Score: Raw -6387434.104727 + Penalty 3532.717790 = -6383901.386937 nChanged 7 SP:Iteration 140F (638.798422 sec): 3 clusters Score: Raw -6387434.233511 + Penalty 3532.717790 = -6383901.515721 nChanged 9 SP:Iteration 141Q (638.893922 sec): 3 clusters Score: Raw -6387434.381577 + Penalty 3532.717790 = -6383901.663786 nChanged 6 SP:Iteration 142Q (639.010549 sec): 3 clusters Score: Raw -6387434.517289 + Penalty 3532.717790 = -6383901.799498 nChanged 6 SP:Iteration 143Q (639.123450 sec): 3 clusters Score: Raw -6387434.659699 + Penalty 3532.717790 = -6383901.941908 nChanged 11 SP:Iteration 144Q (639.218256 sec): 3 clusters Score: Raw -6387434.892664 + Penalty 3532.717790 = -6383902.174873 nChanged 8 SP:Iteration 145Q (639.314962 sec): 3 clusters Score: Raw -6387435.078897 + Penalty 3532.717790 = -6383902.361107 nChanged 6 SP:Iteration 146Q (639.413578 sec): 3 clusters Score: Raw -6387435.165914 + Penalty 3532.717790 = -6383902.448123 nChanged 3 SP:Iteration 147Q (639.510469 sec): 3 clusters Score: Raw -6387435.210828 + Penalty 3532.717790 = -6383902.493038 nChanged 3 SP:Iteration 148Q (639.611058 sec): 3 clusters Score: Raw -6387435.293526 + Penalty 3532.717790 = -6383902.575736 nChanged 2 SP:Iteration 149Q (639.706190 sec): 3 clusters Score: Raw -6387435.375226 + Penalty 3532.717790 = -6383902.657436 nChanged 2 SP:Iteration 150Q (639.833175 sec): 3 clusters Score: Raw -6387435.413610 + Penalty 3532.717790 = -6383902.695819 nChanged 4 SP:Iteration 151Q (639.952692 sec): 3 clusters Score: Raw -6387435.499358 + Penalty 3532.717790 = -6383902.781567 nChanged 3 SP:Iteration 152Q (640.069024 sec): 3 clusters Score: Raw -6387435.554975 + Penalty 3532.717790 = -6383902.837184 nChanged 1 SP:Iteration 153Q (640.166224 sec): 3 clusters Score: Raw -6387435.588366 + Penalty 3532.717790 = -6383902.870575 nChanged 5 SP:Iteration 154Q (640.267215 sec): 3 clusters Score: Raw -6387435.769834 + Penalty 3532.717790 = -6383903.052044 nChanged 10 SP:Iteration 155Q (640.362432 sec): 3 clusters Score: Raw -6387435.989585 + Penalty 3532.717790 = -6383903.271795 nChanged 13 SP:Iteration 156Q (640.463564 sec): 3 clusters Score: Raw -6387436.351508 + Penalty 3532.717790 = -6383903.633718 nChanged 13 SP:Iteration 157Q (640.565238 sec): 3 clusters Score: Raw -6387436.696174 + Penalty 3532.717790 = -6383903.978384 nChanged 16 SP:Iteration 158Q (640.662640 sec): 3 clusters Score: Raw -6387437.060528 + Penalty 3532.717790 = -6383904.342737 nChanged 12 SP:Iteration 159Q (640.782491 sec): 3 clusters Score: Raw -6387437.428962 + Penalty 3532.717790 = -6383904.711171 nChanged 13 SP:Iteration 160F (640.887516 sec): 3 clusters Score: Raw -6387437.641237 + Penalty 3532.717790 = -6383904.923447 nChanged 3 SP:Iteration 161Q (640.982639 sec): 3 clusters Score: Raw -6387437.724214 + Penalty 3532.717790 = -6383905.006424 nChanged 5 SP:Iteration 162Q (641.097525 sec): 3 clusters Score: Raw -6387437.822353 + Penalty 3532.717790 = -6383905.104563 nChanged 8 SP:Iteration 163Q (641.192389 sec): 3 clusters Score: Raw -6387437.950980 + Penalty 3532.717790 = -6383905.233190 nChanged 6 SP:Iteration 164Q (641.296107 sec): 3 clusters Score: Raw -6387438.102411 + Penalty 3532.717790 = -6383905.384620 nChanged 9 SP:Iteration 165Q (641.390723 sec): 3 clusters Score: Raw -6387438.274501 + Penalty 3532.717790 = -6383905.556710 nChanged 7 SP:Iteration 166Q (641.485617 sec): 3 clusters Score: Raw -6387438.458440 + Penalty 3532.717790 = -6383905.740650 nChanged 10 SP:Iteration 167Q (641.580571 sec): 3 clusters Score: Raw -6387438.735801 + Penalty 3532.717790 = -6383906.018011 nChanged 14 SP:Iteration 168Q (641.681683 sec): 3 clusters Score: Raw -6387439.082122 + Penalty 3532.717790 = -6383906.364332 nChanged 14 SP:Iteration 169Q (641.781979 sec): 3 clusters Score: Raw -6387439.479386 + Penalty 3532.717790 = -6383906.761595 nChanged 13 SP:Iteration 170Q (641.878524 sec): 3 clusters Score: Raw -6387439.827933 + Penalty 3532.717790 = -6383907.110142 nChanged 16 SP:Iteration 171Q (641.981169 sec): 3 clusters Score: Raw -6387440.239778 + Penalty 3532.717790 = -6383907.521987 nChanged 14 SP:Iteration 172Q (642.075339 sec): 3 clusters Score: Raw -6387440.556943 + Penalty 3532.717790 = -6383907.839153 nChanged 10 SP:Iteration 173Q (642.175376 sec): 3 clusters Score: Raw -6387440.814376 + Penalty 3532.717790 = -6383908.096585 nChanged 13 SP:Iteration 174Q (642.270944 sec): 3 clusters Score: Raw -6387441.142293 + Penalty 3532.717790 = -6383908.424502 nChanged 19 SP:Iteration 175Q (642.367879 sec): 3 clusters Score: Raw -6387441.743562 + Penalty 3532.717790 = -6383909.025772 nChanged 28 SP:Iteration 176Q (642.462780 sec): 3 clusters Score: Raw -6387442.644401 + Penalty 3532.717790 = -6383909.926610 nChanged 32 SP:Iteration 177Q (642.557762 sec): 3 clusters Score: Raw -6387443.608132 + Penalty 3532.717790 = -6383910.890342 nChanged 24 SP:Iteration 178Q (642.652454 sec): 3 clusters Score: Raw -6387444.194367 + Penalty 3532.717790 = -6383911.476576 nChanged 18 SP:Iteration 179Q (642.747400 sec): 3 clusters Score: Raw -6387444.609232 + Penalty 3532.717790 = -6383911.891441 nChanged 15 SP:Iteration 180F (642.843546 sec): 3 clusters Score: Raw -6387445.041579 + Penalty 3532.717790 = -6383912.323789 nChanged 14 SP:Iteration 181Q (642.964502 sec): 3 clusters Score: Raw -6387445.301641 + Penalty 3532.717790 = -6383912.583850 nChanged 12 SP:Iteration 182Q (643.088267 sec): 3 clusters Score: Raw -6387445.561577 + Penalty 3532.717790 = -6383912.843787 nChanged 13 SP:Iteration 183Q (643.203632 sec): 3 clusters Score: Raw -6387445.854502 + Penalty 3532.717790 = -6383913.136711 nChanged 7 SP:Iteration 184Q (643.326502 sec): 3 clusters Score: Raw -6387446.002717 + Penalty 3532.717790 = -6383913.284926 nChanged 6 SP:Iteration 185Q (643.446342 sec): 3 clusters Score: Raw -6387446.140875 + Penalty 3532.717790 = -6383913.423084 nChanged 10 SP:Iteration 186Q (643.571147 sec): 3 clusters Score: Raw -6387446.339315 + Penalty 3532.717790 = -6383913.621524 nChanged 6 SP:Iteration 187Q (643.701453 sec): 3 clusters Score: Raw -6387446.499923 + Penalty 3532.717790 = -6383913.782133 nChanged 8 SP:Iteration 188Q (643.843441 sec): 3 clusters Score: Raw -6387446.671029 + Penalty 3532.717790 = -6383913.953238 nChanged 7 SP:Iteration 189Q (643.984875 sec): 3 clusters Score: Raw -6387446.812534 + Penalty 3532.717790 = -6383914.094744 nChanged 7 SP:Iteration 190Q (644.128895 sec): 3 clusters Score: Raw -6387446.939894 + Penalty 3532.717790 = -6383914.222104 nChanged 4 SP:Iteration 191Q (644.270646 sec): 3 clusters Score: Raw -6387447.022749 + Penalty 3532.717790 = -6383914.304958 nChanged 6 SP:Iteration 192Q (644.407313 sec): 3 clusters Score: Raw -6387447.115830 + Penalty 3532.717790 = -6383914.398039 nChanged 7 SP:Iteration 193Q (644.540476 sec): 3 clusters Score: Raw -6387447.297453 + Penalty 3532.717790 = -6383914.579663 nChanged 5 SP:Iteration 194Q (644.683109 sec): 3 clusters Score: Raw -6387447.417532 + Penalty 3532.717790 = -6383914.699742 nChanged 11 SP:Iteration 195Q (644.826273 sec): 3 clusters Score: Raw -6387447.695994 + Penalty 3532.717790 = -6383914.978204 nChanged 8 SP:Iteration 196Q (644.961031 sec): 3 clusters Score: Raw -6387447.898931 + Penalty 3532.717790 = -6383915.181140 nChanged 10 SP:Iteration 197Q (645.101983 sec): 3 clusters Score: Raw -6387448.082750 + Penalty 3532.717790 = -6383915.364959 nChanged 7 SP:Iteration 198Q (645.230572 sec): 3 clusters Score: Raw -6387448.209263 + Penalty 3532.717790 = -6383915.491472 nChanged 6 SP:Iteration 199Q (645.372040 sec): 3 clusters Score: Raw -6387448.397900 + Penalty 3532.717790 = -6383915.680110 nChanged 7 SP:Iteration 200F (645.509342 sec): 3 clusters Score: Raw -6387448.535837 + Penalty 3532.717790 = -6383915.818046 nChanged 3 SP:Iteration 201Q (645.642481 sec): 3 clusters Score: Raw -6387448.574644 + Penalty 3532.717790 = -6383915.856854 nChanged 3 SP:Iteration 202Q (645.785405 sec): 3 clusters Score: Raw -6387448.637849 + Penalty 3532.717790 = -6383915.920058 nChanged 3 SP:Iteration 203Q (645.925677 sec): 3 clusters Score: Raw -6387448.705119 + Penalty 3532.717790 = -6383915.987329 nChanged 4 SP:Iteration 204Q (646.060517 sec): 3 clusters Score: Raw -6387448.813159 + Penalty 3532.717790 = -6383916.095368 nChanged 4 SP:Iteration 205Q (646.192752 sec): 3 clusters Score: Raw -6387448.933454 + Penalty 3532.717790 = -6383916.215664 nChanged 2 SP:Iteration 206Q (646.335936 sec): 3 clusters Score: Raw -6387448.954544 + Penalty 3532.717790 = -6383916.236753 nChanged 1 SP:Iteration 207Q (646.479350 sec): 3 clusters Score: Raw -6387448.963691 + Penalty 3532.717790 = -6383916.245900 nChanged 1 SP:Iteration 208Q (646.616442 sec): 3 clusters Score: Raw -6387448.987883 + Penalty 3532.717790 = -6383916.270093 nChanged 1 SP:Iteration 209Q (646.754178 sec): 3 clusters Score: Raw -6387449.029537 + Penalty 3532.717790 = -6383916.311746 nChanged 4 SP:Iteration 210Q (646.898507 sec): 3 clusters Score: Raw -6387449.157868 + Penalty 3532.717790 = -6383916.440078 nChanged 4 SP:Iteration 211Q (647.020825 sec): 3 clusters Score: Raw -6387449.225275 + Penalty 3532.717790 = -6383916.507485 nChanged 6 SP:Iteration 212Q (647.163350 sec): 3 clusters Score: Raw -6387449.405465 + Penalty 3532.717790 = -6383916.687675 nChanged 4 SP:Iteration 213Q (647.297749 sec): 3 clusters Score: Raw -6387449.507375 + Penalty 3532.717790 = -6383916.789585 nChanged 5 SP:Iteration 214Q (647.440061 sec): 3 clusters Score: Raw -6387449.598903 + Penalty 3532.717790 = -6383916.881112 nChanged 2 SP:Iteration 215Q (647.582351 sec): 3 clusters Score: Raw -6387449.629672 + Penalty 3532.717790 = -6383916.911881 nChanged 3 SP:Iteration 216Q (647.724967 sec): 3 clusters Score: Raw -6387449.682333 + Penalty 3532.717790 = -6383916.964542 nChanged 4 SP:Iteration 217Q (647.857768 sec): 3 clusters Score: Raw -6387449.827467 + Penalty 3532.717790 = -6383917.109677 nChanged 6 SP:Iteration 218Q (647.990436 sec): 3 clusters Score: Raw -6387449.964653 + Penalty 3532.717790 = -6383917.246862 nChanged 3 SP:Iteration 219Q (648.128946 sec): 3 clusters Score: Raw -6387450.029316 + Penalty 3532.717790 = -6383917.311526 nChanged 2 SP:Iteration 220F (648.268110 sec): 3 clusters Score: Raw -6387450.053554 + Penalty 3532.717790 = -6383917.335763 nChanged 0 Trying to split cluster 18 (30869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (648.328171 sec): 2 clusters Score: Raw -3602091.515430 + Penalty 1679.845005 = -3600411.670425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (648.433156 sec): 3 clusters Score: Raw -3582972.159516 + Penalty 3359.690010 = -3579612.469506 nChanged 14172 SP:Iteration 1F (648.527923 sec): 3 clusters Score: Raw -3591038.047316 + Penalty 3359.690010 = -3587678.357306 nChanged 1442 SP:Iteration 2Q (648.616846 sec): 3 clusters Score: Raw -3591554.913967 + Penalty 3359.690010 = -3588195.223957 nChanged 1416 SP:Iteration 3Q (648.717839 sec): 3 clusters Score: Raw -3592145.272309 + Penalty 3359.690010 = -3588785.582299 nChanged 1538 SP:Iteration 4Q (648.816668 sec): 3 clusters Score: Raw -3592859.736914 + Penalty 3359.690010 = -3589500.046904 nChanged 1609 SP:Iteration 5F (648.907210 sec): 3 clusters Score: Raw -3593674.977014 + Penalty 3359.690010 = -3590315.287004 nChanged 1702 SP:Iteration 6F (649.007321 sec): 3 clusters Score: Raw -3594731.537205 + Penalty 3359.690010 = -3591371.847195 nChanged 1837 SP:Iteration 7F (649.104406 sec): 3 clusters Score: Raw -3596038.225957 + Penalty 3359.690010 = -3592678.535947 nChanged 1832 SP:Iteration 8F (649.196375 sec): 3 clusters Score: Raw -3597509.853362 + Penalty 3359.690010 = -3594150.163352 nChanged 1734 SP:Iteration 9F (649.299000 sec): 3 clusters Score: Raw -3598696.024815 + Penalty 3359.690010 = -3595336.334805 nChanged 1377 SP:Iteration 10Q (649.397164 sec): 3 clusters Score: Raw -3599369.158363 + Penalty 3359.690010 = -3596009.468353 nChanged 912 SP:Iteration 11Q (649.492646 sec): 3 clusters Score: Raw -3599696.665321 + Penalty 3359.690010 = -3596336.975311 nChanged 610 SP:Iteration 12Q (649.594593 sec): 3 clusters Score: Raw -3599889.708875 + Penalty 3359.690010 = -3596530.018865 nChanged 496 SP:Iteration 13Q (649.700084 sec): 3 clusters Score: Raw -3600035.690131 + Penalty 3359.690010 = -3596676.000121 nChanged 428 SP:Iteration 14Q (649.790887 sec): 3 clusters Score: Raw -3600172.037755 + Penalty 3359.690010 = -3596812.347745 nChanged 440 SP:Iteration 15Q (649.884391 sec): 3 clusters Score: Raw -3600330.762189 + Penalty 3359.690010 = -3596971.072179 nChanged 457 SP:Iteration 16Q (649.979811 sec): 3 clusters Score: Raw -3600481.205102 + Penalty 3359.690010 = -3597121.515092 nChanged 446 SP:Iteration 17Q (650.070456 sec): 3 clusters Score: Raw -3600615.493512 + Penalty 3359.690010 = -3597255.803502 nChanged 407 SP:Iteration 18Q (650.167136 sec): 3 clusters Score: Raw -3600726.795582 + Penalty 3359.690010 = -3597367.105572 nChanged 368 SP:Iteration 19Q (650.261646 sec): 3 clusters Score: Raw -3600825.868338 + Penalty 3359.690010 = -3597466.178328 nChanged 346 SP:Iteration 20F (650.347740 sec): 3 clusters Score: Raw -3600918.510838 + Penalty 3359.690010 = -3597558.820828 nChanged 322 SP:Iteration 21Q (650.442610 sec): 3 clusters Score: Raw -3600990.419570 + Penalty 3359.690010 = -3597630.729560 nChanged 269 SP:Iteration 22Q (650.535987 sec): 3 clusters Score: Raw -3601040.638681 + Penalty 3359.690010 = -3597680.948671 nChanged 218 SP:Iteration 23Q (650.635876 sec): 3 clusters Score: Raw -3601080.408344 + Penalty 3359.690010 = -3597720.718334 nChanged 218 SP:Iteration 24Q (650.738771 sec): 3 clusters Score: Raw -3601124.588620 + Penalty 3359.690010 = -3597764.898610 nChanged 218 SP:Iteration 25Q (650.833671 sec): 3 clusters Score: Raw -3601166.279760 + Penalty 3359.690010 = -3597806.589750 nChanged 205 SP:Iteration 26Q (650.926194 sec): 3 clusters Score: Raw -3601200.311639 + Penalty 3359.690010 = -3597840.621629 nChanged 166 SP:Iteration 27Q (651.020029 sec): 3 clusters Score: Raw -3601234.250626 + Penalty 3359.690010 = -3597874.560616 nChanged 176 SP:Iteration 28Q (651.108329 sec): 3 clusters Score: Raw -3601271.654255 + Penalty 3359.690010 = -3597911.964245 nChanged 171 SP:Iteration 29Q (651.206841 sec): 3 clusters Score: Raw -3601303.201725 + Penalty 3359.690010 = -3597943.511715 nChanged 153 SP:Iteration 30Q (651.309989 sec): 3 clusters Score: Raw -3601328.845289 + Penalty 3359.690010 = -3597969.155279 nChanged 153 SP:Iteration 31Q (651.404105 sec): 3 clusters Score: Raw -3601357.607921 + Penalty 3359.690010 = -3597997.917911 nChanged 151 SP:Iteration 32Q (651.503110 sec): 3 clusters Score: Raw -3601386.258446 + Penalty 3359.690010 = -3598026.568436 nChanged 152 SP:Iteration 33Q (651.597663 sec): 3 clusters Score: Raw -3601414.216061 + Penalty 3359.690010 = -3598054.526051 nChanged 142 SP:Iteration 34Q (651.692160 sec): 3 clusters Score: Raw -3601435.748430 + Penalty 3359.690010 = -3598076.058420 nChanged 117 SP:Iteration 35Q (651.788049 sec): 3 clusters Score: Raw -3601450.859307 + Penalty 3359.690010 = -3598091.169297 nChanged 109 SP:Iteration 36Q (651.885093 sec): 3 clusters Score: Raw -3601462.388685 + Penalty 3359.690010 = -3598102.698675 nChanged 94 SP:Iteration 37Q (651.976517 sec): 3 clusters Score: Raw -3601471.374714 + Penalty 3359.690010 = -3598111.684704 nChanged 83 SP:Iteration 38Q (652.064815 sec): 3 clusters Score: Raw -3601479.759189 + Penalty 3359.690010 = -3598120.069179 nChanged 75 SP:Iteration 39Q (652.157474 sec): 3 clusters Score: Raw -3601486.455072 + Penalty 3359.690010 = -3598126.765062 nChanged 65 SP:Iteration 40F (652.249786 sec): 3 clusters Score: Raw -3601493.339237 + Penalty 3359.690010 = -3598133.649227 nChanged 59 SP:Iteration 41Q (652.337848 sec): 3 clusters Score: Raw -3601498.431232 + Penalty 3359.690010 = -3598138.741222 nChanged 50 SP:Iteration 42Q (652.435008 sec): 3 clusters Score: Raw -3601502.093333 + Penalty 3359.690010 = -3598142.403323 nChanged 53 SP:Iteration 43Q (652.536653 sec): 3 clusters Score: Raw -3601506.571886 + Penalty 3359.690010 = -3598146.881876 nChanged 48 SP:Iteration 44Q (652.633666 sec): 3 clusters Score: Raw -3601510.724891 + Penalty 3359.690010 = -3598151.034881 nChanged 47 SP:Iteration 45Q (652.722045 sec): 3 clusters Score: Raw -3601514.973081 + Penalty 3359.690010 = -3598155.283071 nChanged 55 SP:Iteration 46Q (652.823311 sec): 3 clusters Score: Raw -3601519.565373 + Penalty 3359.690010 = -3598159.875363 nChanged 41 SP:Iteration 47Q (652.914130 sec): 3 clusters Score: Raw -3601522.474358 + Penalty 3359.690010 = -3598162.784348 nChanged 39 SP:Iteration 48Q (653.007203 sec): 3 clusters Score: Raw -3601525.111913 + Penalty 3359.690010 = -3598165.421903 nChanged 39 SP:Iteration 49Q (653.094080 sec): 3 clusters Score: Raw -3601527.022653 + Penalty 3359.690010 = -3598167.332643 nChanged 34 SP:Iteration 50Q (653.181384 sec): 3 clusters Score: Raw -3601528.891950 + Penalty 3359.690010 = -3598169.201940 nChanged 24 SP:Iteration 51Q (653.283307 sec): 3 clusters Score: Raw -3601529.971316 + Penalty 3359.690010 = -3598170.281306 nChanged 14 SP:Iteration 52Q (653.382016 sec): 3 clusters Score: Raw -3601530.854491 + Penalty 3359.690010 = -3598171.164481 nChanged 14 SP:Iteration 53Q (653.478387 sec): 3 clusters Score: Raw -3601531.649310 + Penalty 3359.690010 = -3598171.959300 nChanged 19 SP:Iteration 54Q (653.571210 sec): 3 clusters Score: Raw -3601532.722799 + Penalty 3359.690010 = -3598173.032789 nChanged 24 SP:Iteration 55Q (653.671752 sec): 3 clusters Score: Raw -3601533.879896 + Penalty 3359.690010 = -3598174.189886 nChanged 19 SP:Iteration 56Q (653.760341 sec): 3 clusters Score: Raw -3601534.737570 + Penalty 3359.690010 = -3598175.047560 nChanged 17 SP:Iteration 57Q (653.854503 sec): 3 clusters Score: Raw -3601535.438763 + Penalty 3359.690010 = -3598175.748753 nChanged 8 SP:Iteration 58Q (653.944848 sec): 3 clusters Score: Raw -3601535.726686 + Penalty 3359.690010 = -3598176.036676 nChanged 8 SP:Iteration 59Q (654.044191 sec): 3 clusters Score: Raw -3601536.067530 + Penalty 3359.690010 = -3598176.377520 nChanged 9 SP:Iteration 60F (654.136903 sec): 3 clusters Score: Raw -3601536.344566 + Penalty 3359.690010 = -3598176.654556 nChanged 2 SP:Iteration 61Q (654.232684 sec): 3 clusters Score: Raw -3601536.440130 + Penalty 3359.690010 = -3598176.750120 nChanged 4 SP:Iteration 62Q (654.331336 sec): 3 clusters Score: Raw -3601536.579779 + Penalty 3359.690010 = -3598176.889769 nChanged 4 SP:Iteration 63Q (654.429655 sec): 3 clusters Score: Raw -3601536.677487 + Penalty 3359.690010 = -3598176.987477 nChanged 2 SP:Iteration 64Q (654.529350 sec): 3 clusters Score: Raw -3601536.746100 + Penalty 3359.690010 = -3598177.056090 nChanged 1 SP:Iteration 65Q (654.626993 sec): 3 clusters Score: Raw -3601536.774189 + Penalty 3359.690010 = -3598177.084179 nChanged 1 SP:Iteration 66Q (654.721807 sec): 3 clusters Score: Raw -3601536.796603 + Penalty 3359.690010 = -3598177.106593 nChanged 1 SP:Iteration 67Q (654.814567 sec): 3 clusters Score: Raw -3601536.816311 + Penalty 3359.690010 = -3598177.126301 nChanged 1 SP:Iteration 68Q (654.911261 sec): 3 clusters Score: Raw -3601536.865686 + Penalty 3359.690010 = -3598177.175676 nChanged 3 SP:Iteration 69Q (654.997244 sec): 3 clusters Score: Raw -3601537.031115 + Penalty 3359.690010 = -3598177.341106 nChanged 6 SP:Iteration 70Q (655.088965 sec): 3 clusters Score: Raw -3601537.254577 + Penalty 3359.690010 = -3598177.564567 nChanged 6 SP:Iteration 71Q (655.176414 sec): 3 clusters Score: Raw -3601537.438906 + Penalty 3359.690010 = -3598177.748896 nChanged 2 SP:Iteration 72Q (655.275042 sec): 3 clusters Score: Raw -3601537.486356 + Penalty 3359.690010 = -3598177.796346 nChanged 4 SP:Iteration 73Q (655.374987 sec): 3 clusters Score: Raw -3601537.610753 + Penalty 3359.690010 = -3598177.920743 nChanged 5 SP:Iteration 74Q (655.476680 sec): 3 clusters Score: Raw -3601537.823175 + Penalty 3359.690010 = -3598178.133165 nChanged 6 SP:Iteration 75Q (655.570204 sec): 3 clusters Score: Raw -3601537.965660 + Penalty 3359.690010 = -3598178.275650 nChanged 4 SP:Iteration 76Q (655.668370 sec): 3 clusters Score: Raw -3601538.038846 + Penalty 3359.690010 = -3598178.348836 nChanged 4 SP:Iteration 77Q (655.757162 sec): 3 clusters Score: Raw -3601538.114613 + Penalty 3359.690010 = -3598178.424603 nChanged 7 SP:Iteration 78Q (655.849464 sec): 3 clusters Score: Raw -3601538.349811 + Penalty 3359.690010 = -3598178.659801 nChanged 6 SP:Iteration 79Q (655.940206 sec): 3 clusters Score: Raw -3601538.513614 + Penalty 3359.690010 = -3598178.823604 nChanged 4 SP:Iteration 80F (656.040167 sec): 3 clusters Score: Raw -3601538.568088 + Penalty 3359.690010 = -3598178.878078 nChanged 1 SP:Iteration 81Q (656.131185 sec): 3 clusters Score: Raw -3601538.577840 + Penalty 3359.690010 = -3598178.887830 nChanged 1 SP:Iteration 82Q (656.227472 sec): 3 clusters Score: Raw -3601538.598680 + Penalty 3359.690010 = -3598178.908670 nChanged 2 SP:Iteration 83Q (656.321042 sec): 3 clusters Score: Raw -3601538.679815 + Penalty 3359.690010 = -3598178.989805 nChanged 5 SP:Iteration 84Q (656.410403 sec): 3 clusters Score: Raw -3601538.884485 + Penalty 3359.690010 = -3598179.194475 nChanged 3 SP:Iteration 85Q (656.509811 sec): 3 clusters Score: Raw -3601538.992621 + Penalty 3359.690010 = -3598179.302611 nChanged 3 SP:Iteration 86Q (656.606292 sec): 3 clusters Score: Raw -3601539.116841 + Penalty 3359.690010 = -3598179.426831 nChanged 3 SP:Iteration 87Q (656.708859 sec): 3 clusters Score: Raw -3601539.206781 + Penalty 3359.690010 = -3598179.516771 nChanged 1 SP:Iteration 88Q (656.805908 sec): 3 clusters Score: Raw -3601539.223196 + Penalty 3359.690010 = -3598179.533186 nChanged 0 SP:Iteration 89F (656.898176 sec): 3 clusters Score: Raw -3601539.223196 + Penalty 3359.690010 = -3598179.533186 nChanged 0 Trying to split cluster 19 (9370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (656.939735 sec): 2 clusters Score: Raw -1137884.783852 + Penalty 1486.106111 = -1136398.677741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (657.000497 sec): 3 clusters Score: Raw -1132572.129166 + Penalty 2972.212222 = -1129599.916944 nChanged 4061 SP:Iteration 1F (657.046326 sec): 3 clusters Score: Raw -1134713.725917 + Penalty 2972.212222 = -1131741.513695 nChanged 580 SP:Iteration 2F (657.104089 sec): 3 clusters Score: Raw -1135004.313395 + Penalty 2972.212222 = -1132032.101173 nChanged 555 SP:Iteration 3F (657.164836 sec): 3 clusters Score: Raw -1135321.272877 + Penalty 2972.212222 = -1132349.060655 nChanged 559 SP:Iteration 4F (657.215855 sec): 3 clusters Score: Raw -1135651.282497 + Penalty 2972.212222 = -1132679.070275 nChanged 567 SP:Iteration 5F (657.276419 sec): 3 clusters Score: Raw -1136021.830578 + Penalty 2972.212222 = -1133049.618356 nChanged 558 SP:Iteration 6F (657.326348 sec): 3 clusters Score: Raw -1136428.516809 + Penalty 2972.212222 = -1133456.304587 nChanged 557 SP:Iteration 7F (657.392571 sec): 3 clusters Score: Raw -1136866.302872 + Penalty 2972.212222 = -1133894.090650 nChanged 452 SP:Iteration 8Q (657.442737 sec): 3 clusters Score: Raw -1137220.616400 + Penalty 2972.212222 = -1134248.404178 nChanged 363 SP:Iteration 9Q (657.512169 sec): 3 clusters Score: Raw -1137521.785865 + Penalty 2972.212222 = -1134549.573643 nChanged 258 SP:Iteration 10Q (657.570815 sec): 3 clusters Score: Raw -1137739.542259 + Penalty 2972.212222 = -1134767.330037 nChanged 192 SP:Iteration 11Q (657.631299 sec): 3 clusters Score: Raw -1137885.997655 + Penalty 2972.212222 = -1134913.785433 nChanged 138 SP:Iteration 12Q (657.682134 sec): 3 clusters Score: Raw -1137994.667505 + Penalty 2972.212222 = -1135022.455283 nChanged 105 SP:Iteration 13Q (657.749880 sec): 3 clusters Score: Raw -1138091.541517 + Penalty 2972.212222 = -1135119.329296 nChanged 83 SP:Iteration 14Q (657.807547 sec): 3 clusters Score: Raw -1138160.978019 + Penalty 2972.212222 = -1135188.765797 nChanged 63 SP:Iteration 15Q (657.856786 sec): 3 clusters Score: Raw -1138215.925027 + Penalty 2972.212222 = -1135243.712805 nChanged 56 SP:Iteration 16Q (657.912762 sec): 3 clusters Score: Raw -1138271.108817 + Penalty 2972.212222 = -1135298.896595 nChanged 39 SP:Iteration 17Q (657.974706 sec): 3 clusters Score: Raw -1138301.966364 + Penalty 2972.212222 = -1135329.754142 nChanged 34 SP:Iteration 18Q (658.021312 sec): 3 clusters Score: Raw -1138322.410558 + Penalty 2972.212222 = -1135350.198336 nChanged 22 SP:Iteration 19Q (658.074265 sec): 3 clusters Score: Raw -1138334.728414 + Penalty 2972.212222 = -1135362.516192 nChanged 16 SP:Iteration 20F (658.132209 sec): 3 clusters Score: Raw -1138342.765071 + Penalty 2972.212222 = -1135370.552849 nChanged 12 SP:Iteration 21Q (658.195297 sec): 3 clusters Score: Raw -1138348.168967 + Penalty 2972.212222 = -1135375.956745 nChanged 9 SP:Iteration 22Q (658.252207 sec): 3 clusters Score: Raw -1138353.697236 + Penalty 2972.212222 = -1135381.485014 nChanged 2 SP:Iteration 23Q (658.304967 sec): 3 clusters Score: Raw -1138354.359378 + Penalty 2972.212222 = -1135382.147156 nChanged 5 SP:Iteration 24Q (658.361113 sec): 3 clusters Score: Raw -1138356.283380 + Penalty 2972.212222 = -1135384.071158 nChanged 4 SP:Iteration 25Q (658.412572 sec): 3 clusters Score: Raw -1138357.249619 + Penalty 2972.212222 = -1135385.037397 nChanged 3 SP:Iteration 26Q (658.468879 sec): 3 clusters Score: Raw -1138358.956871 + Penalty 2972.212222 = -1135386.744649 nChanged 5 SP:Iteration 27Q (658.529364 sec): 3 clusters Score: Raw -1138362.683221 + Penalty 2972.212222 = -1135390.470999 nChanged 5 SP:Iteration 28Q (658.570770 sec): 3 clusters Score: Raw -1138365.869320 + Penalty 2972.212222 = -1135393.657098 nChanged 5 SP:Iteration 29Q (658.634597 sec): 3 clusters Score: Raw -1138367.125734 + Penalty 2972.212222 = -1135394.913512 nChanged 1 SP:Iteration 30Q (658.680692 sec): 3 clusters Score: Raw -1138367.534921 + Penalty 2972.212222 = -1135395.322699 nChanged 2 SP:Iteration 31Q (658.732731 sec): 3 clusters Score: Raw -1138368.737049 + Penalty 2972.212222 = -1135396.524827 nChanged 3 SP:Iteration 32Q (658.786376 sec): 3 clusters Score: Raw -1138371.092292 + Penalty 2972.212222 = -1135398.880070 nChanged 3 SP:Iteration 33Q (658.845763 sec): 3 clusters Score: Raw -1138372.090590 + Penalty 2972.212222 = -1135399.878368 nChanged 2 SP:Iteration 34Q (658.891738 sec): 3 clusters Score: Raw -1138373.127874 + Penalty 2972.212222 = -1135400.915652 nChanged 2 SP:Iteration 35Q (658.954550 sec): 3 clusters Score: Raw -1138374.212323 + Penalty 2972.212222 = -1135402.000101 nChanged 2 SP:Iteration 36Q (659.002796 sec): 3 clusters Score: Raw -1138375.134733 + Penalty 2972.212222 = -1135402.922511 nChanged 2 SP:Iteration 37Q (659.058132 sec): 3 clusters Score: Raw -1138375.595830 + Penalty 2972.212222 = -1135403.383608 nChanged 3 SP:Iteration 38Q (659.119896 sec): 3 clusters Score: Raw -1138377.022884 + Penalty 2972.212222 = -1135404.810662 nChanged 2 SP:Iteration 39Q (659.165313 sec): 3 clusters Score: Raw -1138377.356570 + Penalty 2972.212222 = -1135405.144348 nChanged 1 SP:Iteration 40F (659.223552 sec): 3 clusters Score: Raw -1138377.536849 + Penalty 2972.212222 = -1135405.324627 nChanged 1 SP:Iteration 41Q (659.282489 sec): 3 clusters Score: Raw -1138377.619253 + Penalty 2972.212222 = -1135405.407031 nChanged 0 SP:Iteration 42F (659.348438 sec): 3 clusters Score: Raw -1138377.619253 + Penalty 2972.212222 = -1135405.407031 nChanged 0 Trying to split cluster 20 (7618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (659.384046 sec): 2 clusters Score: Raw -925967.905530 + Penalty 1452.468736 = -924515.436794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (659.428686 sec): 3 clusters Score: Raw -921758.748485 + Penalty 2904.937473 = -918853.811013 nChanged 3258 SP:Iteration 1F (659.482610 sec): 3 clusters Score: Raw -923606.416053 + Penalty 2904.937473 = -920701.478580 nChanged 588 SP:Iteration 2F (659.533624 sec): 3 clusters Score: Raw -923930.399470 + Penalty 2904.937473 = -921025.461997 nChanged 453 SP:Iteration 3F (659.588365 sec): 3 clusters Score: Raw -924188.256985 + Penalty 2904.937473 = -921283.319513 nChanged 368 SP:Iteration 4Q (659.639629 sec): 3 clusters Score: Raw -924374.973101 + Penalty 2904.937473 = -921470.035628 nChanged 320 SP:Iteration 5Q (659.688914 sec): 3 clusters Score: Raw -924524.637261 + Penalty 2904.937473 = -921619.699788 nChanged 273 SP:Iteration 6Q (659.745155 sec): 3 clusters Score: Raw -924649.649632 + Penalty 2904.937473 = -921744.712159 nChanged 257 SP:Iteration 7Q (659.798740 sec): 3 clusters Score: Raw -924792.650926 + Penalty 2904.937473 = -921887.713453 nChanged 277 SP:Iteration 8Q (659.855575 sec): 3 clusters Score: Raw -924964.597019 + Penalty 2904.937473 = -922059.659546 nChanged 283 SP:Iteration 9Q (659.911888 sec): 3 clusters Score: Raw -925157.271690 + Penalty 2904.937473 = -922252.334218 nChanged 285 SP:Iteration 10Q (659.965688 sec): 3 clusters Score: Raw -925380.145365 + Penalty 2904.937473 = -922475.207893 nChanged 265 SP:Iteration 11Q (660.018993 sec): 3 clusters Score: Raw -925579.892586 + Penalty 2904.937473 = -922674.955113 nChanged 231 SP:Iteration 12Q (660.073789 sec): 3 clusters Score: Raw -925763.244488 + Penalty 2904.937473 = -922858.307016 nChanged 166 SP:Iteration 13Q (660.127971 sec): 3 clusters Score: Raw -925875.016204 + Penalty 2904.937473 = -922970.078731 nChanged 133 SP:Iteration 14Q (660.179211 sec): 3 clusters Score: Raw -925965.563496 + Penalty 2904.937473 = -923060.626023 nChanged 107 SP:Iteration 15Q (660.247922 sec): 3 clusters Score: Raw -926040.384266 + Penalty 2904.937473 = -923135.446793 nChanged 89 SP:Iteration 16Q (660.292069 sec): 3 clusters Score: Raw -926096.724516 + Penalty 2904.937473 = -923191.787043 nChanged 61 SP:Iteration 17Q (660.344685 sec): 3 clusters Score: Raw -926135.868898 + Penalty 2904.937473 = -923230.931425 nChanged 44 SP:Iteration 18Q (660.395397 sec): 3 clusters Score: Raw -926161.938919 + Penalty 2904.937473 = -923257.001446 nChanged 34 SP:Iteration 19Q (660.449357 sec): 3 clusters Score: Raw -926181.234607 + Penalty 2904.937473 = -923276.297134 nChanged 21 SP:Iteration 20F (660.507203 sec): 3 clusters Score: Raw -926195.452895 + Penalty 2904.937473 = -923290.515422 nChanged 23 SP:Iteration 21Q (660.566433 sec): 3 clusters Score: Raw -926218.188175 + Penalty 2904.937473 = -923313.250703 nChanged 26 SP:Iteration 22Q (660.620008 sec): 3 clusters Score: Raw -926238.700658 + Penalty 2904.937473 = -923333.763185 nChanged 21 SP:Iteration 23Q (660.672796 sec): 3 clusters Score: Raw -926256.140514 + Penalty 2904.937473 = -923351.203041 nChanged 20 SP:Iteration 24Q (660.729830 sec): 3 clusters Score: Raw -926271.552311 + Penalty 2904.937473 = -923366.614838 nChanged 11 SP:Iteration 25Q (660.788075 sec): 3 clusters Score: Raw -926279.938854 + Penalty 2904.937473 = -923375.001382 nChanged 7 SP:Iteration 26Q (660.841762 sec): 3 clusters Score: Raw -926287.030398 + Penalty 2904.937473 = -923382.092925 nChanged 9 SP:Iteration 27Q (660.893973 sec): 3 clusters Score: Raw -926293.613458 + Penalty 2904.937473 = -923388.675986 nChanged 9 SP:Iteration 28Q (660.948354 sec): 3 clusters Score: Raw -926303.449826 + Penalty 2904.937473 = -923398.512353 nChanged 14 SP:Iteration 29Q (661.001881 sec): 3 clusters Score: Raw -926318.711494 + Penalty 2904.937473 = -923413.774021 nChanged 11 SP:Iteration 30Q (661.052066 sec): 3 clusters Score: Raw -926327.007137 + Penalty 2904.937473 = -923422.069664 nChanged 8 SP:Iteration 31Q (661.110105 sec): 3 clusters Score: Raw -926331.329338 + Penalty 2904.937473 = -923426.391865 nChanged 6 SP:Iteration 32Q (661.161899 sec): 3 clusters Score: Raw -926334.466656 + Penalty 2904.937473 = -923429.529183 nChanged 3 SP:Iteration 33Q (661.223957 sec): 3 clusters Score: Raw -926336.035818 + Penalty 2904.937473 = -923431.098345 nChanged 0 SP:Iteration 34F (661.271290 sec): 3 clusters Score: Raw -926336.035818 + Penalty 2904.937473 = -923431.098345 nChanged 0 Iteration 99Q (664.169200 sec): 21 clusters Score: Raw -56473486.635852 + Penalty 42475.163625 = -56431011.472227 nChanged 61 Iteration 100F (670.770384 sec): 21 clusters Score: Raw -56473488.884996 + Penalty 42475.163625 = -56431013.721371 nChanged 53 Iteration 101Q (673.661215 sec): 21 clusters Score: Raw -56473491.048773 + Penalty 42475.163625 = -56431015.885148 nChanged 56 Iteration 102Q (676.503573 sec): 21 clusters Score: Raw -56473492.991981 + Penalty 42475.163625 = -56431017.828356 nChanged 50 Iteration 103Q (679.378675 sec): 21 clusters Score: Raw -56473494.766053 + Penalty 42475.163625 = -56431019.602428 nChanged 49 Iteration 104Q (682.340025 sec): 21 clusters Score: Raw -56473496.564155 + Penalty 42475.163625 = -56431021.400530 nChanged 50 Iteration 105Q (685.363828 sec): 21 clusters Score: Raw -56473498.753261 + Penalty 42475.163625 = -56431023.589637 nChanged 51 Iteration 106Q (688.225972 sec): 21 clusters Score: Raw -56473500.933537 + Penalty 42475.163625 = -56431025.769912 nChanged 60 Iteration 107Q (691.173094 sec): 21 clusters Score: Raw -56473503.174775 + Penalty 42475.163625 = -56431028.011150 nChanged 52 Iteration 108Q (694.093035 sec): 21 clusters Score: Raw -56473505.213901 + Penalty 42475.163625 = -56431030.050276 nChanged 44 Iteration 109Q (697.016280 sec): 21 clusters Score: Raw -56473506.715430 + Penalty 42475.163625 = -56431031.551805 nChanged 41 Iteration 110Q (699.988503 sec): 21 clusters Score: Raw -56473508.340684 + Penalty 42475.163625 = -56431033.177059 nChanged 51 Iteration 111Q (702.937365 sec): 21 clusters Score: Raw -56473510.664679 + Penalty 42475.163625 = -56431035.501054 nChanged 71 Iteration 112Q (705.887520 sec): 21 clusters Score: Raw -56473513.694841 + Penalty 42475.163625 = -56431038.531216 nChanged 65 Iteration 113Q (708.165162 sec): 21 clusters Score: Raw -56473516.650113 + Penalty 42475.163625 = -56431041.486488 nChanged 84 Iteration 114Q (710.741979 sec): 21 clusters Score: Raw -56473520.136438 + Penalty 42475.163625 = -56431044.972813 nChanged 84 Iteration 115Q (713.301338 sec): 21 clusters Score: Raw -56473523.251667 + Penalty 42475.163625 = -56431048.088043 nChanged 80 Iteration 116Q (715.861788 sec): 21 clusters Score: Raw -56473527.134369 + Penalty 42475.163625 = -56431051.970744 nChanged 78 Iteration 117Q (718.421825 sec): 21 clusters Score: Raw -56473530.020255 + Penalty 42475.163625 = -56431054.856630 nChanged 62 Iteration 118Q (720.998365 sec): 21 clusters Score: Raw -56473531.920708 + Penalty 42475.163625 = -56431056.757083 nChanged 53 Iteration 119Q (723.560979 sec): 21 clusters Score: Raw -56473533.675286 + Penalty 42475.163625 = -56431058.511661 nChanged 46 Iteration 120F (729.758481 sec): 21 clusters Score: Raw -56473535.289417 + Penalty 42475.163625 = -56431060.125793 nChanged 49 Iteration 121Q (732.320142 sec): 21 clusters Score: Raw -56473537.054908 + Penalty 42475.163625 = -56431061.891283 nChanged 63 Iteration 122Q (734.883314 sec): 21 clusters Score: Raw -56473539.286820 + Penalty 42475.163625 = -56431064.123195 nChanged 50 Iteration 123Q (737.456079 sec): 21 clusters Score: Raw -56473540.989174 + Penalty 42475.163625 = -56431065.825549 nChanged 49 Iteration 124Q (740.013760 sec): 21 clusters Score: Raw -56473542.649287 + Penalty 42475.163625 = -56431067.485662 nChanged 47 Iteration 125Q (742.576636 sec): 21 clusters Score: Raw -56473544.121089 + Penalty 42475.163625 = -56431068.957464 nChanged 35 Iteration 126Q (745.137058 sec): 21 clusters Score: Raw -56473545.213241 + Penalty 42475.163625 = -56431070.049616 nChanged 38 Iteration 127Q (747.698138 sec): 21 clusters Score: Raw -56473546.267066 + Penalty 42475.163625 = -56431071.103441 nChanged 30 Iteration 128Q (750.050307 sec): 21 clusters Score: Raw -56473547.267348 + Penalty 42475.163625 = -56431072.103723 nChanged 35 Iteration 129Q (752.729821 sec): 21 clusters Score: Raw -56473548.764253 + Penalty 42475.163625 = -56431073.600628 nChanged 41 Iteration 130Q (755.300543 sec): 21 clusters Score: Raw -56473550.165034 + Penalty 42475.163625 = -56431075.001409 nChanged 47 Iteration 131Q (757.876906 sec): 21 clusters Score: Raw -56473551.648307 + Penalty 42475.163625 = -56431076.484682 nChanged 41 Iteration 132Q (760.448699 sec): 21 clusters Score: Raw -56473552.887184 + Penalty 42475.163625 = -56431077.723559 nChanged 49 Iteration 133Q (762.998157 sec): 21 clusters Score: Raw -56473556.049983 + Penalty 42475.163625 = -56431080.886358 nChanged 49 Iteration 134Q (765.587418 sec): 21 clusters Score: Raw -56473558.370236 + Penalty 42475.163625 = -56431083.206611 nChanged 56 Iteration 135Q (768.147146 sec): 21 clusters Score: Raw -56473561.008642 + Penalty 42475.163625 = -56431085.845017 nChanged 52 Iteration 136Q (770.738621 sec): 21 clusters Score: Raw -56473564.232529 + Penalty 42475.163625 = -56431089.068904 nChanged 63 Iteration 137Q (773.341488 sec): 21 clusters Score: Raw -56473569.354372 + Penalty 42475.163625 = -56431094.190747 nChanged 64 Iteration 138Q (775.916694 sec): 21 clusters Score: Raw -56473574.767414 + Penalty 42475.163625 = -56431099.603789 nChanged 64 Writing temp clu file Because OldScore, -56431094.190747, is greater than current (better) Score,-56431099.603789 Compute initial score before splitting: Score: Raw -56473574.767414 + Penalty 42475.163625 = -56431099.603789 Trying to split cluster 1 (5483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (776.022199 sec): 2 clusters Score: Raw -648734.879562 + Penalty 1399.028747 = -647335.850814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (776.048920 sec): 3 clusters Score: Raw -645901.562454 + Penalty 2798.057495 = -643103.504960 nChanged 2207 SP:Iteration 1F (776.070575 sec): 3 clusters Score: Raw -647118.656660 + Penalty 2798.057495 = -644320.599166 nChanged 366 SP:Iteration 2F (776.091836 sec): 3 clusters Score: Raw -647311.943667 + Penalty 2798.057495 = -644513.886173 nChanged 269 SP:Iteration 3Q (776.113314 sec): 3 clusters Score: Raw -647449.660668 + Penalty 2798.057495 = -644651.603174 nChanged 249 SP:Iteration 4Q (776.134425 sec): 3 clusters Score: Raw -647574.714124 + Penalty 2798.057495 = -644776.656629 nChanged 214 SP:Iteration 5Q (776.155640 sec): 3 clusters Score: Raw -647687.231939 + Penalty 2798.057495 = -644889.174445 nChanged 198 SP:Iteration 6Q (776.182841 sec): 3 clusters Score: Raw -647796.084962 + Penalty 2798.057495 = -644998.027468 nChanged 195 SP:Iteration 7Q (776.203953 sec): 3 clusters Score: Raw -647899.984042 + Penalty 2798.057495 = -645101.926548 nChanged 195 SP:Iteration 8Q (776.225063 sec): 3 clusters Score: Raw -647993.473775 + Penalty 2798.057495 = -645195.416280 nChanged 176 SP:Iteration 9Q (776.250801 sec): 3 clusters Score: Raw -648079.346414 + Penalty 2798.057495 = -645281.288920 nChanged 162 SP:Iteration 10Q (776.276922 sec): 3 clusters Score: Raw -648154.436625 + Penalty 2798.057495 = -645356.379130 nChanged 142 SP:Iteration 11Q (776.297881 sec): 3 clusters Score: Raw -648226.554965 + Penalty 2798.057495 = -645428.497470 nChanged 145 SP:Iteration 12Q (776.318911 sec): 3 clusters Score: Raw -648302.383748 + Penalty 2798.057495 = -645504.326253 nChanged 139 SP:Iteration 13Q (776.344654 sec): 3 clusters Score: Raw -648369.611886 + Penalty 2798.057495 = -645571.554392 nChanged 135 SP:Iteration 14Q (776.388392 sec): 3 clusters Score: Raw -648426.943023 + Penalty 2798.057495 = -645628.885528 nChanged 111 SP:Iteration 15Q (776.409203 sec): 3 clusters Score: Raw -648470.565599 + Penalty 2798.057495 = -645672.508105 nChanged 112 SP:Iteration 16Q (776.430149 sec): 3 clusters Score: Raw -648531.887413 + Penalty 2798.057495 = -645733.829918 nChanged 114 SP:Iteration 17Q (776.457656 sec): 3 clusters Score: Raw -648593.019233 + Penalty 2798.057495 = -645794.961738 nChanged 100 SP:Iteration 18Q (776.485826 sec): 3 clusters Score: Raw -648651.372450 + Penalty 2798.057495 = -645853.314955 nChanged 75 SP:Iteration 19Q (776.506808 sec): 3 clusters Score: Raw -648686.505263 + Penalty 2798.057495 = -645888.447769 nChanged 82 SP:Iteration 20F (776.534473 sec): 3 clusters Score: Raw -648717.431667 + Penalty 2798.057495 = -645919.374173 nChanged 63 SP:Iteration 21Q (776.555381 sec): 3 clusters Score: Raw -648742.668421 + Penalty 2798.057495 = -645944.610926 nChanged 46 SP:Iteration 22Q (776.581766 sec): 3 clusters Score: Raw -648761.976699 + Penalty 2798.057495 = -645963.919205 nChanged 37 SP:Iteration 23Q (776.602576 sec): 3 clusters Score: Raw -648774.191894 + Penalty 2798.057495 = -645976.134400 nChanged 42 SP:Iteration 24Q (776.628882 sec): 3 clusters Score: Raw -648787.779000 + Penalty 2798.057495 = -645989.721505 nChanged 45 SP:Iteration 25Q (776.649549 sec): 3 clusters Score: Raw -648806.561783 + Penalty 2798.057495 = -646008.504288 nChanged 44 SP:Iteration 26Q (776.675483 sec): 3 clusters Score: Raw -648825.233181 + Penalty 2798.057495 = -646027.175687 nChanged 46 SP:Iteration 27Q (776.696173 sec): 3 clusters Score: Raw -648838.812861 + Penalty 2798.057495 = -646040.755367 nChanged 38 SP:Iteration 28Q (776.722676 sec): 3 clusters Score: Raw -648848.962148 + Penalty 2798.057495 = -646050.904653 nChanged 22 SP:Iteration 29Q (776.743171 sec): 3 clusters Score: Raw -648853.334970 + Penalty 2798.057495 = -646055.277475 nChanged 10 SP:Iteration 30Q (776.769273 sec): 3 clusters Score: Raw -648855.757400 + Penalty 2798.057495 = -646057.699906 nChanged 13 SP:Iteration 31Q (776.789693 sec): 3 clusters Score: Raw -648859.048429 + Penalty 2798.057495 = -646060.990934 nChanged 16 SP:Iteration 32Q (776.810120 sec): 3 clusters Score: Raw -648863.327324 + Penalty 2798.057495 = -646065.269830 nChanged 16 SP:Iteration 33Q (776.834898 sec): 3 clusters Score: Raw -648867.159459 + Penalty 2798.057495 = -646069.101965 nChanged 13 SP:Iteration 34Q (776.855861 sec): 3 clusters Score: Raw -648872.237492 + Penalty 2798.057495 = -646074.179997 nChanged 17 SP:Iteration 35Q (776.878095 sec): 3 clusters Score: Raw -648880.013897 + Penalty 2798.057495 = -646081.956403 nChanged 17 SP:Iteration 36Q (776.898493 sec): 3 clusters Score: Raw -648889.617312 + Penalty 2798.057495 = -646091.559818 nChanged 23 SP:Iteration 37Q (776.926136 sec): 3 clusters Score: Raw -648898.969149 + Penalty 2798.057495 = -646100.911655 nChanged 18 SP:Iteration 38Q (776.946789 sec): 3 clusters Score: Raw -648903.831980 + Penalty 2798.057495 = -646105.774485 nChanged 17 SP:Iteration 39Q (776.974561 sec): 3 clusters Score: Raw -648908.170804 + Penalty 2798.057495 = -646110.113310 nChanged 13 SP:Iteration 40F (776.995946 sec): 3 clusters Score: Raw -648911.159640 + Penalty 2798.057495 = -646113.102146 nChanged 13 SP:Iteration 41Q (777.022890 sec): 3 clusters Score: Raw -648915.796594 + Penalty 2798.057495 = -646117.739099 nChanged 9 SP:Iteration 42Q (777.043327 sec): 3 clusters Score: Raw -648917.952496 + Penalty 2798.057495 = -646119.895001 nChanged 5 SP:Iteration 43Q (777.069491 sec): 3 clusters Score: Raw -648919.200201 + Penalty 2798.057495 = -646121.142706 nChanged 5 SP:Iteration 44Q (777.090431 sec): 3 clusters Score: Raw -648920.145685 + Penalty 2798.057495 = -646122.088190 nChanged 1 SP:Iteration 45Q (777.110944 sec): 3 clusters Score: Raw -648920.305973 + Penalty 2798.057495 = -646122.248478 nChanged 2 SP:Iteration 46Q (777.137049 sec): 3 clusters Score: Raw -648920.659104 + Penalty 2798.057495 = -646122.601609 nChanged 2 SP:Iteration 47Q (777.157396 sec): 3 clusters Score: Raw -648920.996731 + Penalty 2798.057495 = -646122.939237 nChanged 0 SP:Iteration 48F (777.184888 sec): 3 clusters Score: Raw -648920.996731 + Penalty 2798.057495 = -646122.939237 nChanged 0 Trying to split cluster 2 (26101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (777.236448 sec): 2 clusters Score: Raw -3232085.637098 + Penalty 1652.580947 = -3230433.056151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (777.289451 sec): 3 clusters Score: Raw -3216202.765531 + Penalty 3305.161895 = -3212897.603636 nChanged 12019 SP:Iteration 1F (777.341550 sec): 3 clusters Score: Raw -3222961.171435 + Penalty 3305.161895 = -3219656.009540 nChanged 1376 SP:Iteration 2F (777.398644 sec): 3 clusters Score: Raw -3223592.986212 + Penalty 3305.161895 = -3220287.824317 nChanged 1518 SP:Iteration 3F (777.449409 sec): 3 clusters Score: Raw -3224440.278748 + Penalty 3305.161895 = -3221135.116854 nChanged 1682 SP:Iteration 4F (777.510097 sec): 3 clusters Score: Raw -3225618.640340 + Penalty 3305.161895 = -3222313.478445 nChanged 1953 SP:Iteration 5F (777.570990 sec): 3 clusters Score: Raw -3227193.439216 + Penalty 3305.161895 = -3223888.277322 nChanged 1981 SP:Iteration 6F (777.621419 sec): 3 clusters Score: Raw -3228693.143206 + Penalty 3305.161895 = -3225387.981311 nChanged 1696 SP:Iteration 7F (777.673354 sec): 3 clusters Score: Raw -3229733.413292 + Penalty 3305.161895 = -3226428.251398 nChanged 1319 SP:Iteration 8F (777.756342 sec): 3 clusters Score: Raw -3230354.003135 + Penalty 3305.161895 = -3227048.841240 nChanged 969 SP:Iteration 9Q (777.814612 sec): 3 clusters Score: Raw -3230714.480476 + Penalty 3305.161895 = -3227409.318582 nChanged 691 SP:Iteration 10Q (777.873840 sec): 3 clusters Score: Raw -3230918.267514 + Penalty 3305.161895 = -3227613.105619 nChanged 495 SP:Iteration 11Q (777.930332 sec): 3 clusters Score: Raw -3231032.198104 + Penalty 3305.161895 = -3227727.036209 nChanged 364 SP:Iteration 12Q (777.982120 sec): 3 clusters Score: Raw -3231105.274890 + Penalty 3305.161895 = -3227800.112996 nChanged 312 SP:Iteration 13Q (778.033535 sec): 3 clusters Score: Raw -3231159.440216 + Penalty 3305.161895 = -3227854.278321 nChanged 247 SP:Iteration 14Q (778.088877 sec): 3 clusters Score: Raw -3231197.347023 + Penalty 3305.161895 = -3227892.185129 nChanged 231 SP:Iteration 15Q (778.147800 sec): 3 clusters Score: Raw -3231234.470204 + Penalty 3305.161895 = -3227929.308310 nChanged 240 SP:Iteration 16Q (778.217641 sec): 3 clusters Score: Raw -3231270.956808 + Penalty 3305.161895 = -3227965.794914 nChanged 227 SP:Iteration 17Q (778.268380 sec): 3 clusters Score: Raw -3231302.479693 + Penalty 3305.161895 = -3227997.317798 nChanged 178 SP:Iteration 18Q (778.329423 sec): 3 clusters Score: Raw -3231323.749389 + Penalty 3305.161895 = -3228018.587494 nChanged 169 SP:Iteration 19Q (778.392350 sec): 3 clusters Score: Raw -3231343.522662 + Penalty 3305.161895 = -3228038.360767 nChanged 165 SP:Iteration 20F (778.442981 sec): 3 clusters Score: Raw -3231363.379070 + Penalty 3305.161895 = -3228058.217176 nChanged 163 SP:Iteration 21Q (778.500558 sec): 3 clusters Score: Raw -3231383.688356 + Penalty 3305.161895 = -3228078.526461 nChanged 173 SP:Iteration 22Q (778.560867 sec): 3 clusters Score: Raw -3231407.421578 + Penalty 3305.161895 = -3228102.259683 nChanged 198 SP:Iteration 23Q (778.643756 sec): 3 clusters Score: Raw -3231436.068680 + Penalty 3305.161895 = -3228130.906786 nChanged 184 SP:Iteration 24Q (778.705117 sec): 3 clusters Score: Raw -3231461.947019 + Penalty 3305.161895 = -3228156.785124 nChanged 203 SP:Iteration 25Q (778.768084 sec): 3 clusters Score: Raw -3231494.302094 + Penalty 3305.161895 = -3228189.140199 nChanged 211 SP:Iteration 26Q (778.820530 sec): 3 clusters Score: Raw -3231531.215378 + Penalty 3305.161895 = -3228226.053483 nChanged 219 SP:Iteration 27Q (778.872136 sec): 3 clusters Score: Raw -3231569.174049 + Penalty 3305.161895 = -3228264.012155 nChanged 235 SP:Iteration 28Q (778.931591 sec): 3 clusters Score: Raw -3231613.627567 + Penalty 3305.161895 = -3228308.465672 nChanged 255 SP:Iteration 29Q (779.016517 sec): 3 clusters Score: Raw -3231658.752593 + Penalty 3305.161895 = -3228353.590699 nChanged 226 SP:Iteration 30Q (779.073235 sec): 3 clusters Score: Raw -3231697.647363 + Penalty 3305.161895 = -3228392.485468 nChanged 202 SP:Iteration 31Q (779.124683 sec): 3 clusters Score: Raw -3231732.146570 + Penalty 3305.161895 = -3228426.984676 nChanged 203 SP:Iteration 32Q (779.180989 sec): 3 clusters Score: Raw -3231767.267540 + Penalty 3305.161895 = -3228462.105645 nChanged 191 SP:Iteration 33Q (779.233961 sec): 3 clusters Score: Raw -3231799.858525 + Penalty 3305.161895 = -3228494.696630 nChanged 177 SP:Iteration 34Q (779.319895 sec): 3 clusters Score: Raw -3231828.030178 + Penalty 3305.161895 = -3228522.868283 nChanged 178 SP:Iteration 35Q (779.371057 sec): 3 clusters Score: Raw -3231860.015012 + Penalty 3305.161895 = -3228554.853117 nChanged 169 SP:Iteration 36Q (779.422344 sec): 3 clusters Score: Raw -3231894.427386 + Penalty 3305.161895 = -3228589.265492 nChanged 181 SP:Iteration 37Q (779.478905 sec): 3 clusters Score: Raw -3231931.159257 + Penalty 3305.161895 = -3228625.997362 nChanged 182 SP:Iteration 38Q (779.535148 sec): 3 clusters Score: Raw -3231969.327680 + Penalty 3305.161895 = -3228664.165785 nChanged 178 SP:Iteration 39Q (779.586496 sec): 3 clusters Score: Raw -3232005.830682 + Penalty 3305.161895 = -3228700.668787 nChanged 164 SP:Iteration 40F (779.638957 sec): 3 clusters Score: Raw -3232036.209851 + Penalty 3305.161895 = -3228731.047956 nChanged 131 SP:Iteration 41Q (779.690371 sec): 3 clusters Score: Raw -3232060.121445 + Penalty 3305.161895 = -3228754.959550 nChanged 120 SP:Iteration 42Q (779.742215 sec): 3 clusters Score: Raw -3232082.895532 + Penalty 3305.161895 = -3228777.733637 nChanged 117 SP:Iteration 43Q (779.803094 sec): 3 clusters Score: Raw -3232105.067299 + Penalty 3305.161895 = -3228799.905405 nChanged 109 SP:Iteration 44Q (779.854356 sec): 3 clusters Score: Raw -3232126.024361 + Penalty 3305.161895 = -3228820.862466 nChanged 108 SP:Iteration 45Q (779.910100 sec): 3 clusters Score: Raw -3232145.903080 + Penalty 3305.161895 = -3228840.741185 nChanged 90 SP:Iteration 46Q (779.968927 sec): 3 clusters Score: Raw -3232159.885794 + Penalty 3305.161895 = -3228854.723899 nChanged 87 SP:Iteration 47Q (780.020155 sec): 3 clusters Score: Raw -3232174.580657 + Penalty 3305.161895 = -3228869.418762 nChanged 81 SP:Iteration 48Q (780.077833 sec): 3 clusters Score: Raw -3232187.753386 + Penalty 3305.161895 = -3228882.591491 nChanged 58 SP:Iteration 49Q (780.135891 sec): 3 clusters Score: Raw -3232195.447478 + Penalty 3305.161895 = -3228890.285583 nChanged 48 SP:Iteration 50Q (780.186798 sec): 3 clusters Score: Raw -3232201.617142 + Penalty 3305.161895 = -3228896.455247 nChanged 54 SP:Iteration 51Q (780.243251 sec): 3 clusters Score: Raw -3232210.299940 + Penalty 3305.161895 = -3228905.138045 nChanged 58 SP:Iteration 52Q (780.294206 sec): 3 clusters Score: Raw -3232219.171833 + Penalty 3305.161895 = -3228914.009938 nChanged 55 SP:Iteration 53Q (780.353681 sec): 3 clusters Score: Raw -3232229.784557 + Penalty 3305.161895 = -3228924.622663 nChanged 57 SP:Iteration 54Q (780.403433 sec): 3 clusters Score: Raw -3232241.573609 + Penalty 3305.161895 = -3228936.411714 nChanged 56 SP:Iteration 55Q (780.459979 sec): 3 clusters Score: Raw -3232252.156991 + Penalty 3305.161895 = -3228946.995096 nChanged 55 SP:Iteration 56Q (780.510097 sec): 3 clusters Score: Raw -3232260.111780 + Penalty 3305.161895 = -3228954.949885 nChanged 33 SP:Iteration 57Q (780.565505 sec): 3 clusters Score: Raw -3232264.916603 + Penalty 3305.161895 = -3228959.754708 nChanged 37 SP:Iteration 58Q (780.615692 sec): 3 clusters Score: Raw -3232271.592205 + Penalty 3305.161895 = -3228966.430310 nChanged 47 SP:Iteration 59Q (780.678237 sec): 3 clusters Score: Raw -3232279.401752 + Penalty 3305.161895 = -3228974.239857 nChanged 44 SP:Iteration 60F (780.729005 sec): 3 clusters Score: Raw -3232287.161073 + Penalty 3305.161895 = -3228981.999178 nChanged 42 SP:Iteration 61Q (780.790313 sec): 3 clusters Score: Raw -3232293.489231 + Penalty 3305.161895 = -3228988.327337 nChanged 40 SP:Iteration 62Q (780.840193 sec): 3 clusters Score: Raw -3232299.031396 + Penalty 3305.161895 = -3228993.869501 nChanged 35 SP:Iteration 63Q (780.898753 sec): 3 clusters Score: Raw -3232303.158636 + Penalty 3305.161895 = -3228997.996742 nChanged 28 SP:Iteration 64Q (780.948590 sec): 3 clusters Score: Raw -3232307.422786 + Penalty 3305.161895 = -3229002.260891 nChanged 22 SP:Iteration 65Q (780.997562 sec): 3 clusters Score: Raw -3232310.992699 + Penalty 3305.161895 = -3229005.830804 nChanged 25 SP:Iteration 66Q (781.047343 sec): 3 clusters Score: Raw -3232315.102108 + Penalty 3305.161895 = -3229009.940213 nChanged 27 SP:Iteration 67Q (781.109265 sec): 3 clusters Score: Raw -3232318.777105 + Penalty 3305.161895 = -3229013.615210 nChanged 21 SP:Iteration 68Q (781.168927 sec): 3 clusters Score: Raw -3232322.173558 + Penalty 3305.161895 = -3229017.011664 nChanged 21 SP:Iteration 69Q (781.218627 sec): 3 clusters Score: Raw -3232325.084461 + Penalty 3305.161895 = -3229019.922566 nChanged 15 SP:Iteration 70Q (781.297361 sec): 3 clusters Score: Raw -3232327.811351 + Penalty 3305.161895 = -3229022.649457 nChanged 12 SP:Iteration 71Q (781.374680 sec): 3 clusters Score: Raw -3232329.266719 + Penalty 3305.161895 = -3229024.104824 nChanged 11 SP:Iteration 72Q (781.445391 sec): 3 clusters Score: Raw -3232331.581223 + Penalty 3305.161895 = -3229026.419328 nChanged 16 SP:Iteration 73Q (781.507174 sec): 3 clusters Score: Raw -3232334.155495 + Penalty 3305.161895 = -3229028.993601 nChanged 18 SP:Iteration 74Q (781.556310 sec): 3 clusters Score: Raw -3232337.321951 + Penalty 3305.161895 = -3229032.160056 nChanged 16 SP:Iteration 75Q (781.616303 sec): 3 clusters Score: Raw -3232340.348827 + Penalty 3305.161895 = -3229035.186932 nChanged 14 SP:Iteration 76Q (781.667110 sec): 3 clusters Score: Raw -3232342.887156 + Penalty 3305.161895 = -3229037.725262 nChanged 13 SP:Iteration 77Q (781.731221 sec): 3 clusters Score: Raw -3232345.967733 + Penalty 3305.161895 = -3229040.805838 nChanged 18 SP:Iteration 78Q (781.783378 sec): 3 clusters Score: Raw -3232348.851629 + Penalty 3305.161895 = -3229043.689734 nChanged 16 SP:Iteration 79Q (781.832696 sec): 3 clusters Score: Raw -3232353.487660 + Penalty 3305.161895 = -3229048.325765 nChanged 24 SP:Iteration 80F (781.885732 sec): 3 clusters Score: Raw -3232359.309578 + Penalty 3305.161895 = -3229054.147683 nChanged 22 SP:Iteration 81Q (781.934462 sec): 3 clusters Score: Raw -3232364.415945 + Penalty 3305.161895 = -3229059.254050 nChanged 25 SP:Iteration 82Q (781.983501 sec): 3 clusters Score: Raw -3232369.208604 + Penalty 3305.161895 = -3229064.046709 nChanged 18 SP:Iteration 83Q (782.055881 sec): 3 clusters Score: Raw -3232372.455627 + Penalty 3305.161895 = -3229067.293732 nChanged 17 SP:Iteration 84Q (782.111553 sec): 3 clusters Score: Raw -3232375.593322 + Penalty 3305.161895 = -3229070.431427 nChanged 20 SP:Iteration 85Q (782.188627 sec): 3 clusters Score: Raw -3232380.207491 + Penalty 3305.161895 = -3229075.045596 nChanged 17 SP:Iteration 86Q (782.248473 sec): 3 clusters Score: Raw -3232383.357390 + Penalty 3305.161895 = -3229078.195495 nChanged 13 SP:Iteration 87Q (782.300458 sec): 3 clusters Score: Raw -3232385.060984 + Penalty 3305.161895 = -3229079.899089 nChanged 11 SP:Iteration 88Q (782.348901 sec): 3 clusters Score: Raw -3232386.495196 + Penalty 3305.161895 = -3229081.333301 nChanged 14 SP:Iteration 89Q (782.430283 sec): 3 clusters Score: Raw -3232388.233467 + Penalty 3305.161895 = -3229083.071572 nChanged 11 SP:Iteration 90Q (782.479231 sec): 3 clusters Score: Raw -3232390.266013 + Penalty 3305.161895 = -3229085.104119 nChanged 13 SP:Iteration 91Q (782.538753 sec): 3 clusters Score: Raw -3232392.535236 + Penalty 3305.161895 = -3229087.373341 nChanged 10 SP:Iteration 92Q (782.593092 sec): 3 clusters Score: Raw -3232394.678295 + Penalty 3305.161895 = -3229089.516401 nChanged 9 SP:Iteration 93Q (782.672131 sec): 3 clusters Score: Raw -3232396.346636 + Penalty 3305.161895 = -3229091.184741 nChanged 8 SP:Iteration 94Q (782.720247 sec): 3 clusters Score: Raw -3232397.598819 + Penalty 3305.161895 = -3229092.436925 nChanged 6 SP:Iteration 95Q (782.769008 sec): 3 clusters Score: Raw -3232399.177386 + Penalty 3305.161895 = -3229094.015491 nChanged 6 SP:Iteration 96Q (782.824296 sec): 3 clusters Score: Raw -3232400.785885 + Penalty 3305.161895 = -3229095.623991 nChanged 6 SP:Iteration 97Q (782.879915 sec): 3 clusters Score: Raw -3232401.573817 + Penalty 3305.161895 = -3229096.411922 nChanged 3 SP:Iteration 98Q (782.934301 sec): 3 clusters Score: Raw -3232401.810634 + Penalty 3305.161895 = -3229096.648739 nChanged 0 SP:Iteration 99F (782.985239 sec): 3 clusters Score: Raw -3232401.810634 + Penalty 3305.161895 = -3229096.648739 nChanged 0 Trying to split cluster 3 (1994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (783.004311 sec): 2 clusters Score: Raw -226935.928902 + Penalty 1234.658417 = -225701.270485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (783.015028 sec): 3 clusters Score: Raw -226052.021734 + Penalty 2469.316834 = -223582.704900 nChanged 716 SP:Iteration 1F (783.025981 sec): 3 clusters Score: Raw -226500.580052 + Penalty 2469.316834 = -224031.263218 nChanged 161 SP:Iteration 2F (783.042687 sec): 3 clusters Score: Raw -226632.536106 + Penalty 2469.316834 = -224163.219272 nChanged 113 SP:Iteration 3F (783.052835 sec): 3 clusters Score: Raw -226729.371803 + Penalty 2469.316834 = -224260.054970 nChanged 101 SP:Iteration 4F (783.063958 sec): 3 clusters Score: Raw -226808.451790 + Penalty 2469.316834 = -224339.134956 nChanged 79 SP:Iteration 5Q (783.080642 sec): 3 clusters Score: Raw -226874.411016 + Penalty 2469.316834 = -224405.094182 nChanged 65 SP:Iteration 6Q (783.090774 sec): 3 clusters Score: Raw -226925.918832 + Penalty 2469.316834 = -224456.601998 nChanged 56 SP:Iteration 7Q (783.100827 sec): 3 clusters Score: Raw -226973.418212 + Penalty 2469.316834 = -224504.101378 nChanged 62 SP:Iteration 8Q (783.109977 sec): 3 clusters Score: Raw -227025.359604 + Penalty 2469.316834 = -224556.042770 nChanged 66 SP:Iteration 9Q (783.126621 sec): 3 clusters Score: Raw -227077.284786 + Penalty 2469.316834 = -224607.967952 nChanged 60 SP:Iteration 10Q (783.136719 sec): 3 clusters Score: Raw -227129.647274 + Penalty 2469.316834 = -224660.330440 nChanged 57 SP:Iteration 11Q (783.146771 sec): 3 clusters Score: Raw -227187.532712 + Penalty 2469.316834 = -224718.215878 nChanged 59 SP:Iteration 12Q (783.156761 sec): 3 clusters Score: Raw -227249.942722 + Penalty 2469.316834 = -224780.625888 nChanged 58 SP:Iteration 13Q (783.166281 sec): 3 clusters Score: Raw -227321.359475 + Penalty 2469.316834 = -224852.042641 nChanged 64 SP:Iteration 14Q (783.176300 sec): 3 clusters Score: Raw -227402.877407 + Penalty 2469.316834 = -224933.560573 nChanged 48 SP:Iteration 15Q (783.186241 sec): 3 clusters Score: Raw -227482.240249 + Penalty 2469.316834 = -225012.923415 nChanged 65 SP:Iteration 16Q (783.196152 sec): 3 clusters Score: Raw -227566.681477 + Penalty 2469.316834 = -225097.364643 nChanged 58 SP:Iteration 17Q (783.206001 sec): 3 clusters Score: Raw -227642.579612 + Penalty 2469.316834 = -225173.262778 nChanged 41 SP:Iteration 18Q (783.215787 sec): 3 clusters Score: Raw -227699.570311 + Penalty 2469.316834 = -225230.253477 nChanged 45 SP:Iteration 19Q (783.225517 sec): 3 clusters Score: Raw -227773.387198 + Penalty 2469.316834 = -225304.070364 nChanged 46 SP:Iteration 20F (783.235555 sec): 3 clusters Score: Raw -227848.590285 + Penalty 2469.316834 = -225379.273451 nChanged 32 SP:Iteration 21Q (783.245202 sec): 3 clusters Score: Raw -227884.209042 + Penalty 2469.316834 = -225414.892208 nChanged 24 SP:Iteration 22Q (783.254780 sec): 3 clusters Score: Raw -227908.325488 + Penalty 2469.316834 = -225439.008654 nChanged 17 SP:Iteration 23Q (783.264345 sec): 3 clusters Score: Raw -227922.072070 + Penalty 2469.316834 = -225452.755236 nChanged 13 SP:Iteration 24Q (783.273912 sec): 3 clusters Score: Raw -227934.694675 + Penalty 2469.316834 = -225465.377841 nChanged 8 SP:Iteration 25Q (783.283428 sec): 3 clusters Score: Raw -227941.425032 + Penalty 2469.316834 = -225472.108198 nChanged 1 SP:Iteration 26Q (783.292631 sec): 3 clusters Score: Raw -227942.558303 + Penalty 2469.316834 = -225473.241469 nChanged 1 SP:Iteration 27Q (783.302149 sec): 3 clusters Score: Raw -227942.943058 + Penalty 2469.316834 = -225473.626224 nChanged 1 SP:Iteration 28Q (783.311546 sec): 3 clusters Score: Raw -227943.594986 + Penalty 2469.316834 = -225474.278152 nChanged 2 SP:Iteration 29Q (783.320234 sec): 3 clusters Score: Raw -227945.071927 + Penalty 2469.316834 = -225475.755093 nChanged 0 SP:Iteration 30F (783.337333 sec): 3 clusters Score: Raw -227945.071927 + Penalty 2469.316834 = -225475.755093 nChanged 0 Trying to split cluster 4 (33829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (783.402163 sec): 2 clusters Score: Raw -4167217.404794 + Penalty 1694.724477 = -4165522.680317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (783.496442 sec): 3 clusters Score: Raw -4146112.123704 + Penalty 3389.448953 = -4142722.674751 nChanged 15554 SP:Iteration 1F (783.562061 sec): 3 clusters Score: Raw -4155087.327917 + Penalty 3389.448953 = -4151697.878964 nChanged 1513 SP:Iteration 2Q (783.628809 sec): 3 clusters Score: Raw -4155576.455723 + Penalty 3389.448953 = -4152187.006770 nChanged 1513 SP:Iteration 3Q (783.704199 sec): 3 clusters Score: Raw -4156151.164796 + Penalty 3389.448953 = -4152761.715843 nChanged 1772 SP:Iteration 4F (783.770169 sec): 3 clusters Score: Raw -4157043.593504 + Penalty 3389.448953 = -4153654.144551 nChanged 2122 SP:Iteration 5F (783.834913 sec): 3 clusters Score: Raw -4158350.872405 + Penalty 3389.448953 = -4154961.423452 nChanged 2382 SP:Iteration 6F (783.899691 sec): 3 clusters Score: Raw -4160081.640999 + Penalty 3389.448953 = -4156692.192046 nChanged 2363 SP:Iteration 7F (783.964355 sec): 3 clusters Score: Raw -4161935.258551 + Penalty 3389.448953 = -4158545.809598 nChanged 2090 SP:Iteration 8F (784.029474 sec): 3 clusters Score: Raw -4163603.987981 + Penalty 3389.448953 = -4160214.539027 nChanged 1600 SP:Iteration 9Q (784.102655 sec): 3 clusters Score: Raw -4164878.794502 + Penalty 3389.448953 = -4161489.345549 nChanged 1235 SP:Iteration 10Q (784.166444 sec): 3 clusters Score: Raw -4165892.545426 + Penalty 3389.448953 = -4162503.096473 nChanged 819 SP:Iteration 11Q (784.264172 sec): 3 clusters Score: Raw -4166575.061338 + Penalty 3389.448953 = -4163185.612385 nChanged 496 SP:Iteration 12Q (784.316508 sec): 3 clusters Score: Raw -4166978.872271 + Penalty 3389.448953 = -4163589.423318 nChanged 265 SP:Iteration 13Q (784.383209 sec): 3 clusters Score: Raw -4167193.197200 + Penalty 3389.448953 = -4163803.748247 nChanged 135 SP:Iteration 14Q (784.444825 sec): 3 clusters Score: Raw -4167324.046853 + Penalty 3389.448953 = -4163934.597900 nChanged 73 SP:Iteration 15Q (784.503597 sec): 3 clusters Score: Raw -4167392.986520 + Penalty 3389.448953 = -4164003.537567 nChanged 47 SP:Iteration 16Q (784.554642 sec): 3 clusters Score: Raw -4167431.417404 + Penalty 3389.448953 = -4164041.968450 nChanged 33 SP:Iteration 17Q (784.606662 sec): 3 clusters Score: Raw -4167454.848648 + Penalty 3389.448953 = -4164065.399695 nChanged 18 SP:Iteration 18Q (784.687247 sec): 3 clusters Score: Raw -4167466.180673 + Penalty 3389.448953 = -4164076.731720 nChanged 12 SP:Iteration 19Q (784.746244 sec): 3 clusters Score: Raw -4167474.532326 + Penalty 3389.448953 = -4164085.083373 nChanged 10 SP:Iteration 20F (784.815989 sec): 3 clusters Score: Raw -4167481.328193 + Penalty 3389.448953 = -4164091.879240 nChanged 6 SP:Iteration 21Q (784.879232 sec): 3 clusters Score: Raw -4167486.130098 + Penalty 3389.448953 = -4164096.681145 nChanged 4 SP:Iteration 22Q (784.953776 sec): 3 clusters Score: Raw -4167489.259090 + Penalty 3389.448953 = -4164099.810137 nChanged 4 SP:Iteration 23Q (785.015097 sec): 3 clusters Score: Raw -4167492.054237 + Penalty 3389.448953 = -4164102.605284 nChanged 2 SP:Iteration 24Q (785.091344 sec): 3 clusters Score: Raw -4167493.012877 + Penalty 3389.448953 = -4164103.563924 nChanged 3 SP:Iteration 25Q (785.163569 sec): 3 clusters Score: Raw -4167496.413866 + Penalty 3389.448953 = -4164106.964913 nChanged 5 SP:Iteration 26Q (785.225761 sec): 3 clusters Score: Raw -4167499.724669 + Penalty 3389.448953 = -4164110.275716 nChanged 3 SP:Iteration 27Q (785.275159 sec): 3 clusters Score: Raw -4167501.699664 + Penalty 3389.448953 = -4164112.250711 nChanged 3 SP:Iteration 28Q (785.333323 sec): 3 clusters Score: Raw -4167503.932203 + Penalty 3389.448953 = -4164114.483250 nChanged 3 SP:Iteration 29Q (785.389770 sec): 3 clusters Score: Raw -4167507.487210 + Penalty 3389.448953 = -4164118.038257 nChanged 5 SP:Iteration 30Q (785.473462 sec): 3 clusters Score: Raw -4167511.364669 + Penalty 3389.448953 = -4164121.915716 nChanged 3 SP:Iteration 31Q (785.523939 sec): 3 clusters Score: Raw -4167512.719174 + Penalty 3389.448953 = -4164123.270221 nChanged 0 SP:Iteration 32F (785.587883 sec): 3 clusters Score: Raw -4167512.719174 + Penalty 3389.448953 = -4164123.270221 nChanged 0 Trying to split cluster 5 (16926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (785.622460 sec): 2 clusters Score: Raw -2049507.971388 + Penalty 1582.198504 = -2047925.772884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (785.667926 sec): 3 clusters Score: Raw -2039559.079920 + Penalty 3164.397009 = -2036394.682911 nChanged 7471 SP:Iteration 1F (785.708838 sec): 3 clusters Score: Raw -2044254.368087 + Penalty 3164.397009 = -2041089.971078 nChanged 1355 SP:Iteration 2F (785.759657 sec): 3 clusters Score: Raw -2045459.385955 + Penalty 3164.397009 = -2042294.988946 nChanged 1423 SP:Iteration 3F (785.804578 sec): 3 clusters Score: Raw -2046985.380207 + Penalty 3164.397009 = -2043820.983198 nChanged 1393 SP:Iteration 4F (785.851735 sec): 3 clusters Score: Raw -2048476.258663 + Penalty 3164.397009 = -2045311.861655 nChanged 1174 SP:Iteration 5F (785.899793 sec): 3 clusters Score: Raw -2049574.090050 + Penalty 3164.397009 = -2046409.693042 nChanged 960 SP:Iteration 6F (785.944859 sec): 3 clusters Score: Raw -2050351.758057 + Penalty 3164.397009 = -2047187.361049 nChanged 685 SP:Iteration 7Q (785.980874 sec): 3 clusters Score: Raw -2050787.914161 + Penalty 3164.397009 = -2047623.517152 nChanged 491 SP:Iteration 8Q (786.048027 sec): 3 clusters Score: Raw -2051042.855727 + Penalty 3164.397009 = -2047878.458718 nChanged 357 SP:Iteration 9Q (786.085391 sec): 3 clusters Score: Raw -2051221.769053 + Penalty 3164.397009 = -2048057.372045 nChanged 315 SP:Iteration 10Q (786.131867 sec): 3 clusters Score: Raw -2051372.035305 + Penalty 3164.397009 = -2048207.638297 nChanged 269 SP:Iteration 11Q (786.170753 sec): 3 clusters Score: Raw -2051497.651727 + Penalty 3164.397009 = -2048333.254719 nChanged 218 SP:Iteration 12Q (786.206576 sec): 3 clusters Score: Raw -2051589.147245 + Penalty 3164.397009 = -2048424.750236 nChanged 186 SP:Iteration 13Q (786.256146 sec): 3 clusters Score: Raw -2051666.649040 + Penalty 3164.397009 = -2048502.252031 nChanged 187 SP:Iteration 14Q (786.301649 sec): 3 clusters Score: Raw -2051738.476565 + Penalty 3164.397009 = -2048574.079556 nChanged 163 SP:Iteration 15Q (786.356108 sec): 3 clusters Score: Raw -2051813.845387 + Penalty 3164.397009 = -2048649.448379 nChanged 199 SP:Iteration 16Q (786.415131 sec): 3 clusters Score: Raw -2051908.024972 + Penalty 3164.397009 = -2048743.627964 nChanged 185 SP:Iteration 17Q (786.450660 sec): 3 clusters Score: Raw -2051994.495168 + Penalty 3164.397009 = -2048830.098160 nChanged 201 SP:Iteration 18Q (786.484838 sec): 3 clusters Score: Raw -2052100.275950 + Penalty 3164.397009 = -2048935.878942 nChanged 239 SP:Iteration 19Q (786.519128 sec): 3 clusters Score: Raw -2052244.038193 + Penalty 3164.397009 = -2049079.641185 nChanged 262 SP:Iteration 20F (786.569536 sec): 3 clusters Score: Raw -2052423.184590 + Penalty 3164.397009 = -2049258.787581 nChanged 321 SP:Iteration 21Q (786.613118 sec): 3 clusters Score: Raw -2052697.964530 + Penalty 3164.397009 = -2049533.567522 nChanged 331 SP:Iteration 22Q (786.673926 sec): 3 clusters Score: Raw -2053057.232987 + Penalty 3164.397009 = -2049892.835978 nChanged 366 SP:Iteration 23Q (786.719310 sec): 3 clusters Score: Raw -2053520.060526 + Penalty 3164.397009 = -2050355.663518 nChanged 345 SP:Iteration 24Q (786.752273 sec): 3 clusters Score: Raw -2053995.838897 + Penalty 3164.397009 = -2050831.441889 nChanged 315 SP:Iteration 25Q (786.790503 sec): 3 clusters Score: Raw -2054490.150161 + Penalty 3164.397009 = -2051325.753153 nChanged 262 SP:Iteration 26Q (786.838221 sec): 3 clusters Score: Raw -2054931.138044 + Penalty 3164.397009 = -2051766.741035 nChanged 194 SP:Iteration 27Q (786.874623 sec): 3 clusters Score: Raw -2055302.699346 + Penalty 3164.397009 = -2052138.302338 nChanged 115 SP:Iteration 28Q (786.906467 sec): 3 clusters Score: Raw -2055457.945900 + Penalty 3164.397009 = -2052293.548892 nChanged 57 SP:Iteration 29Q (786.951428 sec): 3 clusters Score: Raw -2055510.158683 + Penalty 3164.397009 = -2052345.761674 nChanged 37 SP:Iteration 30Q (786.995982 sec): 3 clusters Score: Raw -2055543.442187 + Penalty 3164.397009 = -2052379.045178 nChanged 17 SP:Iteration 31Q (787.040112 sec): 3 clusters Score: Raw -2055551.816150 + Penalty 3164.397009 = -2052387.419141 nChanged 7 SP:Iteration 32Q (787.071897 sec): 3 clusters Score: Raw -2055555.731010 + Penalty 3164.397009 = -2052391.334002 nChanged 6 SP:Iteration 33Q (787.110642 sec): 3 clusters Score: Raw -2055558.481058 + Penalty 3164.397009 = -2052394.084050 nChanged 2 SP:Iteration 34Q (787.145621 sec): 3 clusters Score: Raw -2055558.984205 + Penalty 3164.397009 = -2052394.587196 nChanged 2 SP:Iteration 35Q (787.190264 sec): 3 clusters Score: Raw -2055559.712630 + Penalty 3164.397009 = -2052395.315622 nChanged 2 SP:Iteration 36Q (787.239720 sec): 3 clusters Score: Raw -2055560.384090 + Penalty 3164.397009 = -2052395.987082 nChanged 2 SP:Iteration 37Q (787.278830 sec): 3 clusters Score: Raw -2055560.921275 + Penalty 3164.397009 = -2052396.524266 nChanged 2 SP:Iteration 38Q (787.310548 sec): 3 clusters Score: Raw -2055561.667835 + Penalty 3164.397009 = -2052397.270826 nChanged 1 SP:Iteration 39Q (787.345899 sec): 3 clusters Score: Raw -2055562.162131 + Penalty 3164.397009 = -2052397.765122 nChanged 0 SP:Iteration 40F (787.393518 sec): 3 clusters Score: Raw -2055567.434041 + Penalty 3164.397009 = -2052403.037033 nChanged 2 SP:Iteration 41Q (787.433018 sec): 3 clusters Score: Raw -2055568.669965 + Penalty 3164.397009 = -2052404.272957 nChanged 1 SP:Iteration 42Q (787.474777 sec): 3 clusters Score: Raw -2055569.054180 + Penalty 3164.397009 = -2052404.657171 nChanged 0 SP:Iteration 43F (787.518721 sec): 3 clusters Score: Raw -2055569.054180 + Penalty 3164.397009 = -2052404.657171 nChanged 0 Score: Raw -56479638.671722 + Penalty 44598.921806 = -56435039.749916 Splitting cluster 5 changes total score from -56431099.603789 to -56435039.749916 So it's getting split into cluster 21. Trying to split cluster 6 (917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (793.627375 sec): 2 clusters Score: Raw -120270.596121 + Penalty 1108.429964 = -119162.166156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (793.632793 sec): 3 clusters Score: Raw -119984.324494 + Penalty 2216.859928 = -117767.464565 nChanged 265 SP:Iteration 1F (793.646001 sec): 3 clusters Score: Raw -120215.223895 + Penalty 2216.859928 = -117998.363966 nChanged 67 SP:Iteration 2F (793.651001 sec): 3 clusters Score: Raw -120290.619558 + Penalty 2216.859928 = -118073.759630 nChanged 34 SP:Iteration 3Q (793.661048 sec): 3 clusters Score: Raw -120323.348438 + Penalty 2216.859928 = -118106.488510 nChanged 18 SP:Iteration 4Q (793.666038 sec): 3 clusters Score: Raw -120342.299706 + Penalty 2216.859928 = -118125.439778 nChanged 15 SP:Iteration 5Q (793.678255 sec): 3 clusters Score: Raw -120356.521294 + Penalty 2216.859928 = -118139.661366 nChanged 12 SP:Iteration 6Q (793.683052 sec): 3 clusters Score: Raw -120366.154275 + Penalty 2216.859928 = -118149.294347 nChanged 8 SP:Iteration 7Q (793.695207 sec): 3 clusters Score: Raw -120371.590034 + Penalty 2216.859928 = -118154.730105 nChanged 4 SP:Iteration 8Q (793.700221 sec): 3 clusters Score: Raw -120376.980896 + Penalty 2216.859928 = -118160.120968 nChanged 3 SP:Iteration 9Q (793.713175 sec): 3 clusters Score: Raw -120378.917416 + Penalty 2216.859928 = -118162.057487 nChanged 2 SP:Iteration 10Q (793.718145 sec): 3 clusters Score: Raw -120379.975766 + Penalty 2216.859928 = -118163.115837 nChanged 1 SP:Iteration 11Q (793.729261 sec): 3 clusters Score: Raw -120380.421694 + Penalty 2216.859928 = -118163.561765 nChanged 0 SP:Iteration 12F (793.734242 sec): 3 clusters Score: Raw -120380.421694 + Penalty 2216.859928 = -118163.561765 nChanged 0 Trying to split cluster 7 (596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (793.745720 sec): 2 clusters Score: Raw -61807.267425 + Penalty 1038.414108 = -60768.853316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (793.749272 sec): 3 clusters Score: Raw -61755.689522 + Penalty 2076.828217 = -59678.861305 nChanged 153 SP:Iteration 1F (793.752749 sec): 3 clusters Score: Raw -62007.717960 + Penalty 2076.828217 = -59930.889744 nChanged 53 SP:Iteration 2F (793.762436 sec): 3 clusters Score: Raw -62157.346164 + Penalty 2076.828217 = -60080.517947 nChanged 43 SP:Iteration 3F (793.765888 sec): 3 clusters Score: Raw -62287.019784 + Penalty 2076.828217 = -60210.191567 nChanged 33 SP:Iteration 4F (793.769295 sec): 3 clusters Score: Raw -62373.733983 + Penalty 2076.828217 = -60296.905766 nChanged 29 SP:Iteration 5Q (793.779996 sec): 3 clusters Score: Raw -62508.445641 + Penalty 2076.828217 = -60431.617424 nChanged 29 SP:Iteration 6Q (793.783272 sec): 3 clusters Score: Raw -62572.824609 + Penalty 2076.828217 = -60495.996393 nChanged 14 SP:Iteration 7Q (793.786551 sec): 3 clusters Score: Raw -62592.437310 + Penalty 2076.828217 = -60515.609094 nChanged 5 SP:Iteration 8Q (793.796093 sec): 3 clusters Score: Raw -62609.482230 + Penalty 2076.828217 = -60532.654013 nChanged 5 SP:Iteration 9Q (793.799344 sec): 3 clusters Score: Raw -62623.380449 + Penalty 2076.828217 = -60546.552232 nChanged 7 SP:Iteration 10Q (793.802608 sec): 3 clusters Score: Raw -62635.825629 + Penalty 2076.828217 = -60558.997413 nChanged 3 SP:Iteration 11Q (793.813544 sec): 3 clusters Score: Raw -62640.407872 + Penalty 2076.828217 = -60563.579655 nChanged 2 SP:Iteration 12Q (793.816807 sec): 3 clusters Score: Raw -62650.677675 + Penalty 2076.828217 = -60573.849459 nChanged 4 SP:Iteration 13Q (793.820058 sec): 3 clusters Score: Raw -62671.638174 + Penalty 2076.828217 = -60594.809957 nChanged 3 SP:Iteration 14Q (793.830090 sec): 3 clusters Score: Raw -62683.792456 + Penalty 2076.828217 = -60606.964239 nChanged 3 SP:Iteration 15Q (793.833339 sec): 3 clusters Score: Raw -62689.834809 + Penalty 2076.828217 = -60613.006592 nChanged 4 SP:Iteration 16Q (793.836592 sec): 3 clusters Score: Raw -62702.418170 + Penalty 2076.828217 = -60625.589953 nChanged 3 SP:Iteration 17Q (793.847174 sec): 3 clusters Score: Raw -62712.069661 + Penalty 2076.828217 = -60635.241445 nChanged 2 SP:Iteration 18Q (793.850408 sec): 3 clusters Score: Raw -62715.712177 + Penalty 2076.828217 = -60638.883960 nChanged 0 SP:Iteration 19F (793.853800 sec): 3 clusters Score: Raw -62742.147969 + Penalty 2076.828217 = -60665.319752 nChanged 2 SP:Iteration 20F (793.864618 sec): 3 clusters Score: Raw -62795.554507 + Penalty 2076.828217 = -60718.726290 nChanged 6 SP:Iteration 21Q (793.867868 sec): 3 clusters Score: Raw -62817.537633 + Penalty 2076.828217 = -60740.709417 nChanged 3 SP:Iteration 22Q (793.871101 sec): 3 clusters Score: Raw -62826.960934 + Penalty 2076.828217 = -60750.132717 nChanged 2 SP:Iteration 23Q (793.881905 sec): 3 clusters Score: Raw -62829.216065 + Penalty 2076.828217 = -60752.387848 nChanged 1 SP:Iteration 24Q (793.885237 sec): 3 clusters Score: Raw -62831.176670 + Penalty 2076.828217 = -60754.348453 nChanged 1 SP:Iteration 25Q (793.888472 sec): 3 clusters Score: Raw -62833.151692 + Penalty 2076.828217 = -60756.323475 nChanged 0 SP:Iteration 26F (793.899091 sec): 3 clusters Score: Raw -62833.151692 + Penalty 2076.828217 = -60756.323475 nChanged 0 Trying to split cluster 8 (4801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (793.928125 sec): 2 clusters Score: Raw -540998.212689 + Penalty 1377.444170 = -539620.768519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (793.948082 sec): 3 clusters Score: Raw -538615.225140 + Penalty 2754.888340 = -535860.336799 nChanged 1921 SP:Iteration 1F (793.967399 sec): 3 clusters Score: Raw -539776.414157 + Penalty 2754.888340 = -537021.525817 nChanged 357 SP:Iteration 2F (794.006715 sec): 3 clusters Score: Raw -540108.336377 + Penalty 2754.888340 = -537353.448037 nChanged 364 SP:Iteration 3F (794.026610 sec): 3 clusters Score: Raw -540482.817427 + Penalty 2754.888340 = -537727.929087 nChanged 393 SP:Iteration 4F (794.046134 sec): 3 clusters Score: Raw -540860.204135 + Penalty 2754.888340 = -538105.315795 nChanged 354 SP:Iteration 5F (794.071273 sec): 3 clusters Score: Raw -541157.547867 + Penalty 2754.888340 = -538402.659527 nChanged 278 SP:Iteration 6F (794.098087 sec): 3 clusters Score: Raw -541361.927038 + Penalty 2754.888340 = -538607.038697 nChanged 201 SP:Iteration 7Q (794.117626 sec): 3 clusters Score: Raw -541504.826800 + Penalty 2754.888340 = -538749.938460 nChanged 149 SP:Iteration 8Q (794.137372 sec): 3 clusters Score: Raw -541600.210408 + Penalty 2754.888340 = -538845.322068 nChanged 112 SP:Iteration 9Q (794.156746 sec): 3 clusters Score: Raw -541676.945542 + Penalty 2754.888340 = -538922.057201 nChanged 101 SP:Iteration 10Q (794.183202 sec): 3 clusters Score: Raw -541736.443537 + Penalty 2754.888340 = -538981.555197 nChanged 77 SP:Iteration 11Q (794.202894 sec): 3 clusters Score: Raw -541771.243016 + Penalty 2754.888340 = -539016.354675 nChanged 49 SP:Iteration 12Q (794.222199 sec): 3 clusters Score: Raw -541789.100805 + Penalty 2754.888340 = -539034.212465 nChanged 35 SP:Iteration 13Q (794.247679 sec): 3 clusters Score: Raw -541798.882654 + Penalty 2754.888340 = -539043.994314 nChanged 11 SP:Iteration 14Q (794.267257 sec): 3 clusters Score: Raw -541801.747219 + Penalty 2754.888340 = -539046.858879 nChanged 9 SP:Iteration 15Q (794.288745 sec): 3 clusters Score: Raw -541803.957734 + Penalty 2754.888340 = -539049.069393 nChanged 7 SP:Iteration 16Q (794.317508 sec): 3 clusters Score: Raw -541805.879096 + Penalty 2754.888340 = -539050.990755 nChanged 10 SP:Iteration 17Q (794.336739 sec): 3 clusters Score: Raw -541808.964499 + Penalty 2754.888340 = -539054.076159 nChanged 10 SP:Iteration 18Q (794.362293 sec): 3 clusters Score: Raw -541811.358061 + Penalty 2754.888340 = -539056.469721 nChanged 7 SP:Iteration 19Q (794.381569 sec): 3 clusters Score: Raw -541812.468218 + Penalty 2754.888340 = -539057.579877 nChanged 7 SP:Iteration 20F (794.400973 sec): 3 clusters Score: Raw -541813.732244 + Penalty 2754.888340 = -539058.843903 nChanged 7 SP:Iteration 21Q (794.425650 sec): 3 clusters Score: Raw -541815.910663 + Penalty 2754.888340 = -539061.022323 nChanged 8 SP:Iteration 22Q (794.445436 sec): 3 clusters Score: Raw -541817.885472 + Penalty 2754.888340 = -539062.997132 nChanged 9 SP:Iteration 23Q (794.464724 sec): 3 clusters Score: Raw -541820.207388 + Penalty 2754.888340 = -539065.319048 nChanged 7 SP:Iteration 24Q (794.490717 sec): 3 clusters Score: Raw -541822.018105 + Penalty 2754.888340 = -539067.129764 nChanged 5 SP:Iteration 25Q (794.533781 sec): 3 clusters Score: Raw -541823.186315 + Penalty 2754.888340 = -539068.297975 nChanged 5 SP:Iteration 26Q (794.554127 sec): 3 clusters Score: Raw -541823.992375 + Penalty 2754.888340 = -539069.104035 nChanged 5 SP:Iteration 27Q (794.574718 sec): 3 clusters Score: Raw -541824.744424 + Penalty 2754.888340 = -539069.856084 nChanged 1 SP:Iteration 28Q (794.594089 sec): 3 clusters Score: Raw -541825.292896 + Penalty 2754.888340 = -539070.404556 nChanged 5 SP:Iteration 29Q (794.613637 sec): 3 clusters Score: Raw -541827.076953 + Penalty 2754.888340 = -539072.188613 nChanged 7 SP:Iteration 30Q (794.633939 sec): 3 clusters Score: Raw -541828.880541 + Penalty 2754.888340 = -539073.992200 nChanged 6 SP:Iteration 31Q (794.654178 sec): 3 clusters Score: Raw -541830.602044 + Penalty 2754.888340 = -539075.713704 nChanged 4 SP:Iteration 32Q (794.674303 sec): 3 clusters Score: Raw -541832.372262 + Penalty 2754.888340 = -539077.483922 nChanged 3 SP:Iteration 33Q (794.694318 sec): 3 clusters Score: Raw -541833.078051 + Penalty 2754.888340 = -539078.189711 nChanged 1 SP:Iteration 34Q (794.714842 sec): 3 clusters Score: Raw -541833.144285 + Penalty 2754.888340 = -539078.255945 nChanged 0 SP:Iteration 35F (794.734165 sec): 3 clusters Score: Raw -541833.144285 + Penalty 2754.888340 = -539078.255945 nChanged 0 Trying to split cluster 9 (4582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (794.774102 sec): 2 clusters Score: Raw -524439.051494 + Penalty 1369.857265 = -523069.194229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (794.804298 sec): 3 clusters Score: Raw -522153.635394 + Penalty 2739.714530 = -519413.920864 nChanged 1817 SP:Iteration 1F (794.831983 sec): 3 clusters Score: Raw -523227.164814 + Penalty 2739.714530 = -520487.450283 nChanged 335 SP:Iteration 2F (794.851460 sec): 3 clusters Score: Raw -523434.147431 + Penalty 2739.714530 = -520694.432901 nChanged 271 SP:Iteration 3F (794.870865 sec): 3 clusters Score: Raw -523591.988123 + Penalty 2739.714530 = -520852.273593 nChanged 205 SP:Iteration 4Q (794.896222 sec): 3 clusters Score: Raw -523702.705002 + Penalty 2739.714530 = -520962.990471 nChanged 173 SP:Iteration 5Q (794.916560 sec): 3 clusters Score: Raw -523797.943782 + Penalty 2739.714530 = -521058.229251 nChanged 170 SP:Iteration 6Q (794.936088 sec): 3 clusters Score: Raw -523895.847745 + Penalty 2739.714530 = -521156.133215 nChanged 161 SP:Iteration 7Q (794.956035 sec): 3 clusters Score: Raw -523984.094453 + Penalty 2739.714530 = -521244.379922 nChanged 129 SP:Iteration 8Q (794.975424 sec): 3 clusters Score: Raw -524047.001288 + Penalty 2739.714530 = -521307.286758 nChanged 119 SP:Iteration 9Q (795.001001 sec): 3 clusters Score: Raw -524113.031014 + Penalty 2739.714530 = -521373.316483 nChanged 122 SP:Iteration 10Q (795.021335 sec): 3 clusters Score: Raw -524189.684916 + Penalty 2739.714530 = -521449.970386 nChanged 130 SP:Iteration 11Q (795.047650 sec): 3 clusters Score: Raw -524263.711860 + Penalty 2739.714530 = -521523.997329 nChanged 123 SP:Iteration 12Q (795.074421 sec): 3 clusters Score: Raw -524341.641982 + Penalty 2739.714530 = -521601.927451 nChanged 116 SP:Iteration 13Q (795.094326 sec): 3 clusters Score: Raw -524436.449170 + Penalty 2739.714530 = -521696.734640 nChanged 123 SP:Iteration 14Q (795.113901 sec): 3 clusters Score: Raw -524543.663873 + Penalty 2739.714530 = -521803.949342 nChanged 111 SP:Iteration 15Q (795.169534 sec): 3 clusters Score: Raw -524649.879145 + Penalty 2739.714530 = -521910.164615 nChanged 86 SP:Iteration 16Q (795.209938 sec): 3 clusters Score: Raw -524723.415076 + Penalty 2739.714530 = -521983.700546 nChanged 87 SP:Iteration 17Q (795.265963 sec): 3 clusters Score: Raw -524788.556994 + Penalty 2739.714530 = -522048.842463 nChanged 84 SP:Iteration 18Q (795.285855 sec): 3 clusters Score: Raw -524856.278934 + Penalty 2739.714530 = -522116.564403 nChanged 75 SP:Iteration 19Q (795.314002 sec): 3 clusters Score: Raw -524903.575058 + Penalty 2739.714530 = -522163.860528 nChanged 58 SP:Iteration 20F (795.339018 sec): 3 clusters Score: Raw -524956.466590 + Penalty 2739.714530 = -522216.752059 nChanged 61 SP:Iteration 21Q (795.360382 sec): 3 clusters Score: Raw -525014.617684 + Penalty 2739.714530 = -522274.903153 nChanged 63 SP:Iteration 22Q (795.378871 sec): 3 clusters Score: Raw -525089.852682 + Penalty 2739.714530 = -522350.138152 nChanged 79 SP:Iteration 23Q (795.403618 sec): 3 clusters Score: Raw -525174.233219 + Penalty 2739.714530 = -522434.518688 nChanged 78 SP:Iteration 24Q (795.422005 sec): 3 clusters Score: Raw -525274.510344 + Penalty 2739.714530 = -522534.795814 nChanged 99 SP:Iteration 25Q (795.440247 sec): 3 clusters Score: Raw -525444.487795 + Penalty 2739.714530 = -522704.773265 nChanged 99 SP:Iteration 26Q (795.458472 sec): 3 clusters Score: Raw -525688.566605 + Penalty 2739.714530 = -522948.852074 nChanged 80 SP:Iteration 27Q (795.483444 sec): 3 clusters Score: Raw -525820.531500 + Penalty 2739.714530 = -523080.816969 nChanged 28 SP:Iteration 28Q (795.502291 sec): 3 clusters Score: Raw -525843.882156 + Penalty 2739.714530 = -523104.167625 nChanged 16 SP:Iteration 29Q (795.519860 sec): 3 clusters Score: Raw -525853.346911 + Penalty 2739.714530 = -523113.632381 nChanged 2 SP:Iteration 30Q (795.537598 sec): 3 clusters Score: Raw -525853.828166 + Penalty 2739.714530 = -523114.113636 nChanged 2 SP:Iteration 31Q (795.555108 sec): 3 clusters Score: Raw -525854.657499 + Penalty 2739.714530 = -523114.942969 nChanged 1 SP:Iteration 32Q (795.572671 sec): 3 clusters Score: Raw -525855.187447 + Penalty 2739.714530 = -523115.472917 nChanged 1 SP:Iteration 33Q (795.596921 sec): 3 clusters Score: Raw -525855.593353 + Penalty 2739.714530 = -523115.878823 nChanged 1 SP:Iteration 34Q (795.615316 sec): 3 clusters Score: Raw -525855.816329 + Penalty 2739.714530 = -523116.101798 nChanged 1 SP:Iteration 35Q (795.633508 sec): 3 clusters Score: Raw -525856.116656 + Penalty 2739.714530 = -523116.402125 nChanged 1 SP:Iteration 36Q (795.651729 sec): 3 clusters Score: Raw -525856.276702 + Penalty 2739.714530 = -523116.562172 nChanged 0 SP:Iteration 37F (795.678396 sec): 3 clusters Score: Raw -525856.276702 + Penalty 2739.714530 = -523116.562172 nChanged 0 Score: Raw -56481055.896931 + Penalty 46722.679987 = -56434333.216944 Splitting cluster 9 changes total score from -56431099.603789 to -56434333.216944 So it's getting split into cluster 22. Trying to split cluster 10 (9530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (802.585654 sec): 2 clusters Score: Raw -1131863.183792 + Penalty 1488.857499 = -1130374.326293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (802.641839 sec): 3 clusters Score: Raw -1126487.554847 + Penalty 2977.714999 = -1123509.839848 nChanged 4142 SP:Iteration 1F (802.668424 sec): 3 clusters Score: Raw -1128682.658030 + Penalty 2977.714999 = -1125704.943031 nChanged 625 SP:Iteration 2F (802.695606 sec): 3 clusters Score: Raw -1129047.028834 + Penalty 2977.714999 = -1126069.313835 nChanged 574 SP:Iteration 3F (802.727957 sec): 3 clusters Score: Raw -1129397.640216 + Penalty 2977.714999 = -1126419.925217 nChanged 536 SP:Iteration 4F (802.763093 sec): 3 clusters Score: Raw -1129793.129442 + Penalty 2977.714999 = -1126815.414443 nChanged 532 SP:Iteration 5F (802.794184 sec): 3 clusters Score: Raw -1130194.465176 + Penalty 2977.714999 = -1127216.750178 nChanged 520 SP:Iteration 6F (802.823272 sec): 3 clusters Score: Raw -1130626.668859 + Penalty 2977.714999 = -1127648.953860 nChanged 497 SP:Iteration 7F (802.850090 sec): 3 clusters Score: Raw -1131036.943890 + Penalty 2977.714999 = -1128059.228892 nChanged 424 SP:Iteration 8Q (802.877291 sec): 3 clusters Score: Raw -1131315.296389 + Penalty 2977.714999 = -1128337.581390 nChanged 336 SP:Iteration 9Q (802.903576 sec): 3 clusters Score: Raw -1131487.929692 + Penalty 2977.714999 = -1128510.214693 nChanged 261 SP:Iteration 10Q (802.930252 sec): 3 clusters Score: Raw -1131624.820642 + Penalty 2977.714999 = -1128647.105643 nChanged 219 SP:Iteration 11Q (802.956577 sec): 3 clusters Score: Raw -1131733.552635 + Penalty 2977.714999 = -1128755.837636 nChanged 183 SP:Iteration 12Q (802.982619 sec): 3 clusters Score: Raw -1131807.666539 + Penalty 2977.714999 = -1128829.951540 nChanged 152 SP:Iteration 13Q (803.035192 sec): 3 clusters Score: Raw -1131873.827210 + Penalty 2977.714999 = -1128896.112211 nChanged 140 SP:Iteration 14Q (803.064960 sec): 3 clusters Score: Raw -1131916.836413 + Penalty 2977.714999 = -1128939.121414 nChanged 98 SP:Iteration 15Q (803.097039 sec): 3 clusters Score: Raw -1131947.985358 + Penalty 2977.714999 = -1128970.270359 nChanged 96 SP:Iteration 16Q (803.129503 sec): 3 clusters Score: Raw -1131974.626481 + Penalty 2977.714999 = -1128996.911482 nChanged 71 SP:Iteration 17Q (803.160473 sec): 3 clusters Score: Raw -1131992.145946 + Penalty 2977.714999 = -1129014.430947 nChanged 58 SP:Iteration 18Q (803.189744 sec): 3 clusters Score: Raw -1132004.688606 + Penalty 2977.714999 = -1129026.973607 nChanged 50 SP:Iteration 19Q (803.221983 sec): 3 clusters Score: Raw -1132013.813176 + Penalty 2977.714999 = -1129036.098177 nChanged 39 SP:Iteration 20F (803.250340 sec): 3 clusters Score: Raw -1132022.535292 + Penalty 2977.714999 = -1129044.820293 nChanged 48 SP:Iteration 21Q (803.275939 sec): 3 clusters Score: Raw -1132032.693644 + Penalty 2977.714999 = -1129054.978645 nChanged 46 SP:Iteration 22Q (803.301452 sec): 3 clusters Score: Raw -1132042.453893 + Penalty 2977.714999 = -1129064.738894 nChanged 60 SP:Iteration 23Q (803.335062 sec): 3 clusters Score: Raw -1132056.184357 + Penalty 2977.714999 = -1129078.469358 nChanged 53 SP:Iteration 24Q (803.366792 sec): 3 clusters Score: Raw -1132070.840820 + Penalty 2977.714999 = -1129093.125822 nChanged 64 SP:Iteration 25Q (803.403184 sec): 3 clusters Score: Raw -1132085.047160 + Penalty 2977.714999 = -1129107.332161 nChanged 55 SP:Iteration 26Q (803.429314 sec): 3 clusters Score: Raw -1132097.114066 + Penalty 2977.714999 = -1129119.399067 nChanged 54 SP:Iteration 27Q (803.461524 sec): 3 clusters Score: Raw -1132108.281145 + Penalty 2977.714999 = -1129130.566146 nChanged 47 SP:Iteration 28Q (803.492348 sec): 3 clusters Score: Raw -1132119.124563 + Penalty 2977.714999 = -1129141.409564 nChanged 51 SP:Iteration 29Q (803.517975 sec): 3 clusters Score: Raw -1132129.379789 + Penalty 2977.714999 = -1129151.664790 nChanged 51 SP:Iteration 30Q (803.543763 sec): 3 clusters Score: Raw -1132137.263104 + Penalty 2977.714999 = -1129159.548105 nChanged 32 SP:Iteration 31Q (803.569811 sec): 3 clusters Score: Raw -1132143.656839 + Penalty 2977.714999 = -1129165.941840 nChanged 32 SP:Iteration 32Q (803.601444 sec): 3 clusters Score: Raw -1132148.978738 + Penalty 2977.714999 = -1129171.263739 nChanged 20 SP:Iteration 33Q (803.629614 sec): 3 clusters Score: Raw -1132151.922796 + Penalty 2977.714999 = -1129174.207797 nChanged 12 SP:Iteration 34Q (803.655349 sec): 3 clusters Score: Raw -1132153.614802 + Penalty 2977.714999 = -1129175.899803 nChanged 10 SP:Iteration 35Q (803.680908 sec): 3 clusters Score: Raw -1132154.702374 + Penalty 2977.714999 = -1129176.987375 nChanged 10 SP:Iteration 36Q (803.706507 sec): 3 clusters Score: Raw -1132156.066547 + Penalty 2977.714999 = -1129178.351548 nChanged 13 SP:Iteration 37Q (803.732241 sec): 3 clusters Score: Raw -1132157.751491 + Penalty 2977.714999 = -1129180.036492 nChanged 10 SP:Iteration 38Q (803.757793 sec): 3 clusters Score: Raw -1132158.445020 + Penalty 2977.714999 = -1129180.730021 nChanged 5 SP:Iteration 39Q (803.783320 sec): 3 clusters Score: Raw -1132158.894281 + Penalty 2977.714999 = -1129181.179282 nChanged 3 SP:Iteration 40F (803.810386 sec): 3 clusters Score: Raw -1132159.202635 + Penalty 2977.714999 = -1129181.487636 nChanged 4 SP:Iteration 41Q (803.836676 sec): 3 clusters Score: Raw -1132159.884126 + Penalty 2977.714999 = -1129182.169127 nChanged 5 SP:Iteration 42Q (803.868859 sec): 3 clusters Score: Raw -1132160.182180 + Penalty 2977.714999 = -1129182.467181 nChanged 4 SP:Iteration 43Q (803.895102 sec): 3 clusters Score: Raw -1132160.536511 + Penalty 2977.714999 = -1129182.821512 nChanged 4 SP:Iteration 44Q (803.921043 sec): 3 clusters Score: Raw -1132160.989851 + Penalty 2977.714999 = -1129183.274852 nChanged 3 SP:Iteration 45Q (803.954030 sec): 3 clusters Score: Raw -1132161.602820 + Penalty 2977.714999 = -1129183.887821 nChanged 4 SP:Iteration 46Q (803.983994 sec): 3 clusters Score: Raw -1132162.107061 + Penalty 2977.714999 = -1129184.392062 nChanged 4 SP:Iteration 47Q (804.009582 sec): 3 clusters Score: Raw -1132162.413923 + Penalty 2977.714999 = -1129184.698924 nChanged 3 SP:Iteration 48Q (804.035378 sec): 3 clusters Score: Raw -1132162.737992 + Penalty 2977.714999 = -1129185.022993 nChanged 4 SP:Iteration 49Q (804.061081 sec): 3 clusters Score: Raw -1132162.973364 + Penalty 2977.714999 = -1129185.258365 nChanged 0 SP:Iteration 50F (804.090595 sec): 3 clusters Score: Raw -1132162.973364 + Penalty 2977.714999 = -1129185.258365 nChanged 0 Trying to split cluster 11 (139996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (804.262821 sec): 2 clusters Score: Raw -17232447.178960 + Penalty 1925.522484 = -17230521.656477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (804.501093 sec): 3 clusters Score: Raw -17140700.960578 + Penalty 3851.044967 = -17136849.915611 nChanged 67319 SP:Iteration 1F (804.741056 sec): 3 clusters Score: Raw -17180860.889069 + Penalty 3851.044967 = -17177009.844102 nChanged 5223 SP:Iteration 2Q (804.996371 sec): 3 clusters Score: Raw -17182514.897879 + Penalty 3851.044967 = -17178663.852912 nChanged 6312 SP:Iteration 3Q (805.251761 sec): 3 clusters Score: Raw -17185123.975288 + Penalty 3851.044967 = -17181272.930321 nChanged 8013 SP:Iteration 4F (805.487852 sec): 3 clusters Score: Raw -17189330.842724 + Penalty 3851.044967 = -17185479.797757 nChanged 9775 SP:Iteration 5F (805.719565 sec): 3 clusters Score: Raw -17195776.096952 + Penalty 3851.044967 = -17191925.051984 nChanged 11052 SP:Iteration 6F (805.954101 sec): 3 clusters Score: Raw -17204425.776107 + Penalty 3851.044967 = -17200574.731140 nChanged 10876 SP:Iteration 7F (806.197679 sec): 3 clusters Score: Raw -17213928.499807 + Penalty 3851.044967 = -17210077.454840 nChanged 9015 SP:Iteration 8F (806.432574 sec): 3 clusters Score: Raw -17222108.350689 + Penalty 3851.044967 = -17218257.305722 nChanged 6151 SP:Iteration 9Q (806.680560 sec): 3 clusters Score: Raw -17227695.793764 + Penalty 3851.044967 = -17223844.748797 nChanged 3360 SP:Iteration 10Q (806.905145 sec): 3 clusters Score: Raw -17230566.916869 + Penalty 3851.044967 = -17226715.871902 nChanged 1549 SP:Iteration 11Q (807.124808 sec): 3 clusters Score: Raw -17231819.426643 + Penalty 3851.044967 = -17227968.381676 nChanged 651 SP:Iteration 12Q (807.324245 sec): 3 clusters Score: Raw -17232317.401712 + Penalty 3851.044967 = -17228466.356745 nChanged 257 SP:Iteration 13Q (807.514204 sec): 3 clusters Score: Raw -17232517.089913 + Penalty 3851.044967 = -17228666.044946 nChanged 136 SP:Iteration 14Q (807.718337 sec): 3 clusters Score: Raw -17232642.434671 + Penalty 3851.044967 = -17228791.389704 nChanged 67 SP:Iteration 15Q (807.912831 sec): 3 clusters Score: Raw -17232701.595055 + Penalty 3851.044967 = -17228850.550088 nChanged 42 SP:Iteration 16Q (808.096014 sec): 3 clusters Score: Raw -17232739.687525 + Penalty 3851.044967 = -17228888.642558 nChanged 25 SP:Iteration 17Q (808.282095 sec): 3 clusters Score: Raw -17232762.177630 + Penalty 3851.044967 = -17228911.132663 nChanged 23 SP:Iteration 18Q (808.467655 sec): 3 clusters Score: Raw -17232778.438945 + Penalty 3851.044967 = -17228927.393978 nChanged 15 SP:Iteration 19Q (808.643568 sec): 3 clusters Score: Raw -17232790.570227 + Penalty 3851.044967 = -17228939.525260 nChanged 13 SP:Iteration 20F (808.869996 sec): 3 clusters Score: Raw -17232799.716951 + Penalty 3851.044967 = -17228948.671984 nChanged 10 SP:Iteration 21Q (809.051124 sec): 3 clusters Score: Raw -17232806.354603 + Penalty 3851.044967 = -17228955.309636 nChanged 4 SP:Iteration 22Q (809.227215 sec): 3 clusters Score: Raw -17232809.489334 + Penalty 3851.044967 = -17228958.444366 nChanged 6 SP:Iteration 23Q (809.410091 sec): 3 clusters Score: Raw -17232814.963243 + Penalty 3851.044967 = -17228963.918276 nChanged 5 SP:Iteration 24Q (809.609649 sec): 3 clusters Score: Raw -17232818.681181 + Penalty 3851.044967 = -17228967.636214 nChanged 3 SP:Iteration 25Q (809.793584 sec): 3 clusters Score: Raw -17232820.999587 + Penalty 3851.044967 = -17228969.954620 nChanged 6 SP:Iteration 26Q (809.970427 sec): 3 clusters Score: Raw -17232823.398597 + Penalty 3851.044967 = -17228972.353630 nChanged 3 SP:Iteration 27Q (810.146027 sec): 3 clusters Score: Raw -17232824.880544 + Penalty 3851.044967 = -17228973.835577 nChanged 2 SP:Iteration 28Q (810.326345 sec): 3 clusters Score: Raw -17232825.543341 + Penalty 3851.044967 = -17228974.498373 nChanged 1 SP:Iteration 29Q (810.502270 sec): 3 clusters Score: Raw -17232825.859226 + Penalty 3851.044967 = -17228974.814259 nChanged 2 SP:Iteration 30Q (810.678050 sec): 3 clusters Score: Raw -17232826.342171 + Penalty 3851.044967 = -17228975.297203 nChanged 1 SP:Iteration 31Q (810.855382 sec): 3 clusters Score: Raw -17232827.193706 + Penalty 3851.044967 = -17228976.148739 nChanged 1 SP:Iteration 32Q (811.060103 sec): 3 clusters Score: Raw -17232827.334656 + Penalty 3851.044967 = -17228976.289689 nChanged 0 SP:Iteration 33F (811.322859 sec): 3 clusters Score: Raw -17232827.334656 + Penalty 3851.044967 = -17228976.289689 nChanged 0 Trying to split cluster 12 (95413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (811.448728 sec): 2 clusters Score: Raw -11552093.349837 + Penalty 1863.220144 = -11550230.129694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (811.616173 sec): 3 clusters Score: Raw -11490055.229260 + Penalty 3726.440288 = -11486328.788973 nChanged 45822 SP:Iteration 1F (811.783998 sec): 3 clusters Score: Raw -11519001.040681 + Penalty 3726.440288 = -11515274.600393 nChanged 6167 SP:Iteration 2F (811.945702 sec): 3 clusters Score: Raw -11522662.623191 + Penalty 3726.440288 = -11518936.182904 nChanged 7136 SP:Iteration 3F (812.110419 sec): 3 clusters Score: Raw -11527410.020492 + Penalty 3726.440288 = -11523683.580205 nChanged 7235 SP:Iteration 4F (812.273672 sec): 3 clusters Score: Raw -11532056.546133 + Penalty 3726.440288 = -11528330.105845 nChanged 6180 SP:Iteration 5F (812.444416 sec): 3 clusters Score: Raw -11535418.705041 + Penalty 3726.440288 = -11531692.264753 nChanged 4712 SP:Iteration 6Q (812.617790 sec): 3 clusters Score: Raw -11537491.993259 + Penalty 3726.440288 = -11533765.552972 nChanged 3527 SP:Iteration 7Q (812.797388 sec): 3 clusters Score: Raw -11538942.036230 + Penalty 3726.440288 = -11535215.595942 nChanged 2887 SP:Iteration 8Q (812.974881 sec): 3 clusters Score: Raw -11540248.489967 + Penalty 3726.440288 = -11536522.049679 nChanged 2708 SP:Iteration 9Q (813.148926 sec): 3 clusters Score: Raw -11541680.379584 + Penalty 3726.440288 = -11537953.939296 nChanged 2657 SP:Iteration 10Q (813.321068 sec): 3 clusters Score: Raw -11543366.996002 + Penalty 3726.440288 = -11539640.555715 nChanged 2650 SP:Iteration 11Q (813.491494 sec): 3 clusters Score: Raw -11545399.187365 + Penalty 3726.440288 = -11541672.747077 nChanged 2419 SP:Iteration 12Q (813.656417 sec): 3 clusters Score: Raw -11547468.907003 + Penalty 3726.440288 = -11543742.466715 nChanged 2111 SP:Iteration 13Q (813.819647 sec): 3 clusters Score: Raw -11549137.424940 + Penalty 3726.440288 = -11545410.984652 nChanged 1643 SP:Iteration 14Q (813.984054 sec): 3 clusters Score: Raw -11550199.880360 + Penalty 3726.440288 = -11546473.440072 nChanged 1277 SP:Iteration 15Q (814.151252 sec): 3 clusters Score: Raw -11550882.573378 + Penalty 3726.440288 = -11547156.133090 nChanged 1077 SP:Iteration 16Q (814.300023 sec): 3 clusters Score: Raw -11551420.319503 + Penalty 3726.440288 = -11547693.879215 nChanged 976 SP:Iteration 17Q (814.461824 sec): 3 clusters Score: Raw -11551889.856197 + Penalty 3726.440288 = -11548163.415909 nChanged 840 SP:Iteration 18Q (814.609808 sec): 3 clusters Score: Raw -11552297.614731 + Penalty 3726.440288 = -11548571.174444 nChanged 739 SP:Iteration 19Q (814.783397 sec): 3 clusters Score: Raw -11552628.859278 + Penalty 3726.440288 = -11548902.418990 nChanged 602 SP:Iteration 20F (814.972589 sec): 3 clusters Score: Raw -11552885.026379 + Penalty 3726.440288 = -11549158.586091 nChanged 543 SP:Iteration 21Q (815.144161 sec): 3 clusters Score: Raw -11553095.479840 + Penalty 3726.440288 = -11549369.039552 nChanged 500 SP:Iteration 22Q (815.314288 sec): 3 clusters Score: Raw -11553257.878999 + Penalty 3726.440288 = -11549531.438711 nChanged 397 SP:Iteration 23Q (815.496086 sec): 3 clusters Score: Raw -11553373.847819 + Penalty 3726.440288 = -11549647.407531 nChanged 323 SP:Iteration 24Q (815.670919 sec): 3 clusters Score: Raw -11553454.739674 + Penalty 3726.440288 = -11549728.299386 nChanged 286 SP:Iteration 25Q (815.847672 sec): 3 clusters Score: Raw -11553532.053417 + Penalty 3726.440288 = -11549805.613129 nChanged 250 SP:Iteration 26Q (816.025483 sec): 3 clusters Score: Raw -11553591.684367 + Penalty 3726.440288 = -11549865.244079 nChanged 180 SP:Iteration 27Q (816.196956 sec): 3 clusters Score: Raw -11553629.321272 + Penalty 3726.440288 = -11549902.880984 nChanged 158 SP:Iteration 28Q (816.367959 sec): 3 clusters Score: Raw -11553662.764915 + Penalty 3726.440288 = -11549936.324627 nChanged 154 SP:Iteration 29Q (816.530332 sec): 3 clusters Score: Raw -11553693.570457 + Penalty 3726.440288 = -11549967.130169 nChanged 136 SP:Iteration 30Q (816.701463 sec): 3 clusters Score: Raw -11553720.332954 + Penalty 3726.440288 = -11549993.892666 nChanged 127 SP:Iteration 31Q (816.869401 sec): 3 clusters Score: Raw -11553742.845125 + Penalty 3726.440288 = -11550016.404837 nChanged 133 SP:Iteration 32Q (817.046650 sec): 3 clusters Score: Raw -11553767.772897 + Penalty 3726.440288 = -11550041.332609 nChanged 131 SP:Iteration 33Q (817.211733 sec): 3 clusters Score: Raw -11553792.390807 + Penalty 3726.440288 = -11550065.950519 nChanged 117 SP:Iteration 34Q (817.390447 sec): 3 clusters Score: Raw -11553813.493821 + Penalty 3726.440288 = -11550087.053534 nChanged 112 SP:Iteration 35Q (817.567019 sec): 3 clusters Score: Raw -11553832.676151 + Penalty 3726.440288 = -11550106.235863 nChanged 94 SP:Iteration 36Q (817.736661 sec): 3 clusters Score: Raw -11553848.752690 + Penalty 3726.440288 = -11550122.312402 nChanged 67 SP:Iteration 37Q (817.911149 sec): 3 clusters Score: Raw -11553859.933853 + Penalty 3726.440288 = -11550133.493565 nChanged 61 SP:Iteration 38Q (818.086876 sec): 3 clusters Score: Raw -11553870.434848 + Penalty 3726.440288 = -11550143.994560 nChanged 64 SP:Iteration 39Q (818.267254 sec): 3 clusters Score: Raw -11553881.021266 + Penalty 3726.440288 = -11550154.580978 nChanged 62 SP:Iteration 40F (818.469506 sec): 3 clusters Score: Raw -11553889.971037 + Penalty 3726.440288 = -11550163.530749 nChanged 56 SP:Iteration 41Q (818.643905 sec): 3 clusters Score: Raw -11553898.094522 + Penalty 3726.440288 = -11550171.654235 nChanged 47 SP:Iteration 42Q (818.809188 sec): 3 clusters Score: Raw -11553903.929751 + Penalty 3726.440288 = -11550177.489463 nChanged 41 SP:Iteration 43Q (818.974582 sec): 3 clusters Score: Raw -11553908.587747 + Penalty 3726.440288 = -11550182.147459 nChanged 28 SP:Iteration 44Q (819.147126 sec): 3 clusters Score: Raw -11553911.091584 + Penalty 3726.440288 = -11550184.651296 nChanged 18 SP:Iteration 45Q (819.316806 sec): 3 clusters Score: Raw -11553912.452745 + Penalty 3726.440288 = -11550186.012457 nChanged 14 SP:Iteration 46Q (819.493495 sec): 3 clusters Score: Raw -11553913.368319 + Penalty 3726.440288 = -11550186.928031 nChanged 9 SP:Iteration 47Q (819.660622 sec): 3 clusters Score: Raw -11553914.015904 + Penalty 3726.440288 = -11550187.575616 nChanged 12 SP:Iteration 48Q (819.827161 sec): 3 clusters Score: Raw -11553915.108224 + Penalty 3726.440288 = -11550188.667936 nChanged 12 SP:Iteration 49Q (820.020484 sec): 3 clusters Score: Raw -11553916.316289 + Penalty 3726.440288 = -11550189.876001 nChanged 13 SP:Iteration 50Q (820.215515 sec): 3 clusters Score: Raw -11553917.298753 + Penalty 3726.440288 = -11550190.858465 nChanged 9 SP:Iteration 51Q (820.409235 sec): 3 clusters Score: Raw -11553917.863229 + Penalty 3726.440288 = -11550191.422941 nChanged 6 SP:Iteration 52Q (820.602242 sec): 3 clusters Score: Raw -11553918.188138 + Penalty 3726.440288 = -11550191.747851 nChanged 5 SP:Iteration 53Q (820.795552 sec): 3 clusters Score: Raw -11553918.421688 + Penalty 3726.440288 = -11550191.981400 nChanged 5 SP:Iteration 54Q (820.987812 sec): 3 clusters Score: Raw -11553918.711587 + Penalty 3726.440288 = -11550192.271300 nChanged 7 SP:Iteration 55Q (821.181618 sec): 3 clusters Score: Raw -11553919.160347 + Penalty 3726.440288 = -11550192.720059 nChanged 3 SP:Iteration 56Q (821.359881 sec): 3 clusters Score: Raw -11553919.430116 + Penalty 3726.440288 = -11550192.989828 nChanged 4 SP:Iteration 57Q (821.535906 sec): 3 clusters Score: Raw -11553919.931411 + Penalty 3726.440288 = -11550193.491124 nChanged 4 SP:Iteration 58Q (821.720168 sec): 3 clusters Score: Raw -11553920.213953 + Penalty 3726.440288 = -11550193.773666 nChanged 7 SP:Iteration 59Q (821.911477 sec): 3 clusters Score: Raw -11553920.732775 + Penalty 3726.440288 = -11550194.292487 nChanged 5 SP:Iteration 60F (822.104575 sec): 3 clusters Score: Raw -11553921.043066 + Penalty 3726.440288 = -11550194.602778 nChanged 8 SP:Iteration 61Q (822.282981 sec): 3 clusters Score: Raw -11553921.475454 + Penalty 3726.440288 = -11550195.035166 nChanged 2 SP:Iteration 62Q (822.447267 sec): 3 clusters Score: Raw -11553921.601101 + Penalty 3726.440288 = -11550195.160814 nChanged 3 SP:Iteration 63Q (822.613127 sec): 3 clusters Score: Raw -11553921.817818 + Penalty 3726.440288 = -11550195.377530 nChanged 1 SP:Iteration 64Q (822.787553 sec): 3 clusters Score: Raw -11553921.882953 + Penalty 3726.440288 = -11550195.442665 nChanged 3 SP:Iteration 65Q (822.956044 sec): 3 clusters Score: Raw -11553921.981579 + Penalty 3726.440288 = -11550195.541291 nChanged 1 SP:Iteration 66Q (823.124683 sec): 3 clusters Score: Raw -11553922.047391 + Penalty 3726.440288 = -11550195.607103 nChanged 0 SP:Iteration 67F (823.314989 sec): 3 clusters Score: Raw -11553922.047391 + Penalty 3726.440288 = -11550195.607103 nChanged 0 Trying to split cluster 13 (11560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (823.357715 sec): 2 clusters Score: Raw -1353197.650277 + Penalty 1520.237248 = -1351677.413029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (823.419963 sec): 3 clusters Score: Raw -1346530.056304 + Penalty 3040.474496 = -1343489.581807 nChanged 5058 SP:Iteration 1F (823.479037 sec): 3 clusters Score: Raw -1349423.115936 + Penalty 3040.474496 = -1346382.641440 nChanged 723 SP:Iteration 2F (823.541063 sec): 3 clusters Score: Raw -1349754.449023 + Penalty 3040.474496 = -1346713.974526 nChanged 618 SP:Iteration 3F (823.590454 sec): 3 clusters Score: Raw -1350030.774243 + Penalty 3040.474496 = -1346990.299747 nChanged 537 SP:Iteration 4Q (823.661113 sec): 3 clusters Score: Raw -1350275.208882 + Penalty 3040.474496 = -1347234.734386 nChanged 506 SP:Iteration 5Q (823.714192 sec): 3 clusters Score: Raw -1350522.405064 + Penalty 3040.474496 = -1347481.930567 nChanged 487 SP:Iteration 6Q (823.780780 sec): 3 clusters Score: Raw -1350750.365539 + Penalty 3040.474496 = -1347709.891043 nChanged 468 SP:Iteration 7Q (823.838662 sec): 3 clusters Score: Raw -1350971.859695 + Penalty 3040.474496 = -1347931.385198 nChanged 443 SP:Iteration 8Q (823.897097 sec): 3 clusters Score: Raw -1351173.415328 + Penalty 3040.474496 = -1348132.940832 nChanged 415 SP:Iteration 9Q (823.957797 sec): 3 clusters Score: Raw -1351359.782060 + Penalty 3040.474496 = -1348319.307564 nChanged 404 SP:Iteration 10Q (824.009384 sec): 3 clusters Score: Raw -1351570.166449 + Penalty 3040.474496 = -1348529.691952 nChanged 421 SP:Iteration 11Q (824.072424 sec): 3 clusters Score: Raw -1351810.537542 + Penalty 3040.474496 = -1348770.063046 nChanged 408 SP:Iteration 12Q (824.132453 sec): 3 clusters Score: Raw -1352056.020779 + Penalty 3040.474496 = -1349015.546283 nChanged 397 SP:Iteration 13Q (824.203096 sec): 3 clusters Score: Raw -1352313.936303 + Penalty 3040.474496 = -1349273.461807 nChanged 404 SP:Iteration 14Q (824.264686 sec): 3 clusters Score: Raw -1352581.295656 + Penalty 3040.474496 = -1349540.821160 nChanged 359 SP:Iteration 15Q (824.316406 sec): 3 clusters Score: Raw -1352837.743764 + Penalty 3040.474496 = -1349797.269268 nChanged 326 SP:Iteration 16Q (824.384548 sec): 3 clusters Score: Raw -1353053.809140 + Penalty 3040.474496 = -1350013.334644 nChanged 287 SP:Iteration 17Q (824.435872 sec): 3 clusters Score: Raw -1353233.268787 + Penalty 3040.474496 = -1350192.794291 nChanged 265 SP:Iteration 18Q (824.496526 sec): 3 clusters Score: Raw -1353371.136494 + Penalty 3040.474496 = -1350330.661997 nChanged 217 SP:Iteration 19Q (824.565597 sec): 3 clusters Score: Raw -1353476.247378 + Penalty 3040.474496 = -1350435.772882 nChanged 175 SP:Iteration 20F (824.611317 sec): 3 clusters Score: Raw -1353550.682665 + Penalty 3040.474496 = -1350510.208168 nChanged 161 SP:Iteration 21Q (824.679600 sec): 3 clusters Score: Raw -1353620.714742 + Penalty 3040.474496 = -1350580.240246 nChanged 128 SP:Iteration 22Q (824.741893 sec): 3 clusters Score: Raw -1353672.805337 + Penalty 3040.474496 = -1350632.330841 nChanged 112 SP:Iteration 23Q (824.796898 sec): 3 clusters Score: Raw -1353721.124918 + Penalty 3040.474496 = -1350680.650421 nChanged 100 SP:Iteration 24Q (824.851095 sec): 3 clusters Score: Raw -1353761.419698 + Penalty 3040.474496 = -1350720.945202 nChanged 83 SP:Iteration 25Q (824.913296 sec): 3 clusters Score: Raw -1353797.537534 + Penalty 3040.474496 = -1350757.063038 nChanged 79 SP:Iteration 26Q (824.968855 sec): 3 clusters Score: Raw -1353827.506562 + Penalty 3040.474496 = -1350787.032065 nChanged 73 SP:Iteration 27Q (825.029490 sec): 3 clusters Score: Raw -1353849.891263 + Penalty 3040.474496 = -1350809.416767 nChanged 66 SP:Iteration 28Q (825.094895 sec): 3 clusters Score: Raw -1353868.716665 + Penalty 3040.474496 = -1350828.242169 nChanged 53 SP:Iteration 29Q (825.159099 sec): 3 clusters Score: Raw -1353884.010342 + Penalty 3040.474496 = -1350843.535846 nChanged 46 SP:Iteration 30Q (825.212349 sec): 3 clusters Score: Raw -1353898.006602 + Penalty 3040.474496 = -1350857.532106 nChanged 44 SP:Iteration 31Q (825.280334 sec): 3 clusters Score: Raw -1353914.876323 + Penalty 3040.474496 = -1350874.401827 nChanged 52 SP:Iteration 32Q (825.323110 sec): 3 clusters Score: Raw -1353936.064956 + Penalty 3040.474496 = -1350895.590460 nChanged 48 SP:Iteration 33Q (825.383474 sec): 3 clusters Score: Raw -1353949.309130 + Penalty 3040.474496 = -1350908.834634 nChanged 36 SP:Iteration 34Q (825.445271 sec): 3 clusters Score: Raw -1353960.057559 + Penalty 3040.474496 = -1350919.583062 nChanged 30 SP:Iteration 35Q (825.507083 sec): 3 clusters Score: Raw -1353968.296666 + Penalty 3040.474496 = -1350927.822169 nChanged 25 SP:Iteration 36Q (825.570123 sec): 3 clusters Score: Raw -1353977.276755 + Penalty 3040.474496 = -1350936.802259 nChanged 28 SP:Iteration 37Q (825.637770 sec): 3 clusters Score: Raw -1353984.528202 + Penalty 3040.474496 = -1350944.053705 nChanged 28 SP:Iteration 38Q (825.699703 sec): 3 clusters Score: Raw -1353992.044830 + Penalty 3040.474496 = -1350951.570334 nChanged 28 SP:Iteration 39Q (825.761070 sec): 3 clusters Score: Raw -1354000.314847 + Penalty 3040.474496 = -1350959.840351 nChanged 24 SP:Iteration 40F (825.822317 sec): 3 clusters Score: Raw -1354007.831341 + Penalty 3040.474496 = -1350967.356844 nChanged 35 SP:Iteration 41Q (825.876627 sec): 3 clusters Score: Raw -1354020.085076 + Penalty 3040.474496 = -1350979.610580 nChanged 34 SP:Iteration 42Q (825.945813 sec): 3 clusters Score: Raw -1354032.811341 + Penalty 3040.474496 = -1350992.336845 nChanged 36 SP:Iteration 43Q (826.005973 sec): 3 clusters Score: Raw -1354046.468226 + Penalty 3040.474496 = -1351005.993730 nChanged 32 SP:Iteration 44Q (826.054709 sec): 3 clusters Score: Raw -1354058.555542 + Penalty 3040.474496 = -1351018.081046 nChanged 25 SP:Iteration 45Q (826.105574 sec): 3 clusters Score: Raw -1354066.461480 + Penalty 3040.474496 = -1351025.986984 nChanged 14 SP:Iteration 46Q (826.169183 sec): 3 clusters Score: Raw -1354070.115135 + Penalty 3040.474496 = -1351029.640639 nChanged 14 SP:Iteration 47Q (826.232523 sec): 3 clusters Score: Raw -1354073.432946 + Penalty 3040.474496 = -1351032.958450 nChanged 13 SP:Iteration 48Q (826.293437 sec): 3 clusters Score: Raw -1354076.805393 + Penalty 3040.474496 = -1351036.330897 nChanged 8 SP:Iteration 49Q (826.349712 sec): 3 clusters Score: Raw -1354078.616003 + Penalty 3040.474496 = -1351038.141507 nChanged 5 SP:Iteration 50Q (826.407712 sec): 3 clusters Score: Raw -1354080.159783 + Penalty 3040.474496 = -1351039.685287 nChanged 3 SP:Iteration 51Q (826.476875 sec): 3 clusters Score: Raw -1354080.782765 + Penalty 3040.474496 = -1351040.308268 nChanged 4 SP:Iteration 52Q (826.535896 sec): 3 clusters Score: Raw -1354081.771557 + Penalty 3040.474496 = -1351041.297060 nChanged 6 SP:Iteration 53Q (826.594600 sec): 3 clusters Score: Raw -1354083.052973 + Penalty 3040.474496 = -1351042.578477 nChanged 2 SP:Iteration 54Q (826.645331 sec): 3 clusters Score: Raw -1354083.519074 + Penalty 3040.474496 = -1351043.044577 nChanged 1 SP:Iteration 55Q (826.705932 sec): 3 clusters Score: Raw -1354083.649187 + Penalty 3040.474496 = -1351043.174691 nChanged 0 SP:Iteration 56F (826.770808 sec): 3 clusters Score: Raw -1354083.649187 + Penalty 3040.474496 = -1351043.174691 nChanged 0 Trying to split cluster 14 (3407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (826.805090 sec): 2 clusters Score: Raw -419972.982799 + Penalty 1321.707955 = -418651.274843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (826.843728 sec): 3 clusters Score: Raw -418352.707684 + Penalty 2643.415911 = -415709.291773 nChanged 1293 SP:Iteration 1F (826.893616 sec): 3 clusters Score: Raw -419069.675777 + Penalty 2643.415911 = -416426.259867 nChanged 273 SP:Iteration 2F (826.943534 sec): 3 clusters Score: Raw -419260.178955 + Penalty 2643.415911 = -416616.763044 nChanged 205 SP:Iteration 3F (826.989143 sec): 3 clusters Score: Raw -419391.624413 + Penalty 2643.415911 = -416748.208502 nChanged 173 SP:Iteration 4F (827.034408 sec): 3 clusters Score: Raw -419496.873201 + Penalty 2643.415911 = -416853.457290 nChanged 123 SP:Iteration 5Q (827.083928 sec): 3 clusters Score: Raw -419577.331724 + Penalty 2643.415911 = -416933.915813 nChanged 116 SP:Iteration 6Q (827.123749 sec): 3 clusters Score: Raw -419642.926176 + Penalty 2643.415911 = -416999.510265 nChanged 106 SP:Iteration 7Q (827.175783 sec): 3 clusters Score: Raw -419710.091547 + Penalty 2643.415911 = -417066.675636 nChanged 97 SP:Iteration 8Q (827.223782 sec): 3 clusters Score: Raw -419766.830650 + Penalty 2643.415911 = -417123.414739 nChanged 92 SP:Iteration 9Q (827.275236 sec): 3 clusters Score: Raw -419821.243725 + Penalty 2643.415911 = -417177.827814 nChanged 79 SP:Iteration 10Q (827.326258 sec): 3 clusters Score: Raw -419881.481373 + Penalty 2643.415911 = -417238.065462 nChanged 79 SP:Iteration 11Q (827.376999 sec): 3 clusters Score: Raw -419945.285465 + Penalty 2643.415911 = -417301.869554 nChanged 74 SP:Iteration 12Q (827.427713 sec): 3 clusters Score: Raw -419992.354845 + Penalty 2643.415911 = -417348.938934 nChanged 48 SP:Iteration 13Q (827.476219 sec): 3 clusters Score: Raw -420025.375816 + Penalty 2643.415911 = -417381.959905 nChanged 45 SP:Iteration 14Q (827.526264 sec): 3 clusters Score: Raw -420053.493642 + Penalty 2643.415911 = -417410.077731 nChanged 41 SP:Iteration 15Q (827.576334 sec): 3 clusters Score: Raw -420078.105086 + Penalty 2643.415911 = -417434.689175 nChanged 32 SP:Iteration 16Q (827.620418 sec): 3 clusters Score: Raw -420100.128016 + Penalty 2643.415911 = -417456.712105 nChanged 31 SP:Iteration 17Q (827.671144 sec): 3 clusters Score: Raw -420120.922138 + Penalty 2643.415911 = -417477.506227 nChanged 32 SP:Iteration 18Q (827.730159 sec): 3 clusters Score: Raw -420141.454013 + Penalty 2643.415911 = -417498.038102 nChanged 28 SP:Iteration 19Q (827.772207 sec): 3 clusters Score: Raw -420161.474593 + Penalty 2643.415911 = -417518.058682 nChanged 29 SP:Iteration 20F (827.819152 sec): 3 clusters Score: Raw -420183.816952 + Penalty 2643.415911 = -417540.401041 nChanged 23 SP:Iteration 21Q (827.863843 sec): 3 clusters Score: Raw -420200.001453 + Penalty 2643.415911 = -417556.585542 nChanged 17 SP:Iteration 22Q (827.914374 sec): 3 clusters Score: Raw -420210.612645 + Penalty 2643.415911 = -417567.196735 nChanged 10 SP:Iteration 23Q (827.950497 sec): 3 clusters Score: Raw -420219.667909 + Penalty 2643.415911 = -417576.251998 nChanged 8 SP:Iteration 24Q (827.997319 sec): 3 clusters Score: Raw -420229.073862 + Penalty 2643.415911 = -417585.657952 nChanged 10 SP:Iteration 25Q (828.046396 sec): 3 clusters Score: Raw -420240.377684 + Penalty 2643.415911 = -417596.961773 nChanged 11 SP:Iteration 26Q (828.088641 sec): 3 clusters Score: Raw -420248.608847 + Penalty 2643.415911 = -417605.192936 nChanged 10 SP:Iteration 27Q (828.137790 sec): 3 clusters Score: Raw -420257.554330 + Penalty 2643.415911 = -417614.138420 nChanged 11 SP:Iteration 28Q (828.181938 sec): 3 clusters Score: Raw -420269.559920 + Penalty 2643.415911 = -417626.144010 nChanged 9 SP:Iteration 29Q (828.221551 sec): 3 clusters Score: Raw -420278.466094 + Penalty 2643.415911 = -417635.050184 nChanged 6 SP:Iteration 30Q (828.263562 sec): 3 clusters Score: Raw -420284.014370 + Penalty 2643.415911 = -417640.598459 nChanged 7 SP:Iteration 31Q (828.306845 sec): 3 clusters Score: Raw -420288.316556 + Penalty 2643.415911 = -417644.900645 nChanged 0 SP:Iteration 32F (828.353847 sec): 3 clusters Score: Raw -420288.316556 + Penalty 2643.415911 = -417644.900645 nChanged 0 Trying to split cluster 15 (15970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (828.395961 sec): 2 clusters Score: Raw -1928397.980931 + Penalty 1572.750927 = -1926825.230005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (828.463331 sec): 3 clusters Score: Raw -1919044.486510 + Penalty 3145.501853 = -1915898.984656 nChanged 7071 SP:Iteration 1F (828.524878 sec): 3 clusters Score: Raw -1922970.238761 + Penalty 3145.501853 = -1919824.736908 nChanged 844 SP:Iteration 2F (828.591451 sec): 3 clusters Score: Raw -1923284.981455 + Penalty 3145.501853 = -1920139.479602 nChanged 727 SP:Iteration 3Q (828.661255 sec): 3 clusters Score: Raw -1923553.061482 + Penalty 3145.501853 = -1920407.559629 nChanged 625 SP:Iteration 4Q (828.739503 sec): 3 clusters Score: Raw -1923777.954859 + Penalty 3145.501853 = -1920632.453005 nChanged 606 SP:Iteration 5Q (828.809327 sec): 3 clusters Score: Raw -1924033.907013 + Penalty 3145.501853 = -1920888.405160 nChanged 611 SP:Iteration 6Q (828.871535 sec): 3 clusters Score: Raw -1924351.249881 + Penalty 3145.501853 = -1921205.748028 nChanged 662 SP:Iteration 7Q (828.956021 sec): 3 clusters Score: Raw -1924716.323718 + Penalty 3145.501853 = -1921570.821865 nChanged 738 SP:Iteration 8Q (829.008503 sec): 3 clusters Score: Raw -1925162.704363 + Penalty 3145.501853 = -1922017.202510 nChanged 752 SP:Iteration 9Q (829.087872 sec): 3 clusters Score: Raw -1925655.432961 + Penalty 3145.501853 = -1922509.931107 nChanged 668 SP:Iteration 10Q (829.155509 sec): 3 clusters Score: Raw -1926077.829791 + Penalty 3145.501853 = -1922932.327937 nChanged 623 SP:Iteration 11Q (829.226635 sec): 3 clusters Score: Raw -1926460.280799 + Penalty 3145.501853 = -1923314.778946 nChanged 541 SP:Iteration 12Q (829.295061 sec): 3 clusters Score: Raw -1926798.279739 + Penalty 3145.501853 = -1923652.777885 nChanged 450 SP:Iteration 13Q (829.361196 sec): 3 clusters Score: Raw -1927043.785833 + Penalty 3145.501853 = -1923898.283980 nChanged 342 SP:Iteration 14Q (829.439830 sec): 3 clusters Score: Raw -1927205.146620 + Penalty 3145.501853 = -1924059.644766 nChanged 278 SP:Iteration 15Q (829.501634 sec): 3 clusters Score: Raw -1927335.396530 + Penalty 3145.501853 = -1924189.894677 nChanged 267 SP:Iteration 16Q (829.572927 sec): 3 clusters Score: Raw -1927459.105425 + Penalty 3145.501853 = -1924313.603572 nChanged 234 SP:Iteration 17Q (829.646851 sec): 3 clusters Score: Raw -1927579.359508 + Penalty 3145.501853 = -1924433.857654 nChanged 234 SP:Iteration 18Q (829.717776 sec): 3 clusters Score: Raw -1927709.059533 + Penalty 3145.501853 = -1924563.557679 nChanged 238 SP:Iteration 19Q (829.784347 sec): 3 clusters Score: Raw -1927846.013831 + Penalty 3145.501853 = -1924700.511978 nChanged 209 SP:Iteration 20F (829.851317 sec): 3 clusters Score: Raw -1927961.865461 + Penalty 3145.501853 = -1924816.363608 nChanged 165 SP:Iteration 21Q (829.919135 sec): 3 clusters Score: Raw -1928046.584008 + Penalty 3145.501853 = -1924901.082154 nChanged 126 SP:Iteration 22Q (829.986021 sec): 3 clusters Score: Raw -1928110.664287 + Penalty 3145.501853 = -1924965.162434 nChanged 119 SP:Iteration 23Q (830.046974 sec): 3 clusters Score: Raw -1928178.193799 + Penalty 3145.501853 = -1925032.691945 nChanged 103 SP:Iteration 24Q (830.119339 sec): 3 clusters Score: Raw -1928237.990348 + Penalty 3145.501853 = -1925092.488495 nChanged 104 SP:Iteration 25Q (830.188356 sec): 3 clusters Score: Raw -1928297.082233 + Penalty 3145.501853 = -1925151.580380 nChanged 81 SP:Iteration 26Q (830.256915 sec): 3 clusters Score: Raw -1928344.513968 + Penalty 3145.501853 = -1925199.012115 nChanged 91 SP:Iteration 27Q (830.318093 sec): 3 clusters Score: Raw -1928392.434501 + Penalty 3145.501853 = -1925246.932648 nChanged 69 SP:Iteration 28Q (830.391871 sec): 3 clusters Score: Raw -1928437.215713 + Penalty 3145.501853 = -1925291.713859 nChanged 57 SP:Iteration 29Q (830.449478 sec): 3 clusters Score: Raw -1928470.319865 + Penalty 3145.501853 = -1925324.818011 nChanged 49 SP:Iteration 30Q (830.514804 sec): 3 clusters Score: Raw -1928499.745441 + Penalty 3145.501853 = -1925354.243588 nChanged 41 SP:Iteration 31Q (830.571484 sec): 3 clusters Score: Raw -1928529.082349 + Penalty 3145.501853 = -1925383.580495 nChanged 37 SP:Iteration 32Q (830.643580 sec): 3 clusters Score: Raw -1928554.068415 + Penalty 3145.501853 = -1925408.566561 nChanged 35 SP:Iteration 33Q (830.699314 sec): 3 clusters Score: Raw -1928572.737124 + Penalty 3145.501853 = -1925427.235270 nChanged 28 SP:Iteration 34Q (830.755660 sec): 3 clusters Score: Raw -1928590.291021 + Penalty 3145.501853 = -1925444.789168 nChanged 30 SP:Iteration 35Q (830.822261 sec): 3 clusters Score: Raw -1928608.991909 + Penalty 3145.501853 = -1925463.490056 nChanged 24 SP:Iteration 36Q (830.892374 sec): 3 clusters Score: Raw -1928624.757335 + Penalty 3145.501853 = -1925479.255482 nChanged 25 SP:Iteration 37Q (830.968846 sec): 3 clusters Score: Raw -1928635.422003 + Penalty 3145.501853 = -1925489.920150 nChanged 18 SP:Iteration 38Q (831.032081 sec): 3 clusters Score: Raw -1928644.469147 + Penalty 3145.501853 = -1925498.967293 nChanged 19 SP:Iteration 39Q (831.084624 sec): 3 clusters Score: Raw -1928658.278616 + Penalty 3145.501853 = -1925512.776762 nChanged 26 SP:Iteration 40F (831.145017 sec): 3 clusters Score: Raw -1928673.304391 + Penalty 3145.501853 = -1925527.802537 nChanged 19 SP:Iteration 41Q (831.213513 sec): 3 clusters Score: Raw -1928683.492995 + Penalty 3145.501853 = -1925537.991141 nChanged 16 SP:Iteration 42Q (831.272239 sec): 3 clusters Score: Raw -1928693.260563 + Penalty 3145.501853 = -1925547.758710 nChanged 11 SP:Iteration 43Q (831.332742 sec): 3 clusters Score: Raw -1928698.268622 + Penalty 3145.501853 = -1925552.766768 nChanged 12 SP:Iteration 44Q (831.395765 sec): 3 clusters Score: Raw -1928703.075904 + Penalty 3145.501853 = -1925557.574050 nChanged 6 SP:Iteration 45Q (831.460388 sec): 3 clusters Score: Raw -1928707.153104 + Penalty 3145.501853 = -1925561.651250 nChanged 13 SP:Iteration 46Q (831.532276 sec): 3 clusters Score: Raw -1928714.548526 + Penalty 3145.501853 = -1925569.046673 nChanged 12 SP:Iteration 47Q (831.591294 sec): 3 clusters Score: Raw -1928721.191693 + Penalty 3145.501853 = -1925575.689840 nChanged 8 SP:Iteration 48Q (831.663529 sec): 3 clusters Score: Raw -1928724.064525 + Penalty 3145.501853 = -1925578.562672 nChanged 5 SP:Iteration 49Q (831.730057 sec): 3 clusters Score: Raw -1928726.014046 + Penalty 3145.501853 = -1925580.512192 nChanged 5 SP:Iteration 50Q (831.787925 sec): 3 clusters Score: Raw -1928727.817176 + Penalty 3145.501853 = -1925582.315323 nChanged 2 SP:Iteration 51Q (831.857496 sec): 3 clusters Score: Raw -1928728.539887 + Penalty 3145.501853 = -1925583.038034 nChanged 4 SP:Iteration 52Q (831.927083 sec): 3 clusters Score: Raw -1928729.803762 + Penalty 3145.501853 = -1925584.301909 nChanged 3 SP:Iteration 53Q (831.994958 sec): 3 clusters Score: Raw -1928730.988821 + Penalty 3145.501853 = -1925585.486967 nChanged 0 SP:Iteration 54F (832.057998 sec): 3 clusters Score: Raw -1928730.988821 + Penalty 3145.501853 = -1925585.486967 nChanged 0 Trying to split cluster 16 (1419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (832.081677 sec): 2 clusters Score: Raw -157910.644608 + Penalty 1179.377498 = -156731.267111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (832.127085 sec): 3 clusters Score: Raw -157462.219539 + Penalty 2358.754995 = -155103.464544 nChanged 515 SP:Iteration 1F (832.171918 sec): 3 clusters Score: Raw -158048.848772 + Penalty 2358.754995 = -155690.093777 nChanged 153 SP:Iteration 2F (832.219740 sec): 3 clusters Score: Raw -158254.107805 + Penalty 2358.754995 = -155895.352809 nChanged 98 SP:Iteration 3F (832.257903 sec): 3 clusters Score: Raw -158424.468599 + Penalty 2358.754995 = -156065.713604 nChanged 88 SP:Iteration 4F (832.304461 sec): 3 clusters Score: Raw -158595.991653 + Penalty 2358.754995 = -156237.236658 nChanged 67 SP:Iteration 5Q (832.353123 sec): 3 clusters Score: Raw -158698.600716 + Penalty 2358.754995 = -156339.845721 nChanged 51 SP:Iteration 6Q (832.398768 sec): 3 clusters Score: Raw -158791.799200 + Penalty 2358.754995 = -156433.044204 nChanged 27 SP:Iteration 7Q (832.435710 sec): 3 clusters Score: Raw -158825.409192 + Penalty 2358.754995 = -156466.654197 nChanged 10 SP:Iteration 8Q (832.484107 sec): 3 clusters Score: Raw -158834.755872 + Penalty 2358.754995 = -156476.000877 nChanged 6 SP:Iteration 9Q (832.533633 sec): 3 clusters Score: Raw -158844.272326 + Penalty 2358.754995 = -156485.517331 nChanged 2 SP:Iteration 10Q (832.581780 sec): 3 clusters Score: Raw -158847.424036 + Penalty 2358.754995 = -156488.669041 nChanged 1 SP:Iteration 11Q (832.643491 sec): 3 clusters Score: Raw -158848.265583 + Penalty 2358.754995 = -156489.510588 nChanged 0 SP:Iteration 12F (832.678410 sec): 3 clusters Score: Raw -158848.265583 + Penalty 2358.754995 = -156489.510588 nChanged 0 Trying to split cluster 17 (52573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (832.756408 sec): 2 clusters Score: Raw -6389121.167751 + Penalty 1766.368168 = -6387354.799582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (832.887146 sec): 3 clusters Score: Raw -6355626.479572 + Penalty 3532.736337 = -6352093.743236 nChanged 24790 SP:Iteration 1F (833.010566 sec): 3 clusters Score: Raw -6370276.449155 + Penalty 3532.736337 = -6366743.712819 nChanged 2638 SP:Iteration 2F (833.143983 sec): 3 clusters Score: Raw -6371468.676150 + Penalty 3532.736337 = -6367935.939814 nChanged 2815 SP:Iteration 3F (833.275402 sec): 3 clusters Score: Raw -6373061.035668 + Penalty 3532.736337 = -6369528.299332 nChanged 3153 SP:Iteration 4F (833.404012 sec): 3 clusters Score: Raw -6375292.232328 + Penalty 3532.736337 = -6371759.495991 nChanged 3567 SP:Iteration 5F (833.527639 sec): 3 clusters Score: Raw -6378283.411604 + Penalty 3532.736337 = -6374750.675267 nChanged 3810 SP:Iteration 6F (833.647107 sec): 3 clusters Score: Raw -6381478.356263 + Penalty 3532.736337 = -6377945.619927 nChanged 3449 SP:Iteration 7F (833.780818 sec): 3 clusters Score: Raw -6383968.186904 + Penalty 3532.736337 = -6380435.450567 nChanged 2593 SP:Iteration 8Q (833.916404 sec): 3 clusters Score: Raw -6385498.078661 + Penalty 3532.736337 = -6381965.342324 nChanged 1788 SP:Iteration 9Q (834.042714 sec): 3 clusters Score: Raw -6386305.496537 + Penalty 3532.736337 = -6382772.760200 nChanged 1280 SP:Iteration 10Q (834.167145 sec): 3 clusters Score: Raw -6386762.522662 + Penalty 3532.736337 = -6383229.786325 nChanged 996 SP:Iteration 11Q (834.286823 sec): 3 clusters Score: Raw -6387083.609359 + Penalty 3532.736337 = -6383550.873022 nChanged 790 SP:Iteration 12Q (834.409106 sec): 3 clusters Score: Raw -6387288.626499 + Penalty 3532.736337 = -6383755.890163 nChanged 623 SP:Iteration 13Q (834.533638 sec): 3 clusters Score: Raw -6387424.294203 + Penalty 3532.736337 = -6383891.557867 nChanged 501 SP:Iteration 14Q (834.667922 sec): 3 clusters Score: Raw -6387512.859727 + Penalty 3532.736337 = -6383980.123391 nChanged 426 SP:Iteration 15Q (834.802100 sec): 3 clusters Score: Raw -6387581.540217 + Penalty 3532.736337 = -6384048.803880 nChanged 361 SP:Iteration 16Q (834.931838 sec): 3 clusters Score: Raw -6387633.964514 + Penalty 3532.736337 = -6384101.228177 nChanged 330 SP:Iteration 17Q (835.066373 sec): 3 clusters Score: Raw -6387678.535480 + Penalty 3532.736337 = -6384145.799143 nChanged 273 SP:Iteration 18Q (835.190383 sec): 3 clusters Score: Raw -6387707.259446 + Penalty 3532.736337 = -6384174.523109 nChanged 237 SP:Iteration 19Q (835.312387 sec): 3 clusters Score: Raw -6387727.650597 + Penalty 3532.736337 = -6384194.914261 nChanged 199 SP:Iteration 20F (835.440416 sec): 3 clusters Score: Raw -6387743.904308 + Penalty 3532.736337 = -6384211.167971 nChanged 168 SP:Iteration 21Q (835.567881 sec): 3 clusters Score: Raw -6387757.608807 + Penalty 3532.736337 = -6384224.872470 nChanged 157 SP:Iteration 22Q (835.700352 sec): 3 clusters Score: Raw -6387767.115187 + Penalty 3532.736337 = -6384234.378851 nChanged 109 SP:Iteration 23Q (835.832421 sec): 3 clusters Score: Raw -6387773.018310 + Penalty 3532.736337 = -6384240.281973 nChanged 79 SP:Iteration 24Q (835.967394 sec): 3 clusters Score: Raw -6387776.211554 + Penalty 3532.736337 = -6384243.475217 nChanged 58 SP:Iteration 25Q (836.100513 sec): 3 clusters Score: Raw -6387778.549322 + Penalty 3532.736337 = -6384245.812985 nChanged 54 SP:Iteration 26Q (836.219480 sec): 3 clusters Score: Raw -6387780.367963 + Penalty 3532.736337 = -6384247.631626 nChanged 41 SP:Iteration 27Q (836.348832 sec): 3 clusters Score: Raw -6387781.999673 + Penalty 3532.736337 = -6384249.263336 nChanged 34 SP:Iteration 28Q (836.476006 sec): 3 clusters Score: Raw -6387783.066988 + Penalty 3532.736337 = -6384250.330651 nChanged 25 SP:Iteration 29Q (836.609230 sec): 3 clusters Score: Raw -6387783.707677 + Penalty 3532.736337 = -6384250.971340 nChanged 24 SP:Iteration 30Q (836.732617 sec): 3 clusters Score: Raw -6387784.301911 + Penalty 3532.736337 = -6384251.565574 nChanged 12 SP:Iteration 31Q (836.868521 sec): 3 clusters Score: Raw -6387784.631716 + Penalty 3532.736337 = -6384251.895379 nChanged 10 SP:Iteration 32Q (836.991098 sec): 3 clusters Score: Raw -6387784.845132 + Penalty 3532.736337 = -6384252.108796 nChanged 8 SP:Iteration 33Q (837.123356 sec): 3 clusters Score: Raw -6387784.928241 + Penalty 3532.736337 = -6384252.191905 nChanged 5 SP:Iteration 34Q (837.241744 sec): 3 clusters Score: Raw -6387785.019738 + Penalty 3532.736337 = -6384252.283401 nChanged 6 SP:Iteration 35Q (837.367125 sec): 3 clusters Score: Raw -6387785.114452 + Penalty 3532.736337 = -6384252.378115 nChanged 3 SP:Iteration 36Q (837.500310 sec): 3 clusters Score: Raw -6387785.156778 + Penalty 3532.736337 = -6384252.420441 nChanged 2 SP:Iteration 37Q (837.630969 sec): 3 clusters Score: Raw -6387785.232539 + Penalty 3532.736337 = -6384252.496202 nChanged 3 SP:Iteration 38Q (837.760039 sec): 3 clusters Score: Raw -6387785.319585 + Penalty 3532.736337 = -6384252.583248 nChanged 4 SP:Iteration 39Q (837.885202 sec): 3 clusters Score: Raw -6387785.414689 + Penalty 3532.736337 = -6384252.678353 nChanged 4 SP:Iteration 40F (838.008188 sec): 3 clusters Score: Raw -6387785.471403 + Penalty 3532.736337 = -6384252.735066 nChanged 4 SP:Iteration 41Q (838.131445 sec): 3 clusters Score: Raw -6387785.530116 + Penalty 3532.736337 = -6384252.793780 nChanged 5 SP:Iteration 42Q (838.262411 sec): 3 clusters Score: Raw -6387785.611848 + Penalty 3532.736337 = -6384252.875512 nChanged 5 SP:Iteration 43Q (838.392118 sec): 3 clusters Score: Raw -6387785.725378 + Penalty 3532.736337 = -6384252.989041 nChanged 5 SP:Iteration 44Q (838.520150 sec): 3 clusters Score: Raw -6387785.869254 + Penalty 3532.736337 = -6384253.132917 nChanged 5 SP:Iteration 45Q (838.645425 sec): 3 clusters Score: Raw -6387785.935378 + Penalty 3532.736337 = -6384253.199041 nChanged 2 SP:Iteration 46Q (838.776930 sec): 3 clusters Score: Raw -6387785.970845 + Penalty 3532.736337 = -6384253.234509 nChanged 0 SP:Iteration 47F (838.909349 sec): 3 clusters Score: Raw -6387785.970845 + Penalty 3532.736337 = -6384253.234509 nChanged 0 Trying to split cluster 18 (31994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (838.972989 sec): 2 clusters Score: Raw -3734730.605565 + Penalty 1685.661845 = -3733044.943719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (839.065791 sec): 3 clusters Score: Raw -3715073.386826 + Penalty 3371.323691 = -3711702.063135 nChanged 14602 SP:Iteration 1F (839.156699 sec): 3 clusters Score: Raw -3723753.332815 + Penalty 3371.323691 = -3720382.009124 nChanged 1864 SP:Iteration 2F (839.244420 sec): 3 clusters Score: Raw -3724674.908553 + Penalty 3371.323691 = -3721303.584862 nChanged 1921 SP:Iteration 3F (839.335470 sec): 3 clusters Score: Raw -3725775.715375 + Penalty 3371.323691 = -3722404.391685 nChanged 2018 SP:Iteration 4F (839.425247 sec): 3 clusters Score: Raw -3727075.869226 + Penalty 3371.323691 = -3723704.545535 nChanged 2013 SP:Iteration 5F (839.511531 sec): 3 clusters Score: Raw -3728510.602046 + Penalty 3371.323691 = -3725139.278355 nChanged 1791 SP:Iteration 6F (839.601566 sec): 3 clusters Score: Raw -3729923.700068 + Penalty 3371.323691 = -3726552.376377 nChanged 1619 SP:Iteration 7F (839.692152 sec): 3 clusters Score: Raw -3731179.278878 + Penalty 3371.323691 = -3727807.955187 nChanged 1340 SP:Iteration 8Q (839.787902 sec): 3 clusters Score: Raw -3732088.330461 + Penalty 3371.323691 = -3728717.006770 nChanged 986 SP:Iteration 9Q (839.881321 sec): 3 clusters Score: Raw -3732674.633691 + Penalty 3371.323691 = -3729303.310001 nChanged 800 SP:Iteration 10Q (839.975060 sec): 3 clusters Score: Raw -3733117.882300 + Penalty 3371.323691 = -3729746.558609 nChanged 654 SP:Iteration 11Q (840.066696 sec): 3 clusters Score: Raw -3733445.914254 + Penalty 3371.323691 = -3730074.590563 nChanged 554 SP:Iteration 12Q (840.164516 sec): 3 clusters Score: Raw -3733718.595974 + Penalty 3371.323691 = -3730347.272283 nChanged 456 SP:Iteration 13Q (840.255101 sec): 3 clusters Score: Raw -3733923.920317 + Penalty 3371.323691 = -3730552.596626 nChanged 387 SP:Iteration 14Q (840.333150 sec): 3 clusters Score: Raw -3734095.985774 + Penalty 3371.323691 = -3730724.662083 nChanged 367 SP:Iteration 15Q (840.417312 sec): 3 clusters Score: Raw -3734257.433886 + Penalty 3371.323691 = -3730886.110195 nChanged 361 SP:Iteration 16Q (840.503257 sec): 3 clusters Score: Raw -3734404.743237 + Penalty 3371.323691 = -3731033.419546 nChanged 311 SP:Iteration 17Q (840.591585 sec): 3 clusters Score: Raw -3734509.838095 + Penalty 3371.323691 = -3731138.514404 nChanged 249 SP:Iteration 18Q (840.672223 sec): 3 clusters Score: Raw -3734595.165654 + Penalty 3371.323691 = -3731223.841963 nChanged 230 SP:Iteration 19Q (840.761371 sec): 3 clusters Score: Raw -3734658.938568 + Penalty 3371.323691 = -3731287.614877 nChanged 181 SP:Iteration 20F (840.843438 sec): 3 clusters Score: Raw -3734698.010062 + Penalty 3371.323691 = -3731326.686371 nChanged 141 SP:Iteration 21Q (840.937165 sec): 3 clusters Score: Raw -3734726.292607 + Penalty 3371.323691 = -3731354.968916 nChanged 133 SP:Iteration 22Q (841.006831 sec): 3 clusters Score: Raw -3734751.653353 + Penalty 3371.323691 = -3731380.329662 nChanged 120 SP:Iteration 23Q (841.102001 sec): 3 clusters Score: Raw -3734774.020147 + Penalty 3371.323691 = -3731402.696456 nChanged 112 SP:Iteration 24Q (841.185127 sec): 3 clusters Score: Raw -3734794.108765 + Penalty 3371.323691 = -3731422.785074 nChanged 87 SP:Iteration 25Q (841.279257 sec): 3 clusters Score: Raw -3734808.062676 + Penalty 3371.323691 = -3731436.738985 nChanged 70 SP:Iteration 26Q (841.356474 sec): 3 clusters Score: Raw -3734817.647828 + Penalty 3371.323691 = -3731446.324138 nChanged 66 SP:Iteration 27Q (841.442339 sec): 3 clusters Score: Raw -3734827.581349 + Penalty 3371.323691 = -3731456.257658 nChanged 73 SP:Iteration 28Q (841.528737 sec): 3 clusters Score: Raw -3734841.275792 + Penalty 3371.323691 = -3731469.952101 nChanged 61 SP:Iteration 29Q (841.613162 sec): 3 clusters Score: Raw -3734850.341714 + Penalty 3371.323691 = -3731479.018023 nChanged 68 SP:Iteration 30Q (841.703517 sec): 3 clusters Score: Raw -3734859.219258 + Penalty 3371.323691 = -3731487.895567 nChanged 62 SP:Iteration 31Q (841.780951 sec): 3 clusters Score: Raw -3734868.166373 + Penalty 3371.323691 = -3731496.842682 nChanged 64 SP:Iteration 32Q (841.873558 sec): 3 clusters Score: Raw -3734876.454825 + Penalty 3371.323691 = -3731505.131134 nChanged 50 SP:Iteration 33Q (841.960399 sec): 3 clusters Score: Raw -3734883.638591 + Penalty 3371.323691 = -3731512.314900 nChanged 56 SP:Iteration 34Q (842.033554 sec): 3 clusters Score: Raw -3734891.773464 + Penalty 3371.323691 = -3731520.449773 nChanged 50 SP:Iteration 35Q (842.112525 sec): 3 clusters Score: Raw -3734898.560036 + Penalty 3371.323691 = -3731527.236345 nChanged 42 SP:Iteration 36Q (842.188431 sec): 3 clusters Score: Raw -3734904.857150 + Penalty 3371.323691 = -3731533.533460 nChanged 48 SP:Iteration 37Q (842.260802 sec): 3 clusters Score: Raw -3734912.840135 + Penalty 3371.323691 = -3731541.516444 nChanged 51 SP:Iteration 38Q (842.342534 sec): 3 clusters Score: Raw -3734921.777060 + Penalty 3371.323691 = -3731550.453369 nChanged 58 SP:Iteration 39Q (842.426808 sec): 3 clusters Score: Raw -3734934.396076 + Penalty 3371.323691 = -3731563.072385 nChanged 55 SP:Iteration 40F (842.516378 sec): 3 clusters Score: Raw -3734943.025206 + Penalty 3371.323691 = -3731571.701515 nChanged 53 SP:Iteration 41Q (842.601940 sec): 3 clusters Score: Raw -3734950.091549 + Penalty 3371.323691 = -3731578.767858 nChanged 38 SP:Iteration 42Q (842.697544 sec): 3 clusters Score: Raw -3734954.097940 + Penalty 3371.323691 = -3731582.774249 nChanged 40 SP:Iteration 43Q (842.788354 sec): 3 clusters Score: Raw -3734958.951810 + Penalty 3371.323691 = -3731587.628119 nChanged 39 SP:Iteration 44Q (842.868707 sec): 3 clusters Score: Raw -3734963.277383 + Penalty 3371.323691 = -3731591.953692 nChanged 24 SP:Iteration 45Q (842.948558 sec): 3 clusters Score: Raw -3734965.578516 + Penalty 3371.323691 = -3731594.254825 nChanged 22 SP:Iteration 46Q (843.027904 sec): 3 clusters Score: Raw -3734968.553448 + Penalty 3371.323691 = -3731597.229757 nChanged 32 SP:Iteration 47Q (843.100836 sec): 3 clusters Score: Raw -3734973.809473 + Penalty 3371.323691 = -3731602.485782 nChanged 39 SP:Iteration 48Q (843.192400 sec): 3 clusters Score: Raw -3734980.152005 + Penalty 3371.323691 = -3731608.828314 nChanged 29 SP:Iteration 49Q (843.267827 sec): 3 clusters Score: Raw -3734983.436435 + Penalty 3371.323691 = -3731612.112744 nChanged 28 SP:Iteration 50Q (843.353973 sec): 3 clusters Score: Raw -3734986.805233 + Penalty 3371.323691 = -3731615.481542 nChanged 34 SP:Iteration 51Q (843.441430 sec): 3 clusters Score: Raw -3734991.543010 + Penalty 3371.323691 = -3731620.219319 nChanged 38 SP:Iteration 52Q (843.524836 sec): 3 clusters Score: Raw -3734997.136085 + Penalty 3371.323691 = -3731625.812394 nChanged 38 SP:Iteration 53Q (843.608255 sec): 3 clusters Score: Raw -3735001.601344 + Penalty 3371.323691 = -3731630.277653 nChanged 40 SP:Iteration 54Q (843.697374 sec): 3 clusters Score: Raw -3735006.925236 + Penalty 3371.323691 = -3731635.601545 nChanged 32 SP:Iteration 55Q (843.786286 sec): 3 clusters Score: Raw -3735012.554115 + Penalty 3371.323691 = -3731641.230425 nChanged 34 SP:Iteration 56Q (843.865535 sec): 3 clusters Score: Raw -3735016.955399 + Penalty 3371.323691 = -3731645.631708 nChanged 44 SP:Iteration 57Q (843.946155 sec): 3 clusters Score: Raw -3735022.203575 + Penalty 3371.323691 = -3731650.879884 nChanged 50 SP:Iteration 58Q (844.032888 sec): 3 clusters Score: Raw -3735029.349204 + Penalty 3371.323691 = -3731658.025513 nChanged 55 SP:Iteration 59Q (844.114108 sec): 3 clusters Score: Raw -3735038.859834 + Penalty 3371.323691 = -3731667.536143 nChanged 47 SP:Iteration 60F (844.208639 sec): 3 clusters Score: Raw -3735047.927799 + Penalty 3371.323691 = -3731676.604108 nChanged 38 SP:Iteration 61Q (844.293647 sec): 3 clusters Score: Raw -3735054.514018 + Penalty 3371.323691 = -3731683.190327 nChanged 43 SP:Iteration 62Q (844.371414 sec): 3 clusters Score: Raw -3735063.300955 + Penalty 3371.323691 = -3731691.977264 nChanged 42 SP:Iteration 63Q (844.451145 sec): 3 clusters Score: Raw -3735069.484322 + Penalty 3371.323691 = -3731698.160631 nChanged 35 SP:Iteration 64Q (844.541325 sec): 3 clusters Score: Raw -3735076.571314 + Penalty 3371.323691 = -3731705.247623 nChanged 47 SP:Iteration 65Q (844.634384 sec): 3 clusters Score: Raw -3735088.126184 + Penalty 3371.323691 = -3731716.802493 nChanged 57 SP:Iteration 66Q (844.711266 sec): 3 clusters Score: Raw -3735103.034781 + Penalty 3371.323691 = -3731731.711091 nChanged 59 SP:Iteration 67Q (844.795224 sec): 3 clusters Score: Raw -3735115.490197 + Penalty 3371.323691 = -3731744.166506 nChanged 49 SP:Iteration 68Q (844.874823 sec): 3 clusters Score: Raw -3735124.700425 + Penalty 3371.323691 = -3731753.376734 nChanged 45 SP:Iteration 69Q (844.953950 sec): 3 clusters Score: Raw -3735134.080121 + Penalty 3371.323691 = -3731762.756430 nChanged 36 SP:Iteration 70Q (845.041306 sec): 3 clusters Score: Raw -3735140.307111 + Penalty 3371.323691 = -3731768.983420 nChanged 30 SP:Iteration 71Q (845.131792 sec): 3 clusters Score: Raw -3735144.609009 + Penalty 3371.323691 = -3731773.285318 nChanged 22 SP:Iteration 72Q (845.223018 sec): 3 clusters Score: Raw -3735147.743437 + Penalty 3371.323691 = -3731776.419746 nChanged 22 SP:Iteration 73Q (845.307120 sec): 3 clusters Score: Raw -3735151.395332 + Penalty 3371.323691 = -3731780.071641 nChanged 27 SP:Iteration 74Q (845.382766 sec): 3 clusters Score: Raw -3735157.003779 + Penalty 3371.323691 = -3731785.680088 nChanged 27 SP:Iteration 75Q (845.470882 sec): 3 clusters Score: Raw -3735161.494937 + Penalty 3371.323691 = -3731790.171246 nChanged 24 SP:Iteration 76Q (845.552646 sec): 3 clusters Score: Raw -3735166.614092 + Penalty 3371.323691 = -3731795.290401 nChanged 23 SP:Iteration 77Q (845.636975 sec): 3 clusters Score: Raw -3735170.857732 + Penalty 3371.323691 = -3731799.534041 nChanged 26 SP:Iteration 78Q (845.724751 sec): 3 clusters Score: Raw -3735174.401025 + Penalty 3371.323691 = -3731803.077334 nChanged 20 SP:Iteration 79Q (845.806390 sec): 3 clusters Score: Raw -3735178.607071 + Penalty 3371.323691 = -3731807.283380 nChanged 27 SP:Iteration 80F (845.894724 sec): 3 clusters Score: Raw -3735182.337932 + Penalty 3371.323691 = -3731811.014241 nChanged 18 SP:Iteration 81Q (845.975578 sec): 3 clusters Score: Raw -3735185.071016 + Penalty 3371.323691 = -3731813.747325 nChanged 21 SP:Iteration 82Q (846.062304 sec): 3 clusters Score: Raw -3735188.583901 + Penalty 3371.323691 = -3731817.260210 nChanged 18 SP:Iteration 83Q (846.143775 sec): 3 clusters Score: Raw -3735191.986207 + Penalty 3371.323691 = -3731820.662516 nChanged 19 SP:Iteration 84Q (846.228718 sec): 3 clusters Score: Raw -3735194.987632 + Penalty 3371.323691 = -3731823.663941 nChanged 13 SP:Iteration 85Q (846.318722 sec): 3 clusters Score: Raw -3735197.830898 + Penalty 3371.323691 = -3731826.507207 nChanged 18 SP:Iteration 86Q (846.404842 sec): 3 clusters Score: Raw -3735200.503557 + Penalty 3371.323691 = -3731829.179866 nChanged 20 SP:Iteration 87Q (846.478713 sec): 3 clusters Score: Raw -3735202.735287 + Penalty 3371.323691 = -3731831.411596 nChanged 8 SP:Iteration 88Q (846.567464 sec): 3 clusters Score: Raw -3735203.567217 + Penalty 3371.323691 = -3731832.243526 nChanged 5 SP:Iteration 89Q (846.647255 sec): 3 clusters Score: Raw -3735204.181264 + Penalty 3371.323691 = -3731832.857574 nChanged 4 SP:Iteration 90Q (846.732692 sec): 3 clusters Score: Raw -3735204.815461 + Penalty 3371.323691 = -3731833.491770 nChanged 8 SP:Iteration 91Q (846.827832 sec): 3 clusters Score: Raw -3735205.812564 + Penalty 3371.323691 = -3731834.488873 nChanged 7 SP:Iteration 92Q (846.914508 sec): 3 clusters Score: Raw -3735206.972985 + Penalty 3371.323691 = -3731835.649294 nChanged 9 SP:Iteration 93Q (846.992825 sec): 3 clusters Score: Raw -3735208.419203 + Penalty 3371.323691 = -3731837.095512 nChanged 7 SP:Iteration 94Q (847.067988 sec): 3 clusters Score: Raw -3735209.529071 + Penalty 3371.323691 = -3731838.205381 nChanged 9 SP:Iteration 95Q (847.162938 sec): 3 clusters Score: Raw -3735210.698154 + Penalty 3371.323691 = -3731839.374464 nChanged 12 SP:Iteration 96Q (847.244375 sec): 3 clusters Score: Raw -3735211.904369 + Penalty 3371.323691 = -3731840.580678 nChanged 7 SP:Iteration 97Q (847.331373 sec): 3 clusters Score: Raw -3735212.799114 + Penalty 3371.323691 = -3731841.475423 nChanged 7 SP:Iteration 98Q (847.411311 sec): 3 clusters Score: Raw -3735214.344890 + Penalty 3371.323691 = -3731843.021199 nChanged 12 SP:Iteration 99Q (847.505699 sec): 3 clusters Score: Raw -3735217.325175 + Penalty 3371.323691 = -3731846.001485 nChanged 20 SP:Iteration 100F (847.597350 sec): 3 clusters Score: Raw -3735221.443900 + Penalty 3371.323691 = -3731850.120210 nChanged 21 SP:Iteration 101Q (847.678895 sec): 3 clusters Score: Raw -3735225.448731 + Penalty 3371.323691 = -3731854.125040 nChanged 17 SP:Iteration 102Q (847.744735 sec): 3 clusters Score: Raw -3735228.099075 + Penalty 3371.323691 = -3731856.775384 nChanged 13 SP:Iteration 103Q (847.834923 sec): 3 clusters Score: Raw -3735230.266054 + Penalty 3371.323691 = -3731858.942363 nChanged 14 SP:Iteration 104Q (847.917172 sec): 3 clusters Score: Raw -3735232.404208 + Penalty 3371.323691 = -3731861.080517 nChanged 8 SP:Iteration 105Q (847.994056 sec): 3 clusters Score: Raw -3735233.953477 + Penalty 3371.323691 = -3731862.629786 nChanged 9 SP:Iteration 106Q (848.074332 sec): 3 clusters Score: Raw -3735234.896370 + Penalty 3371.323691 = -3731863.572679 nChanged 3 SP:Iteration 107Q (848.164351 sec): 3 clusters Score: Raw -3735235.584702 + Penalty 3371.323691 = -3731864.261011 nChanged 5 SP:Iteration 108Q (848.251619 sec): 3 clusters Score: Raw -3735236.955496 + Penalty 3371.323691 = -3731865.631805 nChanged 9 SP:Iteration 109Q (848.331675 sec): 3 clusters Score: Raw -3735237.944270 + Penalty 3371.323691 = -3731866.620579 nChanged 9 SP:Iteration 110Q (848.412290 sec): 3 clusters Score: Raw -3735239.180563 + Penalty 3371.323691 = -3731867.856872 nChanged 5 SP:Iteration 111Q (848.496016 sec): 3 clusters Score: Raw -3735240.069162 + Penalty 3371.323691 = -3731868.745472 nChanged 7 SP:Iteration 112Q (848.573191 sec): 3 clusters Score: Raw -3735241.756402 + Penalty 3371.323691 = -3731870.432711 nChanged 10 SP:Iteration 113Q (848.663518 sec): 3 clusters Score: Raw -3735243.717120 + Penalty 3371.323691 = -3731872.393429 nChanged 11 SP:Iteration 114Q (848.751232 sec): 3 clusters Score: Raw -3735245.224990 + Penalty 3371.323691 = -3731873.901299 nChanged 9 SP:Iteration 115Q (848.839772 sec): 3 clusters Score: Raw -3735246.037324 + Penalty 3371.323691 = -3731874.713633 nChanged 6 SP:Iteration 116Q (848.926075 sec): 3 clusters Score: Raw -3735246.625942 + Penalty 3371.323691 = -3731875.302251 nChanged 4 SP:Iteration 117Q (849.013310 sec): 3 clusters Score: Raw -3735247.244221 + Penalty 3371.323691 = -3731875.920531 nChanged 8 SP:Iteration 118Q (849.087989 sec): 3 clusters Score: Raw -3735248.204112 + Penalty 3371.323691 = -3731876.880421 nChanged 3 SP:Iteration 119Q (849.165599 sec): 3 clusters Score: Raw -3735248.642137 + Penalty 3371.323691 = -3731877.318446 nChanged 2 SP:Iteration 120F (849.254070 sec): 3 clusters Score: Raw -3735249.062016 + Penalty 3371.323691 = -3731877.738325 nChanged 3 SP:Iteration 121Q (849.337272 sec): 3 clusters Score: Raw -3735249.449580 + Penalty 3371.323691 = -3731878.125889 nChanged 2 SP:Iteration 122Q (849.418635 sec): 3 clusters Score: Raw -3735249.663093 + Penalty 3371.323691 = -3731878.339402 nChanged 3 SP:Iteration 123Q (849.501966 sec): 3 clusters Score: Raw -3735249.952825 + Penalty 3371.323691 = -3731878.629134 nChanged 1 SP:Iteration 124Q (849.592298 sec): 3 clusters Score: Raw -3735250.036039 + Penalty 3371.323691 = -3731878.712348 nChanged 2 SP:Iteration 125Q (849.678154 sec): 3 clusters Score: Raw -3735250.390669 + Penalty 3371.323691 = -3731879.066978 nChanged 3 SP:Iteration 126Q (849.761623 sec): 3 clusters Score: Raw -3735250.794413 + Penalty 3371.323691 = -3731879.470722 nChanged 3 SP:Iteration 127Q (849.855093 sec): 3 clusters Score: Raw -3735251.253289 + Penalty 3371.323691 = -3731879.929598 nChanged 2 SP:Iteration 128Q (849.944957 sec): 3 clusters Score: Raw -3735251.392229 + Penalty 3371.323691 = -3731880.068538 nChanged 0 SP:Iteration 129F (850.039861 sec): 3 clusters Score: Raw -3735251.392229 + Penalty 3371.323691 = -3731880.068538 nChanged 0 Trying to split cluster 19 (9367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (850.070180 sec): 2 clusters Score: Raw -1137505.674521 + Penalty 1486.054075 = -1136019.620446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (850.139467 sec): 3 clusters Score: Raw -1132202.159126 + Penalty 2972.108150 = -1129230.050976 nChanged 4040 SP:Iteration 1F (850.190566 sec): 3 clusters Score: Raw -1134300.195553 + Penalty 2972.108150 = -1131328.087404 nChanged 633 SP:Iteration 2F (850.258054 sec): 3 clusters Score: Raw -1134618.674249 + Penalty 2972.108150 = -1131646.566099 nChanged 572 SP:Iteration 3F (850.308478 sec): 3 clusters Score: Raw -1134915.149778 + Penalty 2972.108150 = -1131943.041629 nChanged 590 SP:Iteration 4F (850.377269 sec): 3 clusters Score: Raw -1135232.887729 + Penalty 2972.108150 = -1132260.779579 nChanged 531 SP:Iteration 5F (850.427719 sec): 3 clusters Score: Raw -1135534.452809 + Penalty 2972.108150 = -1132562.344659 nChanged 506 SP:Iteration 6F (850.487218 sec): 3 clusters Score: Raw -1135848.339044 + Penalty 2972.108150 = -1132876.230894 nChanged 473 SP:Iteration 7F (850.545129 sec): 3 clusters Score: Raw -1136162.789165 + Penalty 2972.108150 = -1133190.681015 nChanged 444 SP:Iteration 8Q (850.603001 sec): 3 clusters Score: Raw -1136481.911898 + Penalty 2972.108150 = -1133509.803748 nChanged 404 SP:Iteration 9Q (850.662086 sec): 3 clusters Score: Raw -1136777.273427 + Penalty 2972.108150 = -1133805.165277 nChanged 326 SP:Iteration 10Q (850.720733 sec): 3 clusters Score: Raw -1137052.117010 + Penalty 2972.108150 = -1134080.008861 nChanged 268 SP:Iteration 11Q (850.769875 sec): 3 clusters Score: Raw -1137317.512137 + Penalty 2972.108150 = -1134345.403987 nChanged 203 SP:Iteration 12Q (850.828692 sec): 3 clusters Score: Raw -1137514.335127 + Penalty 2972.108150 = -1134542.226977 nChanged 151 SP:Iteration 13Q (850.891051 sec): 3 clusters Score: Raw -1137663.364392 + Penalty 2972.108150 = -1134691.256242 nChanged 102 SP:Iteration 14Q (850.964442 sec): 3 clusters Score: Raw -1137769.909431 + Penalty 2972.108150 = -1134797.801281 nChanged 90 SP:Iteration 15Q (851.017240 sec): 3 clusters Score: Raw -1137849.432488 + Penalty 2972.108150 = -1134877.324338 nChanged 67 SP:Iteration 16Q (851.059578 sec): 3 clusters Score: Raw -1137901.849124 + Penalty 2972.108150 = -1134929.740974 nChanged 44 SP:Iteration 17Q (851.119999 sec): 3 clusters Score: Raw -1137932.723316 + Penalty 2972.108150 = -1134960.615166 nChanged 33 SP:Iteration 18Q (851.183882 sec): 3 clusters Score: Raw -1137960.785608 + Penalty 2972.108150 = -1134988.677458 nChanged 37 SP:Iteration 19Q (851.249677 sec): 3 clusters Score: Raw -1137981.133048 + Penalty 2972.108150 = -1135009.024899 nChanged 21 SP:Iteration 20F (851.307337 sec): 3 clusters Score: Raw -1137991.836746 + Penalty 2972.108150 = -1135019.728596 nChanged 14 SP:Iteration 21Q (851.380363 sec): 3 clusters Score: Raw -1138000.733287 + Penalty 2972.108150 = -1135028.625137 nChanged 18 SP:Iteration 22Q (851.428167 sec): 3 clusters Score: Raw -1138014.851721 + Penalty 2972.108150 = -1135042.743572 nChanged 21 SP:Iteration 23Q (851.481845 sec): 3 clusters Score: Raw -1138028.863263 + Penalty 2972.108150 = -1135056.755113 nChanged 14 SP:Iteration 24Q (851.546545 sec): 3 clusters Score: Raw -1138036.837390 + Penalty 2972.108150 = -1135064.729240 nChanged 12 SP:Iteration 25Q (851.594205 sec): 3 clusters Score: Raw -1138041.490899 + Penalty 2972.108150 = -1135069.382749 nChanged 5 SP:Iteration 26Q (851.661382 sec): 3 clusters Score: Raw -1138043.983815 + Penalty 2972.108150 = -1135071.875665 nChanged 2 SP:Iteration 27Q (851.720399 sec): 3 clusters Score: Raw -1138045.563463 + Penalty 2972.108150 = -1135073.455313 nChanged 4 SP:Iteration 28Q (851.768166 sec): 3 clusters Score: Raw -1138046.740703 + Penalty 2972.108150 = -1135074.632553 nChanged 3 SP:Iteration 29Q (851.842255 sec): 3 clusters Score: Raw -1138048.373056 + Penalty 2972.108150 = -1135076.264906 nChanged 2 SP:Iteration 30Q (851.899654 sec): 3 clusters Score: Raw -1138049.380977 + Penalty 2972.108150 = -1135077.272827 nChanged 2 SP:Iteration 31Q (851.958435 sec): 3 clusters Score: Raw -1138050.421409 + Penalty 2972.108150 = -1135078.313260 nChanged 2 SP:Iteration 32Q (852.005883 sec): 3 clusters Score: Raw -1138051.044767 + Penalty 2972.108150 = -1135078.936617 nChanged 2 SP:Iteration 33Q (852.062318 sec): 3 clusters Score: Raw -1138051.523319 + Penalty 2972.108150 = -1135079.415169 nChanged 0 SP:Iteration 34F (852.121537 sec): 3 clusters Score: Raw -1138051.523319 + Penalty 2972.108150 = -1135079.415169 nChanged 0 Trying to split cluster 20 (7634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (852.149874 sec): 2 clusters Score: Raw -927938.190599 + Penalty 1452.809675 = -926485.380924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (852.199585 sec): 3 clusters Score: Raw -923773.773260 + Penalty 2905.619351 = -920868.153910 nChanged 3215 SP:Iteration 1F (852.257399 sec): 3 clusters Score: Raw -925615.255065 + Penalty 2905.619351 = -922709.635715 nChanged 506 SP:Iteration 2F (852.308590 sec): 3 clusters Score: Raw -925846.648355 + Penalty 2905.619351 = -922941.029004 nChanged 409 SP:Iteration 3F (852.367363 sec): 3 clusters Score: Raw -926042.994942 + Penalty 2905.619351 = -923137.375591 nChanged 359 SP:Iteration 4Q (852.423616 sec): 3 clusters Score: Raw -926249.350120 + Penalty 2905.619351 = -923343.730769 nChanged 373 SP:Iteration 5Q (852.481091 sec): 3 clusters Score: Raw -926465.024305 + Penalty 2905.619351 = -923559.404954 nChanged 365 SP:Iteration 6Q (852.536825 sec): 3 clusters Score: Raw -926701.736116 + Penalty 2905.619351 = -923796.116765 nChanged 373 SP:Iteration 7Q (852.599174 sec): 3 clusters Score: Raw -926951.713457 + Penalty 2905.619351 = -924046.094107 nChanged 371 SP:Iteration 8Q (852.635962 sec): 3 clusters Score: Raw -927189.786629 + Penalty 2905.619351 = -924284.167278 nChanged 339 SP:Iteration 9Q (852.691689 sec): 3 clusters Score: Raw -927391.229061 + Penalty 2905.619351 = -924485.609710 nChanged 280 SP:Iteration 10Q (852.751950 sec): 3 clusters Score: Raw -927539.721907 + Penalty 2905.619351 = -924634.102556 nChanged 236 SP:Iteration 11Q (852.809850 sec): 3 clusters Score: Raw -927652.579269 + Penalty 2905.619351 = -924746.959918 nChanged 198 SP:Iteration 12Q (852.880171 sec): 3 clusters Score: Raw -927760.992370 + Penalty 2905.619351 = -924855.373020 nChanged 176 SP:Iteration 13Q (852.919752 sec): 3 clusters Score: Raw -927836.244292 + Penalty 2905.619351 = -924930.624941 nChanged 157 SP:Iteration 14Q (852.980035 sec): 3 clusters Score: Raw -927907.637142 + Penalty 2905.619351 = -925002.017791 nChanged 153 SP:Iteration 15Q (853.026472 sec): 3 clusters Score: Raw -927971.712659 + Penalty 2905.619351 = -925066.093308 nChanged 131 SP:Iteration 16Q (853.086714 sec): 3 clusters Score: Raw -928020.865612 + Penalty 2905.619351 = -925115.246262 nChanged 117 SP:Iteration 17Q (853.129223 sec): 3 clusters Score: Raw -928063.472905 + Penalty 2905.619351 = -925157.853554 nChanged 110 SP:Iteration 18Q (853.185322 sec): 3 clusters Score: Raw -928103.123227 + Penalty 2905.619351 = -925197.503876 nChanged 103 SP:Iteration 19Q (853.236716 sec): 3 clusters Score: Raw -928136.141352 + Penalty 2905.619351 = -925230.522001 nChanged 77 SP:Iteration 20F (853.289321 sec): 3 clusters Score: Raw -928155.974569 + Penalty 2905.619351 = -925250.355218 nChanged 58 SP:Iteration 21Q (853.347161 sec): 3 clusters Score: Raw -928170.151782 + Penalty 2905.619351 = -925264.532431 nChanged 47 SP:Iteration 22Q (853.408060 sec): 3 clusters Score: Raw -928184.828786 + Penalty 2905.619351 = -925279.209435 nChanged 37 SP:Iteration 23Q (853.469799 sec): 3 clusters Score: Raw -928194.896219 + Penalty 2905.619351 = -925289.276868 nChanged 35 SP:Iteration 24Q (853.536363 sec): 3 clusters Score: Raw -928206.166315 + Penalty 2905.619351 = -925300.546964 nChanged 45 SP:Iteration 25Q (853.581643 sec): 3 clusters Score: Raw -928217.645163 + Penalty 2905.619351 = -925312.025812 nChanged 36 SP:Iteration 26Q (853.633041 sec): 3 clusters Score: Raw -928226.605454 + Penalty 2905.619351 = -925320.986103 nChanged 37 SP:Iteration 27Q (853.689064 sec): 3 clusters Score: Raw -928237.521324 + Penalty 2905.619351 = -925331.901974 nChanged 42 SP:Iteration 28Q (853.733875 sec): 3 clusters Score: Raw -928246.706398 + Penalty 2905.619351 = -925341.087047 nChanged 34 SP:Iteration 29Q (853.784267 sec): 3 clusters Score: Raw -928252.178099 + Penalty 2905.619351 = -925346.558748 nChanged 24 SP:Iteration 30Q (853.819468 sec): 3 clusters Score: Raw -928257.927349 + Penalty 2905.619351 = -925352.307998 nChanged 28 SP:Iteration 31Q (853.875971 sec): 3 clusters Score: Raw -928265.172785 + Penalty 2905.619351 = -925359.553434 nChanged 26 SP:Iteration 32Q (853.931100 sec): 3 clusters Score: Raw -928270.308561 + Penalty 2905.619351 = -925364.689210 nChanged 22 SP:Iteration 33Q (853.993264 sec): 3 clusters Score: Raw -928274.428621 + Penalty 2905.619351 = -925368.809270 nChanged 30 SP:Iteration 34Q (854.034927 sec): 3 clusters Score: Raw -928280.875777 + Penalty 2905.619351 = -925375.256426 nChanged 32 SP:Iteration 35Q (854.088602 sec): 3 clusters Score: Raw -928287.623405 + Penalty 2905.619351 = -925382.004054 nChanged 30 SP:Iteration 36Q (854.148671 sec): 3 clusters Score: Raw -928294.000710 + Penalty 2905.619351 = -925388.381359 nChanged 40 SP:Iteration 37Q (854.209066 sec): 3 clusters Score: Raw -928303.964358 + Penalty 2905.619351 = -925398.345007 nChanged 42 SP:Iteration 38Q (854.273135 sec): 3 clusters Score: Raw -928315.191021 + Penalty 2905.619351 = -925409.571670 nChanged 38 SP:Iteration 39Q (854.317377 sec): 3 clusters Score: Raw -928324.218245 + Penalty 2905.619351 = -925418.598894 nChanged 32 SP:Iteration 40F (854.367797 sec): 3 clusters Score: Raw -928330.533853 + Penalty 2905.619351 = -925424.914503 nChanged 30 SP:Iteration 41Q (854.425329 sec): 3 clusters Score: Raw -928335.131850 + Penalty 2905.619351 = -925429.512499 nChanged 27 SP:Iteration 42Q (854.484626 sec): 3 clusters Score: Raw -928339.751124 + Penalty 2905.619351 = -925434.131773 nChanged 28 SP:Iteration 43Q (854.556134 sec): 3 clusters Score: Raw -928346.306803 + Penalty 2905.619351 = -925440.687453 nChanged 31 SP:Iteration 44Q (854.604506 sec): 3 clusters Score: Raw -928352.914971 + Penalty 2905.619351 = -925447.295620 nChanged 29 SP:Iteration 45Q (854.656942 sec): 3 clusters Score: Raw -928360.317683 + Penalty 2905.619351 = -925454.698332 nChanged 24 SP:Iteration 46Q (854.712578 sec): 3 clusters Score: Raw -928366.225094 + Penalty 2905.619351 = -925460.605743 nChanged 20 SP:Iteration 47Q (854.772851 sec): 3 clusters Score: Raw -928370.636640 + Penalty 2905.619351 = -925465.017289 nChanged 14 SP:Iteration 48Q (854.829853 sec): 3 clusters Score: Raw -928373.842678 + Penalty 2905.619351 = -925468.223327 nChanged 15 SP:Iteration 49Q (854.884708 sec): 3 clusters Score: Raw -928377.711599 + Penalty 2905.619351 = -925472.092248 nChanged 12 SP:Iteration 50Q (854.946859 sec): 3 clusters Score: Raw -928380.188315 + Penalty 2905.619351 = -925474.568964 nChanged 10 SP:Iteration 51Q (855.000467 sec): 3 clusters Score: Raw -928381.631011 + Penalty 2905.619351 = -925476.011660 nChanged 6 SP:Iteration 52Q (855.045396 sec): 3 clusters Score: Raw -928382.298566 + Penalty 2905.619351 = -925476.679215 nChanged 6 SP:Iteration 53Q (855.100426 sec): 3 clusters Score: Raw -928383.134104 + Penalty 2905.619351 = -925477.514753 nChanged 9 SP:Iteration 54Q (855.164341 sec): 3 clusters Score: Raw -928384.412902 + Penalty 2905.619351 = -925478.793551 nChanged 10 SP:Iteration 55Q (855.208709 sec): 3 clusters Score: Raw -928386.735558 + Penalty 2905.619351 = -925481.116208 nChanged 8 SP:Iteration 56Q (855.263226 sec): 3 clusters Score: Raw -928388.297297 + Penalty 2905.619351 = -925482.677946 nChanged 9 SP:Iteration 57Q (855.325753 sec): 3 clusters Score: Raw -928389.989424 + Penalty 2905.619351 = -925484.370074 nChanged 7 SP:Iteration 58Q (855.370035 sec): 3 clusters Score: Raw -928391.067213 + Penalty 2905.619351 = -925485.447862 nChanged 6 SP:Iteration 59Q (855.432496 sec): 3 clusters Score: Raw -928391.556015 + Penalty 2905.619351 = -925485.936664 nChanged 7 SP:Iteration 60F (855.487752 sec): 3 clusters Score: Raw -928392.674364 + Penalty 2905.619351 = -925487.055013 nChanged 8 SP:Iteration 61Q (855.540722 sec): 3 clusters Score: Raw -928394.292281 + Penalty 2905.619351 = -925488.672931 nChanged 13 SP:Iteration 62Q (855.584316 sec): 3 clusters Score: Raw -928397.071757 + Penalty 2905.619351 = -925491.452406 nChanged 15 SP:Iteration 63Q (855.641186 sec): 3 clusters Score: Raw -928400.843848 + Penalty 2905.619351 = -925495.224497 nChanged 23 SP:Iteration 64Q (855.708302 sec): 3 clusters Score: Raw -928405.346173 + Penalty 2905.619351 = -925499.726822 nChanged 20 SP:Iteration 65Q (855.756426 sec): 3 clusters Score: Raw -928409.733118 + Penalty 2905.619351 = -925504.113767 nChanged 23 SP:Iteration 66Q (855.821682 sec): 3 clusters Score: Raw -928414.624542 + Penalty 2905.619351 = -925509.005191 nChanged 13 SP:Iteration 67Q (855.868934 sec): 3 clusters Score: Raw -928417.280719 + Penalty 2905.619351 = -925511.661368 nChanged 11 SP:Iteration 68Q (855.929945 sec): 3 clusters Score: Raw -928419.201646 + Penalty 2905.619351 = -925513.582295 nChanged 13 SP:Iteration 69Q (855.989879 sec): 3 clusters Score: Raw -928421.277194 + Penalty 2905.619351 = -925515.657843 nChanged 6 SP:Iteration 70Q (856.051006 sec): 3 clusters Score: Raw -928422.003162 + Penalty 2905.619351 = -925516.383812 nChanged 7 SP:Iteration 71Q (856.108524 sec): 3 clusters Score: Raw -928422.997382 + Penalty 2905.619351 = -925517.378031 nChanged 10 SP:Iteration 72Q (856.165140 sec): 3 clusters Score: Raw -928424.688039 + Penalty 2905.619351 = -925519.068689 nChanged 11 SP:Iteration 73Q (856.224111 sec): 3 clusters Score: Raw -928426.503647 + Penalty 2905.619351 = -925520.884296 nChanged 14 SP:Iteration 74Q (856.283007 sec): 3 clusters Score: Raw -928428.777220 + Penalty 2905.619351 = -925523.157869 nChanged 13 SP:Iteration 75Q (856.339482 sec): 3 clusters Score: Raw -928431.619585 + Penalty 2905.619351 = -925526.000234 nChanged 17 SP:Iteration 76Q (856.396428 sec): 3 clusters Score: Raw -928435.790583 + Penalty 2905.619351 = -925530.171232 nChanged 12 SP:Iteration 77Q (856.454308 sec): 3 clusters Score: Raw -928437.562963 + Penalty 2905.619351 = -925531.943612 nChanged 14 SP:Iteration 78Q (856.506100 sec): 3 clusters Score: Raw -928440.443936 + Penalty 2905.619351 = -925534.824586 nChanged 11 SP:Iteration 79Q (856.565712 sec): 3 clusters Score: Raw -928442.793620 + Penalty 2905.619351 = -925537.174269 nChanged 11 SP:Iteration 80F (856.626904 sec): 3 clusters Score: Raw -928445.018473 + Penalty 2905.619351 = -925539.399122 nChanged 9 SP:Iteration 81Q (856.685316 sec): 3 clusters Score: Raw -928446.567723 + Penalty 2905.619351 = -925540.948372 nChanged 7 SP:Iteration 82Q (856.745491 sec): 3 clusters Score: Raw -928447.714298 + Penalty 2905.619351 = -925542.094948 nChanged 7 SP:Iteration 83Q (856.798612 sec): 3 clusters Score: Raw -928449.014529 + Penalty 2905.619351 = -925543.395179 nChanged 5 SP:Iteration 84Q (856.854871 sec): 3 clusters Score: Raw -928449.925840 + Penalty 2905.619351 = -925544.306489 nChanged 7 SP:Iteration 85Q (856.904561 sec): 3 clusters Score: Raw -928451.129606 + Penalty 2905.619351 = -925545.510255 nChanged 7 SP:Iteration 86Q (856.964459 sec): 3 clusters Score: Raw -928452.265841 + Penalty 2905.619351 = -925546.646490 nChanged 6 SP:Iteration 87Q (857.024692 sec): 3 clusters Score: Raw -928452.839978 + Penalty 2905.619351 = -925547.220627 nChanged 4 SP:Iteration 88Q (857.079486 sec): 3 clusters Score: Raw -928453.778595 + Penalty 2905.619351 = -925548.159244 nChanged 6 SP:Iteration 89Q (857.139134 sec): 3 clusters Score: Raw -928454.892340 + Penalty 2905.619351 = -925549.272989 nChanged 4 SP:Iteration 90Q (857.191239 sec): 3 clusters Score: Raw -928455.219533 + Penalty 2905.619351 = -925549.600182 nChanged 1 SP:Iteration 91Q (857.249505 sec): 3 clusters Score: Raw -928455.340473 + Penalty 2905.619351 = -925549.721122 nChanged 2 SP:Iteration 92Q (857.302234 sec): 3 clusters Score: Raw -928455.645206 + Penalty 2905.619351 = -925550.025855 nChanged 0 SP:Iteration 93F (857.361684 sec): 3 clusters Score: Raw -928455.645206 + Penalty 2905.619351 = -925550.025855 nChanged 0 Iteration 139Q (860.649821 sec): 23 clusters Score: Raw -56481476.190237 + Penalty 46722.679987 = -56434753.510250 nChanged 643 Iteration 140F (867.854066 sec): 23 clusters Score: Raw -56481844.778225 + Penalty 46722.679987 = -56435122.098238 nChanged 973 Iteration 141Q (871.138778 sec): 23 clusters Score: Raw -56482092.884280 + Penalty 46722.679987 = -56435370.204292 nChanged 704 Iteration 142Q (873.576035 sec): 23 clusters Score: Raw -56482257.440816 + Penalty 46722.679987 = -56435534.760828 nChanged 573 Iteration 143Q (876.229956 sec): 23 clusters Score: Raw -56482365.692689 + Penalty 46722.679987 = -56435643.012701 nChanged 488 Iteration 144Q (878.963026 sec): 23 clusters Score: Raw -56482446.438261 + Penalty 46722.679987 = -56435723.758274 nChanged 447 Iteration 145Q (881.663058 sec): 23 clusters Score: Raw -56482508.691437 + Penalty 46722.679987 = -56435786.011450 nChanged 438 Iteration 146Q (884.402152 sec): 23 clusters Score: Raw -56482569.534395 + Penalty 46722.679987 = -56435846.854407 nChanged 372 Iteration 147Q (887.098591 sec): 23 clusters Score: Raw -56482629.827125 + Penalty 46722.679987 = -56435907.147138 nChanged 350 Iteration 148Q (889.898445 sec): 23 clusters Score: Raw -56482672.519345 + Penalty 46722.679987 = -56435949.839358 nChanged 313 Iteration 149Q (892.597220 sec): 23 clusters Score: Raw -56482708.885345 + Penalty 46722.679987 = -56435986.205357 nChanged 291 Iteration 150Q (895.302301 sec): 23 clusters Score: Raw -56482739.958209 + Penalty 46722.679987 = -56436017.278222 nChanged 271 Iteration 151Q (898.034375 sec): 23 clusters Score: Raw -56482768.710809 + Penalty 46722.679987 = -56436046.030822 nChanged 199 Iteration 152Q (900.743496 sec): 23 clusters Score: Raw -56482788.231075 + Penalty 46722.679987 = -56436065.551088 nChanged 187 Iteration 153Q (903.476435 sec): 23 clusters Score: Raw -56482803.598863 + Penalty 46722.679987 = -56436080.918876 nChanged 174 Iteration 154Q (906.229853 sec): 23 clusters Score: Raw -56482817.401782 + Penalty 46722.679987 = -56436094.721795 nChanged 159 Iteration 155Q (908.932427 sec): 23 clusters Score: Raw -56482828.151415 + Penalty 46722.679987 = -56436105.471428 nChanged 131 Iteration 156Q (911.640740 sec): 23 clusters Score: Raw -56482835.740187 + Penalty 46722.679987 = -56436113.060199 nChanged 118 Iteration 157Q (914.383258 sec): 23 clusters Score: Raw -56482841.855110 + Penalty 46722.679987 = -56436119.175123 nChanged 96 Iteration 158Q (917.080304 sec): 23 clusters Score: Raw -56482848.874911 + Penalty 46722.679987 = -56436126.194924 nChanged 95 Iteration 159Q (919.781830 sec): 23 clusters Score: Raw -56482854.167513 + Penalty 46722.679987 = -56436131.487526 nChanged 85 Iteration 160F (926.658855 sec): 23 clusters Score: Raw -56482858.540170 + Penalty 46722.679987 = -56436135.860182 nChanged 63 Iteration 161Q (929.421926 sec): 23 clusters Score: Raw -56482864.050632 + Penalty 46722.679987 = -56436141.370644 nChanged 69 Iteration 162Q (932.177414 sec): 23 clusters Score: Raw -56482868.617040 + Penalty 46722.679987 = -56436145.937052 nChanged 67 Iteration 163Q (934.902031 sec): 23 clusters Score: Raw -56482872.689173 + Penalty 46722.679987 = -56436150.009186 nChanged 65 Iteration 164Q (937.588649 sec): 23 clusters Score: Raw -56482876.904651 + Penalty 46722.679987 = -56436154.224663 nChanged 71 Iteration 165Q (940.312777 sec): 23 clusters Score: Raw -56482881.222674 + Penalty 46722.679987 = -56436158.542686 nChanged 61 Iteration 166Q (943.406439 sec): 23 clusters Score: Raw -56482884.366823 + Penalty 46722.679987 = -56436161.686835 nChanged 76 Iteration 167Q (946.548606 sec): 23 clusters Score: Raw -56482889.537391 + Penalty 46722.679987 = -56436166.857404 nChanged 79 Iteration 168Q (949.677182 sec): 23 clusters Score: Raw -56482893.994089 + Penalty 46722.679987 = -56436171.314101 nChanged 69 Iteration 169Q (952.725314 sec): 23 clusters Score: Raw -56482898.003679 + Penalty 46722.679987 = -56436175.323692 nChanged 78 Iteration 170Q (955.771275 sec): 23 clusters Score: Raw -56482902.063715 + Penalty 46722.679987 = -56436179.383728 nChanged 71 Iteration 171Q (958.836791 sec): 23 clusters Score: Raw -56482905.628892 + Penalty 46722.679987 = -56436182.948905 nChanged 83 Iteration 172Q (961.994610 sec): 23 clusters Score: Raw -56482910.610968 + Penalty 46722.679987 = -56436187.930981 nChanged 66 Iteration 173Q (965.112685 sec): 23 clusters Score: Raw -56482915.770070 + Penalty 46722.679987 = -56436193.090083 nChanged 65 Iteration 174Q (968.210242 sec): 23 clusters Score: Raw -56482919.278518 + Penalty 46722.679987 = -56436196.598530 nChanged 69 Iteration 175Q (971.381560 sec): 23 clusters Score: Raw -56482924.054867 + Penalty 46722.679987 = -56436201.374880 nChanged 78 Iteration 176Q (974.491373 sec): 23 clusters Score: Raw -56482928.598445 + Penalty 46722.679987 = -56436205.918458 nChanged 76 Iteration 177Q (977.643720 sec): 23 clusters Score: Raw -56482932.576572 + Penalty 46722.679987 = -56436209.896584 nChanged 60 Iteration 178Q (980.830412 sec): 23 clusters Score: Raw -56482934.976334 + Penalty 46722.679987 = -56436212.296347 nChanged 54 Writing temp clu file Because OldScore, -56436209.896584, is greater than current (better) Score,-56436212.296347 Compute initial score before splitting: Score: Raw -56482934.976334 + Penalty 46722.679987 = -56436212.296347 Trying to split cluster 1 (5355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (980.953575 sec): 2 clusters Score: Raw -633638.141105 + Penalty 1395.190222 = -632242.950883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (981.006243 sec): 3 clusters Score: Raw -630822.644522 + Penalty 2790.380444 = -628032.264078 nChanged 2156 SP:Iteration 1F (981.061476 sec): 3 clusters Score: Raw -631957.087417 + Penalty 2790.380444 = -629166.706972 nChanged 386 SP:Iteration 2F (981.111567 sec): 3 clusters Score: Raw -632183.853431 + Penalty 2790.380444 = -629393.472986 nChanged 316 SP:Iteration 3F (981.160233 sec): 3 clusters Score: Raw -632369.305476 + Penalty 2790.380444 = -629578.925032 nChanged 282 SP:Iteration 4F (981.210834 sec): 3 clusters Score: Raw -632534.537524 + Penalty 2790.380444 = -629744.157079 nChanged 255 SP:Iteration 5Q (981.261382 sec): 3 clusters Score: Raw -632682.902873 + Penalty 2790.380444 = -629892.522428 nChanged 226 SP:Iteration 6Q (981.298072 sec): 3 clusters Score: Raw -632803.776353 + Penalty 2790.380444 = -630013.395909 nChanged 208 SP:Iteration 7Q (981.360750 sec): 3 clusters Score: Raw -632921.446339 + Penalty 2790.380444 = -630131.065894 nChanged 195 SP:Iteration 8Q (981.398351 sec): 3 clusters Score: Raw -633038.683421 + Penalty 2790.380444 = -630248.302977 nChanged 188 SP:Iteration 9Q (981.449343 sec): 3 clusters Score: Raw -633135.994097 + Penalty 2790.380444 = -630345.613653 nChanged 159 SP:Iteration 10Q (981.497529 sec): 3 clusters Score: Raw -633230.459217 + Penalty 2790.380444 = -630440.078773 nChanged 151 SP:Iteration 11Q (981.547376 sec): 3 clusters Score: Raw -633334.383264 + Penalty 2790.380444 = -630544.002819 nChanged 141 SP:Iteration 12Q (981.602038 sec): 3 clusters Score: Raw -633445.270065 + Penalty 2790.380444 = -630654.889621 nChanged 137 SP:Iteration 13Q (981.643770 sec): 3 clusters Score: Raw -633564.070919 + Penalty 2790.380444 = -630773.690475 nChanged 126 SP:Iteration 14Q (981.692164 sec): 3 clusters Score: Raw -633664.658456 + Penalty 2790.380444 = -630874.278012 nChanged 115 SP:Iteration 15Q (981.751789 sec): 3 clusters Score: Raw -633756.135370 + Penalty 2790.380444 = -630965.754926 nChanged 95 SP:Iteration 16Q (981.793469 sec): 3 clusters Score: Raw -633820.339818 + Penalty 2790.380444 = -631029.959374 nChanged 69 SP:Iteration 17Q (981.846374 sec): 3 clusters Score: Raw -633871.621314 + Penalty 2790.380444 = -631081.240870 nChanged 52 SP:Iteration 18Q (981.892773 sec): 3 clusters Score: Raw -633909.632752 + Penalty 2790.380444 = -631119.252307 nChanged 35 SP:Iteration 19Q (981.959203 sec): 3 clusters Score: Raw -633926.802404 + Penalty 2790.380444 = -631136.421959 nChanged 21 SP:Iteration 20F (982.016538 sec): 3 clusters Score: Raw -633937.490190 + Penalty 2790.380444 = -631147.109745 nChanged 15 SP:Iteration 21Q (982.068567 sec): 3 clusters Score: Raw -633943.387969 + Penalty 2790.380444 = -631153.007524 nChanged 12 SP:Iteration 22Q (982.124746 sec): 3 clusters Score: Raw -633949.226123 + Penalty 2790.380444 = -631158.845678 nChanged 9 SP:Iteration 23Q (982.175468 sec): 3 clusters Score: Raw -633954.229791 + Penalty 2790.380444 = -631163.849347 nChanged 10 SP:Iteration 24Q (982.219584 sec): 3 clusters Score: Raw -633958.447193 + Penalty 2790.380444 = -631168.066749 nChanged 8 SP:Iteration 25Q (982.285821 sec): 3 clusters Score: Raw -633962.043400 + Penalty 2790.380444 = -631171.662956 nChanged 6 SP:Iteration 26Q (982.337184 sec): 3 clusters Score: Raw -633964.125907 + Penalty 2790.380444 = -631173.745463 nChanged 3 SP:Iteration 27Q (982.389664 sec): 3 clusters Score: Raw -633965.668879 + Penalty 2790.380444 = -631175.288434 nChanged 3 SP:Iteration 28Q (982.435289 sec): 3 clusters Score: Raw -633966.513110 + Penalty 2790.380444 = -631176.132665 nChanged 3 SP:Iteration 29Q (982.490359 sec): 3 clusters Score: Raw -633968.409176 + Penalty 2790.380444 = -631178.028732 nChanged 1 SP:Iteration 30Q (982.542743 sec): 3 clusters Score: Raw -633968.686270 + Penalty 2790.380444 = -631178.305826 nChanged 2 SP:Iteration 31Q (982.587163 sec): 3 clusters Score: Raw -633969.144119 + Penalty 2790.380444 = -631178.763675 nChanged 2 SP:Iteration 32Q (982.641090 sec): 3 clusters Score: Raw -633969.545223 + Penalty 2790.380444 = -631179.164778 nChanged 1 SP:Iteration 33Q (982.680001 sec): 3 clusters Score: Raw -633969.884806 + Penalty 2790.380444 = -631179.504362 nChanged 1 SP:Iteration 34Q (982.740370 sec): 3 clusters Score: Raw -633970.611455 + Penalty 2790.380444 = -631180.231010 nChanged 0 SP:Iteration 35F (982.794856 sec): 3 clusters Score: Raw -633970.611455 + Penalty 2790.380444 = -631180.231010 nChanged 0 Trying to split cluster 2 (26097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (982.843876 sec): 2 clusters Score: Raw -3231638.912741 + Penalty 1652.556042 = -3229986.356699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (982.926759 sec): 3 clusters Score: Raw -3215810.767600 + Penalty 3305.112084 = -3212505.655516 nChanged 11906 SP:Iteration 1F (983.002447 sec): 3 clusters Score: Raw -3222619.742852 + Penalty 3305.112084 = -3219314.630767 nChanged 1445 SP:Iteration 2F (983.088600 sec): 3 clusters Score: Raw -3223371.654722 + Penalty 3305.112084 = -3220066.542638 nChanged 1686 SP:Iteration 3F (983.171642 sec): 3 clusters Score: Raw -3224476.441465 + Penalty 3305.112084 = -3221171.329381 nChanged 2021 SP:Iteration 4F (983.243673 sec): 3 clusters Score: Raw -3225989.839794 + Penalty 3305.112084 = -3222684.727709 nChanged 2070 SP:Iteration 5F (983.325477 sec): 3 clusters Score: Raw -3227602.004133 + Penalty 3305.112084 = -3224296.892049 nChanged 1925 SP:Iteration 6F (983.413483 sec): 3 clusters Score: Raw -3228946.814756 + Penalty 3305.112084 = -3225641.702672 nChanged 1567 SP:Iteration 7F (983.489690 sec): 3 clusters Score: Raw -3229823.549838 + Penalty 3305.112084 = -3226518.437754 nChanged 1160 SP:Iteration 8Q (983.575070 sec): 3 clusters Score: Raw -3230321.242598 + Penalty 3305.112084 = -3227016.130513 nChanged 787 SP:Iteration 9Q (983.655155 sec): 3 clusters Score: Raw -3230558.194800 + Penalty 3305.112084 = -3227253.082715 nChanged 522 SP:Iteration 10Q (983.745436 sec): 3 clusters Score: Raw -3230686.594325 + Penalty 3305.112084 = -3227381.482241 nChanged 380 SP:Iteration 11Q (983.836461 sec): 3 clusters Score: Raw -3230761.948202 + Penalty 3305.112084 = -3227456.836118 nChanged 264 SP:Iteration 12Q (983.927115 sec): 3 clusters Score: Raw -3230811.462666 + Penalty 3305.112084 = -3227506.350581 nChanged 227 SP:Iteration 13Q (984.012873 sec): 3 clusters Score: Raw -3230850.226357 + Penalty 3305.112084 = -3227545.114273 nChanged 214 SP:Iteration 14Q (984.104308 sec): 3 clusters Score: Raw -3230882.296815 + Penalty 3305.112084 = -3227577.184730 nChanged 198 SP:Iteration 15Q (984.190464 sec): 3 clusters Score: Raw -3230910.039239 + Penalty 3305.112084 = -3227604.927155 nChanged 188 SP:Iteration 16Q (984.272400 sec): 3 clusters Score: Raw -3230935.382539 + Penalty 3305.112084 = -3227630.270455 nChanged 191 SP:Iteration 17Q (984.360648 sec): 3 clusters Score: Raw -3230964.764729 + Penalty 3305.112084 = -3227659.652644 nChanged 198 SP:Iteration 18Q (984.452339 sec): 3 clusters Score: Raw -3230994.417971 + Penalty 3305.112084 = -3227689.305886 nChanged 197 SP:Iteration 19Q (984.530990 sec): 3 clusters Score: Raw -3231024.657113 + Penalty 3305.112084 = -3227719.545028 nChanged 225 SP:Iteration 20F (984.622069 sec): 3 clusters Score: Raw -3231063.845335 + Penalty 3305.112084 = -3227758.733250 nChanged 234 SP:Iteration 21Q (984.705918 sec): 3 clusters Score: Raw -3231101.640438 + Penalty 3305.112084 = -3227796.528354 nChanged 230 SP:Iteration 22Q (984.795720 sec): 3 clusters Score: Raw -3231141.695749 + Penalty 3305.112084 = -3227836.583665 nChanged 249 SP:Iteration 23Q (984.880416 sec): 3 clusters Score: Raw -3231187.483348 + Penalty 3305.112084 = -3227882.371264 nChanged 236 SP:Iteration 24Q (984.962684 sec): 3 clusters Score: Raw -3231228.867896 + Penalty 3305.112084 = -3227923.755811 nChanged 210 SP:Iteration 25Q (985.049790 sec): 3 clusters Score: Raw -3231265.420230 + Penalty 3305.112084 = -3227960.308145 nChanged 204 SP:Iteration 26Q (985.134316 sec): 3 clusters Score: Raw -3231300.739787 + Penalty 3305.112084 = -3227995.627703 nChanged 199 SP:Iteration 27Q (985.220545 sec): 3 clusters Score: Raw -3231335.181396 + Penalty 3305.112084 = -3228030.069312 nChanged 192 SP:Iteration 28Q (985.299782 sec): 3 clusters Score: Raw -3231366.659009 + Penalty 3305.112084 = -3228061.546924 nChanged 170 SP:Iteration 29Q (985.382152 sec): 3 clusters Score: Raw -3231397.478665 + Penalty 3305.112084 = -3228092.366581 nChanged 182 SP:Iteration 30Q (985.465800 sec): 3 clusters Score: Raw -3231433.406219 + Penalty 3305.112084 = -3228128.294135 nChanged 198 SP:Iteration 31Q (985.539243 sec): 3 clusters Score: Raw -3231473.493355 + Penalty 3305.112084 = -3228168.381271 nChanged 197 SP:Iteration 32Q (985.629539 sec): 3 clusters Score: Raw -3231515.776503 + Penalty 3305.112084 = -3228210.664419 nChanged 172 SP:Iteration 33Q (985.718409 sec): 3 clusters Score: Raw -3231552.470657 + Penalty 3305.112084 = -3228247.358573 nChanged 153 SP:Iteration 34Q (985.798792 sec): 3 clusters Score: Raw -3231581.369640 + Penalty 3305.112084 = -3228276.257556 nChanged 129 SP:Iteration 35Q (985.880460 sec): 3 clusters Score: Raw -3231605.542894 + Penalty 3305.112084 = -3228300.430810 nChanged 121 SP:Iteration 36Q (985.967631 sec): 3 clusters Score: Raw -3231628.002800 + Penalty 3305.112084 = -3228322.890715 nChanged 113 SP:Iteration 37Q (986.058698 sec): 3 clusters Score: Raw -3231649.716960 + Penalty 3305.112084 = -3228344.604876 nChanged 112 SP:Iteration 38Q (986.151212 sec): 3 clusters Score: Raw -3231668.776227 + Penalty 3305.112084 = -3228363.664143 nChanged 96 SP:Iteration 39Q (986.230757 sec): 3 clusters Score: Raw -3231686.406536 + Penalty 3305.112084 = -3228381.294452 nChanged 103 SP:Iteration 40F (986.314666 sec): 3 clusters Score: Raw -3231703.887148 + Penalty 3305.112084 = -3228398.775064 nChanged 89 SP:Iteration 41Q (986.406198 sec): 3 clusters Score: Raw -3231720.027498 + Penalty 3305.112084 = -3228414.915414 nChanged 83 SP:Iteration 42Q (986.481532 sec): 3 clusters Score: Raw -3231734.103287 + Penalty 3305.112084 = -3228428.991203 nChanged 70 SP:Iteration 43Q (986.565607 sec): 3 clusters Score: Raw -3231744.460970 + Penalty 3305.112084 = -3228439.348886 nChanged 60 SP:Iteration 44Q (986.658199 sec): 3 clusters Score: Raw -3231754.225938 + Penalty 3305.112084 = -3228449.113853 nChanged 71 SP:Iteration 45Q (986.742104 sec): 3 clusters Score: Raw -3231768.344746 + Penalty 3305.112084 = -3228463.232662 nChanged 62 SP:Iteration 46Q (986.820413 sec): 3 clusters Score: Raw -3231780.909353 + Penalty 3305.112084 = -3228475.797268 nChanged 62 SP:Iteration 47Q (986.908605 sec): 3 clusters Score: Raw -3231792.204314 + Penalty 3305.112084 = -3228487.092230 nChanged 54 SP:Iteration 48Q (987.003859 sec): 3 clusters Score: Raw -3231800.933331 + Penalty 3305.112084 = -3228495.821246 nChanged 49 SP:Iteration 49Q (987.084933 sec): 3 clusters Score: Raw -3231810.762422 + Penalty 3305.112084 = -3228505.650337 nChanged 50 SP:Iteration 50Q (987.169415 sec): 3 clusters Score: Raw -3231818.849524 + Penalty 3305.112084 = -3228513.737440 nChanged 38 SP:Iteration 51Q (987.258378 sec): 3 clusters Score: Raw -3231824.592494 + Penalty 3305.112084 = -3228519.480410 nChanged 36 SP:Iteration 52Q (987.331773 sec): 3 clusters Score: Raw -3231830.596119 + Penalty 3305.112084 = -3228525.484034 nChanged 35 SP:Iteration 53Q (987.412833 sec): 3 clusters Score: Raw -3231835.657822 + Penalty 3305.112084 = -3228530.545738 nChanged 32 SP:Iteration 54Q (987.500560 sec): 3 clusters Score: Raw -3231839.461017 + Penalty 3305.112084 = -3228534.348933 nChanged 27 SP:Iteration 55Q (987.575593 sec): 3 clusters Score: Raw -3231843.257985 + Penalty 3305.112084 = -3228538.145901 nChanged 17 SP:Iteration 56Q (987.656925 sec): 3 clusters Score: Raw -3231845.272775 + Penalty 3305.112084 = -3228540.160690 nChanged 16 SP:Iteration 57Q (987.739557 sec): 3 clusters Score: Raw -3231847.126666 + Penalty 3305.112084 = -3228542.014582 nChanged 17 SP:Iteration 58Q (987.826842 sec): 3 clusters Score: Raw -3231849.241693 + Penalty 3305.112084 = -3228544.129608 nChanged 14 SP:Iteration 59Q (987.908966 sec): 3 clusters Score: Raw -3231851.295733 + Penalty 3305.112084 = -3228546.183649 nChanged 14 SP:Iteration 60F (987.985886 sec): 3 clusters Score: Raw -3231853.498986 + Penalty 3305.112084 = -3228548.386902 nChanged 20 SP:Iteration 61Q (988.070149 sec): 3 clusters Score: Raw -3231856.874050 + Penalty 3305.112084 = -3228551.761965 nChanged 27 SP:Iteration 62Q (988.153878 sec): 3 clusters Score: Raw -3231860.405762 + Penalty 3305.112084 = -3228555.293678 nChanged 26 SP:Iteration 63Q (988.240795 sec): 3 clusters Score: Raw -3231864.032341 + Penalty 3305.112084 = -3228558.920257 nChanged 17 SP:Iteration 64Q (988.325080 sec): 3 clusters Score: Raw -3231866.117984 + Penalty 3305.112084 = -3228561.005900 nChanged 10 SP:Iteration 65Q (988.400861 sec): 3 clusters Score: Raw -3231867.306854 + Penalty 3305.112084 = -3228562.194770 nChanged 12 SP:Iteration 66Q (988.483783 sec): 3 clusters Score: Raw -3231868.803051 + Penalty 3305.112084 = -3228563.690966 nChanged 11 SP:Iteration 67Q (988.570831 sec): 3 clusters Score: Raw -3231871.217090 + Penalty 3305.112084 = -3228566.105005 nChanged 17 SP:Iteration 68Q (988.656693 sec): 3 clusters Score: Raw -3231873.759296 + Penalty 3305.112084 = -3228568.647212 nChanged 15 SP:Iteration 69Q (988.745234 sec): 3 clusters Score: Raw -3231876.304933 + Penalty 3305.112084 = -3228571.192849 nChanged 19 SP:Iteration 70Q (988.825271 sec): 3 clusters Score: Raw -3231879.403278 + Penalty 3305.112084 = -3228574.291194 nChanged 17 SP:Iteration 71Q (988.907680 sec): 3 clusters Score: Raw -3231882.563190 + Penalty 3305.112084 = -3228577.451106 nChanged 19 SP:Iteration 72Q (988.985730 sec): 3 clusters Score: Raw -3231885.632242 + Penalty 3305.112084 = -3228580.520158 nChanged 17 SP:Iteration 73Q (989.072424 sec): 3 clusters Score: Raw -3231888.057740 + Penalty 3305.112084 = -3228582.945655 nChanged 12 SP:Iteration 74Q (989.158237 sec): 3 clusters Score: Raw -3231890.309990 + Penalty 3305.112084 = -3228585.197906 nChanged 18 SP:Iteration 75Q (989.250541 sec): 3 clusters Score: Raw -3231893.854466 + Penalty 3305.112084 = -3228588.742382 nChanged 20 SP:Iteration 76Q (989.332732 sec): 3 clusters Score: Raw -3231897.989224 + Penalty 3305.112084 = -3228592.877140 nChanged 21 SP:Iteration 77Q (989.415098 sec): 3 clusters Score: Raw -3231902.203306 + Penalty 3305.112084 = -3228597.091221 nChanged 29 SP:Iteration 78Q (989.492197 sec): 3 clusters Score: Raw -3231907.736433 + Penalty 3305.112084 = -3228602.624349 nChanged 24 SP:Iteration 79Q (989.579822 sec): 3 clusters Score: Raw -3231911.987753 + Penalty 3305.112084 = -3228606.875669 nChanged 20 SP:Iteration 80F (989.656305 sec): 3 clusters Score: Raw -3231915.720566 + Penalty 3305.112084 = -3228610.608482 nChanged 19 SP:Iteration 81Q (989.738436 sec): 3 clusters Score: Raw -3231920.472471 + Penalty 3305.112084 = -3228615.360386 nChanged 21 SP:Iteration 82Q (989.820339 sec): 3 clusters Score: Raw -3231925.399867 + Penalty 3305.112084 = -3228620.287783 nChanged 24 SP:Iteration 83Q (989.902467 sec): 3 clusters Score: Raw -3231931.101875 + Penalty 3305.112084 = -3228625.989791 nChanged 23 SP:Iteration 84Q (989.981893 sec): 3 clusters Score: Raw -3231938.617910 + Penalty 3305.112084 = -3228633.505826 nChanged 22 SP:Iteration 85Q (990.068400 sec): 3 clusters Score: Raw -3231944.727123 + Penalty 3305.112084 = -3228639.615038 nChanged 26 SP:Iteration 86Q (990.147347 sec): 3 clusters Score: Raw -3231949.678962 + Penalty 3305.112084 = -3228644.566878 nChanged 17 SP:Iteration 87Q (990.229660 sec): 3 clusters Score: Raw -3231953.072727 + Penalty 3305.112084 = -3228647.960642 nChanged 16 SP:Iteration 88Q (990.308742 sec): 3 clusters Score: Raw -3231956.611446 + Penalty 3305.112084 = -3228651.499362 nChanged 14 SP:Iteration 89Q (990.395647 sec): 3 clusters Score: Raw -3231959.525383 + Penalty 3305.112084 = -3228654.413298 nChanged 9 SP:Iteration 90Q (990.485910 sec): 3 clusters Score: Raw -3231961.129541 + Penalty 3305.112084 = -3228656.017457 nChanged 10 SP:Iteration 91Q (990.563434 sec): 3 clusters Score: Raw -3231962.545875 + Penalty 3305.112084 = -3228657.433791 nChanged 7 SP:Iteration 92Q (990.648326 sec): 3 clusters Score: Raw -3231964.100767 + Penalty 3305.112084 = -3228658.988683 nChanged 14 SP:Iteration 93Q (990.732122 sec): 3 clusters Score: Raw -3231966.272796 + Penalty 3305.112084 = -3228661.160712 nChanged 7 SP:Iteration 94Q (990.821707 sec): 3 clusters Score: Raw -3231967.887478 + Penalty 3305.112084 = -3228662.775394 nChanged 7 SP:Iteration 95Q (990.907974 sec): 3 clusters Score: Raw -3231969.911539 + Penalty 3305.112084 = -3228664.799455 nChanged 13 SP:Iteration 96Q (990.987364 sec): 3 clusters Score: Raw -3231971.614869 + Penalty 3305.112084 = -3228666.502784 nChanged 3 SP:Iteration 97Q (991.074288 sec): 3 clusters Score: Raw -3231971.960320 + Penalty 3305.112084 = -3228666.848235 nChanged 1 SP:Iteration 98Q (991.158367 sec): 3 clusters Score: Raw -3231972.054066 + Penalty 3305.112084 = -3228666.941982 nChanged 0 SP:Iteration 99F (991.243728 sec): 3 clusters Score: Raw -3231972.054066 + Penalty 3305.112084 = -3228666.941982 nChanged 0 Trying to split cluster 3 (1969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (991.260705 sec): 2 clusters Score: Raw -224087.565559 + Penalty 1232.608175 = -222854.957384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (991.304213 sec): 3 clusters Score: Raw -223268.833733 + Penalty 2465.216351 = -220803.617382 nChanged 659 SP:Iteration 1F (991.349421 sec): 3 clusters Score: Raw -223798.029593 + Penalty 2465.216351 = -221332.813242 nChanged 182 SP:Iteration 2F (991.398781 sec): 3 clusters Score: Raw -223990.716184 + Penalty 2465.216351 = -221525.499834 nChanged 142 SP:Iteration 3F (991.457256 sec): 3 clusters Score: Raw -224211.434804 + Penalty 2465.216351 = -221746.218453 nChanged 149 SP:Iteration 4F (991.497969 sec): 3 clusters Score: Raw -224437.254814 + Penalty 2465.216351 = -221972.038463 nChanged 145 SP:Iteration 5F (991.549534 sec): 3 clusters Score: Raw -224643.571481 + Penalty 2465.216351 = -222178.355130 nChanged 107 SP:Iteration 6F (991.603390 sec): 3 clusters Score: Raw -224787.665504 + Penalty 2465.216351 = -222322.449153 nChanged 78 SP:Iteration 7Q (991.650130 sec): 3 clusters Score: Raw -224874.884946 + Penalty 2465.216351 = -222409.668596 nChanged 58 SP:Iteration 8Q (991.699066 sec): 3 clusters Score: Raw -224948.090989 + Penalty 2465.216351 = -222482.874638 nChanged 44 SP:Iteration 9Q (991.762866 sec): 3 clusters Score: Raw -224999.917361 + Penalty 2465.216351 = -222534.701011 nChanged 37 SP:Iteration 10Q (991.809323 sec): 3 clusters Score: Raw -225040.558102 + Penalty 2465.216351 = -222575.341752 nChanged 29 SP:Iteration 11Q (991.860887 sec): 3 clusters Score: Raw -225068.266392 + Penalty 2465.216351 = -222603.050041 nChanged 19 SP:Iteration 12Q (991.911621 sec): 3 clusters Score: Raw -225080.986350 + Penalty 2465.216351 = -222615.769999 nChanged 10 SP:Iteration 13Q (991.955265 sec): 3 clusters Score: Raw -225087.306367 + Penalty 2465.216351 = -222622.090016 nChanged 8 SP:Iteration 14Q (992.007749 sec): 3 clusters Score: Raw -225092.561555 + Penalty 2465.216351 = -222627.345205 nChanged 6 SP:Iteration 15Q (992.056649 sec): 3 clusters Score: Raw -225096.716671 + Penalty 2465.216351 = -222631.500320 nChanged 4 SP:Iteration 16Q (992.096684 sec): 3 clusters Score: Raw -225098.804416 + Penalty 2465.216351 = -222633.588066 nChanged 2 SP:Iteration 17Q (992.144289 sec): 3 clusters Score: Raw -225099.545911 + Penalty 2465.216351 = -222634.329561 nChanged 0 SP:Iteration 18F (992.181780 sec): 3 clusters Score: Raw -225099.545911 + Penalty 2465.216351 = -222634.329561 nChanged 0 Trying to split cluster 4 (33896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (992.249291 sec): 2 clusters Score: Raw -4175076.320604 + Penalty 1695.045997 = -4173381.274606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (992.356670 sec): 3 clusters Score: Raw -4153900.933629 + Penalty 3390.091995 = -4150510.841634 nChanged 15786 SP:Iteration 1F (992.452219 sec): 3 clusters Score: Raw -4162651.853791 + Penalty 3390.091995 = -4159261.761796 nChanged 1540 SP:Iteration 2Q (992.555173 sec): 3 clusters Score: Raw -4163121.772871 + Penalty 3390.091995 = -4159731.680876 nChanged 1452 SP:Iteration 3Q (992.656752 sec): 3 clusters Score: Raw -4163556.106051 + Penalty 3390.091995 = -4160166.014056 nChanged 1374 SP:Iteration 4Q (992.753890 sec): 3 clusters Score: Raw -4163965.431621 + Penalty 3390.091995 = -4160575.339626 nChanged 1357 SP:Iteration 5Q (992.849803 sec): 3 clusters Score: Raw -4164395.497094 + Penalty 3390.091995 = -4161005.405099 nChanged 1381 SP:Iteration 6Q (992.948444 sec): 3 clusters Score: Raw -4164893.894067 + Penalty 3390.091995 = -4161503.802072 nChanged 1425 SP:Iteration 7Q (993.049045 sec): 3 clusters Score: Raw -4165494.978885 + Penalty 3390.091995 = -4162104.886890 nChanged 1633 SP:Iteration 8Q (993.150565 sec): 3 clusters Score: Raw -4166264.096882 + Penalty 3390.091995 = -4162874.004887 nChanged 1631 SP:Iteration 9Q (993.247007 sec): 3 clusters Score: Raw -4167045.671734 + Penalty 3390.091995 = -4163655.579739 nChanged 1607 SP:Iteration 10Q (993.347978 sec): 3 clusters Score: Raw -4167969.020200 + Penalty 3390.091995 = -4164578.928205 nChanged 1696 SP:Iteration 11F (993.451183 sec): 3 clusters Score: Raw -4169040.967856 + Penalty 3390.091995 = -4165650.875861 nChanged 1595 SP:Iteration 12Q (993.555665 sec): 3 clusters Score: Raw -4170118.751505 + Penalty 3390.091995 = -4166728.659510 nChanged 1458 SP:Iteration 13Q (993.650502 sec): 3 clusters Score: Raw -4171098.638480 + Penalty 3390.091995 = -4167708.546485 nChanged 1222 SP:Iteration 14Q (993.747879 sec): 3 clusters Score: Raw -4171769.938747 + Penalty 3390.091995 = -4168379.846752 nChanged 919 SP:Iteration 15Q (993.852149 sec): 3 clusters Score: Raw -4172144.056619 + Penalty 3390.091995 = -4168753.964624 nChanged 607 SP:Iteration 16Q (993.955856 sec): 3 clusters Score: Raw -4172352.162559 + Penalty 3390.091995 = -4168962.070564 nChanged 508 SP:Iteration 17Q (994.059998 sec): 3 clusters Score: Raw -4172511.130917 + Penalty 3390.091995 = -4169121.038922 nChanged 433 SP:Iteration 18Q (994.163416 sec): 3 clusters Score: Raw -4172643.555108 + Penalty 3390.091995 = -4169253.463113 nChanged 369 SP:Iteration 19Q (994.261050 sec): 3 clusters Score: Raw -4172742.563206 + Penalty 3390.091995 = -4169352.471211 nChanged 346 SP:Iteration 20F (994.359825 sec): 3 clusters Score: Raw -4172837.255000 + Penalty 3390.091995 = -4169447.163005 nChanged 367 SP:Iteration 21Q (994.460996 sec): 3 clusters Score: Raw -4172951.930123 + Penalty 3390.091995 = -4169561.838128 nChanged 353 SP:Iteration 22Q (994.560214 sec): 3 clusters Score: Raw -4173050.120692 + Penalty 3390.091995 = -4169660.028697 nChanged 346 SP:Iteration 23Q (994.659660 sec): 3 clusters Score: Raw -4173147.699723 + Penalty 3390.091995 = -4169757.607728 nChanged 357 SP:Iteration 24Q (994.762020 sec): 3 clusters Score: Raw -4173251.846039 + Penalty 3390.091995 = -4169861.754044 nChanged 331 SP:Iteration 25Q (994.862039 sec): 3 clusters Score: Raw -4173350.991228 + Penalty 3390.091995 = -4169960.899233 nChanged 327 SP:Iteration 26Q (994.957815 sec): 3 clusters Score: Raw -4173449.767559 + Penalty 3390.091995 = -4170059.675564 nChanged 317 SP:Iteration 27Q (995.057320 sec): 3 clusters Score: Raw -4173548.769900 + Penalty 3390.091995 = -4170158.677905 nChanged 292 SP:Iteration 28Q (995.150489 sec): 3 clusters Score: Raw -4173629.842028 + Penalty 3390.091995 = -4170239.750033 nChanged 282 SP:Iteration 29Q (995.243957 sec): 3 clusters Score: Raw -4173708.254803 + Penalty 3390.091995 = -4170318.162808 nChanged 285 SP:Iteration 30Q (995.329168 sec): 3 clusters Score: Raw -4173788.223708 + Penalty 3390.091995 = -4170398.131713 nChanged 255 SP:Iteration 31Q (995.421222 sec): 3 clusters Score: Raw -4173854.508366 + Penalty 3390.091995 = -4170464.416371 nChanged 231 SP:Iteration 32Q (995.516691 sec): 3 clusters Score: Raw -4173913.765680 + Penalty 3390.091995 = -4170523.673685 nChanged 259 SP:Iteration 33Q (995.610078 sec): 3 clusters Score: Raw -4173992.105611 + Penalty 3390.091995 = -4170602.013616 nChanged 261 SP:Iteration 34Q (995.706584 sec): 3 clusters Score: Raw -4174060.768756 + Penalty 3390.091995 = -4170670.676761 nChanged 241 SP:Iteration 35Q (995.796738 sec): 3 clusters Score: Raw -4174127.182538 + Penalty 3390.091995 = -4170737.090543 nChanged 239 SP:Iteration 36Q (995.883906 sec): 3 clusters Score: Raw -4174192.368976 + Penalty 3390.091995 = -4170802.276981 nChanged 238 SP:Iteration 37Q (995.975635 sec): 3 clusters Score: Raw -4174256.677809 + Penalty 3390.091995 = -4170866.585814 nChanged 217 SP:Iteration 38Q (996.072444 sec): 3 clusters Score: Raw -4174314.668691 + Penalty 3390.091995 = -4170924.576696 nChanged 217 SP:Iteration 39Q (996.161811 sec): 3 clusters Score: Raw -4174379.929066 + Penalty 3390.091995 = -4170989.837071 nChanged 221 SP:Iteration 40F (996.262669 sec): 3 clusters Score: Raw -4174449.525721 + Penalty 3390.091995 = -4171059.433726 nChanged 215 SP:Iteration 41Q (996.344109 sec): 3 clusters Score: Raw -4174513.235760 + Penalty 3390.091995 = -4171123.143765 nChanged 225 SP:Iteration 42Q (996.435112 sec): 3 clusters Score: Raw -4174589.690348 + Penalty 3390.091995 = -4171199.598353 nChanged 216 SP:Iteration 43Q (996.525568 sec): 3 clusters Score: Raw -4174661.475496 + Penalty 3390.091995 = -4171271.383501 nChanged 181 SP:Iteration 44Q (996.614803 sec): 3 clusters Score: Raw -4174715.273920 + Penalty 3390.091995 = -4171325.181925 nChanged 162 SP:Iteration 45Q (996.704475 sec): 3 clusters Score: Raw -4174760.726472 + Penalty 3390.091995 = -4171370.634477 nChanged 155 SP:Iteration 46Q (996.793694 sec): 3 clusters Score: Raw -4174810.894524 + Penalty 3390.091995 = -4171420.802529 nChanged 157 SP:Iteration 47Q (996.875289 sec): 3 clusters Score: Raw -4174863.361166 + Penalty 3390.091995 = -4171473.269171 nChanged 135 SP:Iteration 48Q (996.967401 sec): 3 clusters Score: Raw -4174900.272037 + Penalty 3390.091995 = -4171510.180042 nChanged 120 SP:Iteration 49Q (997.056508 sec): 3 clusters Score: Raw -4174930.071550 + Penalty 3390.091995 = -4171539.979555 nChanged 110 SP:Iteration 50Q (997.147712 sec): 3 clusters Score: Raw -4174958.175938 + Penalty 3390.091995 = -4171568.083943 nChanged 110 SP:Iteration 51Q (997.238348 sec): 3 clusters Score: Raw -4174986.574801 + Penalty 3390.091995 = -4171596.482806 nChanged 104 SP:Iteration 52Q (997.328317 sec): 3 clusters Score: Raw -4175015.366588 + Penalty 3390.091995 = -4171625.274593 nChanged 107 SP:Iteration 53Q (997.427846 sec): 3 clusters Score: Raw -4175043.088096 + Penalty 3390.091995 = -4171652.996101 nChanged 93 SP:Iteration 54Q (997.518004 sec): 3 clusters Score: Raw -4175066.518263 + Penalty 3390.091995 = -4171676.426268 nChanged 80 SP:Iteration 55Q (997.612349 sec): 3 clusters Score: Raw -4175084.402872 + Penalty 3390.091995 = -4171694.310877 nChanged 77 SP:Iteration 56Q (997.705062 sec): 3 clusters Score: Raw -4175103.341338 + Penalty 3390.091995 = -4171713.249343 nChanged 78 SP:Iteration 57Q (997.798562 sec): 3 clusters Score: Raw -4175126.027733 + Penalty 3390.091995 = -4171735.935738 nChanged 76 SP:Iteration 58Q (997.882519 sec): 3 clusters Score: Raw -4175146.800650 + Penalty 3390.091995 = -4171756.708655 nChanged 54 SP:Iteration 59Q (997.976195 sec): 3 clusters Score: Raw -4175158.513501 + Penalty 3390.091995 = -4171768.421506 nChanged 41 SP:Iteration 60F (998.076928 sec): 3 clusters Score: Raw -4175167.517797 + Penalty 3390.091995 = -4171777.425802 nChanged 42 SP:Iteration 61Q (998.168655 sec): 3 clusters Score: Raw -4175177.466845 + Penalty 3390.091995 = -4171787.374850 nChanged 34 SP:Iteration 62Q (998.253830 sec): 3 clusters Score: Raw -4175184.988636 + Penalty 3390.091995 = -4171794.896641 nChanged 40 SP:Iteration 63Q (998.348932 sec): 3 clusters Score: Raw -4175194.604788 + Penalty 3390.091995 = -4171804.512793 nChanged 38 SP:Iteration 64Q (998.447621 sec): 3 clusters Score: Raw -4175202.017455 + Penalty 3390.091995 = -4171811.925460 nChanged 34 SP:Iteration 65Q (998.522613 sec): 3 clusters Score: Raw -4175209.376545 + Penalty 3390.091995 = -4171819.284550 nChanged 31 SP:Iteration 66Q (998.619237 sec): 3 clusters Score: Raw -4175215.192541 + Penalty 3390.091995 = -4171825.100546 nChanged 30 SP:Iteration 67Q (998.705145 sec): 3 clusters Score: Raw -4175221.463431 + Penalty 3390.091995 = -4171831.371436 nChanged 24 SP:Iteration 68Q (998.790391 sec): 3 clusters Score: Raw -4175225.634114 + Penalty 3390.091995 = -4171835.542119 nChanged 22 SP:Iteration 69Q (998.874163 sec): 3 clusters Score: Raw -4175229.322861 + Penalty 3390.091995 = -4171839.230866 nChanged 22 SP:Iteration 70Q (998.957519 sec): 3 clusters Score: Raw -4175232.991134 + Penalty 3390.091995 = -4171842.899139 nChanged 11 SP:Iteration 71Q (999.052327 sec): 3 clusters Score: Raw -4175235.245161 + Penalty 3390.091995 = -4171845.153166 nChanged 16 SP:Iteration 72Q (999.140811 sec): 3 clusters Score: Raw -4175238.129424 + Penalty 3390.091995 = -4171848.037429 nChanged 11 SP:Iteration 73Q (999.216611 sec): 3 clusters Score: Raw -4175239.656065 + Penalty 3390.091995 = -4171849.564070 nChanged 6 SP:Iteration 74Q (999.309967 sec): 3 clusters Score: Raw -4175240.501267 + Penalty 3390.091995 = -4171850.409272 nChanged 5 SP:Iteration 75Q (999.406533 sec): 3 clusters Score: Raw -4175241.020970 + Penalty 3390.091995 = -4171850.928975 nChanged 5 SP:Iteration 76Q (999.497784 sec): 3 clusters Score: Raw -4175241.778760 + Penalty 3390.091995 = -4171851.686765 nChanged 9 SP:Iteration 77Q (999.578884 sec): 3 clusters Score: Raw -4175243.442089 + Penalty 3390.091995 = -4171853.350094 nChanged 10 SP:Iteration 78Q (999.661455 sec): 3 clusters Score: Raw -4175244.607829 + Penalty 3390.091995 = -4171854.515834 nChanged 7 SP:Iteration 79Q (999.748891 sec): 3 clusters Score: Raw -4175245.409867 + Penalty 3390.091995 = -4171855.317872 nChanged 1 SP:Iteration 80F (999.841466 sec): 3 clusters Score: Raw -4175245.511102 + Penalty 3390.091995 = -4171855.419107 nChanged 1 SP:Iteration 81Q (999.924907 sec): 3 clusters Score: Raw -4175245.708937 + Penalty 3390.091995 = -4171855.616942 nChanged 3 SP:Iteration 82Q (1000.009839 sec): 3 clusters Score: Raw -4175246.754405 + Penalty 3390.091995 = -4171856.662410 nChanged 8 SP:Iteration 83Q (1000.103205 sec): 3 clusters Score: Raw -4175248.714907 + Penalty 3390.091995 = -4171858.622912 nChanged 5 SP:Iteration 84Q (1000.200965 sec): 3 clusters Score: Raw -4175250.050079 + Penalty 3390.091995 = -4171859.958084 nChanged 5 SP:Iteration 85Q (1000.293865 sec): 3 clusters Score: Raw -4175250.644377 + Penalty 3390.091995 = -4171860.552382 nChanged 3 SP:Iteration 86Q (1000.381113 sec): 3 clusters Score: Raw -4175251.430827 + Penalty 3390.091995 = -4171861.338832 nChanged 6 SP:Iteration 87Q (1000.468233 sec): 3 clusters Score: Raw -4175252.268341 + Penalty 3390.091995 = -4171862.176346 nChanged 3 SP:Iteration 88Q (1000.554927 sec): 3 clusters Score: Raw -4175252.553689 + Penalty 3390.091995 = -4171862.461694 nChanged 3 SP:Iteration 89Q (1000.640352 sec): 3 clusters Score: Raw -4175253.210448 + Penalty 3390.091995 = -4171863.118453 nChanged 5 SP:Iteration 90Q (1000.714359 sec): 3 clusters Score: Raw -4175254.138094 + Penalty 3390.091995 = -4171864.046099 nChanged 5 SP:Iteration 91Q (1000.805663 sec): 3 clusters Score: Raw -4175255.204928 + Penalty 3390.091995 = -4171865.112933 nChanged 6 SP:Iteration 92Q (1000.891753 sec): 3 clusters Score: Raw -4175256.417388 + Penalty 3390.091995 = -4171866.325393 nChanged 6 SP:Iteration 93Q (1000.976181 sec): 3 clusters Score: Raw -4175257.578710 + Penalty 3390.091995 = -4171867.486715 nChanged 7 SP:Iteration 94Q (1001.068892 sec): 3 clusters Score: Raw -4175259.333142 + Penalty 3390.091995 = -4171869.241147 nChanged 11 SP:Iteration 95Q (1001.153568 sec): 3 clusters Score: Raw -4175261.500105 + Penalty 3390.091995 = -4171871.408110 nChanged 13 SP:Iteration 96Q (1001.244006 sec): 3 clusters Score: Raw -4175264.606993 + Penalty 3390.091995 = -4171874.514998 nChanged 12 SP:Iteration 97Q (1001.336753 sec): 3 clusters Score: Raw -4175266.736145 + Penalty 3390.091995 = -4171876.644150 nChanged 11 SP:Iteration 98Q (1001.426279 sec): 3 clusters Score: Raw -4175269.081301 + Penalty 3390.091995 = -4171878.989306 nChanged 12 SP:Iteration 99Q (1001.515541 sec): 3 clusters Score: Raw -4175270.822983 + Penalty 3390.091995 = -4171880.730988 nChanged 13 SP:Iteration 100F (1001.583604 sec): 3 clusters Score: Raw -4175272.862246 + Penalty 3390.091995 = -4171882.770251 nChanged 8 SP:Iteration 101Q (1001.649447 sec): 3 clusters Score: Raw -4175274.058727 + Penalty 3390.091995 = -4171883.966732 nChanged 6 SP:Iteration 102Q (1001.709306 sec): 3 clusters Score: Raw -4175274.648646 + Penalty 3390.091995 = -4171884.556651 nChanged 2 SP:Iteration 103Q (1001.762876 sec): 3 clusters Score: Raw -4175274.777383 + Penalty 3390.091995 = -4171884.685388 nChanged 0 SP:Iteration 104F (1001.847907 sec): 3 clusters Score: Raw -4175274.777383 + Penalty 3390.091995 = -4171884.685388 nChanged 0 Trying to split cluster 5 (1257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1001.863169 sec): 2 clusters Score: Raw -165675.852005 + Penalty 1159.678521 = -164516.173484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1001.870248 sec): 3 clusters Score: Raw -165231.550391 + Penalty 2319.357043 = -162912.193349 nChanged 412 SP:Iteration 1F (1001.883841 sec): 3 clusters Score: Raw -165564.307568 + Penalty 2319.357043 = -163244.950525 nChanged 91 SP:Iteration 2F (1001.890409 sec): 3 clusters Score: Raw -165650.026504 + Penalty 2319.357043 = -163330.669461 nChanged 49 SP:Iteration 3Q (1001.904339 sec): 3 clusters Score: Raw -165689.479042 + Penalty 2319.357043 = -163370.121999 nChanged 25 SP:Iteration 4Q (1001.910908 sec): 3 clusters Score: Raw -165709.546238 + Penalty 2319.357043 = -163390.189195 nChanged 18 SP:Iteration 5Q (1001.917404 sec): 3 clusters Score: Raw -165721.781638 + Penalty 2319.357043 = -163402.424595 nChanged 16 SP:Iteration 6Q (1001.923902 sec): 3 clusters Score: Raw -165734.132311 + Penalty 2319.357043 = -163414.775269 nChanged 15 SP:Iteration 7Q (1001.934667 sec): 3 clusters Score: Raw -165745.012603 + Penalty 2319.357043 = -163425.655560 nChanged 9 SP:Iteration 8Q (1001.941205 sec): 3 clusters Score: Raw -165753.683978 + Penalty 2319.357043 = -163434.326935 nChanged 12 SP:Iteration 9Q (1001.953635 sec): 3 clusters Score: Raw -165762.937502 + Penalty 2319.357043 = -163443.580460 nChanged 12 SP:Iteration 10Q (1001.960058 sec): 3 clusters Score: Raw -165771.135187 + Penalty 2319.357043 = -163451.778145 nChanged 8 SP:Iteration 11Q (1001.972431 sec): 3 clusters Score: Raw -165776.463962 + Penalty 2319.357043 = -163457.106919 nChanged 4 SP:Iteration 12Q (1001.978896 sec): 3 clusters Score: Raw -165778.758796 + Penalty 2319.357043 = -163459.401754 nChanged 4 SP:Iteration 13Q (1001.992378 sec): 3 clusters Score: Raw -165782.372187 + Penalty 2319.357043 = -163463.015144 nChanged 7 SP:Iteration 14Q (1001.998812 sec): 3 clusters Score: Raw -165788.279061 + Penalty 2319.357043 = -163468.922018 nChanged 6 SP:Iteration 15Q (1002.011430 sec): 3 clusters Score: Raw -165792.461390 + Penalty 2319.357043 = -163473.104347 nChanged 5 SP:Iteration 16Q (1002.017905 sec): 3 clusters Score: Raw -165795.353647 + Penalty 2319.357043 = -163475.996604 nChanged 4 SP:Iteration 17Q (1002.024383 sec): 3 clusters Score: Raw -165797.968653 + Penalty 2319.357043 = -163478.611610 nChanged 1 SP:Iteration 18Q (1002.030895 sec): 3 clusters Score: Raw -165798.075764 + Penalty 2319.357043 = -163478.718721 nChanged 0 SP:Iteration 19F (1002.039375 sec): 3 clusters Score: Raw -165798.075764 + Penalty 2319.357043 = -163478.718721 nChanged 0 Trying to split cluster 6 (918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1002.057464 sec): 2 clusters Score: Raw -120393.575826 + Penalty 1108.607076 = -119284.968750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1002.062914 sec): 3 clusters Score: Raw -120122.984774 + Penalty 2217.214152 = -117905.770622 nChanged 257 SP:Iteration 1F (1002.067956 sec): 3 clusters Score: Raw -120343.504608 + Penalty 2217.214152 = -118126.290456 nChanged 63 SP:Iteration 2F (1002.072965 sec): 3 clusters Score: Raw -120410.845846 + Penalty 2217.214152 = -118193.631694 nChanged 28 SP:Iteration 3Q (1002.077976 sec): 3 clusters Score: Raw -120445.572978 + Penalty 2217.214152 = -118228.358826 nChanged 23 SP:Iteration 4Q (1002.085830 sec): 3 clusters Score: Raw -120470.150166 + Penalty 2217.214152 = -118252.936014 nChanged 13 SP:Iteration 5Q (1002.090834 sec): 3 clusters Score: Raw -120484.475565 + Penalty 2217.214152 = -118267.261413 nChanged 9 SP:Iteration 6Q (1002.095824 sec): 3 clusters Score: Raw -120494.301413 + Penalty 2217.214152 = -118277.087261 nChanged 7 SP:Iteration 7Q (1002.106003 sec): 3 clusters Score: Raw -120498.396321 + Penalty 2217.214152 = -118281.182169 nChanged 6 SP:Iteration 8Q (1002.110973 sec): 3 clusters Score: Raw -120504.152913 + Penalty 2217.214152 = -118286.938761 nChanged 9 SP:Iteration 9Q (1002.115947 sec): 3 clusters Score: Raw -120516.400927 + Penalty 2217.214152 = -118299.186775 nChanged 8 SP:Iteration 10Q (1002.120867 sec): 3 clusters Score: Raw -120523.207098 + Penalty 2217.214152 = -118305.992946 nChanged 4 SP:Iteration 11Q (1002.125856 sec): 3 clusters Score: Raw -120526.684168 + Penalty 2217.214152 = -118309.470016 nChanged 4 SP:Iteration 12Q (1002.130834 sec): 3 clusters Score: Raw -120529.422111 + Penalty 2217.214152 = -118312.207959 nChanged 3 SP:Iteration 13Q (1002.135803 sec): 3 clusters Score: Raw -120531.214280 + Penalty 2217.214152 = -118314.000128 nChanged 3 SP:Iteration 14Q (1002.147973 sec): 3 clusters Score: Raw -120532.476311 + Penalty 2217.214152 = -118315.262159 nChanged 3 SP:Iteration 15Q (1002.152931 sec): 3 clusters Score: Raw -120539.324146 + Penalty 2217.214152 = -118322.109994 nChanged 3 SP:Iteration 16Q (1002.157893 sec): 3 clusters Score: Raw -120541.292008 + Penalty 2217.214152 = -118324.077856 nChanged 3 SP:Iteration 17Q (1002.162854 sec): 3 clusters Score: Raw -120544.606417 + Penalty 2217.214152 = -118327.392265 nChanged 1 SP:Iteration 18Q (1002.167800 sec): 3 clusters Score: Raw -120545.078202 + Penalty 2217.214152 = -118327.864050 nChanged 1 SP:Iteration 19Q (1002.172751 sec): 3 clusters Score: Raw -120546.088275 + Penalty 2217.214152 = -118328.874123 nChanged 0 SP:Iteration 20F (1002.201327 sec): 3 clusters Score: Raw -120546.088275 + Penalty 2217.214152 = -118328.874123 nChanged 0 Trying to split cluster 7 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1002.215649 sec): 2 clusters Score: Raw -62141.741962 + Penalty 1039.230010 = -61102.511952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1002.219473 sec): 3 clusters Score: Raw -62153.834003 + Penalty 2078.460019 = -60075.373984 nChanged 161 SP:Iteration 1F (1002.222832 sec): 3 clusters Score: Raw -62491.178815 + Penalty 2078.460019 = -60412.718796 nChanged 62 SP:Iteration 2F (1002.226278 sec): 3 clusters Score: Raw -62752.949917 + Penalty 2078.460019 = -60674.489898 nChanged 42 SP:Iteration 3F (1002.229733 sec): 3 clusters Score: Raw -63022.269208 + Penalty 2078.460019 = -60943.809189 nChanged 26 SP:Iteration 4Q (1002.233044 sec): 3 clusters Score: Raw -63163.720926 + Penalty 2078.460019 = -61085.260906 nChanged 20 SP:Iteration 5Q (1002.236338 sec): 3 clusters Score: Raw -63234.208900 + Penalty 2078.460019 = -61155.748880 nChanged 18 SP:Iteration 6Q (1002.239613 sec): 3 clusters Score: Raw -63278.456357 + Penalty 2078.460019 = -61199.996337 nChanged 7 SP:Iteration 7Q (1002.249917 sec): 3 clusters Score: Raw -63309.827026 + Penalty 2078.460019 = -61231.367007 nChanged 4 SP:Iteration 8Q (1002.253195 sec): 3 clusters Score: Raw -63322.501169 + Penalty 2078.460019 = -61244.041150 nChanged 1 SP:Iteration 9Q (1002.256460 sec): 3 clusters Score: Raw -63323.163901 + Penalty 2078.460019 = -61244.703882 nChanged 0 SP:Iteration 10F (1002.259878 sec): 3 clusters Score: Raw -63325.573258 + Penalty 2078.460019 = -61247.113239 nChanged 1 SP:Iteration 11Q (1002.269476 sec): 3 clusters Score: Raw -63336.379390 + Penalty 2078.460019 = -61257.919370 nChanged 3 SP:Iteration 12Q (1002.272798 sec): 3 clusters Score: Raw -63347.380614 + Penalty 2078.460019 = -61268.920595 nChanged 3 SP:Iteration 13Q (1002.276080 sec): 3 clusters Score: Raw -63352.165105 + Penalty 2078.460019 = -61273.705086 nChanged 1 SP:Iteration 14Q (1002.279344 sec): 3 clusters Score: Raw -63353.360305 + Penalty 2078.460019 = -61274.900286 nChanged 0 SP:Iteration 15F (1002.289605 sec): 3 clusters Score: Raw -63353.360305 + Penalty 2078.460019 = -61274.900286 nChanged 0 Score: Raw -56484148.455051 + Penalty 48846.438169 = -56435302.016882 Splitting cluster 7 changes total score from -56436212.296347 to -56435302.016882 So it's not getting split. Trying to split cluster 8 (5305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1009.515284 sec): 2 clusters Score: Raw -597031.721927 + Penalty 1393.665821 = -595638.056106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1009.562125 sec): 3 clusters Score: Raw -594270.905106 + Penalty 2787.331642 = -591483.573464 nChanged 2214 SP:Iteration 1F (1009.590479 sec): 3 clusters Score: Raw -595839.582924 + Penalty 2787.331642 = -593052.251283 nChanged 577 SP:Iteration 2F (1009.611521 sec): 3 clusters Score: Raw -596470.432765 + Penalty 2787.331642 = -593683.101124 nChanged 496 SP:Iteration 3F (1009.632347 sec): 3 clusters Score: Raw -596985.275435 + Penalty 2787.331642 = -594197.943794 nChanged 392 SP:Iteration 4F (1009.653121 sec): 3 clusters Score: Raw -597301.919828 + Penalty 2787.331642 = -594514.588187 nChanged 277 SP:Iteration 5F (1009.674043 sec): 3 clusters Score: Raw -597512.632702 + Penalty 2787.331642 = -594725.301060 nChanged 191 SP:Iteration 6Q (1009.694617 sec): 3 clusters Score: Raw -597632.333340 + Penalty 2787.331642 = -594845.001698 nChanged 119 SP:Iteration 7Q (1009.715705 sec): 3 clusters Score: Raw -597695.114818 + Penalty 2787.331642 = -594907.783177 nChanged 78 SP:Iteration 8Q (1009.736649 sec): 3 clusters Score: Raw -597728.502829 + Penalty 2787.331642 = -594941.171187 nChanged 54 SP:Iteration 9Q (1009.757464 sec): 3 clusters Score: Raw -597751.124117 + Penalty 2787.331642 = -594963.792475 nChanged 47 SP:Iteration 10Q (1009.778302 sec): 3 clusters Score: Raw -597767.787009 + Penalty 2787.331642 = -594980.455367 nChanged 32 SP:Iteration 11Q (1009.799367 sec): 3 clusters Score: Raw -597778.051059 + Penalty 2787.331642 = -594990.719418 nChanged 29 SP:Iteration 12Q (1009.820271 sec): 3 clusters Score: Raw -597786.790919 + Penalty 2787.331642 = -594999.459277 nChanged 28 SP:Iteration 13Q (1009.840999 sec): 3 clusters Score: Raw -597794.921250 + Penalty 2787.331642 = -595007.589609 nChanged 18 SP:Iteration 14Q (1009.861719 sec): 3 clusters Score: Raw -597801.417619 + Penalty 2787.331642 = -595014.085977 nChanged 14 SP:Iteration 15Q (1009.882438 sec): 3 clusters Score: Raw -597805.872914 + Penalty 2787.331642 = -595018.541272 nChanged 12 SP:Iteration 16Q (1009.903161 sec): 3 clusters Score: Raw -597808.803205 + Penalty 2787.331642 = -595021.471563 nChanged 10 SP:Iteration 17Q (1009.923934 sec): 3 clusters Score: Raw -597810.941673 + Penalty 2787.331642 = -595023.610031 nChanged 4 SP:Iteration 18Q (1009.944703 sec): 3 clusters Score: Raw -597811.759721 + Penalty 2787.331642 = -595024.428080 nChanged 7 SP:Iteration 19Q (1009.965696 sec): 3 clusters Score: Raw -597813.490082 + Penalty 2787.331642 = -595026.158441 nChanged 6 SP:Iteration 20F (1009.986812 sec): 3 clusters Score: Raw -597814.936545 + Penalty 2787.331642 = -595027.604903 nChanged 8 SP:Iteration 21Q (1010.007580 sec): 3 clusters Score: Raw -597816.888562 + Penalty 2787.331642 = -595029.556920 nChanged 5 SP:Iteration 22Q (1010.028351 sec): 3 clusters Score: Raw -597818.306535 + Penalty 2787.331642 = -595030.974893 nChanged 4 SP:Iteration 23Q (1010.049244 sec): 3 clusters Score: Raw -597819.506399 + Penalty 2787.331642 = -595032.174757 nChanged 4 SP:Iteration 24Q (1010.070040 sec): 3 clusters Score: Raw -597820.908047 + Penalty 2787.331642 = -595033.576406 nChanged 7 SP:Iteration 25Q (1010.091008 sec): 3 clusters Score: Raw -597822.991439 + Penalty 2787.331642 = -595035.659798 nChanged 3 SP:Iteration 26Q (1010.111953 sec): 3 clusters Score: Raw -597823.549514 + Penalty 2787.331642 = -595036.217872 nChanged 1 SP:Iteration 27Q (1010.132784 sec): 3 clusters Score: Raw -597823.838492 + Penalty 2787.331642 = -595036.506851 nChanged 0 SP:Iteration 28F (1010.153650 sec): 3 clusters Score: Raw -597823.838492 + Penalty 2787.331642 = -595036.506851 nChanged 0 Trying to split cluster 9 (1544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1010.168460 sec): 2 clusters Score: Raw -178298.998868 + Penalty 1193.096406 = -177105.902462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1010.176808 sec): 3 clusters Score: Raw -177708.202648 + Penalty 2386.192812 = -175322.009836 nChanged 516 SP:Iteration 1F (1010.184516 sec): 3 clusters Score: Raw -178075.397650 + Penalty 2386.192812 = -175689.204838 nChanged 115 SP:Iteration 2F (1010.192289 sec): 3 clusters Score: Raw -178160.156395 + Penalty 2386.192812 = -175773.963582 nChanged 57 SP:Iteration 3Q (1010.200057 sec): 3 clusters Score: Raw -178225.277924 + Penalty 2386.192812 = -175839.085111 nChanged 70 SP:Iteration 4Q (1010.207819 sec): 3 clusters Score: Raw -178304.524873 + Penalty 2386.192812 = -175918.332061 nChanged 60 SP:Iteration 5Q (1010.215545 sec): 3 clusters Score: Raw -178379.222021 + Penalty 2386.192812 = -175993.029209 nChanged 61 SP:Iteration 6Q (1010.223261 sec): 3 clusters Score: Raw -178448.086408 + Penalty 2386.192812 = -176061.893595 nChanged 52 SP:Iteration 7Q (1010.230970 sec): 3 clusters Score: Raw -178500.877771 + Penalty 2386.192812 = -176114.684959 nChanged 43 SP:Iteration 8Q (1010.238554 sec): 3 clusters Score: Raw -178542.127352 + Penalty 2386.192812 = -176155.934540 nChanged 40 SP:Iteration 9Q (1010.246275 sec): 3 clusters Score: Raw -178590.520756 + Penalty 2386.192812 = -176204.327944 nChanged 39 SP:Iteration 10Q (1010.253952 sec): 3 clusters Score: Raw -178625.394993 + Penalty 2386.192812 = -176239.202180 nChanged 25 SP:Iteration 11Q (1010.261570 sec): 3 clusters Score: Raw -178641.668933 + Penalty 2386.192812 = -176255.476121 nChanged 16 SP:Iteration 12Q (1010.269221 sec): 3 clusters Score: Raw -178649.453590 + Penalty 2386.192812 = -176263.260778 nChanged 12 SP:Iteration 13Q (1010.276893 sec): 3 clusters Score: Raw -178656.680272 + Penalty 2386.192812 = -176270.487459 nChanged 12 SP:Iteration 14Q (1010.284416 sec): 3 clusters Score: Raw -178663.677667 + Penalty 2386.192812 = -176277.484855 nChanged 10 SP:Iteration 15Q (1010.292052 sec): 3 clusters Score: Raw -178672.450672 + Penalty 2386.192812 = -176286.257860 nChanged 8 SP:Iteration 16Q (1010.299675 sec): 3 clusters Score: Raw -178677.610469 + Penalty 2386.192812 = -176291.417657 nChanged 3 SP:Iteration 17Q (1010.307310 sec): 3 clusters Score: Raw -178679.692043 + Penalty 2386.192812 = -176293.499231 nChanged 1 SP:Iteration 18Q (1010.314939 sec): 3 clusters Score: Raw -178680.046293 + Penalty 2386.192812 = -176293.853480 nChanged 0 SP:Iteration 19F (1010.322639 sec): 3 clusters Score: Raw -178680.046293 + Penalty 2386.192812 = -176293.853480 nChanged 0 Trying to split cluster 10 (9521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1010.346656 sec): 2 clusters Score: Raw -1133474.371755 + Penalty 1488.703964 = -1131985.667791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1010.374579 sec): 3 clusters Score: Raw -1128111.064580 + Penalty 2977.407928 = -1125133.656651 nChanged 4065 SP:Iteration 1F (1010.401364 sec): 3 clusters Score: Raw -1130362.946488 + Penalty 2977.407928 = -1127385.538560 nChanged 648 SP:Iteration 2F (1010.428254 sec): 3 clusters Score: Raw -1130685.770326 + Penalty 2977.407928 = -1127708.362398 nChanged 535 SP:Iteration 3F (1010.455148 sec): 3 clusters Score: Raw -1130958.334846 + Penalty 2977.407928 = -1127980.926918 nChanged 482 SP:Iteration 4F (1010.483398 sec): 3 clusters Score: Raw -1131256.152248 + Penalty 2977.407928 = -1128278.744320 nChanged 505 SP:Iteration 5F (1010.510294 sec): 3 clusters Score: Raw -1131584.143804 + Penalty 2977.407928 = -1128606.735876 nChanged 464 SP:Iteration 6Q (1010.537309 sec): 3 clusters Score: Raw -1131883.161773 + Penalty 2977.407928 = -1128905.753844 nChanged 461 SP:Iteration 7Q (1010.564318 sec): 3 clusters Score: Raw -1132162.382791 + Penalty 2977.407928 = -1129184.974862 nChanged 417 SP:Iteration 8Q (1010.591498 sec): 3 clusters Score: Raw -1132420.862053 + Penalty 2977.407928 = -1129443.454125 nChanged 417 SP:Iteration 9Q (1010.618208 sec): 3 clusters Score: Raw -1132653.058323 + Penalty 2977.407928 = -1129675.650395 nChanged 354 SP:Iteration 10Q (1010.644929 sec): 3 clusters Score: Raw -1132828.088437 + Penalty 2977.407928 = -1129850.680509 nChanged 278 SP:Iteration 11Q (1010.671645 sec): 3 clusters Score: Raw -1132965.690171 + Penalty 2977.407928 = -1129988.282242 nChanged 249 SP:Iteration 12Q (1010.698328 sec): 3 clusters Score: Raw -1133091.842189 + Penalty 2977.407928 = -1130114.434261 nChanged 215 SP:Iteration 13Q (1010.725183 sec): 3 clusters Score: Raw -1133189.382212 + Penalty 2977.407928 = -1130211.974284 nChanged 175 SP:Iteration 14Q (1010.751863 sec): 3 clusters Score: Raw -1133264.556375 + Penalty 2977.407928 = -1130287.148447 nChanged 145 SP:Iteration 15Q (1010.778414 sec): 3 clusters Score: Raw -1133314.318945 + Penalty 2977.407928 = -1130336.911017 nChanged 118 SP:Iteration 16Q (1010.805023 sec): 3 clusters Score: Raw -1133352.003716 + Penalty 2977.407928 = -1130374.595787 nChanged 94 SP:Iteration 17Q (1010.831448 sec): 3 clusters Score: Raw -1133379.096190 + Penalty 2977.407928 = -1130401.688262 nChanged 80 SP:Iteration 18Q (1010.858044 sec): 3 clusters Score: Raw -1133397.306219 + Penalty 2977.407928 = -1130419.898291 nChanged 53 SP:Iteration 19Q (1010.884455 sec): 3 clusters Score: Raw -1133406.409752 + Penalty 2977.407928 = -1130429.001824 nChanged 40 SP:Iteration 20F (1010.911512 sec): 3 clusters Score: Raw -1133412.905439 + Penalty 2977.407928 = -1130435.497511 nChanged 29 SP:Iteration 21Q (1010.937968 sec): 3 clusters Score: Raw -1133418.050734 + Penalty 2977.407928 = -1130440.642806 nChanged 28 SP:Iteration 22Q (1010.964416 sec): 3 clusters Score: Raw -1133425.685303 + Penalty 2977.407928 = -1130448.277375 nChanged 36 SP:Iteration 23Q (1010.990711 sec): 3 clusters Score: Raw -1133435.588794 + Penalty 2977.407928 = -1130458.180865 nChanged 46 SP:Iteration 24Q (1011.017322 sec): 3 clusters Score: Raw -1133444.284534 + Penalty 2977.407928 = -1130466.876606 nChanged 36 SP:Iteration 25Q (1011.043898 sec): 3 clusters Score: Raw -1133449.638917 + Penalty 2977.407928 = -1130472.230989 nChanged 18 SP:Iteration 26Q (1011.070317 sec): 3 clusters Score: Raw -1133452.391756 + Penalty 2977.407928 = -1130474.983827 nChanged 16 SP:Iteration 27Q (1011.096668 sec): 3 clusters Score: Raw -1133454.794247 + Penalty 2977.407928 = -1130477.386319 nChanged 17 SP:Iteration 28Q (1011.123040 sec): 3 clusters Score: Raw -1133457.868267 + Penalty 2977.407928 = -1130480.460339 nChanged 22 SP:Iteration 29Q (1011.149430 sec): 3 clusters Score: Raw -1133462.064296 + Penalty 2977.407928 = -1130484.656368 nChanged 21 SP:Iteration 30Q (1011.175902 sec): 3 clusters Score: Raw -1133465.433994 + Penalty 2977.407928 = -1130488.026065 nChanged 15 SP:Iteration 31Q (1011.202403 sec): 3 clusters Score: Raw -1133467.126946 + Penalty 2977.407928 = -1130489.719017 nChanged 13 SP:Iteration 32Q (1011.228705 sec): 3 clusters Score: Raw -1133468.780490 + Penalty 2977.407928 = -1130491.372562 nChanged 12 SP:Iteration 33Q (1011.255227 sec): 3 clusters Score: Raw -1133470.573484 + Penalty 2977.407928 = -1130493.165555 nChanged 13 SP:Iteration 34Q (1011.281659 sec): 3 clusters Score: Raw -1133472.413424 + Penalty 2977.407928 = -1130495.005495 nChanged 14 SP:Iteration 35Q (1011.307971 sec): 3 clusters Score: Raw -1133474.168687 + Penalty 2977.407928 = -1130496.760759 nChanged 17 SP:Iteration 36Q (1011.334269 sec): 3 clusters Score: Raw -1133476.607521 + Penalty 2977.407928 = -1130499.199593 nChanged 17 SP:Iteration 37Q (1011.360682 sec): 3 clusters Score: Raw -1133478.674285 + Penalty 2977.407928 = -1130501.266357 nChanged 8 SP:Iteration 38Q (1011.386923 sec): 3 clusters Score: Raw -1133479.665543 + Penalty 2977.407928 = -1130502.257615 nChanged 11 SP:Iteration 39Q (1011.413268 sec): 3 clusters Score: Raw -1133481.310196 + Penalty 2977.407928 = -1130503.902268 nChanged 4 SP:Iteration 40F (1011.440295 sec): 3 clusters Score: Raw -1133481.803824 + Penalty 2977.407928 = -1130504.395895 nChanged 5 SP:Iteration 41Q (1011.466848 sec): 3 clusters Score: Raw -1133482.226450 + Penalty 2977.407928 = -1130504.818522 nChanged 3 SP:Iteration 42Q (1011.493202 sec): 3 clusters Score: Raw -1133482.683844 + Penalty 2977.407928 = -1130505.275916 nChanged 6 SP:Iteration 43Q (1011.519782 sec): 3 clusters Score: Raw -1133483.372888 + Penalty 2977.407928 = -1130505.964960 nChanged 7 SP:Iteration 44Q (1011.546251 sec): 3 clusters Score: Raw -1133483.936500 + Penalty 2977.407928 = -1130506.528572 nChanged 3 SP:Iteration 45Q (1011.572861 sec): 3 clusters Score: Raw -1133484.105797 + Penalty 2977.407928 = -1130506.697869 nChanged 1 SP:Iteration 46Q (1011.602232 sec): 3 clusters Score: Raw -1133484.190254 + Penalty 2977.407928 = -1130506.782325 nChanged 2 SP:Iteration 47Q (1011.629893 sec): 3 clusters Score: Raw -1133484.308279 + Penalty 2977.407928 = -1130506.900351 nChanged 2 SP:Iteration 48Q (1011.656396 sec): 3 clusters Score: Raw -1133484.398184 + Penalty 2977.407928 = -1130506.990255 nChanged 1 SP:Iteration 49Q (1011.682687 sec): 3 clusters Score: Raw -1133484.431699 + Penalty 2977.407928 = -1130507.023770 nChanged 2 SP:Iteration 50Q (1011.709012 sec): 3 clusters Score: Raw -1133484.660942 + Penalty 2977.407928 = -1130507.253014 nChanged 3 SP:Iteration 51Q (1011.735292 sec): 3 clusters Score: Raw -1133484.956904 + Penalty 2977.407928 = -1130507.548975 nChanged 1 SP:Iteration 52Q (1011.761685 sec): 3 clusters Score: Raw -1133484.991675 + Penalty 2977.407928 = -1130507.583746 nChanged 0 SP:Iteration 53F (1011.788485 sec): 3 clusters Score: Raw -1133484.991675 + Penalty 2977.407928 = -1130507.583746 nChanged 0 Trying to split cluster 11 (139997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1011.975083 sec): 2 clusters Score: Raw -17232566.980426 + Penalty 1925.523644 = -17230641.456782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1012.212980 sec): 3 clusters Score: Raw -17140445.277042 + Penalty 3851.047289 = -17136594.229754 nChanged 67628 SP:Iteration 1F (1012.447741 sec): 3 clusters Score: Raw -17180361.304466 + Penalty 3851.047289 = -17176510.257177 nChanged 5066 SP:Iteration 2Q (1012.699007 sec): 3 clusters Score: Raw -17182142.952337 + Penalty 3851.047289 = -17178291.905049 nChanged 6239 SP:Iteration 3Q (1012.966174 sec): 3 clusters Score: Raw -17185153.667988 + Penalty 3851.047289 = -17181302.620699 nChanged 7909 SP:Iteration 4F (1013.200530 sec): 3 clusters Score: Raw -17190165.003768 + Penalty 3851.047289 = -17186313.956479 nChanged 9904 SP:Iteration 5F (1013.447749 sec): 3 clusters Score: Raw -17197981.678487 + Penalty 3851.047289 = -17194130.631198 nChanged 11134 SP:Iteration 6F (1013.683648 sec): 3 clusters Score: Raw -17207865.717765 + Penalty 3851.047289 = -17204014.670477 nChanged 10578 SP:Iteration 7F (1013.918763 sec): 3 clusters Score: Raw -17217565.136261 + Penalty 3851.047289 = -17213714.088972 nChanged 8072 SP:Iteration 8F (1014.154344 sec): 3 clusters Score: Raw -17224766.355959 + Penalty 3851.047289 = -17220915.308671 nChanged 4974 SP:Iteration 9Q (1014.367594 sec): 3 clusters Score: Raw -17229002.674172 + Penalty 3851.047289 = -17225151.626883 nChanged 2599 SP:Iteration 10Q (1014.564707 sec): 3 clusters Score: Raw -17231114.351078 + Penalty 3851.047289 = -17227263.303790 nChanged 1132 SP:Iteration 11Q (1014.751129 sec): 3 clusters Score: Raw -17231986.264799 + Penalty 3851.047289 = -17228135.217510 nChanged 482 SP:Iteration 12Q (1014.931870 sec): 3 clusters Score: Raw -17232347.993078 + Penalty 3851.047289 = -17228496.945789 nChanged 214 SP:Iteration 13Q (1015.110056 sec): 3 clusters Score: Raw -17232533.158739 + Penalty 3851.047289 = -17228682.111450 nChanged 127 SP:Iteration 14Q (1015.286973 sec): 3 clusters Score: Raw -17232644.484375 + Penalty 3851.047289 = -17228793.437087 nChanged 66 SP:Iteration 15Q (1015.464686 sec): 3 clusters Score: Raw -17232714.236706 + Penalty 3851.047289 = -17228863.189417 nChanged 31 SP:Iteration 16Q (1015.641017 sec): 3 clusters Score: Raw -17232751.819942 + Penalty 3851.047289 = -17228900.772653 nChanged 29 SP:Iteration 17Q (1015.816470 sec): 3 clusters Score: Raw -17232777.559478 + Penalty 3851.047289 = -17228926.512190 nChanged 17 SP:Iteration 18Q (1015.992434 sec): 3 clusters Score: Raw -17232788.325252 + Penalty 3851.047289 = -17228937.277963 nChanged 11 SP:Iteration 19Q (1016.168620 sec): 3 clusters Score: Raw -17232799.282274 + Penalty 3851.047289 = -17228948.234985 nChanged 16 SP:Iteration 20F (1016.401417 sec): 3 clusters Score: Raw -17232811.250338 + Penalty 3851.047289 = -17228960.203050 nChanged 8 SP:Iteration 21Q (1016.577427 sec): 3 clusters Score: Raw -17232816.727277 + Penalty 3851.047289 = -17228965.679988 nChanged 4 SP:Iteration 22Q (1016.754833 sec): 3 clusters Score: Raw -17232821.049251 + Penalty 3851.047289 = -17228970.001962 nChanged 4 SP:Iteration 23Q (1016.930515 sec): 3 clusters Score: Raw -17232824.967907 + Penalty 3851.047289 = -17228973.920618 nChanged 2 SP:Iteration 24Q (1017.106194 sec): 3 clusters Score: Raw -17232825.723093 + Penalty 3851.047289 = -17228974.675804 nChanged 1 SP:Iteration 25Q (1017.281580 sec): 3 clusters Score: Raw -17232826.169411 + Penalty 3851.047289 = -17228975.122123 nChanged 3 SP:Iteration 26Q (1017.457173 sec): 3 clusters Score: Raw -17232827.853474 + Penalty 3851.047289 = -17228976.806185 nChanged 1 SP:Iteration 27Q (1017.632919 sec): 3 clusters Score: Raw -17232828.343735 + Penalty 3851.047289 = -17228977.296447 nChanged 0 SP:Iteration 28F (1017.865579 sec): 3 clusters Score: Raw -17232828.343735 + Penalty 3851.047289 = -17228977.296447 nChanged 0 Trying to split cluster 12 (94895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1017.978683 sec): 2 clusters Score: Raw -11491109.517305 + Penalty 1862.335523 = -11489247.181782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1018.144249 sec): 3 clusters Score: Raw -11429343.009643 + Penalty 3724.671046 = -11425618.338596 nChanged 45505 SP:Iteration 1F (1018.294632 sec): 3 clusters Score: Raw -11456212.587091 + Penalty 3724.671046 = -11452487.916045 nChanged 4092 SP:Iteration 2Q (1018.455844 sec): 3 clusters Score: Raw -11457885.046920 + Penalty 3724.671046 = -11454160.375874 nChanged 4872 SP:Iteration 3F (1018.606031 sec): 3 clusters Score: Raw -11460407.506834 + Penalty 3724.671046 = -11456682.835788 nChanged 5775 SP:Iteration 4F (1018.756522 sec): 3 clusters Score: Raw -11463853.890043 + Penalty 3724.671046 = -11460129.218997 nChanged 6435 SP:Iteration 5F (1018.906359 sec): 3 clusters Score: Raw -11467908.106631 + Penalty 3724.671046 = -11464183.435585 nChanged 6442 SP:Iteration 6F (1019.056623 sec): 3 clusters Score: Raw -11472158.815108 + Penalty 3724.671046 = -11468434.144062 nChanged 5856 SP:Iteration 7F (1019.206166 sec): 3 clusters Score: Raw -11475995.019546 + Penalty 3724.671046 = -11472270.348500 nChanged 4697 SP:Iteration 8Q (1019.365885 sec): 3 clusters Score: Raw -11478992.183096 + Penalty 3724.671046 = -11475267.512049 nChanged 3772 SP:Iteration 9Q (1019.524756 sec): 3 clusters Score: Raw -11481415.801990 + Penalty 3724.671046 = -11477691.130943 nChanged 3080 SP:Iteration 10Q (1019.681345 sec): 3 clusters Score: Raw -11483339.989261 + Penalty 3724.671046 = -11479615.318215 nChanged 2523 SP:Iteration 11Q (1019.840130 sec): 3 clusters Score: Raw -11484829.437967 + Penalty 3724.671046 = -11481104.766920 nChanged 2156 SP:Iteration 12Q (1019.990687 sec): 3 clusters Score: Raw -11485965.286897 + Penalty 3724.671046 = -11482240.615851 nChanged 1926 SP:Iteration 13Q (1020.138709 sec): 3 clusters Score: Raw -11486934.740848 + Penalty 3724.671046 = -11483210.069802 nChanged 1809 SP:Iteration 14Q (1020.283802 sec): 3 clusters Score: Raw -11487809.541737 + Penalty 3724.671046 = -11484084.870691 nChanged 1662 SP:Iteration 15Q (1020.479867 sec): 3 clusters Score: Raw -11488579.032760 + Penalty 3724.671046 = -11484854.361714 nChanged 1449 SP:Iteration 16Q (1020.672213 sec): 3 clusters Score: Raw -11489212.810781 + Penalty 3724.671046 = -11485488.139735 nChanged 1318 SP:Iteration 17Q (1020.851158 sec): 3 clusters Score: Raw -11489788.099332 + Penalty 3724.671046 = -11486063.428286 nChanged 1186 SP:Iteration 18Q (1021.047084 sec): 3 clusters Score: Raw -11490297.853859 + Penalty 3724.671046 = -11486573.182812 nChanged 1093 SP:Iteration 19Q (1021.227782 sec): 3 clusters Score: Raw -11490776.551269 + Penalty 3724.671046 = -11487051.880223 nChanged 1013 SP:Iteration 20F (1021.390642 sec): 3 clusters Score: Raw -11491218.454161 + Penalty 3724.671046 = -11487493.783115 nChanged 866 SP:Iteration 21Q (1021.549657 sec): 3 clusters Score: Raw -11491574.799318 + Penalty 3724.671046 = -11487850.128272 nChanged 717 SP:Iteration 22Q (1021.692940 sec): 3 clusters Score: Raw -11491836.338231 + Penalty 3724.671046 = -11488111.667184 nChanged 594 SP:Iteration 23Q (1021.826921 sec): 3 clusters Score: Raw -11492038.358988 + Penalty 3724.671046 = -11488313.687942 nChanged 520 SP:Iteration 24Q (1021.960704 sec): 3 clusters Score: Raw -11492197.985706 + Penalty 3724.671046 = -11488473.314660 nChanged 457 SP:Iteration 25Q (1022.105557 sec): 3 clusters Score: Raw -11492331.555114 + Penalty 3724.671046 = -11488606.884067 nChanged 412 SP:Iteration 26Q (1022.237644 sec): 3 clusters Score: Raw -11492446.616825 + Penalty 3724.671046 = -11488721.945779 nChanged 334 SP:Iteration 27Q (1022.376899 sec): 3 clusters Score: Raw -11492524.415917 + Penalty 3724.671046 = -11488799.744870 nChanged 280 SP:Iteration 28Q (1022.514086 sec): 3 clusters Score: Raw -11492588.602704 + Penalty 3724.671046 = -11488863.931657 nChanged 260 SP:Iteration 29Q (1022.653239 sec): 3 clusters Score: Raw -11492648.155386 + Penalty 3724.671046 = -11488923.484340 nChanged 227 SP:Iteration 30Q (1022.788041 sec): 3 clusters Score: Raw -11492693.797543 + Penalty 3724.671046 = -11488969.126497 nChanged 190 SP:Iteration 31Q (1022.921855 sec): 3 clusters Score: Raw -11492731.691201 + Penalty 3724.671046 = -11489007.020155 nChanged 168 SP:Iteration 32Q (1023.051783 sec): 3 clusters Score: Raw -11492762.039469 + Penalty 3724.671046 = -11489037.368422 nChanged 150 SP:Iteration 33Q (1023.185747 sec): 3 clusters Score: Raw -11492787.899451 + Penalty 3724.671046 = -11489063.228405 nChanged 132 SP:Iteration 34Q (1023.320672 sec): 3 clusters Score: Raw -11492814.212785 + Penalty 3724.671046 = -11489089.541739 nChanged 146 SP:Iteration 35Q (1023.456083 sec): 3 clusters Score: Raw -11492840.634286 + Penalty 3724.671046 = -11489115.963240 nChanged 119 SP:Iteration 36Q (1023.588918 sec): 3 clusters Score: Raw -11492861.397979 + Penalty 3724.671046 = -11489136.726933 nChanged 129 SP:Iteration 37Q (1023.717105 sec): 3 clusters Score: Raw -11492886.631104 + Penalty 3724.671046 = -11489161.960057 nChanged 110 SP:Iteration 38Q (1023.845425 sec): 3 clusters Score: Raw -11492905.395039 + Penalty 3724.671046 = -11489180.723993 nChanged 89 SP:Iteration 39Q (1023.977810 sec): 3 clusters Score: Raw -11492919.307274 + Penalty 3724.671046 = -11489194.636228 nChanged 73 SP:Iteration 40F (1024.141253 sec): 3 clusters Score: Raw -11492930.071603 + Penalty 3724.671046 = -11489205.400556 nChanged 75 SP:Iteration 41Q (1024.267798 sec): 3 clusters Score: Raw -11492942.279674 + Penalty 3724.671046 = -11489217.608628 nChanged 66 SP:Iteration 42Q (1024.395629 sec): 3 clusters Score: Raw -11492953.590589 + Penalty 3724.671046 = -11489228.919542 nChanged 74 SP:Iteration 43Q (1024.523216 sec): 3 clusters Score: Raw -11492964.747647 + Penalty 3724.671046 = -11489240.076601 nChanged 56 SP:Iteration 44Q (1024.651961 sec): 3 clusters Score: Raw -11492972.005859 + Penalty 3724.671046 = -11489247.334813 nChanged 38 SP:Iteration 45Q (1024.787287 sec): 3 clusters Score: Raw -11492976.944895 + Penalty 3724.671046 = -11489252.273849 nChanged 27 SP:Iteration 46Q (1024.917608 sec): 3 clusters Score: Raw -11492979.663391 + Penalty 3724.671046 = -11489254.992345 nChanged 24 SP:Iteration 47Q (1025.052457 sec): 3 clusters Score: Raw -11492982.041675 + Penalty 3724.671046 = -11489257.370628 nChanged 24 SP:Iteration 48Q (1025.180082 sec): 3 clusters Score: Raw -11492984.655692 + Penalty 3724.671046 = -11489259.984646 nChanged 17 SP:Iteration 49Q (1025.306947 sec): 3 clusters Score: Raw -11492986.394029 + Penalty 3724.671046 = -11489261.722983 nChanged 16 SP:Iteration 50Q (1025.435731 sec): 3 clusters Score: Raw -11492987.762408 + Penalty 3724.671046 = -11489263.091362 nChanged 18 SP:Iteration 51Q (1025.584060 sec): 3 clusters Score: Raw -11492989.149910 + Penalty 3724.671046 = -11489264.478864 nChanged 16 SP:Iteration 52Q (1025.742018 sec): 3 clusters Score: Raw -11492990.535919 + Penalty 3724.671046 = -11489265.864873 nChanged 17 SP:Iteration 53Q (1025.869630 sec): 3 clusters Score: Raw -11492991.816110 + Penalty 3724.671046 = -11489267.145064 nChanged 11 SP:Iteration 54Q (1026.000414 sec): 3 clusters Score: Raw -11492992.546959 + Penalty 3724.671046 = -11489267.875912 nChanged 5 SP:Iteration 55Q (1026.130554 sec): 3 clusters Score: Raw -11492993.107465 + Penalty 3724.671046 = -11489268.436419 nChanged 5 SP:Iteration 56Q (1026.258295 sec): 3 clusters Score: Raw -11492993.592795 + Penalty 3724.671046 = -11489268.921749 nChanged 2 SP:Iteration 57Q (1026.388443 sec): 3 clusters Score: Raw -11492993.769474 + Penalty 3724.671046 = -11489269.098428 nChanged 3 SP:Iteration 58Q (1026.517657 sec): 3 clusters Score: Raw -11492994.110518 + Penalty 3724.671046 = -11489269.439472 nChanged 7 SP:Iteration 59Q (1026.644996 sec): 3 clusters Score: Raw -11492994.576033 + Penalty 3724.671046 = -11489269.904987 nChanged 7 SP:Iteration 60F (1026.794139 sec): 3 clusters Score: Raw -11492994.941307 + Penalty 3724.671046 = -11489270.270261 nChanged 4 SP:Iteration 61Q (1026.922831 sec): 3 clusters Score: Raw -11492995.274177 + Penalty 3724.671046 = -11489270.603131 nChanged 4 SP:Iteration 62Q (1027.051983 sec): 3 clusters Score: Raw -11492995.612738 + Penalty 3724.671046 = -11489270.941691 nChanged 4 SP:Iteration 63Q (1027.180502 sec): 3 clusters Score: Raw -11492996.037006 + Penalty 3724.671046 = -11489271.365960 nChanged 6 SP:Iteration 64Q (1027.311157 sec): 3 clusters Score: Raw -11492996.376842 + Penalty 3724.671046 = -11489271.705795 nChanged 2 SP:Iteration 65Q (1027.438464 sec): 3 clusters Score: Raw -11492996.484975 + Penalty 3724.671046 = -11489271.813928 nChanged 3 SP:Iteration 66Q (1027.572610 sec): 3 clusters Score: Raw -11492996.835086 + Penalty 3724.671046 = -11489272.164040 nChanged 7 SP:Iteration 67Q (1027.702734 sec): 3 clusters Score: Raw -11492997.369283 + Penalty 3724.671046 = -11489272.698236 nChanged 5 SP:Iteration 68Q (1027.835321 sec): 3 clusters Score: Raw -11492997.639284 + Penalty 3724.671046 = -11489272.968238 nChanged 3 SP:Iteration 69Q (1027.987088 sec): 3 clusters Score: Raw -11492997.842512 + Penalty 3724.671046 = -11489273.171466 nChanged 6 SP:Iteration 70Q (1028.114210 sec): 3 clusters Score: Raw -11492998.180405 + Penalty 3724.671046 = -11489273.509359 nChanged 2 SP:Iteration 71Q (1028.246791 sec): 3 clusters Score: Raw -11492998.310983 + Penalty 3724.671046 = -11489273.639937 nChanged 2 SP:Iteration 72Q (1028.394389 sec): 3 clusters Score: Raw -11492998.509603 + Penalty 3724.671046 = -11489273.838557 nChanged 5 SP:Iteration 73Q (1028.527479 sec): 3 clusters Score: Raw -11492998.880899 + Penalty 3724.671046 = -11489274.209853 nChanged 5 SP:Iteration 74Q (1028.656512 sec): 3 clusters Score: Raw -11492999.497983 + Penalty 3724.671046 = -11489274.826937 nChanged 1 SP:Iteration 75Q (1028.784114 sec): 3 clusters Score: Raw -11492999.554831 + Penalty 3724.671046 = -11489274.883785 nChanged 2 SP:Iteration 76Q (1028.917000 sec): 3 clusters Score: Raw -11492999.774262 + Penalty 3724.671046 = -11489275.103215 nChanged 1 SP:Iteration 77Q (1029.047601 sec): 3 clusters Score: Raw -11492999.791680 + Penalty 3724.671046 = -11489275.120633 nChanged 0 SP:Iteration 78F (1029.196351 sec): 3 clusters Score: Raw -11492999.791680 + Penalty 3724.671046 = -11489275.120633 nChanged 0 Score: Raw -56484827.111082 + Penalty 48846.438169 = -56435980.672914 Splitting cluster 12 changes total score from -56436212.296347 to -56435980.672914 So it's not getting split. Trying to split cluster 13 (11573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1036.437080 sec): 2 clusters Score: Raw -1354632.782425 + Penalty 1520.419888 = -1353112.362537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1036.495773 sec): 3 clusters Score: Raw -1348016.069844 + Penalty 3040.839775 = -1344975.230069 nChanged 5002 SP:Iteration 1F (1036.525989 sec): 3 clusters Score: Raw -1350772.246519 + Penalty 3040.839775 = -1347731.406743 nChanged 761 SP:Iteration 2F (1036.563091 sec): 3 clusters Score: Raw -1351158.925349 + Penalty 3040.839775 = -1348118.085574 nChanged 666 SP:Iteration 3F (1036.593373 sec): 3 clusters Score: Raw -1351520.419357 + Penalty 3040.839775 = -1348479.579581 nChanged 656 SP:Iteration 4F (1036.623596 sec): 3 clusters Score: Raw -1351864.780689 + Penalty 3040.839775 = -1348823.940914 nChanged 622 SP:Iteration 5F (1036.655866 sec): 3 clusters Score: Raw -1352200.926643 + Penalty 3040.839775 = -1349160.086868 nChanged 567 SP:Iteration 6Q (1036.692845 sec): 3 clusters Score: Raw -1352549.525924 + Penalty 3040.839775 = -1349508.686148 nChanged 584 SP:Iteration 7F (1036.757946 sec): 3 clusters Score: Raw -1352933.234426 + Penalty 3040.839775 = -1349892.394651 nChanged 579 SP:Iteration 8F (1036.820954 sec): 3 clusters Score: Raw -1353302.599447 + Penalty 3040.839775 = -1350261.759671 nChanged 553 SP:Iteration 9Q (1036.877225 sec): 3 clusters Score: Raw -1353659.483055 + Penalty 3040.839775 = -1350618.643279 nChanged 489 SP:Iteration 10Q (1036.911406 sec): 3 clusters Score: Raw -1353982.159535 + Penalty 3040.839775 = -1350941.319759 nChanged 387 SP:Iteration 11Q (1036.959259 sec): 3 clusters Score: Raw -1354187.573505 + Penalty 3040.839775 = -1351146.733730 nChanged 294 SP:Iteration 12Q (1036.993322 sec): 3 clusters Score: Raw -1354318.818381 + Penalty 3040.839775 = -1351277.978606 nChanged 243 SP:Iteration 13Q (1037.027894 sec): 3 clusters Score: Raw -1354414.118219 + Penalty 3040.839775 = -1351373.278444 nChanged 202 SP:Iteration 14Q (1037.062138 sec): 3 clusters Score: Raw -1354488.932430 + Penalty 3040.839775 = -1351448.092655 nChanged 165 SP:Iteration 15Q (1037.097779 sec): 3 clusters Score: Raw -1354539.371910 + Penalty 3040.839775 = -1351498.532135 nChanged 131 SP:Iteration 16Q (1037.130774 sec): 3 clusters Score: Raw -1354578.340732 + Penalty 3040.839775 = -1351537.500957 nChanged 114 SP:Iteration 17Q (1037.160250 sec): 3 clusters Score: Raw -1354608.566901 + Penalty 3040.839775 = -1351567.727125 nChanged 84 SP:Iteration 18Q (1037.189531 sec): 3 clusters Score: Raw -1354628.379668 + Penalty 3040.839775 = -1351587.539892 nChanged 65 SP:Iteration 19Q (1037.219078 sec): 3 clusters Score: Raw -1354647.122377 + Penalty 3040.839775 = -1351606.282602 nChanged 65 SP:Iteration 20F (1037.249486 sec): 3 clusters Score: Raw -1354665.951149 + Penalty 3040.839775 = -1351625.111374 nChanged 78 SP:Iteration 21Q (1037.283177 sec): 3 clusters Score: Raw -1354687.297185 + Penalty 3040.839775 = -1351646.457410 nChanged 80 SP:Iteration 22Q (1037.314470 sec): 3 clusters Score: Raw -1354706.971301 + Penalty 3040.839775 = -1351666.131526 nChanged 58 SP:Iteration 23Q (1037.347376 sec): 3 clusters Score: Raw -1354719.885195 + Penalty 3040.839775 = -1351679.045420 nChanged 46 SP:Iteration 24Q (1037.376882 sec): 3 clusters Score: Raw -1354729.943604 + Penalty 3040.839775 = -1351689.103829 nChanged 45 SP:Iteration 25Q (1037.406234 sec): 3 clusters Score: Raw -1354739.626963 + Penalty 3040.839775 = -1351698.787188 nChanged 46 SP:Iteration 26Q (1037.441350 sec): 3 clusters Score: Raw -1354748.572466 + Penalty 3040.839775 = -1351707.732690 nChanged 41 SP:Iteration 27Q (1037.470594 sec): 3 clusters Score: Raw -1354754.424553 + Penalty 3040.839775 = -1351713.584778 nChanged 28 SP:Iteration 28Q (1037.499892 sec): 3 clusters Score: Raw -1354758.611848 + Penalty 3040.839775 = -1351717.772073 nChanged 24 SP:Iteration 29Q (1037.533159 sec): 3 clusters Score: Raw -1354762.099167 + Penalty 3040.839775 = -1351721.259392 nChanged 26 SP:Iteration 30Q (1037.562339 sec): 3 clusters Score: Raw -1354766.766330 + Penalty 3040.839775 = -1351725.926554 nChanged 24 SP:Iteration 31Q (1037.595417 sec): 3 clusters Score: Raw -1354771.343277 + Penalty 3040.839775 = -1351730.503502 nChanged 23 SP:Iteration 32Q (1037.627599 sec): 3 clusters Score: Raw -1354777.676777 + Penalty 3040.839775 = -1351736.837001 nChanged 33 SP:Iteration 33Q (1037.664301 sec): 3 clusters Score: Raw -1354783.848556 + Penalty 3040.839775 = -1351743.008781 nChanged 27 SP:Iteration 34Q (1037.693439 sec): 3 clusters Score: Raw -1354790.974357 + Penalty 3040.839775 = -1351750.134582 nChanged 39 SP:Iteration 35Q (1037.731938 sec): 3 clusters Score: Raw -1354799.866610 + Penalty 3040.839775 = -1351759.026835 nChanged 40 SP:Iteration 36Q (1037.760783 sec): 3 clusters Score: Raw -1354806.348102 + Penalty 3040.839775 = -1351765.508326 nChanged 28 SP:Iteration 37Q (1037.789835 sec): 3 clusters Score: Raw -1354810.064464 + Penalty 3040.839775 = -1351769.224689 nChanged 19 SP:Iteration 38Q (1037.818754 sec): 3 clusters Score: Raw -1354812.837115 + Penalty 3040.839775 = -1351771.997340 nChanged 18 SP:Iteration 39Q (1037.854875 sec): 3 clusters Score: Raw -1354814.976978 + Penalty 3040.839775 = -1351774.137203 nChanged 18 SP:Iteration 40F (1037.892331 sec): 3 clusters Score: Raw -1354817.833604 + Penalty 3040.839775 = -1351776.993828 nChanged 21 SP:Iteration 41Q (1037.924394 sec): 3 clusters Score: Raw -1354823.070388 + Penalty 3040.839775 = -1351782.230613 nChanged 23 SP:Iteration 42Q (1037.958709 sec): 3 clusters Score: Raw -1354826.890023 + Penalty 3040.839775 = -1351786.050248 nChanged 14 SP:Iteration 43Q (1037.994243 sec): 3 clusters Score: Raw -1354829.351783 + Penalty 3040.839775 = -1351788.512007 nChanged 13 SP:Iteration 44Q (1038.026214 sec): 3 clusters Score: Raw -1354831.130586 + Penalty 3040.839775 = -1351790.290810 nChanged 7 SP:Iteration 45Q (1038.055967 sec): 3 clusters Score: Raw -1354831.766995 + Penalty 3040.839775 = -1351790.927219 nChanged 5 SP:Iteration 46Q (1038.091723 sec): 3 clusters Score: Raw -1354832.175394 + Penalty 3040.839775 = -1351791.335619 nChanged 5 SP:Iteration 47Q (1038.121028 sec): 3 clusters Score: Raw -1354832.586515 + Penalty 3040.839775 = -1351791.746740 nChanged 7 SP:Iteration 48Q (1038.149912 sec): 3 clusters Score: Raw -1354833.206252 + Penalty 3040.839775 = -1351792.366476 nChanged 4 SP:Iteration 49Q (1038.195350 sec): 3 clusters Score: Raw -1354833.646801 + Penalty 3040.839775 = -1351792.807025 nChanged 5 SP:Iteration 50Q (1038.230276 sec): 3 clusters Score: Raw -1354834.085178 + Penalty 3040.839775 = -1351793.245403 nChanged 4 SP:Iteration 51Q (1038.260069 sec): 3 clusters Score: Raw -1354834.464810 + Penalty 3040.839775 = -1351793.625035 nChanged 4 SP:Iteration 52Q (1038.294956 sec): 3 clusters Score: Raw -1354834.917857 + Penalty 3040.839775 = -1351794.078082 nChanged 5 SP:Iteration 53Q (1038.324013 sec): 3 clusters Score: Raw -1354835.380187 + Penalty 3040.839775 = -1351794.540412 nChanged 2 SP:Iteration 54Q (1038.357725 sec): 3 clusters Score: Raw -1354835.528652 + Penalty 3040.839775 = -1351794.688877 nChanged 3 SP:Iteration 55Q (1038.390432 sec): 3 clusters Score: Raw -1354835.754907 + Penalty 3040.839775 = -1351794.915132 nChanged 7 SP:Iteration 56Q (1038.422768 sec): 3 clusters Score: Raw -1354836.680993 + Penalty 3040.839775 = -1351795.841218 nChanged 7 SP:Iteration 57Q (1038.457867 sec): 3 clusters Score: Raw -1354837.665997 + Penalty 3040.839775 = -1351796.826221 nChanged 9 SP:Iteration 58Q (1038.487207 sec): 3 clusters Score: Raw -1354838.505746 + Penalty 3040.839775 = -1351797.665970 nChanged 8 SP:Iteration 59Q (1038.521094 sec): 3 clusters Score: Raw -1354839.761455 + Penalty 3040.839775 = -1351798.921679 nChanged 9 SP:Iteration 60F (1038.552319 sec): 3 clusters Score: Raw -1354840.843039 + Penalty 3040.839775 = -1351800.003263 nChanged 9 SP:Iteration 61Q (1038.586383 sec): 3 clusters Score: Raw -1354841.761714 + Penalty 3040.839775 = -1351800.921939 nChanged 4 SP:Iteration 62Q (1038.617915 sec): 3 clusters Score: Raw -1354842.230904 + Penalty 3040.839775 = -1351801.391129 nChanged 5 SP:Iteration 63Q (1038.646688 sec): 3 clusters Score: Raw -1354842.521266 + Penalty 3040.839775 = -1351801.681490 nChanged 1 SP:Iteration 64Q (1038.675641 sec): 3 clusters Score: Raw -1354842.604155 + Penalty 3040.839775 = -1351801.764379 nChanged 2 SP:Iteration 65Q (1038.704399 sec): 3 clusters Score: Raw -1354842.816262 + Penalty 3040.839775 = -1351801.976487 nChanged 2 SP:Iteration 66Q (1038.740863 sec): 3 clusters Score: Raw -1354842.915988 + Penalty 3040.839775 = -1351802.076213 nChanged 1 SP:Iteration 67Q (1038.795352 sec): 3 clusters Score: Raw -1354842.975148 + Penalty 3040.839775 = -1351802.135373 nChanged 2 SP:Iteration 68Q (1038.823819 sec): 3 clusters Score: Raw -1354843.064634 + Penalty 3040.839775 = -1351802.224859 nChanged 0 SP:Iteration 69F (1038.861180 sec): 3 clusters Score: Raw -1354843.064634 + Penalty 3040.839775 = -1351802.224859 nChanged 0 Trying to split cluster 14 (3407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1038.878333 sec): 2 clusters Score: Raw -419972.982799 + Penalty 1321.707955 = -418651.274843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1038.898619 sec): 3 clusters Score: Raw -418293.911223 + Penalty 2643.415911 = -415650.495313 nChanged 1310 SP:Iteration 1F (1038.916547 sec): 3 clusters Score: Raw -419069.680968 + Penalty 2643.415911 = -416426.265058 nChanged 272 SP:Iteration 2F (1038.933905 sec): 3 clusters Score: Raw -419246.004262 + Penalty 2643.415911 = -416602.588352 nChanged 193 SP:Iteration 3F (1038.952264 sec): 3 clusters Score: Raw -419362.928762 + Penalty 2643.415911 = -416719.512851 nChanged 156 SP:Iteration 4Q (1038.971089 sec): 3 clusters Score: Raw -419464.358690 + Penalty 2643.415911 = -416820.942779 nChanged 126 SP:Iteration 5Q (1038.989164 sec): 3 clusters Score: Raw -419536.592209 + Penalty 2643.415911 = -416893.176298 nChanged 111 SP:Iteration 6Q (1039.006970 sec): 3 clusters Score: Raw -419601.579281 + Penalty 2643.415911 = -416958.163370 nChanged 92 SP:Iteration 7Q (1039.027164 sec): 3 clusters Score: Raw -419661.675069 + Penalty 2643.415911 = -417018.259159 nChanged 96 SP:Iteration 8Q (1039.042792 sec): 3 clusters Score: Raw -419717.691785 + Penalty 2643.415911 = -417074.275874 nChanged 91 SP:Iteration 9Q (1039.061011 sec): 3 clusters Score: Raw -419769.444202 + Penalty 2643.415911 = -417126.028291 nChanged 72 SP:Iteration 10Q (1039.079208 sec): 3 clusters Score: Raw -419810.976640 + Penalty 2643.415911 = -417167.560729 nChanged 68 SP:Iteration 11Q (1039.096852 sec): 3 clusters Score: Raw -419850.169213 + Penalty 2643.415911 = -417206.753302 nChanged 65 SP:Iteration 12Q (1039.115262 sec): 3 clusters Score: Raw -419894.100813 + Penalty 2643.415911 = -417250.684902 nChanged 67 SP:Iteration 13Q (1039.134261 sec): 3 clusters Score: Raw -419935.497403 + Penalty 2643.415911 = -417292.081493 nChanged 60 SP:Iteration 14Q (1039.152768 sec): 3 clusters Score: Raw -419973.555677 + Penalty 2643.415911 = -417330.139766 nChanged 48 SP:Iteration 15Q (1039.169184 sec): 3 clusters Score: Raw -420006.377919 + Penalty 2643.415911 = -417362.962008 nChanged 50 SP:Iteration 16Q (1039.185510 sec): 3 clusters Score: Raw -420033.646592 + Penalty 2643.415911 = -417390.230682 nChanged 31 SP:Iteration 17Q (1039.202069 sec): 3 clusters Score: Raw -420053.648380 + Penalty 2643.415911 = -417410.232469 nChanged 36 SP:Iteration 18Q (1039.217308 sec): 3 clusters Score: Raw -420078.336404 + Penalty 2643.415911 = -417434.920494 nChanged 28 SP:Iteration 19Q (1039.233182 sec): 3 clusters Score: Raw -420093.367589 + Penalty 2643.415911 = -417449.951678 nChanged 20 SP:Iteration 20F (1039.249909 sec): 3 clusters Score: Raw -420103.996931 + Penalty 2643.415911 = -417460.581021 nChanged 12 SP:Iteration 21Q (1039.266958 sec): 3 clusters Score: Raw -420108.903621 + Penalty 2643.415911 = -417465.487710 nChanged 10 SP:Iteration 22Q (1039.286418 sec): 3 clusters Score: Raw -420112.414866 + Penalty 2643.415911 = -417468.998955 nChanged 8 SP:Iteration 23Q (1039.304828 sec): 3 clusters Score: Raw -420117.398475 + Penalty 2643.415911 = -417473.982564 nChanged 12 SP:Iteration 24Q (1039.324748 sec): 3 clusters Score: Raw -420124.197947 + Penalty 2643.415911 = -417480.782037 nChanged 10 SP:Iteration 25Q (1039.341633 sec): 3 clusters Score: Raw -420132.360754 + Penalty 2643.415911 = -417488.944843 nChanged 19 SP:Iteration 26Q (1039.361514 sec): 3 clusters Score: Raw -420142.501323 + Penalty 2643.415911 = -417499.085413 nChanged 16 SP:Iteration 27Q (1039.379606 sec): 3 clusters Score: Raw -420153.883825 + Penalty 2643.415911 = -417510.467915 nChanged 16 SP:Iteration 28Q (1039.399312 sec): 3 clusters Score: Raw -420163.946389 + Penalty 2643.415911 = -417520.530479 nChanged 10 SP:Iteration 29Q (1039.416165 sec): 3 clusters Score: Raw -420171.476294 + Penalty 2643.415911 = -417528.060384 nChanged 14 SP:Iteration 30Q (1039.435826 sec): 3 clusters Score: Raw -420180.500935 + Penalty 2643.415911 = -417537.085024 nChanged 8 SP:Iteration 31Q (1039.453903 sec): 3 clusters Score: Raw -420185.377960 + Penalty 2643.415911 = -417541.962050 nChanged 7 SP:Iteration 32Q (1039.472657 sec): 3 clusters Score: Raw -420190.791222 + Penalty 2643.415911 = -417547.375311 nChanged 7 SP:Iteration 33Q (1039.490879 sec): 3 clusters Score: Raw -420195.676256 + Penalty 2643.415911 = -417552.260345 nChanged 6 SP:Iteration 34Q (1039.510811 sec): 3 clusters Score: Raw -420198.558267 + Penalty 2643.415911 = -417555.142356 nChanged 4 SP:Iteration 35Q (1039.528486 sec): 3 clusters Score: Raw -420201.345494 + Penalty 2643.415911 = -417557.929583 nChanged 5 SP:Iteration 36Q (1039.548588 sec): 3 clusters Score: Raw -420203.937637 + Penalty 2643.415911 = -417560.521726 nChanged 7 SP:Iteration 37Q (1039.565297 sec): 3 clusters Score: Raw -420207.697120 + Penalty 2643.415911 = -417564.281209 nChanged 7 SP:Iteration 38Q (1039.585526 sec): 3 clusters Score: Raw -420212.941034 + Penalty 2643.415911 = -417569.525124 nChanged 6 SP:Iteration 39Q (1039.603376 sec): 3 clusters Score: Raw -420216.507288 + Penalty 2643.415911 = -417573.091377 nChanged 4 SP:Iteration 40F (1039.623017 sec): 3 clusters Score: Raw -420220.771224 + Penalty 2643.415911 = -417577.355313 nChanged 3 SP:Iteration 41Q (1039.639960 sec): 3 clusters Score: Raw -420223.245431 + Penalty 2643.415911 = -417579.829520 nChanged 5 SP:Iteration 42Q (1039.659084 sec): 3 clusters Score: Raw -420226.147353 + Penalty 2643.415911 = -417582.731442 nChanged 1 SP:Iteration 43Q (1039.676290 sec): 3 clusters Score: Raw -420226.541530 + Penalty 2643.415911 = -417583.125619 nChanged 1 SP:Iteration 44Q (1039.692267 sec): 3 clusters Score: Raw -420226.999052 + Penalty 2643.415911 = -417583.583141 nChanged 0 SP:Iteration 45F (1039.708591 sec): 3 clusters Score: Raw -420226.999052 + Penalty 2643.415911 = -417583.583141 nChanged 0 Trying to split cluster 15 (15003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1039.742551 sec): 2 clusters Score: Raw -1814381.723860 + Penalty 1562.600887 = -1812819.122972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1039.801619 sec): 3 clusters Score: Raw -1805482.419305 + Penalty 3125.201775 = -1802357.217530 nChanged 6649 SP:Iteration 1F (1039.838237 sec): 3 clusters Score: Raw -1809137.183973 + Penalty 3125.201775 = -1806011.982198 nChanged 874 SP:Iteration 2F (1039.878336 sec): 3 clusters Score: Raw -1809445.782585 + Penalty 3125.201775 = -1806320.580811 nChanged 713 SP:Iteration 3Q (1039.915355 sec): 3 clusters Score: Raw -1809679.520678 + Penalty 3125.201775 = -1806554.318903 nChanged 586 SP:Iteration 4Q (1039.952210 sec): 3 clusters Score: Raw -1809855.048980 + Penalty 3125.201775 = -1806729.847206 nChanged 489 SP:Iteration 5Q (1039.995665 sec): 3 clusters Score: Raw -1809983.882354 + Penalty 3125.201775 = -1806858.680580 nChanged 431 SP:Iteration 6Q (1040.038165 sec): 3 clusters Score: Raw -1810109.287413 + Penalty 3125.201775 = -1806984.085639 nChanged 413 SP:Iteration 7Q (1040.074884 sec): 3 clusters Score: Raw -1810230.129385 + Penalty 3125.201775 = -1807104.927610 nChanged 399 SP:Iteration 8Q (1040.112147 sec): 3 clusters Score: Raw -1810365.366834 + Penalty 3125.201775 = -1807240.165060 nChanged 406 SP:Iteration 9Q (1040.149537 sec): 3 clusters Score: Raw -1810504.735610 + Penalty 3125.201775 = -1807379.533835 nChanged 426 SP:Iteration 10Q (1040.186579 sec): 3 clusters Score: Raw -1810680.850162 + Penalty 3125.201775 = -1807555.648387 nChanged 481 SP:Iteration 11Q (1040.223247 sec): 3 clusters Score: Raw -1810896.089972 + Penalty 3125.201775 = -1807770.888197 nChanged 529 SP:Iteration 12Q (1040.260864 sec): 3 clusters Score: Raw -1811155.045205 + Penalty 3125.201775 = -1808029.843431 nChanged 573 SP:Iteration 13Q (1040.303552 sec): 3 clusters Score: Raw -1811487.195069 + Penalty 3125.201775 = -1808361.993295 nChanged 601 SP:Iteration 14Q (1040.342154 sec): 3 clusters Score: Raw -1811860.238737 + Penalty 3125.201775 = -1808735.036963 nChanged 583 SP:Iteration 15Q (1040.383513 sec): 3 clusters Score: Raw -1812187.269580 + Penalty 3125.201775 = -1809062.067806 nChanged 492 SP:Iteration 16Q (1040.419746 sec): 3 clusters Score: Raw -1812420.143314 + Penalty 3125.201775 = -1809294.941539 nChanged 438 SP:Iteration 17Q (1040.490588 sec): 3 clusters Score: Raw -1812598.639113 + Penalty 3125.201775 = -1809473.437338 nChanged 340 SP:Iteration 18Q (1040.557726 sec): 3 clusters Score: Raw -1812728.101470 + Penalty 3125.201775 = -1809602.899695 nChanged 278 SP:Iteration 19Q (1040.615324 sec): 3 clusters Score: Raw -1812830.217153 + Penalty 3125.201775 = -1809705.015379 nChanged 257 SP:Iteration 20F (1040.675688 sec): 3 clusters Score: Raw -1812924.427566 + Penalty 3125.201775 = -1809799.225791 nChanged 233 SP:Iteration 21Q (1040.711800 sec): 3 clusters Score: Raw -1813005.896509 + Penalty 3125.201775 = -1809880.694734 nChanged 228 SP:Iteration 22Q (1040.753649 sec): 3 clusters Score: Raw -1813096.904804 + Penalty 3125.201775 = -1809971.703030 nChanged 244 SP:Iteration 23Q (1040.788210 sec): 3 clusters Score: Raw -1813207.356859 + Penalty 3125.201775 = -1810082.155084 nChanged 270 SP:Iteration 24Q (1040.822694 sec): 3 clusters Score: Raw -1813327.018729 + Penalty 3125.201775 = -1810201.816955 nChanged 244 SP:Iteration 25Q (1040.861969 sec): 3 clusters Score: Raw -1813432.747788 + Penalty 3125.201775 = -1810307.546013 nChanged 225 SP:Iteration 26Q (1040.896111 sec): 3 clusters Score: Raw -1813536.137232 + Penalty 3125.201775 = -1810410.935457 nChanged 221 SP:Iteration 27Q (1040.964595 sec): 3 clusters Score: Raw -1813633.033851 + Penalty 3125.201775 = -1810507.832076 nChanged 189 SP:Iteration 28Q (1041.031853 sec): 3 clusters Score: Raw -1813716.305796 + Penalty 3125.201775 = -1810591.104021 nChanged 177 SP:Iteration 29Q (1041.065878 sec): 3 clusters Score: Raw -1813791.249284 + Penalty 3125.201775 = -1810666.047509 nChanged 162 SP:Iteration 30Q (1041.099482 sec): 3 clusters Score: Raw -1813868.181581 + Penalty 3125.201775 = -1810742.979806 nChanged 141 SP:Iteration 31Q (1041.133691 sec): 3 clusters Score: Raw -1813933.669917 + Penalty 3125.201775 = -1810808.468143 nChanged 141 SP:Iteration 32Q (1041.166705 sec): 3 clusters Score: Raw -1814009.897852 + Penalty 3125.201775 = -1810884.696078 nChanged 165 SP:Iteration 33Q (1041.204091 sec): 3 clusters Score: Raw -1814103.224957 + Penalty 3125.201775 = -1810978.023182 nChanged 154 SP:Iteration 34Q (1041.244822 sec): 3 clusters Score: Raw -1814200.721933 + Penalty 3125.201775 = -1811075.520159 nChanged 167 SP:Iteration 35Q (1041.277962 sec): 3 clusters Score: Raw -1814307.043182 + Penalty 3125.201775 = -1811181.841408 nChanged 156 SP:Iteration 36Q (1041.311575 sec): 3 clusters Score: Raw -1814408.749854 + Penalty 3125.201775 = -1811283.548079 nChanged 132 SP:Iteration 37Q (1041.343361 sec): 3 clusters Score: Raw -1814480.617608 + Penalty 3125.201775 = -1811355.415833 nChanged 115 SP:Iteration 38Q (1041.409993 sec): 3 clusters Score: Raw -1814535.343143 + Penalty 3125.201775 = -1811410.141368 nChanged 109 SP:Iteration 39Q (1041.447167 sec): 3 clusters Score: Raw -1814583.449073 + Penalty 3125.201775 = -1811458.247298 nChanged 85 SP:Iteration 40F (1041.488999 sec): 3 clusters Score: Raw -1814616.956915 + Penalty 3125.201775 = -1811491.755140 nChanged 71 SP:Iteration 41Q (1041.523952 sec): 3 clusters Score: Raw -1814640.628327 + Penalty 3125.201775 = -1811515.426552 nChanged 60 SP:Iteration 42Q (1041.557766 sec): 3 clusters Score: Raw -1814658.998350 + Penalty 3125.201775 = -1811533.796576 nChanged 45 SP:Iteration 43Q (1041.600282 sec): 3 clusters Score: Raw -1814671.770440 + Penalty 3125.201775 = -1811546.568666 nChanged 38 SP:Iteration 44Q (1041.633858 sec): 3 clusters Score: Raw -1814680.161366 + Penalty 3125.201775 = -1811554.959591 nChanged 24 SP:Iteration 45Q (1041.667758 sec): 3 clusters Score: Raw -1814685.484629 + Penalty 3125.201775 = -1811560.282855 nChanged 25 SP:Iteration 46Q (1041.701874 sec): 3 clusters Score: Raw -1814691.626417 + Penalty 3125.201775 = -1811566.424642 nChanged 22 SP:Iteration 47Q (1041.735487 sec): 3 clusters Score: Raw -1814696.218213 + Penalty 3125.201775 = -1811571.016439 nChanged 21 SP:Iteration 48Q (1041.766382 sec): 3 clusters Score: Raw -1814700.112173 + Penalty 3125.201775 = -1811574.910398 nChanged 19 SP:Iteration 49Q (1041.796883 sec): 3 clusters Score: Raw -1814704.123613 + Penalty 3125.201775 = -1811578.921838 nChanged 21 SP:Iteration 50Q (1041.872808 sec): 3 clusters Score: Raw -1814708.011072 + Penalty 3125.201775 = -1811582.809297 nChanged 12 SP:Iteration 51Q (1041.904018 sec): 3 clusters Score: Raw -1814710.057167 + Penalty 3125.201775 = -1811584.855392 nChanged 11 SP:Iteration 52Q (1041.937678 sec): 3 clusters Score: Raw -1814711.363958 + Penalty 3125.201775 = -1811586.162183 nChanged 12 SP:Iteration 53Q (1041.970513 sec): 3 clusters Score: Raw -1814713.460375 + Penalty 3125.201775 = -1811588.258601 nChanged 13 SP:Iteration 54Q (1042.015170 sec): 3 clusters Score: Raw -1814715.915899 + Penalty 3125.201775 = -1811590.714125 nChanged 10 SP:Iteration 55Q (1042.050499 sec): 3 clusters Score: Raw -1814717.427775 + Penalty 3125.201775 = -1811592.226000 nChanged 7 SP:Iteration 56Q (1042.117042 sec): 3 clusters Score: Raw -1814718.824940 + Penalty 3125.201775 = -1811593.623166 nChanged 10 SP:Iteration 57Q (1042.180493 sec): 3 clusters Score: Raw -1814721.752804 + Penalty 3125.201775 = -1811596.551029 nChanged 8 SP:Iteration 58Q (1042.216051 sec): 3 clusters Score: Raw -1814723.507412 + Penalty 3125.201775 = -1811598.305638 nChanged 10 SP:Iteration 59Q (1042.250019 sec): 3 clusters Score: Raw -1814725.281726 + Penalty 3125.201775 = -1811600.079952 nChanged 9 SP:Iteration 60F (1042.292200 sec): 3 clusters Score: Raw -1814727.144206 + Penalty 3125.201775 = -1811601.942432 nChanged 12 SP:Iteration 61Q (1042.329789 sec): 3 clusters Score: Raw -1814729.432717 + Penalty 3125.201775 = -1811604.230942 nChanged 11 SP:Iteration 62Q (1042.371481 sec): 3 clusters Score: Raw -1814731.144693 + Penalty 3125.201775 = -1811605.942919 nChanged 5 SP:Iteration 63Q (1042.402629 sec): 3 clusters Score: Raw -1814731.810594 + Penalty 3125.201775 = -1811606.608819 nChanged 5 SP:Iteration 64Q (1042.433910 sec): 3 clusters Score: Raw -1814732.516037 + Penalty 3125.201775 = -1811607.314263 nChanged 7 SP:Iteration 65Q (1042.466907 sec): 3 clusters Score: Raw -1814733.657026 + Penalty 3125.201775 = -1811608.455251 nChanged 6 SP:Iteration 66Q (1042.505052 sec): 3 clusters Score: Raw -1814734.290263 + Penalty 3125.201775 = -1811609.088488 nChanged 1 SP:Iteration 67Q (1042.546490 sec): 3 clusters Score: Raw -1814734.327090 + Penalty 3125.201775 = -1811609.125316 nChanged 0 SP:Iteration 68F (1042.584518 sec): 3 clusters Score: Raw -1814734.327090 + Penalty 3125.201775 = -1811609.125316 nChanged 0 Trying to split cluster 16 (1411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1042.599299 sec): 2 clusters Score: Raw -156905.034586 + Penalty 1178.458767 = -155726.575819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1042.608404 sec): 3 clusters Score: Raw -156398.858409 + Penalty 2356.917534 = -154041.940874 nChanged 481 SP:Iteration 1F (1042.615698 sec): 3 clusters Score: Raw -156837.727864 + Penalty 2356.917534 = -154480.810330 nChanged 130 SP:Iteration 2F (1042.622822 sec): 3 clusters Score: Raw -157000.419277 + Penalty 2356.917534 = -154643.501742 nChanged 95 SP:Iteration 3F (1042.629878 sec): 3 clusters Score: Raw -157137.998607 + Penalty 2356.917534 = -154781.081073 nChanged 76 SP:Iteration 4F (1042.637049 sec): 3 clusters Score: Raw -157245.725419 + Penalty 2356.917534 = -154888.807884 nChanged 75 SP:Iteration 5F (1042.644239 sec): 3 clusters Score: Raw -157342.240089 + Penalty 2356.917534 = -154985.322555 nChanged 53 SP:Iteration 6Q (1042.651298 sec): 3 clusters Score: Raw -157394.901032 + Penalty 2356.917534 = -155037.983498 nChanged 42 SP:Iteration 7Q (1042.658269 sec): 3 clusters Score: Raw -157446.944385 + Penalty 2356.917534 = -155090.026851 nChanged 41 SP:Iteration 8Q (1042.665259 sec): 3 clusters Score: Raw -157486.185192 + Penalty 2356.917534 = -155129.267657 nChanged 26 SP:Iteration 9Q (1042.672232 sec): 3 clusters Score: Raw -157524.850316 + Penalty 2356.917534 = -155167.932781 nChanged 18 SP:Iteration 10Q (1042.679206 sec): 3 clusters Score: Raw -157568.397907 + Penalty 2356.917534 = -155211.480373 nChanged 25 SP:Iteration 11Q (1042.686148 sec): 3 clusters Score: Raw -157599.657503 + Penalty 2356.917534 = -155242.739969 nChanged 18 SP:Iteration 12Q (1042.693059 sec): 3 clusters Score: Raw -157619.528198 + Penalty 2356.917534 = -155262.610664 nChanged 14 SP:Iteration 13Q (1042.699943 sec): 3 clusters Score: Raw -157634.259529 + Penalty 2356.917534 = -155277.341995 nChanged 9 SP:Iteration 14Q (1042.706864 sec): 3 clusters Score: Raw -157639.479994 + Penalty 2356.917534 = -155282.562459 nChanged 5 SP:Iteration 15Q (1042.713774 sec): 3 clusters Score: Raw -157642.805443 + Penalty 2356.917534 = -155285.887909 nChanged 5 SP:Iteration 16Q (1042.722163 sec): 3 clusters Score: Raw -157645.439857 + Penalty 2356.917534 = -155288.522322 nChanged 2 SP:Iteration 17Q (1042.729033 sec): 3 clusters Score: Raw -157646.331609 + Penalty 2356.917534 = -155289.414075 nChanged 1 SP:Iteration 18Q (1042.740040 sec): 3 clusters Score: Raw -157647.284982 + Penalty 2356.917534 = -155290.367447 nChanged 2 SP:Iteration 19Q (1042.746938 sec): 3 clusters Score: Raw -157649.445883 + Penalty 2356.917534 = -155292.528349 nChanged 1 SP:Iteration 20F (1042.758111 sec): 3 clusters Score: Raw -157650.232426 + Penalty 2356.917534 = -155293.314892 nChanged 2 SP:Iteration 21Q (1042.765011 sec): 3 clusters Score: Raw -157651.338062 + Penalty 2356.917534 = -155294.420528 nChanged 1 SP:Iteration 22Q (1042.776060 sec): 3 clusters Score: Raw -157651.687086 + Penalty 2356.917534 = -155294.769551 nChanged 3 SP:Iteration 23Q (1042.782892 sec): 3 clusters Score: Raw -157653.155731 + Penalty 2356.917534 = -155296.238196 nChanged 0 SP:Iteration 24F (1042.795007 sec): 3 clusters Score: Raw -157653.155731 + Penalty 2356.917534 = -155296.238196 nChanged 0 Trying to split cluster 17 (52102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1042.871468 sec): 2 clusters Score: Raw -6333560.091204 + Penalty 1764.905775 = -6331795.185429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1042.973190 sec): 3 clusters Score: Raw -6300427.041917 + Penalty 3529.811550 = -6296897.230367 nChanged 24536 SP:Iteration 1F (1043.067783 sec): 3 clusters Score: Raw -6314478.121208 + Penalty 3529.811550 = -6310948.309658 nChanged 1971 SP:Iteration 2Q (1043.177483 sec): 3 clusters Score: Raw -6315050.949990 + Penalty 3529.811550 = -6311521.138440 nChanged 2077 SP:Iteration 3Q (1043.277176 sec): 3 clusters Score: Raw -6315791.233156 + Penalty 3529.811550 = -6312261.421606 nChanged 2330 SP:Iteration 4Q (1043.378498 sec): 3 clusters Score: Raw -6316832.293510 + Penalty 3529.811550 = -6313302.481960 nChanged 2697 SP:Iteration 5F (1043.477855 sec): 3 clusters Score: Raw -6318272.778397 + Penalty 3529.811550 = -6314742.966847 nChanged 2993 SP:Iteration 6F (1043.574299 sec): 3 clusters Score: Raw -6320205.880463 + Penalty 3529.811550 = -6316676.068913 nChanged 3383 SP:Iteration 7F (1043.668616 sec): 3 clusters Score: Raw -6322775.607245 + Penalty 3529.811550 = -6319245.795696 nChanged 3462 SP:Iteration 8F (1043.782908 sec): 3 clusters Score: Raw -6325581.465748 + Penalty 3529.811550 = -6322051.654198 nChanged 3035 SP:Iteration 9F (1043.878818 sec): 3 clusters Score: Raw -6327998.132947 + Penalty 3529.811550 = -6324468.321398 nChanged 2445 SP:Iteration 10Q (1043.983615 sec): 3 clusters Score: Raw -6329910.985515 + Penalty 3529.811550 = -6326381.173966 nChanged 1900 SP:Iteration 11Q (1044.104580 sec): 3 clusters Score: Raw -6331357.552593 + Penalty 3529.811550 = -6327827.741043 nChanged 1351 SP:Iteration 12Q (1044.219359 sec): 3 clusters Score: Raw -6332346.535946 + Penalty 3529.811550 = -6328816.724397 nChanged 913 SP:Iteration 13Q (1044.307807 sec): 3 clusters Score: Raw -6333064.931138 + Penalty 3529.811550 = -6329535.119588 nChanged 673 SP:Iteration 14Q (1044.396983 sec): 3 clusters Score: Raw -6333652.057421 + Penalty 3529.811550 = -6330122.245871 nChanged 470 SP:Iteration 15Q (1044.478593 sec): 3 clusters Score: Raw -6334077.370089 + Penalty 3529.811550 = -6330547.558539 nChanged 260 SP:Iteration 16Q (1044.562548 sec): 3 clusters Score: Raw -6334383.630842 + Penalty 3529.811550 = -6330853.819292 nChanged 174 SP:Iteration 17Q (1044.642235 sec): 3 clusters Score: Raw -6334638.025500 + Penalty 3529.811550 = -6331108.213950 nChanged 141 SP:Iteration 18Q (1044.719247 sec): 3 clusters Score: Raw -6334820.563838 + Penalty 3529.811550 = -6331290.752288 nChanged 115 SP:Iteration 19Q (1044.800670 sec): 3 clusters Score: Raw -6334933.508268 + Penalty 3529.811550 = -6331403.696718 nChanged 93 SP:Iteration 20F (1044.895063 sec): 3 clusters Score: Raw -6334983.451725 + Penalty 3529.811550 = -6331453.640176 nChanged 67 SP:Iteration 21Q (1044.973846 sec): 3 clusters Score: Raw -6335013.975969 + Penalty 3529.811550 = -6331484.164419 nChanged 49 SP:Iteration 22Q (1045.052232 sec): 3 clusters Score: Raw -6335032.708644 + Penalty 3529.811550 = -6331502.897095 nChanged 38 SP:Iteration 23Q (1045.129045 sec): 3 clusters Score: Raw -6335043.514705 + Penalty 3529.811550 = -6331513.703155 nChanged 28 SP:Iteration 24Q (1045.225117 sec): 3 clusters Score: Raw -6335050.029837 + Penalty 3529.811550 = -6331520.218287 nChanged 15 SP:Iteration 25Q (1045.310810 sec): 3 clusters Score: Raw -6335053.509197 + Penalty 3529.811550 = -6331523.697647 nChanged 15 SP:Iteration 26Q (1045.409483 sec): 3 clusters Score: Raw -6335055.827321 + Penalty 3529.811550 = -6331526.015771 nChanged 11 SP:Iteration 27Q (1045.496395 sec): 3 clusters Score: Raw -6335057.936109 + Penalty 3529.811550 = -6331528.124559 nChanged 10 SP:Iteration 28Q (1045.581380 sec): 3 clusters Score: Raw -6335059.708247 + Penalty 3529.811550 = -6331529.896697 nChanged 9 SP:Iteration 29Q (1045.665986 sec): 3 clusters Score: Raw -6335061.038969 + Penalty 3529.811550 = -6331531.227419 nChanged 5 SP:Iteration 30Q (1045.752941 sec): 3 clusters Score: Raw -6335061.944509 + Penalty 3529.811550 = -6331532.132960 nChanged 3 SP:Iteration 31Q (1045.836802 sec): 3 clusters Score: Raw -6335062.250769 + Penalty 3529.811550 = -6331532.439219 nChanged 3 SP:Iteration 32Q (1045.916129 sec): 3 clusters Score: Raw -6335062.546310 + Penalty 3529.811550 = -6331532.734761 nChanged 2 SP:Iteration 33Q (1045.997418 sec): 3 clusters Score: Raw -6335063.068447 + Penalty 3529.811550 = -6331533.256897 nChanged 3 SP:Iteration 34Q (1046.074486 sec): 3 clusters Score: Raw -6335063.437562 + Penalty 3529.811550 = -6331533.626012 nChanged 2 SP:Iteration 35Q (1046.152335 sec): 3 clusters Score: Raw -6335063.692811 + Penalty 3529.811550 = -6331533.881261 nChanged 1 SP:Iteration 36Q (1046.229790 sec): 3 clusters Score: Raw -6335063.977161 + Penalty 3529.811550 = -6331534.165611 nChanged 0 SP:Iteration 37F (1046.324401 sec): 3 clusters Score: Raw -6335063.977161 + Penalty 3529.811550 = -6331534.165611 nChanged 0 Trying to split cluster 18 (30121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1046.362932 sec): 2 clusters Score: Raw -3522236.093376 + Penalty 1675.858906 = -3520560.234470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1046.423458 sec): 3 clusters Score: Raw -3503580.445865 + Penalty 3351.717812 = -3500228.728053 nChanged 13894 SP:Iteration 1F (1046.480008 sec): 3 clusters Score: Raw -3511432.102417 + Penalty 3351.717812 = -3508080.384605 nChanged 1486 SP:Iteration 2Q (1046.546765 sec): 3 clusters Score: Raw -3511973.384222 + Penalty 3351.717812 = -3508621.666410 nChanged 1432 SP:Iteration 3Q (1046.606684 sec): 3 clusters Score: Raw -3512561.684328 + Penalty 3351.717812 = -3509209.966517 nChanged 1494 SP:Iteration 4Q (1046.664648 sec): 3 clusters Score: Raw -3513331.085659 + Penalty 3351.717812 = -3509979.367847 nChanged 1692 SP:Iteration 5F (1046.743214 sec): 3 clusters Score: Raw -3514371.653472 + Penalty 3351.717812 = -3511019.935660 nChanged 1806 SP:Iteration 6F (1046.811476 sec): 3 clusters Score: Raw -3515636.877555 + Penalty 3351.717812 = -3512285.159743 nChanged 1963 SP:Iteration 7F (1046.867173 sec): 3 clusters Score: Raw -3517041.514845 + Penalty 3351.717812 = -3513689.797034 nChanged 1765 SP:Iteration 8F (1046.924246 sec): 3 clusters Score: Raw -3518283.234442 + Penalty 3351.717812 = -3514931.516631 nChanged 1466 SP:Iteration 9Q (1046.982444 sec): 3 clusters Score: Raw -3519136.549787 + Penalty 3351.717812 = -3515784.831975 nChanged 1085 SP:Iteration 10Q (1047.038342 sec): 3 clusters Score: Raw -3519566.865781 + Penalty 3351.717812 = -3516215.147970 nChanged 699 SP:Iteration 11Q (1047.094041 sec): 3 clusters Score: Raw -3519768.422600 + Penalty 3351.717812 = -3516416.704788 nChanged 475 SP:Iteration 12Q (1047.150666 sec): 3 clusters Score: Raw -3519887.897096 + Penalty 3351.717812 = -3516536.179284 nChanged 357 SP:Iteration 13Q (1047.210753 sec): 3 clusters Score: Raw -3519967.986970 + Penalty 3351.717812 = -3516616.269158 nChanged 311 SP:Iteration 14Q (1047.284268 sec): 3 clusters Score: Raw -3520031.583196 + Penalty 3351.717812 = -3516679.865385 nChanged 273 SP:Iteration 15Q (1047.340433 sec): 3 clusters Score: Raw -3520079.571733 + Penalty 3351.717812 = -3516727.853921 nChanged 217 SP:Iteration 16Q (1047.400025 sec): 3 clusters Score: Raw -3520111.672484 + Penalty 3351.717812 = -3516759.954672 nChanged 184 SP:Iteration 17Q (1047.463724 sec): 3 clusters Score: Raw -3520141.199523 + Penalty 3351.717812 = -3516789.481711 nChanged 190 SP:Iteration 18Q (1047.557235 sec): 3 clusters Score: Raw -3520168.881515 + Penalty 3351.717812 = -3516817.163703 nChanged 160 SP:Iteration 19Q (1047.609591 sec): 3 clusters Score: Raw -3520194.995525 + Penalty 3351.717812 = -3516843.277713 nChanged 164 SP:Iteration 20F (1047.665778 sec): 3 clusters Score: Raw -3520219.917153 + Penalty 3351.717812 = -3516868.199341 nChanged 153 SP:Iteration 21Q (1047.722860 sec): 3 clusters Score: Raw -3520241.544004 + Penalty 3351.717812 = -3516889.826193 nChanged 129 SP:Iteration 22Q (1047.787376 sec): 3 clusters Score: Raw -3520260.592498 + Penalty 3351.717812 = -3516908.874686 nChanged 145 SP:Iteration 23Q (1047.842676 sec): 3 clusters Score: Raw -3520283.240030 + Penalty 3351.717812 = -3516931.522219 nChanged 154 SP:Iteration 24Q (1047.898705 sec): 3 clusters Score: Raw -3520310.370915 + Penalty 3351.717812 = -3516958.653103 nChanged 154 SP:Iteration 25Q (1047.961403 sec): 3 clusters Score: Raw -3520340.945414 + Penalty 3351.717812 = -3516989.227602 nChanged 178 SP:Iteration 26Q (1048.016684 sec): 3 clusters Score: Raw -3520373.834473 + Penalty 3351.717812 = -3517022.116662 nChanged 179 SP:Iteration 27Q (1048.072021 sec): 3 clusters Score: Raw -3520402.413241 + Penalty 3351.717812 = -3517050.695429 nChanged 178 SP:Iteration 28Q (1048.127461 sec): 3 clusters Score: Raw -3520431.789036 + Penalty 3351.717812 = -3517080.071224 nChanged 187 SP:Iteration 29Q (1048.182454 sec): 3 clusters Score: Raw -3520464.457087 + Penalty 3351.717812 = -3517112.739275 nChanged 189 SP:Iteration 30Q (1048.237683 sec): 3 clusters Score: Raw -3520501.775390 + Penalty 3351.717812 = -3517150.057578 nChanged 213 SP:Iteration 31Q (1048.293845 sec): 3 clusters Score: Raw -3520548.614292 + Penalty 3351.717812 = -3517196.896480 nChanged 223 SP:Iteration 32Q (1048.351259 sec): 3 clusters Score: Raw -3520595.486660 + Penalty 3351.717812 = -3517243.768848 nChanged 205 SP:Iteration 33Q (1048.406190 sec): 3 clusters Score: Raw -3520639.153421 + Penalty 3351.717812 = -3517287.435609 nChanged 212 SP:Iteration 34Q (1048.463306 sec): 3 clusters Score: Raw -3520680.779014 + Penalty 3351.717812 = -3517329.061203 nChanged 190 SP:Iteration 35Q (1048.519703 sec): 3 clusters Score: Raw -3520715.265783 + Penalty 3351.717812 = -3517363.547972 nChanged 189 SP:Iteration 36Q (1048.575099 sec): 3 clusters Score: Raw -3520745.898093 + Penalty 3351.717812 = -3517394.180282 nChanged 164 SP:Iteration 37Q (1048.629216 sec): 3 clusters Score: Raw -3520768.755505 + Penalty 3351.717812 = -3517417.037693 nChanged 155 SP:Iteration 38Q (1048.684193 sec): 3 clusters Score: Raw -3520788.683160 + Penalty 3351.717812 = -3517436.965348 nChanged 152 SP:Iteration 39Q (1048.738770 sec): 3 clusters Score: Raw -3520804.926430 + Penalty 3351.717812 = -3517453.208618 nChanged 130 SP:Iteration 40F (1048.799071 sec): 3 clusters Score: Raw -3520818.936249 + Penalty 3351.717812 = -3517467.218437 nChanged 120 SP:Iteration 41Q (1048.854044 sec): 3 clusters Score: Raw -3520829.971347 + Penalty 3351.717812 = -3517478.253535 nChanged 83 SP:Iteration 42Q (1048.908660 sec): 3 clusters Score: Raw -3520836.734351 + Penalty 3351.717812 = -3517485.016540 nChanged 80 SP:Iteration 43Q (1048.964192 sec): 3 clusters Score: Raw -3520842.243679 + Penalty 3351.717812 = -3517490.525868 nChanged 66 SP:Iteration 44Q (1049.023594 sec): 3 clusters Score: Raw -3520846.645748 + Penalty 3351.717812 = -3517494.927936 nChanged 52 SP:Iteration 45Q (1049.078727 sec): 3 clusters Score: Raw -3520849.830432 + Penalty 3351.717812 = -3517498.112620 nChanged 43 SP:Iteration 46Q (1049.132603 sec): 3 clusters Score: Raw -3520852.891218 + Penalty 3351.717812 = -3517501.173406 nChanged 43 SP:Iteration 47Q (1049.196907 sec): 3 clusters Score: Raw -3520855.595891 + Penalty 3351.717812 = -3517503.878079 nChanged 37 SP:Iteration 48Q (1049.251919 sec): 3 clusters Score: Raw -3520857.634243 + Penalty 3351.717812 = -3517505.916431 nChanged 33 SP:Iteration 49Q (1049.306978 sec): 3 clusters Score: Raw -3520859.390377 + Penalty 3351.717812 = -3517507.672566 nChanged 33 SP:Iteration 50Q (1049.361577 sec): 3 clusters Score: Raw -3520861.486323 + Penalty 3351.717812 = -3517509.768511 nChanged 33 SP:Iteration 51Q (1049.416610 sec): 3 clusters Score: Raw -3520863.788671 + Penalty 3351.717812 = -3517512.070860 nChanged 32 SP:Iteration 52Q (1049.471493 sec): 3 clusters Score: Raw -3520865.841526 + Penalty 3351.717812 = -3517514.123714 nChanged 29 SP:Iteration 53Q (1049.526531 sec): 3 clusters Score: Raw -3520867.593643 + Penalty 3351.717812 = -3517515.875831 nChanged 31 SP:Iteration 54Q (1049.581166 sec): 3 clusters Score: Raw -3520869.790586 + Penalty 3351.717812 = -3517518.072775 nChanged 20 SP:Iteration 55Q (1049.635961 sec): 3 clusters Score: Raw -3520870.693958 + Penalty 3351.717812 = -3517518.976147 nChanged 12 SP:Iteration 56Q (1049.691057 sec): 3 clusters Score: Raw -3520871.143267 + Penalty 3351.717812 = -3517519.425455 nChanged 16 SP:Iteration 57Q (1049.745827 sec): 3 clusters Score: Raw -3520871.921202 + Penalty 3351.717812 = -3517520.203390 nChanged 22 SP:Iteration 58Q (1049.800315 sec): 3 clusters Score: Raw -3520873.173408 + Penalty 3351.717812 = -3517521.455597 nChanged 24 SP:Iteration 59Q (1049.855466 sec): 3 clusters Score: Raw -3520874.277090 + Penalty 3351.717812 = -3517522.559279 nChanged 16 SP:Iteration 60F (1049.912696 sec): 3 clusters Score: Raw -3520874.888075 + Penalty 3351.717812 = -3517523.170264 nChanged 13 SP:Iteration 61Q (1049.968097 sec): 3 clusters Score: Raw -3520875.474477 + Penalty 3351.717812 = -3517523.756666 nChanged 11 SP:Iteration 62Q (1050.022729 sec): 3 clusters Score: Raw -3520876.015452 + Penalty 3351.717812 = -3517524.297641 nChanged 9 SP:Iteration 63Q (1050.077790 sec): 3 clusters Score: Raw -3520876.423141 + Penalty 3351.717812 = -3517524.705329 nChanged 9 SP:Iteration 64Q (1050.141041 sec): 3 clusters Score: Raw -3520876.787372 + Penalty 3351.717812 = -3517525.069561 nChanged 9 SP:Iteration 65Q (1050.208649 sec): 3 clusters Score: Raw -3520877.138458 + Penalty 3351.717812 = -3517525.420647 nChanged 3 SP:Iteration 66Q (1050.275121 sec): 3 clusters Score: Raw -3520877.207474 + Penalty 3351.717812 = -3517525.489663 nChanged 0 SP:Iteration 67F (1050.332234 sec): 3 clusters Score: Raw -3520877.207474 + Penalty 3351.717812 = -3517525.489663 nChanged 0 Trying to split cluster 19 (9373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1050.356862 sec): 2 clusters Score: Raw -1138206.783370 + Penalty 1486.158130 = -1136720.625239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1050.386342 sec): 3 clusters Score: Raw -1132913.004384 + Penalty 2972.316261 = -1129940.688123 nChanged 4069 SP:Iteration 1F (1050.414502 sec): 3 clusters Score: Raw -1135257.777100 + Penalty 2972.316261 = -1132285.460839 nChanged 626 SP:Iteration 2F (1050.442763 sec): 3 clusters Score: Raw -1135564.716557 + Penalty 2972.316261 = -1132592.400297 nChanged 528 SP:Iteration 3F (1050.477576 sec): 3 clusters Score: Raw -1135837.998907 + Penalty 2972.316261 = -1132865.682646 nChanged 478 SP:Iteration 4F (1050.507843 sec): 3 clusters Score: Raw -1136103.110414 + Penalty 2972.316261 = -1133130.794153 nChanged 447 SP:Iteration 5Q (1050.561208 sec): 3 clusters Score: Raw -1136349.957900 + Penalty 2972.316261 = -1133377.641639 nChanged 414 SP:Iteration 6Q (1050.589724 sec): 3 clusters Score: Raw -1136573.209262 + Penalty 2972.316261 = -1133600.893002 nChanged 379 SP:Iteration 7Q (1050.618328 sec): 3 clusters Score: Raw -1136790.609478 + Penalty 2972.316261 = -1133818.293218 nChanged 392 SP:Iteration 8Q (1050.653927 sec): 3 clusters Score: Raw -1137054.643509 + Penalty 2972.316261 = -1134082.327248 nChanged 350 SP:Iteration 9Q (1050.685314 sec): 3 clusters Score: Raw -1137290.040915 + Penalty 2972.316261 = -1134317.724654 nChanged 330 SP:Iteration 10Q (1050.713455 sec): 3 clusters Score: Raw -1137506.622487 + Penalty 2972.316261 = -1134534.306226 nChanged 275 SP:Iteration 11Q (1050.751448 sec): 3 clusters Score: Raw -1137672.707561 + Penalty 2972.316261 = -1134700.391300 nChanged 229 SP:Iteration 12Q (1050.778881 sec): 3 clusters Score: Raw -1137823.671993 + Penalty 2972.316261 = -1134851.355733 nChanged 203 SP:Iteration 13Q (1050.806105 sec): 3 clusters Score: Raw -1137943.474469 + Penalty 2972.316261 = -1134971.158208 nChanged 145 SP:Iteration 14Q (1050.866364 sec): 3 clusters Score: Raw -1138035.587391 + Penalty 2972.316261 = -1135063.271130 nChanged 131 SP:Iteration 15Q (1050.899172 sec): 3 clusters Score: Raw -1138119.222691 + Penalty 2972.316261 = -1135146.906430 nChanged 97 SP:Iteration 16Q (1050.925792 sec): 3 clusters Score: Raw -1138187.702784 + Penalty 2972.316261 = -1135215.386523 nChanged 87 SP:Iteration 17Q (1050.955529 sec): 3 clusters Score: Raw -1138237.333740 + Penalty 2972.316261 = -1135265.017479 nChanged 65 SP:Iteration 18Q (1050.981667 sec): 3 clusters Score: Raw -1138268.539261 + Penalty 2972.316261 = -1135296.223000 nChanged 48 SP:Iteration 19Q (1051.007674 sec): 3 clusters Score: Raw -1138294.196562 + Penalty 2972.316261 = -1135321.880301 nChanged 43 SP:Iteration 20F (1051.035978 sec): 3 clusters Score: Raw -1138320.514077 + Penalty 2972.316261 = -1135348.197816 nChanged 36 SP:Iteration 21Q (1051.065732 sec): 3 clusters Score: Raw -1138345.978386 + Penalty 2972.316261 = -1135373.662125 nChanged 41 SP:Iteration 22Q (1051.091549 sec): 3 clusters Score: Raw -1138372.569408 + Penalty 2972.316261 = -1135400.253148 nChanged 32 SP:Iteration 23Q (1051.124272 sec): 3 clusters Score: Raw -1138399.072096 + Penalty 2972.316261 = -1135426.755835 nChanged 27 SP:Iteration 24Q (1051.156765 sec): 3 clusters Score: Raw -1138422.887526 + Penalty 2972.316261 = -1135450.571265 nChanged 27 SP:Iteration 25Q (1051.183062 sec): 3 clusters Score: Raw -1138448.283382 + Penalty 2972.316261 = -1135475.967121 nChanged 31 SP:Iteration 26Q (1051.208761 sec): 3 clusters Score: Raw -1138474.059075 + Penalty 2972.316261 = -1135501.742814 nChanged 16 SP:Iteration 27Q (1051.241707 sec): 3 clusters Score: Raw -1138487.670949 + Penalty 2972.316261 = -1135515.354689 nChanged 16 SP:Iteration 28Q (1051.267532 sec): 3 clusters Score: Raw -1138501.017975 + Penalty 2972.316261 = -1135528.701714 nChanged 18 SP:Iteration 29Q (1051.293032 sec): 3 clusters Score: Raw -1138515.913308 + Penalty 2972.316261 = -1135543.597047 nChanged 15 SP:Iteration 30Q (1051.318503 sec): 3 clusters Score: Raw -1138524.495322 + Penalty 2972.316261 = -1135552.179061 nChanged 8 SP:Iteration 31Q (1051.343963 sec): 3 clusters Score: Raw -1138532.739794 + Penalty 2972.316261 = -1135560.423533 nChanged 6 SP:Iteration 32Q (1051.369421 sec): 3 clusters Score: Raw -1138538.292048 + Penalty 2972.316261 = -1135565.975787 nChanged 11 SP:Iteration 33Q (1051.401327 sec): 3 clusters Score: Raw -1138544.812111 + Penalty 2972.316261 = -1135572.495850 nChanged 10 SP:Iteration 34Q (1051.442602 sec): 3 clusters Score: Raw -1138550.568195 + Penalty 2972.316261 = -1135578.251935 nChanged 7 SP:Iteration 35Q (1051.473187 sec): 3 clusters Score: Raw -1138554.013741 + Penalty 2972.316261 = -1135581.697480 nChanged 2 SP:Iteration 36Q (1051.530068 sec): 3 clusters Score: Raw -1138556.173036 + Penalty 2972.316261 = -1135583.856776 nChanged 3 SP:Iteration 37Q (1051.567529 sec): 3 clusters Score: Raw -1138561.139851 + Penalty 2972.316261 = -1135588.823590 nChanged 6 SP:Iteration 38Q (1051.598709 sec): 3 clusters Score: Raw -1138566.648083 + Penalty 2972.316261 = -1135594.331822 nChanged 5 SP:Iteration 39Q (1051.624186 sec): 3 clusters Score: Raw -1138572.242190 + Penalty 2972.316261 = -1135599.925930 nChanged 6 SP:Iteration 40F (1051.652343 sec): 3 clusters Score: Raw -1138575.391665 + Penalty 2972.316261 = -1135603.075404 nChanged 2 SP:Iteration 41Q (1051.677863 sec): 3 clusters Score: Raw -1138576.966849 + Penalty 2972.316261 = -1135604.650588 nChanged 6 SP:Iteration 42Q (1051.709484 sec): 3 clusters Score: Raw -1138579.825030 + Penalty 2972.316261 = -1135607.508769 nChanged 3 SP:Iteration 43Q (1051.735106 sec): 3 clusters Score: Raw -1138580.715175 + Penalty 2972.316261 = -1135608.398914 nChanged 1 SP:Iteration 44Q (1051.760511 sec): 3 clusters Score: Raw -1138581.435936 + Penalty 2972.316261 = -1135609.119675 nChanged 1 SP:Iteration 45Q (1051.785800 sec): 3 clusters Score: Raw -1138581.971668 + Penalty 2972.316261 = -1135609.655408 nChanged 0 SP:Iteration 46F (1051.846716 sec): 3 clusters Score: Raw -1138581.971668 + Penalty 2972.316261 = -1135609.655408 nChanged 0 Trying to split cluster 20 (7673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1051.874848 sec): 2 clusters Score: Raw -932619.260968 + Penalty 1453.637730 = -931165.623238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1051.904403 sec): 3 clusters Score: Raw -928461.564990 + Penalty 2907.275459 = -925554.289530 nChanged 3287 SP:Iteration 1F (1051.933939 sec): 3 clusters Score: Raw -930267.693470 + Penalty 2907.275459 = -927360.418010 nChanged 523 SP:Iteration 2F (1051.961788 sec): 3 clusters Score: Raw -930566.111935 + Penalty 2907.275459 = -927658.836476 nChanged 432 SP:Iteration 3F (1051.991066 sec): 3 clusters Score: Raw -930809.269412 + Penalty 2907.275459 = -927901.993953 nChanged 418 SP:Iteration 4F (1052.015107 sec): 3 clusters Score: Raw -931057.069872 + Penalty 2907.275459 = -928149.794412 nChanged 375 SP:Iteration 5Q (1052.039116 sec): 3 clusters Score: Raw -931282.141660 + Penalty 2907.275459 = -928374.866201 nChanged 374 SP:Iteration 6Q (1052.063214 sec): 3 clusters Score: Raw -931524.346426 + Penalty 2907.275459 = -928617.070966 nChanged 334 SP:Iteration 7Q (1052.087080 sec): 3 clusters Score: Raw -931735.422538 + Penalty 2907.275459 = -928828.147079 nChanged 320 SP:Iteration 8Q (1052.110837 sec): 3 clusters Score: Raw -931928.142388 + Penalty 2907.275459 = -929020.866928 nChanged 298 SP:Iteration 9Q (1052.135073 sec): 3 clusters Score: Raw -932102.003283 + Penalty 2907.275459 = -929194.727823 nChanged 251 SP:Iteration 10Q (1052.158828 sec): 3 clusters Score: Raw -932242.483333 + Penalty 2907.275459 = -929335.207873 nChanged 210 SP:Iteration 11Q (1052.182540 sec): 3 clusters Score: Raw -932349.060481 + Penalty 2907.275459 = -929441.785022 nChanged 175 SP:Iteration 12Q (1052.206099 sec): 3 clusters Score: Raw -932428.549801 + Penalty 2907.275459 = -929521.274341 nChanged 161 SP:Iteration 13Q (1052.229789 sec): 3 clusters Score: Raw -932498.556038 + Penalty 2907.275459 = -929591.280579 nChanged 118 SP:Iteration 14Q (1052.254127 sec): 3 clusters Score: Raw -932551.724640 + Penalty 2907.275459 = -929644.449181 nChanged 117 SP:Iteration 15Q (1052.283747 sec): 3 clusters Score: Raw -932603.701541 + Penalty 2907.275459 = -929696.426082 nChanged 118 SP:Iteration 16Q (1052.311186 sec): 3 clusters Score: Raw -932646.906303 + Penalty 2907.275459 = -929739.630844 nChanged 100 SP:Iteration 17Q (1052.370685 sec): 3 clusters Score: Raw -932681.723261 + Penalty 2907.275459 = -929774.447801 nChanged 100 SP:Iteration 18Q (1052.398619 sec): 3 clusters Score: Raw -932721.268547 + Penalty 2907.275459 = -929813.993088 nChanged 114 SP:Iteration 19Q (1052.426876 sec): 3 clusters Score: Raw -932768.352411 + Penalty 2907.275459 = -929861.076951 nChanged 94 SP:Iteration 20F (1052.456477 sec): 3 clusters Score: Raw -932797.194473 + Penalty 2907.275459 = -929889.919014 nChanged 84 SP:Iteration 21Q (1052.483691 sec): 3 clusters Score: Raw -932823.985588 + Penalty 2907.275459 = -929916.710128 nChanged 71 SP:Iteration 22Q (1052.511483 sec): 3 clusters Score: Raw -932848.081732 + Penalty 2907.275459 = -929940.806272 nChanged 90 SP:Iteration 23Q (1052.544044 sec): 3 clusters Score: Raw -932875.555370 + Penalty 2907.275459 = -929968.279910 nChanged 65 SP:Iteration 24Q (1052.568456 sec): 3 clusters Score: Raw -932894.999616 + Penalty 2907.275459 = -929987.724157 nChanged 59 SP:Iteration 25Q (1052.596951 sec): 3 clusters Score: Raw -932912.500721 + Penalty 2907.275459 = -930005.225261 nChanged 48 SP:Iteration 26Q (1052.623784 sec): 3 clusters Score: Raw -932925.341489 + Penalty 2907.275459 = -930018.066030 nChanged 47 SP:Iteration 27Q (1052.652926 sec): 3 clusters Score: Raw -932937.178527 + Penalty 2907.275459 = -930029.903068 nChanged 45 SP:Iteration 28Q (1052.680492 sec): 3 clusters Score: Raw -932947.209955 + Penalty 2907.275459 = -930039.934495 nChanged 43 SP:Iteration 29Q (1052.703667 sec): 3 clusters Score: Raw -932957.768395 + Penalty 2907.275459 = -930050.492935 nChanged 48 SP:Iteration 30Q (1052.726909 sec): 3 clusters Score: Raw -932968.190658 + Penalty 2907.275459 = -930060.915199 nChanged 37 SP:Iteration 31Q (1052.775288 sec): 3 clusters Score: Raw -932976.063210 + Penalty 2907.275459 = -930068.787750 nChanged 39 SP:Iteration 32Q (1052.812086 sec): 3 clusters Score: Raw -932983.977711 + Penalty 2907.275459 = -930076.702251 nChanged 37 SP:Iteration 33Q (1052.839285 sec): 3 clusters Score: Raw -932991.011129 + Penalty 2907.275459 = -930083.735669 nChanged 34 SP:Iteration 34Q (1052.867249 sec): 3 clusters Score: Raw -932996.268711 + Penalty 2907.275459 = -930088.993251 nChanged 17 SP:Iteration 35Q (1052.894879 sec): 3 clusters Score: Raw -932998.660527 + Penalty 2907.275459 = -930091.385068 nChanged 14 SP:Iteration 36Q (1052.945932 sec): 3 clusters Score: Raw -933000.563696 + Penalty 2907.275459 = -930093.288236 nChanged 13 SP:Iteration 37Q (1052.984683 sec): 3 clusters Score: Raw -933003.546167 + Penalty 2907.275459 = -930096.270708 nChanged 18 SP:Iteration 38Q (1053.013290 sec): 3 clusters Score: Raw -933007.555567 + Penalty 2907.275459 = -930100.280107 nChanged 17 SP:Iteration 39Q (1053.041073 sec): 3 clusters Score: Raw -933011.225550 + Penalty 2907.275459 = -930103.950091 nChanged 19 SP:Iteration 40F (1053.070280 sec): 3 clusters Score: Raw -933015.122633 + Penalty 2907.275459 = -930107.847174 nChanged 20 SP:Iteration 41Q (1053.101537 sec): 3 clusters Score: Raw -933019.664469 + Penalty 2907.275459 = -930112.389009 nChanged 19 SP:Iteration 42Q (1053.130422 sec): 3 clusters Score: Raw -933023.497167 + Penalty 2907.275459 = -930116.221708 nChanged 21 SP:Iteration 43Q (1053.160063 sec): 3 clusters Score: Raw -933026.635249 + Penalty 2907.275459 = -930119.359789 nChanged 16 SP:Iteration 44Q (1053.188307 sec): 3 clusters Score: Raw -933029.045875 + Penalty 2907.275459 = -930121.770416 nChanged 13 SP:Iteration 45Q (1053.211531 sec): 3 clusters Score: Raw -933031.306154 + Penalty 2907.275459 = -930124.030695 nChanged 7 SP:Iteration 46Q (1053.234534 sec): 3 clusters Score: Raw -933032.482830 + Penalty 2907.275459 = -930125.207370 nChanged 9 SP:Iteration 47Q (1053.275509 sec): 3 clusters Score: Raw -933033.777984 + Penalty 2907.275459 = -930126.502524 nChanged 13 SP:Iteration 48Q (1053.324228 sec): 3 clusters Score: Raw -933035.726727 + Penalty 2907.275459 = -930128.451268 nChanged 9 SP:Iteration 49Q (1053.347340 sec): 3 clusters Score: Raw -933037.089462 + Penalty 2907.275459 = -930129.814002 nChanged 10 SP:Iteration 50Q (1053.387276 sec): 3 clusters Score: Raw -933039.544895 + Penalty 2907.275459 = -930132.269435 nChanged 12 SP:Iteration 51Q (1053.436448 sec): 3 clusters Score: Raw -933041.453076 + Penalty 2907.275459 = -930134.177617 nChanged 13 SP:Iteration 52Q (1053.475659 sec): 3 clusters Score: Raw -933043.999476 + Penalty 2907.275459 = -930136.724017 nChanged 13 SP:Iteration 53Q (1053.498590 sec): 3 clusters Score: Raw -933046.041363 + Penalty 2907.275459 = -930138.765904 nChanged 7 SP:Iteration 54Q (1053.526478 sec): 3 clusters Score: Raw -933047.066644 + Penalty 2907.275459 = -930139.791184 nChanged 10 SP:Iteration 55Q (1053.549380 sec): 3 clusters Score: Raw -933049.160612 + Penalty 2907.275459 = -930141.885153 nChanged 10 SP:Iteration 56Q (1053.606300 sec): 3 clusters Score: Raw -933050.733562 + Penalty 2907.275459 = -930143.458103 nChanged 10 SP:Iteration 57Q (1053.635861 sec): 3 clusters Score: Raw -933052.540319 + Penalty 2907.275459 = -930145.264859 nChanged 13 SP:Iteration 58Q (1053.665114 sec): 3 clusters Score: Raw -933054.609331 + Penalty 2907.275459 = -930147.333871 nChanged 10 SP:Iteration 59Q (1053.693235 sec): 3 clusters Score: Raw -933056.228547 + Penalty 2907.275459 = -930148.953088 nChanged 9 SP:Iteration 60F (1053.717032 sec): 3 clusters Score: Raw -933057.784284 + Penalty 2907.275459 = -930150.508825 nChanged 11 SP:Iteration 61Q (1053.746141 sec): 3 clusters Score: Raw -933059.631595 + Penalty 2907.275459 = -930152.356136 nChanged 13 SP:Iteration 62Q (1053.776709 sec): 3 clusters Score: Raw -933062.681270 + Penalty 2907.275459 = -930155.405811 nChanged 13 SP:Iteration 63Q (1053.808640 sec): 3 clusters Score: Raw -933065.921516 + Penalty 2907.275459 = -930158.646057 nChanged 21 SP:Iteration 64Q (1053.835613 sec): 3 clusters Score: Raw -933070.553400 + Penalty 2907.275459 = -930163.277940 nChanged 15 SP:Iteration 65Q (1053.863109 sec): 3 clusters Score: Raw -933073.876845 + Penalty 2907.275459 = -930166.601385 nChanged 23 SP:Iteration 66Q (1053.892277 sec): 3 clusters Score: Raw -933078.736185 + Penalty 2907.275459 = -930171.460726 nChanged 14 SP:Iteration 67Q (1053.915387 sec): 3 clusters Score: Raw -933081.583831 + Penalty 2907.275459 = -930174.308371 nChanged 13 SP:Iteration 68Q (1053.961629 sec): 3 clusters Score: Raw -933084.487368 + Penalty 2907.275459 = -930177.211908 nChanged 18 SP:Iteration 69Q (1053.999807 sec): 3 clusters Score: Raw -933087.474520 + Penalty 2907.275459 = -930180.199060 nChanged 14 SP:Iteration 70Q (1054.022638 sec): 3 clusters Score: Raw -933090.153169 + Penalty 2907.275459 = -930182.877710 nChanged 12 SP:Iteration 71Q (1054.045674 sec): 3 clusters Score: Raw -933092.166100 + Penalty 2907.275459 = -930184.890640 nChanged 13 SP:Iteration 72Q (1054.068685 sec): 3 clusters Score: Raw -933093.887706 + Penalty 2907.275459 = -930186.612247 nChanged 7 SP:Iteration 73Q (1054.098549 sec): 3 clusters Score: Raw -933094.759164 + Penalty 2907.275459 = -930187.483705 nChanged 1 SP:Iteration 74Q (1054.121512 sec): 3 clusters Score: Raw -933094.897187 + Penalty 2907.275459 = -930187.621728 nChanged 1 SP:Iteration 75Q (1054.145554 sec): 3 clusters Score: Raw -933095.038194 + Penalty 2907.275459 = -930187.762735 nChanged 1 SP:Iteration 76Q (1054.202551 sec): 3 clusters Score: Raw -933095.280826 + Penalty 2907.275459 = -930188.005367 nChanged 1 SP:Iteration 77Q (1054.241243 sec): 3 clusters Score: Raw -933095.535851 + Penalty 2907.275459 = -930188.260392 nChanged 2 SP:Iteration 78Q (1054.280060 sec): 3 clusters Score: Raw -933095.899359 + Penalty 2907.275459 = -930188.623900 nChanged 2 SP:Iteration 79Q (1054.309312 sec): 3 clusters Score: Raw -933096.166079 + Penalty 2907.275459 = -930188.890620 nChanged 2 SP:Iteration 80F (1054.333525 sec): 3 clusters Score: Raw -933096.436398 + Penalty 2907.275459 = -930189.160938 nChanged 0 Trying to split cluster 21 (15921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1054.369386 sec): 2 clusters Score: Raw -1923594.447607 + Penalty 1572.251569 = -1922022.196038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1054.411240 sec): 3 clusters Score: Raw -1914249.221943 + Penalty 3144.503138 = -1911104.718804 nChanged 7132 SP:Iteration 1F (1054.453631 sec): 3 clusters Score: Raw -1918567.163296 + Penalty 3144.503138 = -1915422.660158 nChanged 1281 SP:Iteration 2F (1054.494309 sec): 3 clusters Score: Raw -1919559.273634 + Penalty 3144.503138 = -1916414.770496 nChanged 1303 SP:Iteration 3F (1054.537065 sec): 3 clusters Score: Raw -1920621.976662 + Penalty 3144.503138 = -1917477.473524 nChanged 1259 SP:Iteration 4F (1054.578880 sec): 3 clusters Score: Raw -1921670.139468 + Penalty 3144.503138 = -1918525.636330 nChanged 1091 SP:Iteration 5F (1054.650963 sec): 3 clusters Score: Raw -1922559.622137 + Penalty 3144.503138 = -1919415.118999 nChanged 873 SP:Iteration 6F (1054.685513 sec): 3 clusters Score: Raw -1923292.109113 + Penalty 3144.503138 = -1920147.605975 nChanged 703 SP:Iteration 7Q (1054.720652 sec): 3 clusters Score: Raw -1923865.613075 + Penalty 3144.503138 = -1920721.109937 nChanged 503 SP:Iteration 8Q (1054.761544 sec): 3 clusters Score: Raw -1924280.764974 + Penalty 3144.503138 = -1921136.261836 nChanged 399 SP:Iteration 9Q (1054.799309 sec): 3 clusters Score: Raw -1924559.969982 + Penalty 3144.503138 = -1921415.466843 nChanged 280 SP:Iteration 10Q (1054.832954 sec): 3 clusters Score: Raw -1924730.971326 + Penalty 3144.503138 = -1921586.468188 nChanged 209 SP:Iteration 11Q (1054.895184 sec): 3 clusters Score: Raw -1924858.732984 + Penalty 3144.503138 = -1921714.229846 nChanged 184 SP:Iteration 12Q (1054.934576 sec): 3 clusters Score: Raw -1924976.464068 + Penalty 3144.503138 = -1921831.960930 nChanged 187 SP:Iteration 13Q (1054.970385 sec): 3 clusters Score: Raw -1925120.118804 + Penalty 3144.503138 = -1921975.615666 nChanged 185 SP:Iteration 14Q (1055.008726 sec): 3 clusters Score: Raw -1925292.291311 + Penalty 3144.503138 = -1922147.788173 nChanged 175 SP:Iteration 15Q (1055.051782 sec): 3 clusters Score: Raw -1925444.276097 + Penalty 3144.503138 = -1922299.772959 nChanged 122 SP:Iteration 16Q (1055.088535 sec): 3 clusters Score: Raw -1925526.510507 + Penalty 3144.503138 = -1922382.007369 nChanged 111 SP:Iteration 17Q (1055.121819 sec): 3 clusters Score: Raw -1925577.769811 + Penalty 3144.503138 = -1922433.266673 nChanged 75 SP:Iteration 18Q (1055.166584 sec): 3 clusters Score: Raw -1925605.011270 + Penalty 3144.503138 = -1922460.508132 nChanged 62 SP:Iteration 19Q (1055.201852 sec): 3 clusters Score: Raw -1925628.967349 + Penalty 3144.503138 = -1922484.464211 nChanged 48 SP:Iteration 20F (1055.243144 sec): 3 clusters Score: Raw -1925639.157677 + Penalty 3144.503138 = -1922494.654539 nChanged 25 SP:Iteration 21Q (1055.279161 sec): 3 clusters Score: Raw -1925643.134543 + Penalty 3144.503138 = -1922498.631404 nChanged 13 SP:Iteration 22Q (1055.310402 sec): 3 clusters Score: Raw -1925645.334816 + Penalty 3144.503138 = -1922500.831677 nChanged 10 SP:Iteration 23Q (1055.342183 sec): 3 clusters Score: Raw -1925646.201878 + Penalty 3144.503138 = -1922501.698739 nChanged 6 SP:Iteration 24Q (1055.373320 sec): 3 clusters Score: Raw -1925646.669282 + Penalty 3144.503138 = -1922502.166143 nChanged 3 SP:Iteration 25Q (1055.406638 sec): 3 clusters Score: Raw -1925647.008929 + Penalty 3144.503138 = -1922502.505791 nChanged 3 SP:Iteration 26Q (1055.438121 sec): 3 clusters Score: Raw -1925647.367422 + Penalty 3144.503138 = -1922502.864283 nChanged 5 SP:Iteration 27Q (1055.476330 sec): 3 clusters Score: Raw -1925647.989561 + Penalty 3144.503138 = -1922503.486423 nChanged 2 SP:Iteration 28Q (1055.511428 sec): 3 clusters Score: Raw -1925648.163441 + Penalty 3144.503138 = -1922503.660302 nChanged 3 SP:Iteration 29Q (1055.579090 sec): 3 clusters Score: Raw -1925648.483740 + Penalty 3144.503138 = -1922503.980602 nChanged 5 SP:Iteration 30Q (1055.606673 sec): 3 clusters Score: Raw -1925648.934750 + Penalty 3144.503138 = -1922504.431612 nChanged 3 SP:Iteration 31Q (1055.642225 sec): 3 clusters Score: Raw -1925649.102330 + Penalty 3144.503138 = -1922504.599192 nChanged 3 SP:Iteration 32Q (1055.674185 sec): 3 clusters Score: Raw -1925649.295513 + Penalty 3144.503138 = -1922504.792375 nChanged 1 SP:Iteration 33Q (1055.710129 sec): 3 clusters Score: Raw -1925649.336419 + Penalty 3144.503138 = -1922504.833281 nChanged 0 SP:Iteration 34F (1055.749261 sec): 3 clusters Score: Raw -1925649.336419 + Penalty 3144.503138 = -1922504.833281 nChanged 0 Score: Raw -56484991.725519 + Penalty 48846.438169 = -56436145.287351 Splitting cluster 21 changes total score from -56436212.296347 to -56436145.287351 So it's not getting split. Trying to split cluster 22 (6155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1062.382165 sec): 2 clusters Score: Raw -719705.018449 + Penalty 1417.815756 = -718287.202693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1062.405497 sec): 3 clusters Score: Raw -716478.943146 + Penalty 2835.631513 = -713643.311634 nChanged 2514 SP:Iteration 1F (1062.431981 sec): 3 clusters Score: Raw -717879.491585 + Penalty 2835.631513 = -715043.860072 nChanged 417 SP:Iteration 2F (1062.454554 sec): 3 clusters Score: Raw -718088.458791 + Penalty 2835.631513 = -715252.827279 nChanged 335 SP:Iteration 3F (1062.480779 sec): 3 clusters Score: Raw -718264.000974 + Penalty 2835.631513 = -715428.369461 nChanged 289 SP:Iteration 4Q (1062.510394 sec): 3 clusters Score: Raw -718447.488899 + Penalty 2835.631513 = -715611.857387 nChanged 289 SP:Iteration 5Q (1062.541808 sec): 3 clusters Score: Raw -718628.239894 + Penalty 2835.631513 = -715792.608381 nChanged 286 SP:Iteration 6Q (1062.569414 sec): 3 clusters Score: Raw -718805.461620 + Penalty 2835.631513 = -715969.830107 nChanged 255 SP:Iteration 7Q (1062.598236 sec): 3 clusters Score: Raw -718980.611129 + Penalty 2835.631513 = -716144.979616 nChanged 237 SP:Iteration 8Q (1062.654743 sec): 3 clusters Score: Raw -719160.754044 + Penalty 2835.631513 = -716325.122532 nChanged 224 SP:Iteration 9Q (1062.702520 sec): 3 clusters Score: Raw -719314.229518 + Penalty 2835.631513 = -716478.598006 nChanged 170 SP:Iteration 10Q (1062.725013 sec): 3 clusters Score: Raw -719424.404214 + Penalty 2835.631513 = -716588.772702 nChanged 153 SP:Iteration 11Q (1062.751259 sec): 3 clusters Score: Raw -719501.300164 + Penalty 2835.631513 = -716665.668651 nChanged 113 SP:Iteration 12Q (1062.780481 sec): 3 clusters Score: Raw -719563.515714 + Penalty 2835.631513 = -716727.884201 nChanged 88 SP:Iteration 13Q (1062.806579 sec): 3 clusters Score: Raw -719618.584697 + Penalty 2835.631513 = -716782.953185 nChanged 73 SP:Iteration 14Q (1062.848670 sec): 3 clusters Score: Raw -719661.286437 + Penalty 2835.631513 = -716825.654924 nChanged 57 SP:Iteration 15Q (1062.877948 sec): 3 clusters Score: Raw -719695.164737 + Penalty 2835.631513 = -716859.533225 nChanged 48 SP:Iteration 16Q (1062.899788 sec): 3 clusters Score: Raw -719719.124761 + Penalty 2835.631513 = -716883.493248 nChanged 47 SP:Iteration 17Q (1062.926832 sec): 3 clusters Score: Raw -719737.717589 + Penalty 2835.631513 = -716902.086076 nChanged 31 SP:Iteration 18Q (1062.948317 sec): 3 clusters Score: Raw -719751.218760 + Penalty 2835.631513 = -716915.587247 nChanged 35 SP:Iteration 19Q (1062.996348 sec): 3 clusters Score: Raw -719770.301617 + Penalty 2835.631513 = -716934.670104 nChanged 37 SP:Iteration 20F (1063.018041 sec): 3 clusters Score: Raw -719787.764109 + Penalty 2835.631513 = -716952.132596 nChanged 35 SP:Iteration 21Q (1063.045715 sec): 3 clusters Score: Raw -719801.509882 + Penalty 2835.631513 = -716965.878369 nChanged 26 SP:Iteration 22Q (1063.067176 sec): 3 clusters Score: Raw -719812.462441 + Penalty 2835.631513 = -716976.830928 nChanged 16 SP:Iteration 23Q (1063.093857 sec): 3 clusters Score: Raw -719818.161152 + Penalty 2835.631513 = -716982.529639 nChanged 20 SP:Iteration 24Q (1063.122228 sec): 3 clusters Score: Raw -719826.115150 + Penalty 2835.631513 = -716990.483637 nChanged 28 SP:Iteration 25Q (1063.143738 sec): 3 clusters Score: Raw -719835.512381 + Penalty 2835.631513 = -716999.880869 nChanged 20 SP:Iteration 26Q (1063.170248 sec): 3 clusters Score: Raw -719842.350619 + Penalty 2835.631513 = -717006.719107 nChanged 16 SP:Iteration 27Q (1063.226609 sec): 3 clusters Score: Raw -719848.673107 + Penalty 2835.631513 = -717013.041595 nChanged 17 SP:Iteration 28Q (1063.265912 sec): 3 clusters Score: Raw -719857.096028 + Penalty 2835.631513 = -717021.464515 nChanged 25 SP:Iteration 29Q (1063.288256 sec): 3 clusters Score: Raw -719866.275517 + Penalty 2835.631513 = -717030.644004 nChanged 19 SP:Iteration 30Q (1063.309467 sec): 3 clusters Score: Raw -719872.294242 + Penalty 2835.631513 = -717036.662729 nChanged 12 SP:Iteration 31Q (1063.352885 sec): 3 clusters Score: Raw -719875.201114 + Penalty 2835.631513 = -717039.569601 nChanged 7 SP:Iteration 32Q (1063.382665 sec): 3 clusters Score: Raw -719877.733066 + Penalty 2835.631513 = -717042.101553 nChanged 8 SP:Iteration 33Q (1063.406989 sec): 3 clusters Score: Raw -719880.881380 + Penalty 2835.631513 = -717045.249868 nChanged 11 SP:Iteration 34Q (1063.435497 sec): 3 clusters Score: Raw -719884.105930 + Penalty 2835.631513 = -717048.474418 nChanged 10 SP:Iteration 35Q (1063.456866 sec): 3 clusters Score: Raw -719887.583961 + Penalty 2835.631513 = -717051.952448 nChanged 9 SP:Iteration 36Q (1063.482320 sec): 3 clusters Score: Raw -719890.759101 + Penalty 2835.631513 = -717055.127589 nChanged 7 SP:Iteration 37Q (1063.503360 sec): 3 clusters Score: Raw -719892.558144 + Penalty 2835.631513 = -717056.926631 nChanged 7 SP:Iteration 38Q (1063.527825 sec): 3 clusters Score: Raw -719893.930347 + Penalty 2835.631513 = -717058.298834 nChanged 4 SP:Iteration 39Q (1063.584544 sec): 3 clusters Score: Raw -719894.652811 + Penalty 2835.631513 = -717059.021298 nChanged 1 SP:Iteration 40F (1063.638896 sec): 3 clusters Score: Raw -719894.845842 + Penalty 2835.631513 = -717059.214329 nChanged 2 SP:Iteration 41Q (1063.682410 sec): 3 clusters Score: Raw -719895.099416 + Penalty 2835.631513 = -717059.467903 nChanged 2 SP:Iteration 42Q (1063.730742 sec): 3 clusters Score: Raw -719895.742655 + Penalty 2835.631513 = -717060.111142 nChanged 4 SP:Iteration 43Q (1063.758047 sec): 3 clusters Score: Raw -719896.690335 + Penalty 2835.631513 = -717061.058823 nChanged 1 SP:Iteration 44Q (1063.811436 sec): 3 clusters Score: Raw -719896.889933 + Penalty 2835.631513 = -717061.258420 nChanged 3 SP:Iteration 45Q (1063.837579 sec): 3 clusters Score: Raw -719897.725579 + Penalty 2835.631513 = -717062.094066 nChanged 2 SP:Iteration 46Q (1063.858608 sec): 3 clusters Score: Raw -719898.871389 + Penalty 2835.631513 = -717063.239876 nChanged 4 SP:Iteration 47Q (1063.885910 sec): 3 clusters Score: Raw -719899.602013 + Penalty 2835.631513 = -717063.970501 nChanged 0 SP:Iteration 48F (1063.908215 sec): 3 clusters Score: Raw -719899.602013 + Penalty 2835.631513 = -717063.970501 nChanged 0 Iteration 179Q (1066.633387 sec): 23 clusters Score: Raw -56482937.508162 + Penalty 46722.679987 = -56436214.828175 nChanged 57 Iteration 180F (1073.531552 sec): 23 clusters Score: Raw -56482940.604088 + Penalty 46722.679987 = -56436217.924101 nChanged 61 Iteration 181Q (1076.255044 sec): 23 clusters Score: Raw -56482944.457802 + Penalty 46722.679987 = -56436221.777815 nChanged 65 Iteration 182Q (1078.975891 sec): 23 clusters Score: Raw -56482948.989900 + Penalty 46722.679987 = -56436226.309912 nChanged 79 Iteration 183Q (1081.759649 sec): 23 clusters Score: Raw -56482953.881346 + Penalty 46722.679987 = -56436231.201359 nChanged 72 Iteration 184Q (1084.518940 sec): 23 clusters Score: Raw -56482957.849553 + Penalty 46722.679987 = -56436235.169565 nChanged 57 Iteration 185Q (1087.285221 sec): 23 clusters Score: Raw -56482960.895063 + Penalty 46722.679987 = -56436238.215076 nChanged 53 Iteration 186Q (1090.013062 sec): 23 clusters Score: Raw -56482963.913429 + Penalty 46722.679987 = -56436241.233442 nChanged 55 Iteration 187Q (1092.848274 sec): 23 clusters Score: Raw -56482967.279518 + Penalty 46722.679987 = -56436244.599531 nChanged 66 Iteration 188Q (1095.577931 sec): 23 clusters Score: Raw -56482971.040499 + Penalty 46722.679987 = -56436248.360511 nChanged 66 Iteration 189Q (1098.752779 sec): 23 clusters Score: Raw -56482975.186849 + Penalty 46722.679987 = -56436252.506862 nChanged 59 Iteration 190Q (1101.795462 sec): 23 clusters Score: Raw -56482978.382598 + Penalty 46722.679987 = -56436255.702611 nChanged 65 Iteration 191Q (1104.943315 sec): 23 clusters Score: Raw -56482981.248613 + Penalty 46722.679987 = -56436258.568625 nChanged 38 Iteration 192Q (1108.093632 sec): 23 clusters Score: Raw -56482982.969505 + Penalty 46722.679987 = -56436260.289518 nChanged 29 Iteration 193Q (1111.223601 sec): 23 clusters Score: Raw -56482984.538599 + Penalty 46722.679987 = -56436261.858612 nChanged 35 Iteration 194Q (1114.328943 sec): 23 clusters Score: Raw -56482986.374310 + Penalty 46722.679987 = -56436263.694322 nChanged 42 Iteration 195Q (1117.485357 sec): 23 clusters Score: Raw -56482988.826493 + Penalty 46722.679987 = -56436266.146505 nChanged 54 Iteration 196Q (1120.573090 sec): 23 clusters Score: Raw -56482991.801071 + Penalty 46722.679987 = -56436269.121084 nChanged 57 Iteration 197Q (1123.717755 sec): 23 clusters Score: Raw -56482994.464667 + Penalty 46722.679987 = -56436271.784680 nChanged 47 Iteration 198Q (1126.798547 sec): 23 clusters Score: Raw -56482996.634722 + Penalty 46722.679987 = -56436273.954735 nChanged 46 Iteration 199Q (1129.920598 sec): 23 clusters Score: Raw -56482999.157907 + Penalty 46722.679987 = -56436276.477919 nChanged 57 Iteration 200F (1137.165696 sec): 23 clusters Score: Raw -56483002.802585 + Penalty 46722.679987 = -56436280.122598 nChanged 67 Iteration 201Q (1140.170219 sec): 23 clusters Score: Raw -56483007.162461 + Penalty 46722.679987 = -56436284.482473 nChanged 75 Iteration 202Q (1143.353020 sec): 23 clusters Score: Raw -56483011.430671 + Penalty 46722.679987 = -56436288.750684 nChanged 82 Iteration 203Q (1146.465879 sec): 23 clusters Score: Raw -56483016.009040 + Penalty 46722.679987 = -56436293.329052 nChanged 91 Iteration 204Q (1149.600422 sec): 23 clusters Score: Raw -56483023.135194 + Penalty 46722.679987 = -56436300.455206 nChanged 98 Iteration 205Q (1152.790521 sec): 23 clusters Score: Raw -56483029.193107 + Penalty 46722.679987 = -56436306.513120 nChanged 87 Iteration 206Q (1155.946046 sec): 23 clusters Score: Raw -56483034.312678 + Penalty 46722.679987 = -56436311.632690 nChanged 86 Iteration 207Q (1159.150548 sec): 23 clusters Score: Raw -56483040.279458 + Penalty 46722.679987 = -56436317.599470 nChanged 103 Iteration 208Q (1162.310139 sec): 23 clusters Score: Raw -56483045.589290 + Penalty 46722.679987 = -56436322.909303 nChanged 95 Iteration 209Q (1165.363144 sec): 23 clusters Score: Raw -56483051.768431 + Penalty 46722.679987 = -56436329.088444 nChanged 97 Iteration 210Q (1167.726132 sec): 23 clusters Score: Raw -56483058.239188 + Penalty 46722.679987 = -56436335.559200 nChanged 85 Iteration 211Q (1170.443828 sec): 23 clusters Score: Raw -56483063.604774 + Penalty 46722.679987 = -56436340.924787 nChanged 83 Iteration 212Q (1173.163468 sec): 23 clusters Score: Raw -56483068.733638 + Penalty 46722.679987 = -56436346.053651 nChanged 67 Iteration 213Q (1175.882728 sec): 23 clusters Score: Raw -56483072.235599 + Penalty 46722.679987 = -56436349.555611 nChanged 70 Iteration 214Q (1178.598367 sec): 23 clusters Score: Raw -56483075.828264 + Penalty 46722.679987 = -56436353.148277 nChanged 61 Iteration 215Q (1181.318297 sec): 23 clusters Score: Raw -56483079.050698 + Penalty 46722.679987 = -56436356.370710 nChanged 68 Iteration 216Q (1184.034431 sec): 23 clusters Score: Raw -56483082.204561 + Penalty 46722.679987 = -56436359.524574 nChanged 55 Iteration 217Q (1186.754838 sec): 23 clusters Score: Raw -56483085.015246 + Penalty 46722.679987 = -56436362.335259 nChanged 50 Iteration 218Q (1189.475357 sec): 23 clusters Score: Raw -56483088.419461 + Penalty 46722.679987 = -56436365.739474 nChanged 53 Writing temp clu file Because OldScore, -56436362.335259, is greater than current (better) Score,-56436365.739474 Compute initial score before splitting: Score: Raw -56483088.419461 + Penalty 46722.679987 = -56436365.739474 Trying to split cluster 1 (5355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1189.579579 sec): 2 clusters Score: Raw -633638.141105 + Penalty 1395.190222 = -632242.950883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1189.601295 sec): 3 clusters Score: Raw -630824.988123 + Penalty 2790.380444 = -628034.607679 nChanged 2183 SP:Iteration 1F (1189.622466 sec): 3 clusters Score: Raw -632065.076270 + Penalty 2790.380444 = -629274.695826 nChanged 364 SP:Iteration 2F (1189.643851 sec): 3 clusters Score: Raw -632260.958729 + Penalty 2790.380444 = -629470.578285 nChanged 283 SP:Iteration 3F (1189.665037 sec): 3 clusters Score: Raw -632428.669688 + Penalty 2790.380444 = -629638.289244 nChanged 242 SP:Iteration 4Q (1189.686557 sec): 3 clusters Score: Raw -632552.446539 + Penalty 2790.380444 = -629762.066095 nChanged 190 SP:Iteration 5Q (1189.707823 sec): 3 clusters Score: Raw -632659.479021 + Penalty 2790.380444 = -629869.098576 nChanged 203 SP:Iteration 6Q (1189.729145 sec): 3 clusters Score: Raw -632802.054458 + Penalty 2790.380444 = -630011.674013 nChanged 216 SP:Iteration 7Q (1189.750243 sec): 3 clusters Score: Raw -632946.360000 + Penalty 2790.380444 = -630155.979556 nChanged 219 SP:Iteration 8Q (1189.771543 sec): 3 clusters Score: Raw -633121.845746 + Penalty 2790.380444 = -630331.465301 nChanged 203 SP:Iteration 9Q (1189.792824 sec): 3 clusters Score: Raw -633290.180501 + Penalty 2790.380444 = -630499.800057 nChanged 214 SP:Iteration 10Q (1189.835007 sec): 3 clusters Score: Raw -633448.434282 + Penalty 2790.380444 = -630658.053838 nChanged 167 SP:Iteration 11Q (1189.863109 sec): 3 clusters Score: Raw -633584.122753 + Penalty 2790.380444 = -630793.742309 nChanged 144 SP:Iteration 12Q (1189.884340 sec): 3 clusters Score: Raw -633704.075354 + Penalty 2790.380444 = -630913.694910 nChanged 115 SP:Iteration 13Q (1189.905030 sec): 3 clusters Score: Raw -633797.986384 + Penalty 2790.380444 = -631007.605939 nChanged 101 SP:Iteration 14Q (1189.925716 sec): 3 clusters Score: Raw -633874.631166 + Penalty 2790.380444 = -631084.250722 nChanged 81 SP:Iteration 15Q (1189.946226 sec): 3 clusters Score: Raw -633923.021360 + Penalty 2790.380444 = -631132.640915 nChanged 60 SP:Iteration 16Q (1189.966740 sec): 3 clusters Score: Raw -633961.184796 + Penalty 2790.380444 = -631170.804352 nChanged 41 SP:Iteration 17Q (1189.987147 sec): 3 clusters Score: Raw -633985.003987 + Penalty 2790.380444 = -631194.623542 nChanged 37 SP:Iteration 18Q (1190.007506 sec): 3 clusters Score: Raw -634004.212320 + Penalty 2790.380444 = -631213.831875 nChanged 33 SP:Iteration 19Q (1190.027709 sec): 3 clusters Score: Raw -634025.215865 + Penalty 2790.380444 = -631234.835420 nChanged 35 SP:Iteration 20F (1190.048781 sec): 3 clusters Score: Raw -634042.436344 + Penalty 2790.380444 = -631252.055900 nChanged 20 SP:Iteration 21Q (1190.068896 sec): 3 clusters Score: Raw -634054.211153 + Penalty 2790.380444 = -631263.830709 nChanged 31 SP:Iteration 22Q (1190.088857 sec): 3 clusters Score: Raw -634069.816726 + Penalty 2790.380444 = -631279.436281 nChanged 27 SP:Iteration 23Q (1190.108760 sec): 3 clusters Score: Raw -634082.917317 + Penalty 2790.380444 = -631292.536873 nChanged 21 SP:Iteration 24Q (1190.139102 sec): 3 clusters Score: Raw -634094.301817 + Penalty 2790.380444 = -631303.921373 nChanged 14 SP:Iteration 25Q (1190.159111 sec): 3 clusters Score: Raw -634101.859558 + Penalty 2790.380444 = -631311.479113 nChanged 13 SP:Iteration 26Q (1190.179202 sec): 3 clusters Score: Raw -634107.896875 + Penalty 2790.380444 = -631317.516431 nChanged 8 SP:Iteration 27Q (1190.199205 sec): 3 clusters Score: Raw -634111.337649 + Penalty 2790.380444 = -631320.957205 nChanged 9 SP:Iteration 28Q (1190.219120 sec): 3 clusters Score: Raw -634115.298951 + Penalty 2790.380444 = -631324.918506 nChanged 7 SP:Iteration 29Q (1190.239010 sec): 3 clusters Score: Raw -634118.437552 + Penalty 2790.380444 = -631328.057108 nChanged 7 SP:Iteration 30Q (1190.258735 sec): 3 clusters Score: Raw -634120.847646 + Penalty 2790.380444 = -631330.467201 nChanged 3 SP:Iteration 31Q (1190.278924 sec): 3 clusters Score: Raw -634122.531940 + Penalty 2790.380444 = -631332.151496 nChanged 2 SP:Iteration 32Q (1190.298961 sec): 3 clusters Score: Raw -634123.149618 + Penalty 2790.380444 = -631332.769174 nChanged 0 SP:Iteration 33F (1190.320352 sec): 3 clusters Score: Raw -634123.149618 + Penalty 2790.380444 = -631332.769174 nChanged 0 Trying to split cluster 2 (26097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1190.362311 sec): 2 clusters Score: Raw -3231638.912741 + Penalty 1652.556042 = -3229986.356699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1190.417069 sec): 3 clusters Score: Raw -3215629.841386 + Penalty 3305.112084 = -3212324.729302 nChanged 11894 SP:Iteration 1F (1190.467990 sec): 3 clusters Score: Raw -3222134.143661 + Penalty 3305.112084 = -3218829.031577 nChanged 1146 SP:Iteration 2Q (1190.520430 sec): 3 clusters Score: Raw -3222478.064558 + Penalty 3305.112084 = -3219172.952473 nChanged 1133 SP:Iteration 3Q (1190.572831 sec): 3 clusters Score: Raw -3222886.926973 + Penalty 3305.112084 = -3219581.814889 nChanged 1225 SP:Iteration 4Q (1190.624788 sec): 3 clusters Score: Raw -3223444.817054 + Penalty 3305.112084 = -3220139.704969 nChanged 1486 SP:Iteration 5F (1190.676019 sec): 3 clusters Score: Raw -3224372.705641 + Penalty 3305.112084 = -3221067.593557 nChanged 1960 SP:Iteration 6F (1190.727144 sec): 3 clusters Score: Raw -3225970.996009 + Penalty 3305.112084 = -3222665.883924 nChanged 2198 SP:Iteration 7F (1190.778189 sec): 3 clusters Score: Raw -3227965.393464 + Penalty 3305.112084 = -3224660.281380 nChanged 2013 SP:Iteration 8F (1190.829539 sec): 3 clusters Score: Raw -3229673.793429 + Penalty 3305.112084 = -3226368.681345 nChanged 1459 SP:Iteration 9F (1190.881112 sec): 3 clusters Score: Raw -3230669.322478 + Penalty 3305.112084 = -3227364.210394 nChanged 946 SP:Iteration 10Q (1190.933362 sec): 3 clusters Score: Raw -3231148.952345 + Penalty 3305.112084 = -3227843.840260 nChanged 593 SP:Iteration 11Q (1190.985299 sec): 3 clusters Score: Raw -3231383.212616 + Penalty 3305.112084 = -3228078.100531 nChanged 395 SP:Iteration 12Q (1191.037430 sec): 3 clusters Score: Raw -3231515.073153 + Penalty 3305.112084 = -3228209.961068 nChanged 284 SP:Iteration 13Q (1191.089210 sec): 3 clusters Score: Raw -3231591.269512 + Penalty 3305.112084 = -3228286.157428 nChanged 198 SP:Iteration 14Q (1191.140933 sec): 3 clusters Score: Raw -3231636.407952 + Penalty 3305.112084 = -3228331.295867 nChanged 143 SP:Iteration 15Q (1191.192656 sec): 3 clusters Score: Raw -3231664.787456 + Penalty 3305.112084 = -3228359.675372 nChanged 113 SP:Iteration 16Q (1191.244363 sec): 3 clusters Score: Raw -3231686.944721 + Penalty 3305.112084 = -3228381.832637 nChanged 111 SP:Iteration 17Q (1191.295747 sec): 3 clusters Score: Raw -3231706.321750 + Penalty 3305.112084 = -3228401.209665 nChanged 93 SP:Iteration 18Q (1191.346911 sec): 3 clusters Score: Raw -3231721.156593 + Penalty 3305.112084 = -3228416.044509 nChanged 79 SP:Iteration 19Q (1191.398522 sec): 3 clusters Score: Raw -3231734.721972 + Penalty 3305.112084 = -3228429.609888 nChanged 75 SP:Iteration 20F (1191.449433 sec): 3 clusters Score: Raw -3231746.771215 + Penalty 3305.112084 = -3228441.659131 nChanged 56 SP:Iteration 21Q (1191.500444 sec): 3 clusters Score: Raw -3231756.816852 + Penalty 3305.112084 = -3228451.704768 nChanged 55 SP:Iteration 22Q (1191.551660 sec): 3 clusters Score: Raw -3231766.650794 + Penalty 3305.112084 = -3228461.538709 nChanged 56 SP:Iteration 23Q (1191.602477 sec): 3 clusters Score: Raw -3231777.103818 + Penalty 3305.112084 = -3228471.991734 nChanged 57 SP:Iteration 24Q (1191.653217 sec): 3 clusters Score: Raw -3231788.498708 + Penalty 3305.112084 = -3228483.386623 nChanged 61 SP:Iteration 25Q (1191.704356 sec): 3 clusters Score: Raw -3231799.380354 + Penalty 3305.112084 = -3228494.268270 nChanged 57 SP:Iteration 26Q (1191.754848 sec): 3 clusters Score: Raw -3231809.280919 + Penalty 3305.112084 = -3228504.168835 nChanged 56 SP:Iteration 27Q (1191.805278 sec): 3 clusters Score: Raw -3231821.199089 + Penalty 3305.112084 = -3228516.087005 nChanged 52 SP:Iteration 28Q (1191.856097 sec): 3 clusters Score: Raw -3231831.287434 + Penalty 3305.112084 = -3228526.175350 nChanged 46 SP:Iteration 29Q (1191.906358 sec): 3 clusters Score: Raw -3231838.740398 + Penalty 3305.112084 = -3228533.628313 nChanged 42 SP:Iteration 30Q (1191.956637 sec): 3 clusters Score: Raw -3231845.501047 + Penalty 3305.112084 = -3228540.388963 nChanged 34 SP:Iteration 31Q (1192.006894 sec): 3 clusters Score: Raw -3231850.546297 + Penalty 3305.112084 = -3228545.434213 nChanged 33 SP:Iteration 32Q (1192.057063 sec): 3 clusters Score: Raw -3231856.046452 + Penalty 3305.112084 = -3228550.934367 nChanged 40 SP:Iteration 33Q (1192.106928 sec): 3 clusters Score: Raw -3231861.656054 + Penalty 3305.112084 = -3228556.543970 nChanged 38 SP:Iteration 34Q (1192.157385 sec): 3 clusters Score: Raw -3231867.644695 + Penalty 3305.112084 = -3228562.532611 nChanged 35 SP:Iteration 35Q (1192.224279 sec): 3 clusters Score: Raw -3231872.059592 + Penalty 3305.112084 = -3228566.947507 nChanged 26 SP:Iteration 36Q (1192.273709 sec): 3 clusters Score: Raw -3231875.575701 + Penalty 3305.112084 = -3228570.463616 nChanged 19 SP:Iteration 37Q (1192.323152 sec): 3 clusters Score: Raw -3231878.069601 + Penalty 3305.112084 = -3228572.957517 nChanged 15 SP:Iteration 38Q (1192.372439 sec): 3 clusters Score: Raw -3231880.044969 + Penalty 3305.112084 = -3228574.932885 nChanged 17 SP:Iteration 39Q (1192.421698 sec): 3 clusters Score: Raw -3231882.994856 + Penalty 3305.112084 = -3228577.882772 nChanged 17 SP:Iteration 40F (1192.473368 sec): 3 clusters Score: Raw -3231885.555719 + Penalty 3305.112084 = -3228580.443635 nChanged 21 SP:Iteration 41Q (1192.522355 sec): 3 clusters Score: Raw -3231889.747611 + Penalty 3305.112084 = -3228584.635526 nChanged 27 SP:Iteration 42Q (1192.571748 sec): 3 clusters Score: Raw -3231894.812731 + Penalty 3305.112084 = -3228589.700647 nChanged 26 SP:Iteration 43Q (1192.621405 sec): 3 clusters Score: Raw -3231899.254415 + Penalty 3305.112084 = -3228594.142331 nChanged 23 SP:Iteration 44Q (1192.670490 sec): 3 clusters Score: Raw -3231903.669686 + Penalty 3305.112084 = -3228598.557602 nChanged 17 SP:Iteration 45Q (1192.719488 sec): 3 clusters Score: Raw -3231906.967357 + Penalty 3305.112084 = -3228601.855273 nChanged 21 SP:Iteration 46Q (1192.768441 sec): 3 clusters Score: Raw -3231911.396518 + Penalty 3305.112084 = -3228606.284434 nChanged 15 SP:Iteration 47Q (1192.817325 sec): 3 clusters Score: Raw -3231915.513395 + Penalty 3305.112084 = -3228610.401311 nChanged 19 SP:Iteration 48Q (1192.866616 sec): 3 clusters Score: Raw -3231921.153419 + Penalty 3305.112084 = -3228616.041335 nChanged 26 SP:Iteration 49Q (1192.915252 sec): 3 clusters Score: Raw -3231927.284578 + Penalty 3305.112084 = -3228622.172494 nChanged 30 SP:Iteration 50Q (1192.964104 sec): 3 clusters Score: Raw -3231932.897051 + Penalty 3305.112084 = -3228627.784966 nChanged 20 SP:Iteration 51Q (1193.012799 sec): 3 clusters Score: Raw -3231937.630398 + Penalty 3305.112084 = -3228632.518314 nChanged 30 SP:Iteration 52Q (1193.061703 sec): 3 clusters Score: Raw -3231946.056781 + Penalty 3305.112084 = -3228640.944696 nChanged 25 SP:Iteration 53Q (1193.123753 sec): 3 clusters Score: Raw -3231953.478442 + Penalty 3305.112084 = -3228648.366357 nChanged 24 SP:Iteration 54Q (1193.204474 sec): 3 clusters Score: Raw -3231959.113742 + Penalty 3305.112084 = -3228654.001658 nChanged 12 SP:Iteration 55Q (1193.268416 sec): 3 clusters Score: Raw -3231961.288102 + Penalty 3305.112084 = -3228656.176017 nChanged 10 SP:Iteration 56Q (1193.317081 sec): 3 clusters Score: Raw -3231963.648856 + Penalty 3305.112084 = -3228658.536771 nChanged 14 SP:Iteration 57Q (1193.365767 sec): 3 clusters Score: Raw -3231966.506996 + Penalty 3305.112084 = -3228661.394912 nChanged 7 SP:Iteration 58Q (1193.413897 sec): 3 clusters Score: Raw -3231967.911033 + Penalty 3305.112084 = -3228662.798949 nChanged 5 SP:Iteration 59Q (1193.462162 sec): 3 clusters Score: Raw -3231968.687835 + Penalty 3305.112084 = -3228663.575750 nChanged 6 SP:Iteration 60F (1193.513198 sec): 3 clusters Score: Raw -3231969.723715 + Penalty 3305.112084 = -3228664.611631 nChanged 8 SP:Iteration 61Q (1193.561508 sec): 3 clusters Score: Raw -3231971.143065 + Penalty 3305.112084 = -3228666.030981 nChanged 10 SP:Iteration 62Q (1193.609832 sec): 3 clusters Score: Raw -3231973.049143 + Penalty 3305.112084 = -3228667.937059 nChanged 10 SP:Iteration 63Q (1193.658131 sec): 3 clusters Score: Raw -3231975.340745 + Penalty 3305.112084 = -3228670.228661 nChanged 11 SP:Iteration 64Q (1193.706317 sec): 3 clusters Score: Raw -3231977.030800 + Penalty 3305.112084 = -3228671.918716 nChanged 7 SP:Iteration 65Q (1193.754458 sec): 3 clusters Score: Raw -3231978.342321 + Penalty 3305.112084 = -3228673.230236 nChanged 6 SP:Iteration 66Q (1193.802503 sec): 3 clusters Score: Raw -3231979.719736 + Penalty 3305.112084 = -3228674.607652 nChanged 10 SP:Iteration 67Q (1193.851108 sec): 3 clusters Score: Raw -3231981.609174 + Penalty 3305.112084 = -3228676.497089 nChanged 6 SP:Iteration 68Q (1193.914315 sec): 3 clusters Score: Raw -3231983.039175 + Penalty 3305.112084 = -3228677.927091 nChanged 6 SP:Iteration 69Q (1193.962130 sec): 3 clusters Score: Raw -3231983.962704 + Penalty 3305.112084 = -3228678.850620 nChanged 5 SP:Iteration 70Q (1194.010219 sec): 3 clusters Score: Raw -3231984.671650 + Penalty 3305.112084 = -3228679.559565 nChanged 2 SP:Iteration 71Q (1194.058287 sec): 3 clusters Score: Raw -3231984.964843 + Penalty 3305.112084 = -3228679.852759 nChanged 2 SP:Iteration 72Q (1194.106140 sec): 3 clusters Score: Raw -3231985.448727 + Penalty 3305.112084 = -3228680.336643 nChanged 2 SP:Iteration 73Q (1194.154452 sec): 3 clusters Score: Raw -3231985.876263 + Penalty 3305.112084 = -3228680.764179 nChanged 1 SP:Iteration 74Q (1194.231309 sec): 3 clusters Score: Raw -3231985.964320 + Penalty 3305.112084 = -3228680.852236 nChanged 2 SP:Iteration 75Q (1194.279224 sec): 3 clusters Score: Raw -3231986.328338 + Penalty 3305.112084 = -3228681.216254 nChanged 3 SP:Iteration 76Q (1194.327260 sec): 3 clusters Score: Raw -3231986.882094 + Penalty 3305.112084 = -3228681.770010 nChanged 2 SP:Iteration 77Q (1194.375414 sec): 3 clusters Score: Raw -3231987.213283 + Penalty 3305.112084 = -3228682.101199 nChanged 2 SP:Iteration 78Q (1194.423625 sec): 3 clusters Score: Raw -3231987.501132 + Penalty 3305.112084 = -3228682.389048 nChanged 0 SP:Iteration 79F (1194.474805 sec): 3 clusters Score: Raw -3231987.501132 + Penalty 3305.112084 = -3228682.389048 nChanged 0 Trying to split cluster 3 (1964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1194.487987 sec): 2 clusters Score: Raw -223493.263325 + Penalty 1232.195004 = -222261.068321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1194.498462 sec): 3 clusters Score: Raw -222677.998224 + Penalty 2464.390009 = -220213.608215 nChanged 715 SP:Iteration 1F (1194.508441 sec): 3 clusters Score: Raw -223144.944670 + Penalty 2464.390009 = -220680.554661 nChanged 141 SP:Iteration 2F (1194.518359 sec): 3 clusters Score: Raw -223256.123552 + Penalty 2464.390009 = -220791.733543 nChanged 80 SP:Iteration 3Q (1194.528336 sec): 3 clusters Score: Raw -223313.791967 + Penalty 2464.390009 = -220849.401958 nChanged 54 SP:Iteration 4Q (1194.538313 sec): 3 clusters Score: Raw -223353.207208 + Penalty 2464.390009 = -220888.817199 nChanged 47 SP:Iteration 5Q (1194.548276 sec): 3 clusters Score: Raw -223385.388141 + Penalty 2464.390009 = -220920.998132 nChanged 45 SP:Iteration 6Q (1194.558164 sec): 3 clusters Score: Raw -223423.285283 + Penalty 2464.390009 = -220958.895274 nChanged 35 SP:Iteration 7Q (1194.568070 sec): 3 clusters Score: Raw -223449.680048 + Penalty 2464.390009 = -220985.290039 nChanged 35 SP:Iteration 8Q (1194.577917 sec): 3 clusters Score: Raw -223470.833416 + Penalty 2464.390009 = -221006.443407 nChanged 25 SP:Iteration 9Q (1194.587764 sec): 3 clusters Score: Raw -223483.207144 + Penalty 2464.390009 = -221018.817135 nChanged 17 SP:Iteration 10Q (1194.597638 sec): 3 clusters Score: Raw -223492.513228 + Penalty 2464.390009 = -221028.123219 nChanged 14 SP:Iteration 11Q (1194.607368 sec): 3 clusters Score: Raw -223498.940717 + Penalty 2464.390009 = -221034.550708 nChanged 10 SP:Iteration 12Q (1194.617258 sec): 3 clusters Score: Raw -223506.561167 + Penalty 2464.390009 = -221042.171158 nChanged 13 SP:Iteration 13Q (1194.627073 sec): 3 clusters Score: Raw -223516.063754 + Penalty 2464.390009 = -221051.673745 nChanged 13 SP:Iteration 14Q (1194.636958 sec): 3 clusters Score: Raw -223521.481026 + Penalty 2464.390009 = -221057.091017 nChanged 8 SP:Iteration 15Q (1194.646872 sec): 3 clusters Score: Raw -223527.382186 + Penalty 2464.390009 = -221062.992177 nChanged 5 SP:Iteration 16Q (1194.656729 sec): 3 clusters Score: Raw -223531.220521 + Penalty 2464.390009 = -221066.830512 nChanged 10 SP:Iteration 17Q (1194.666754 sec): 3 clusters Score: Raw -223540.307230 + Penalty 2464.390009 = -221075.917221 nChanged 9 SP:Iteration 18Q (1194.676595 sec): 3 clusters Score: Raw -223547.767517 + Penalty 2464.390009 = -221083.377508 nChanged 14 SP:Iteration 19Q (1194.686438 sec): 3 clusters Score: Raw -223559.029202 + Penalty 2464.390009 = -221094.639193 nChanged 20 SP:Iteration 20F (1194.696297 sec): 3 clusters Score: Raw -223570.573719 + Penalty 2464.390009 = -221106.183710 nChanged 28 SP:Iteration 21Q (1194.706142 sec): 3 clusters Score: Raw -223590.749898 + Penalty 2464.390009 = -221126.359889 nChanged 26 SP:Iteration 22Q (1194.715918 sec): 3 clusters Score: Raw -223605.937696 + Penalty 2464.390009 = -221141.547687 nChanged 26 SP:Iteration 23Q (1194.725633 sec): 3 clusters Score: Raw -223627.955109 + Penalty 2464.390009 = -221163.565100 nChanged 23 SP:Iteration 24Q (1194.735370 sec): 3 clusters Score: Raw -223649.019238 + Penalty 2464.390009 = -221184.629229 nChanged 40 SP:Iteration 25Q (1194.745180 sec): 3 clusters Score: Raw -223683.043097 + Penalty 2464.390009 = -221218.653088 nChanged 34 SP:Iteration 26Q (1194.754953 sec): 3 clusters Score: Raw -223712.824333 + Penalty 2464.390009 = -221248.434324 nChanged 31 SP:Iteration 27Q (1194.764709 sec): 3 clusters Score: Raw -223734.918313 + Penalty 2464.390009 = -221270.528304 nChanged 36 SP:Iteration 28Q (1194.774460 sec): 3 clusters Score: Raw -223762.481175 + Penalty 2464.390009 = -221298.091167 nChanged 36 SP:Iteration 29Q (1194.784178 sec): 3 clusters Score: Raw -223793.377804 + Penalty 2464.390009 = -221328.987795 nChanged 34 SP:Iteration 30Q (1194.793899 sec): 3 clusters Score: Raw -223824.336830 + Penalty 2464.390009 = -221359.946822 nChanged 30 SP:Iteration 31Q (1194.803559 sec): 3 clusters Score: Raw -223858.137877 + Penalty 2464.390009 = -221393.747868 nChanged 35 SP:Iteration 32Q (1194.813253 sec): 3 clusters Score: Raw -223892.685641 + Penalty 2464.390009 = -221428.295632 nChanged 33 SP:Iteration 33Q (1194.822847 sec): 3 clusters Score: Raw -223933.869026 + Penalty 2464.390009 = -221469.479017 nChanged 37 SP:Iteration 34Q (1194.832485 sec): 3 clusters Score: Raw -223981.995628 + Penalty 2464.390009 = -221517.605619 nChanged 31 SP:Iteration 35Q (1194.842061 sec): 3 clusters Score: Raw -224018.651549 + Penalty 2464.390009 = -221554.261540 nChanged 17 SP:Iteration 36Q (1194.851601 sec): 3 clusters Score: Raw -224048.397814 + Penalty 2464.390009 = -221584.007805 nChanged 21 SP:Iteration 37Q (1194.861088 sec): 3 clusters Score: Raw -224080.169380 + Penalty 2464.390009 = -221615.779371 nChanged 17 SP:Iteration 38Q (1194.870598 sec): 3 clusters Score: Raw -224104.820623 + Penalty 2464.390009 = -221640.430614 nChanged 14 SP:Iteration 39Q (1194.880073 sec): 3 clusters Score: Raw -224119.023561 + Penalty 2464.390009 = -221654.633552 nChanged 10 SP:Iteration 40F (1194.889760 sec): 3 clusters Score: Raw -224134.328459 + Penalty 2464.390009 = -221669.938450 nChanged 10 SP:Iteration 41Q (1194.899292 sec): 3 clusters Score: Raw -224149.223380 + Penalty 2464.390009 = -221684.833371 nChanged 13 SP:Iteration 42Q (1194.908731 sec): 3 clusters Score: Raw -224163.213982 + Penalty 2464.390009 = -221698.823974 nChanged 10 SP:Iteration 43Q (1194.918166 sec): 3 clusters Score: Raw -224171.305769 + Penalty 2464.390009 = -221706.915760 nChanged 6 SP:Iteration 44Q (1194.927641 sec): 3 clusters Score: Raw -224176.648572 + Penalty 2464.390009 = -221712.258563 nChanged 7 SP:Iteration 45Q (1194.937127 sec): 3 clusters Score: Raw -224185.592028 + Penalty 2464.390009 = -221721.202019 nChanged 7 SP:Iteration 46Q (1194.946626 sec): 3 clusters Score: Raw -224190.835094 + Penalty 2464.390009 = -221726.445085 nChanged 4 SP:Iteration 47Q (1194.956003 sec): 3 clusters Score: Raw -224193.487889 + Penalty 2464.390009 = -221729.097880 nChanged 1 SP:Iteration 48Q (1194.965368 sec): 3 clusters Score: Raw -224193.814179 + Penalty 2464.390009 = -221729.424170 nChanged 0 SP:Iteration 49F (1194.975046 sec): 3 clusters Score: Raw -224193.814179 + Penalty 2464.390009 = -221729.424170 nChanged 0 Trying to split cluster 4 (33896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1195.028122 sec): 2 clusters Score: Raw -4175076.320604 + Penalty 1695.045997 = -4173381.274606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1195.098242 sec): 3 clusters Score: Raw -4154072.643641 + Penalty 3390.091995 = -4150682.551646 nChanged 15694 SP:Iteration 1F (1195.163033 sec): 3 clusters Score: Raw -4163068.996530 + Penalty 3390.091995 = -4159678.904535 nChanged 1710 SP:Iteration 2F (1195.227368 sec): 3 clusters Score: Raw -4163724.972610 + Penalty 3390.091995 = -4160334.880615 nChanged 1786 SP:Iteration 3F (1195.292201 sec): 3 clusters Score: Raw -4164485.881713 + Penalty 3390.091995 = -4161095.789718 nChanged 1933 SP:Iteration 4F (1195.357008 sec): 3 clusters Score: Raw -4165463.794752 + Penalty 3390.091995 = -4162073.702757 nChanged 2094 SP:Iteration 5F (1195.421243 sec): 3 clusters Score: Raw -4166695.495842 + Penalty 3390.091995 = -4163305.403847 nChanged 2240 SP:Iteration 6F (1195.486167 sec): 3 clusters Score: Raw -4168198.376555 + Penalty 3390.091995 = -4164808.284560 nChanged 2250 SP:Iteration 7F (1195.550519 sec): 3 clusters Score: Raw -4169888.211049 + Penalty 3390.091995 = -4166498.119054 nChanged 1999 SP:Iteration 8F (1195.615240 sec): 3 clusters Score: Raw -4171574.691836 + Penalty 3390.091995 = -4168184.599841 nChanged 1603 SP:Iteration 9Q (1195.681398 sec): 3 clusters Score: Raw -4172962.530221 + Penalty 3390.091995 = -4169572.438226 nChanged 1082 SP:Iteration 10Q (1195.745651 sec): 3 clusters Score: Raw -4173914.756087 + Penalty 3390.091995 = -4170524.664092 nChanged 675 SP:Iteration 11Q (1195.805887 sec): 3 clusters Score: Raw -4174492.334544 + Penalty 3390.091995 = -4171102.242549 nChanged 398 SP:Iteration 12Q (1195.862333 sec): 3 clusters Score: Raw -4174819.774706 + Penalty 3390.091995 = -4171429.682711 nChanged 260 SP:Iteration 13Q (1195.916348 sec): 3 clusters Score: Raw -4175012.427968 + Penalty 3390.091995 = -4171622.335973 nChanged 147 SP:Iteration 14Q (1195.969219 sec): 3 clusters Score: Raw -4175113.608702 + Penalty 3390.091995 = -4171723.516707 nChanged 99 SP:Iteration 15Q (1196.021218 sec): 3 clusters Score: Raw -4175175.906229 + Penalty 3390.091995 = -4171785.814234 nChanged 72 SP:Iteration 16Q (1196.072496 sec): 3 clusters Score: Raw -4175219.663953 + Penalty 3390.091995 = -4171829.571958 nChanged 48 SP:Iteration 17Q (1196.123914 sec): 3 clusters Score: Raw -4175250.990914 + Penalty 3390.091995 = -4171860.898919 nChanged 40 SP:Iteration 18Q (1196.174609 sec): 3 clusters Score: Raw -4175276.436544 + Penalty 3390.091995 = -4171886.344549 nChanged 32 SP:Iteration 19Q (1196.225516 sec): 3 clusters Score: Raw -4175297.536248 + Penalty 3390.091995 = -4171907.444253 nChanged 18 SP:Iteration 20F (1196.289046 sec): 3 clusters Score: Raw -4175308.499617 + Penalty 3390.091995 = -4171918.407622 nChanged 21 SP:Iteration 21Q (1196.340430 sec): 3 clusters Score: Raw -4175319.829123 + Penalty 3390.091995 = -4171929.737128 nChanged 16 SP:Iteration 22Q (1196.390972 sec): 3 clusters Score: Raw -4175330.758127 + Penalty 3390.091995 = -4171940.666132 nChanged 18 SP:Iteration 23Q (1196.441384 sec): 3 clusters Score: Raw -4175341.357652 + Penalty 3390.091995 = -4171951.265657 nChanged 15 SP:Iteration 24Q (1196.492412 sec): 3 clusters Score: Raw -4175349.590338 + Penalty 3390.091995 = -4171959.498343 nChanged 11 SP:Iteration 25Q (1196.542842 sec): 3 clusters Score: Raw -4175357.197697 + Penalty 3390.091995 = -4171967.105702 nChanged 9 SP:Iteration 26Q (1196.593123 sec): 3 clusters Score: Raw -4175361.988685 + Penalty 3390.091995 = -4171971.896690 nChanged 7 SP:Iteration 27Q (1196.643467 sec): 3 clusters Score: Raw -4175366.053524 + Penalty 3390.091995 = -4171975.961529 nChanged 6 SP:Iteration 28Q (1196.693952 sec): 3 clusters Score: Raw -4175368.982282 + Penalty 3390.091995 = -4171978.890287 nChanged 2 SP:Iteration 29Q (1196.744283 sec): 3 clusters Score: Raw -4175371.177576 + Penalty 3390.091995 = -4171981.085581 nChanged 6 SP:Iteration 30Q (1196.794437 sec): 3 clusters Score: Raw -4175374.279601 + Penalty 3390.091995 = -4171984.187606 nChanged 4 SP:Iteration 31Q (1196.844773 sec): 3 clusters Score: Raw -4175376.005729 + Penalty 3390.091995 = -4171985.913734 nChanged 3 SP:Iteration 32Q (1196.895006 sec): 3 clusters Score: Raw -4175376.830853 + Penalty 3390.091995 = -4171986.738858 nChanged 2 SP:Iteration 33Q (1196.945345 sec): 3 clusters Score: Raw -4175377.993480 + Penalty 3390.091995 = -4171987.901485 nChanged 0 SP:Iteration 34F (1197.009152 sec): 3 clusters Score: Raw -4175377.993480 + Penalty 3390.091995 = -4171987.901485 nChanged 0 Trying to split cluster 5 (1257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1197.019105 sec): 2 clusters Score: Raw -165675.852005 + Penalty 1159.678521 = -164516.173484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1197.025976 sec): 3 clusters Score: Raw -165210.272447 + Penalty 2319.357043 = -162890.915404 nChanged 396 SP:Iteration 1F (1197.032424 sec): 3 clusters Score: Raw -165490.205091 + Penalty 2319.357043 = -163170.848048 nChanged 100 SP:Iteration 2F (1197.038962 sec): 3 clusters Score: Raw -165586.544115 + Penalty 2319.357043 = -163267.187072 nChanged 55 SP:Iteration 3Q (1197.045420 sec): 3 clusters Score: Raw -165641.587059 + Penalty 2319.357043 = -163322.230016 nChanged 40 SP:Iteration 4Q (1197.051854 sec): 3 clusters Score: Raw -165677.483620 + Penalty 2319.357043 = -163358.126577 nChanged 29 SP:Iteration 5Q (1197.058276 sec): 3 clusters Score: Raw -165698.392460 + Penalty 2319.357043 = -163379.035417 nChanged 23 SP:Iteration 6Q (1197.064649 sec): 3 clusters Score: Raw -165717.743895 + Penalty 2319.357043 = -163398.386852 nChanged 20 SP:Iteration 7Q (1197.071055 sec): 3 clusters Score: Raw -165733.466686 + Penalty 2319.357043 = -163414.109643 nChanged 12 SP:Iteration 8Q (1197.077483 sec): 3 clusters Score: Raw -165743.254974 + Penalty 2319.357043 = -163423.897931 nChanged 16 SP:Iteration 9Q (1197.083778 sec): 3 clusters Score: Raw -165756.943200 + Penalty 2319.357043 = -163437.586158 nChanged 16 SP:Iteration 10Q (1197.090173 sec): 3 clusters Score: Raw -165772.141813 + Penalty 2319.357043 = -163452.784770 nChanged 14 SP:Iteration 11Q (1197.096560 sec): 3 clusters Score: Raw -165785.025545 + Penalty 2319.357043 = -163465.668503 nChanged 13 SP:Iteration 12Q (1197.102939 sec): 3 clusters Score: Raw -165795.034631 + Penalty 2319.357043 = -163475.677588 nChanged 11 SP:Iteration 13Q (1197.109340 sec): 3 clusters Score: Raw -165804.968121 + Penalty 2319.357043 = -163485.611078 nChanged 17 SP:Iteration 14Q (1197.115725 sec): 3 clusters Score: Raw -165815.634989 + Penalty 2319.357043 = -163496.277946 nChanged 7 SP:Iteration 15Q (1197.122082 sec): 3 clusters Score: Raw -165818.696428 + Penalty 2319.357043 = -163499.339385 nChanged 4 SP:Iteration 16Q (1197.128370 sec): 3 clusters Score: Raw -165819.862996 + Penalty 2319.357043 = -163500.505953 nChanged 3 SP:Iteration 17Q (1197.134721 sec): 3 clusters Score: Raw -165822.053064 + Penalty 2319.357043 = -163502.696021 nChanged 4 SP:Iteration 18Q (1197.141092 sec): 3 clusters Score: Raw -165825.038702 + Penalty 2319.357043 = -163505.681659 nChanged 4 SP:Iteration 19Q (1197.147553 sec): 3 clusters Score: Raw -165827.376975 + Penalty 2319.357043 = -163508.019932 nChanged 2 SP:Iteration 20F (1197.153958 sec): 3 clusters Score: Raw -165829.513817 + Penalty 2319.357043 = -163510.156775 nChanged 5 SP:Iteration 21Q (1197.160315 sec): 3 clusters Score: Raw -165832.655097 + Penalty 2319.357043 = -163513.298054 nChanged 3 SP:Iteration 22Q (1197.166739 sec): 3 clusters Score: Raw -165834.256708 + Penalty 2319.357043 = -163514.899665 nChanged 1 SP:Iteration 23Q (1197.173066 sec): 3 clusters Score: Raw -165834.887034 + Penalty 2319.357043 = -163515.529991 nChanged 2 SP:Iteration 24Q (1197.179423 sec): 3 clusters Score: Raw -165835.791533 + Penalty 2319.357043 = -163516.434491 nChanged 1 SP:Iteration 25Q (1197.185770 sec): 3 clusters Score: Raw -165836.706733 + Penalty 2319.357043 = -163517.349690 nChanged 1 SP:Iteration 26Q (1197.192075 sec): 3 clusters Score: Raw -165837.704756 + Penalty 2319.357043 = -163518.347713 nChanged 0 SP:Iteration 27F (1197.198474 sec): 3 clusters Score: Raw -165837.704756 + Penalty 2319.357043 = -163518.347713 nChanged 0 Trying to split cluster 6 (918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1197.209748 sec): 2 clusters Score: Raw -120393.575826 + Penalty 1108.607076 = -119284.968750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1197.214905 sec): 3 clusters Score: Raw -120126.150210 + Penalty 2217.214152 = -117908.936058 nChanged 259 SP:Iteration 1F (1197.219828 sec): 3 clusters Score: Raw -120401.206561 + Penalty 2217.214152 = -118183.992409 nChanged 62 SP:Iteration 2F (1197.224751 sec): 3 clusters Score: Raw -120469.557725 + Penalty 2217.214152 = -118252.343573 nChanged 27 SP:Iteration 3Q (1197.229640 sec): 3 clusters Score: Raw -120493.522167 + Penalty 2217.214152 = -118276.308015 nChanged 11 SP:Iteration 4Q (1197.234477 sec): 3 clusters Score: Raw -120508.813284 + Penalty 2217.214152 = -118291.599132 nChanged 7 SP:Iteration 5Q (1197.239338 sec): 3 clusters Score: Raw -120517.432658 + Penalty 2217.214152 = -118300.218506 nChanged 5 SP:Iteration 6Q (1197.244202 sec): 3 clusters Score: Raw -120522.405269 + Penalty 2217.214152 = -118305.191117 nChanged 5 SP:Iteration 7Q (1197.249069 sec): 3 clusters Score: Raw -120529.494513 + Penalty 2217.214152 = -118312.280361 nChanged 10 SP:Iteration 8Q (1197.253958 sec): 3 clusters Score: Raw -120536.459977 + Penalty 2217.214152 = -118319.245825 nChanged 5 SP:Iteration 9Q (1197.258690 sec): 3 clusters Score: Raw -120540.903818 + Penalty 2217.214152 = -118323.689666 nChanged 4 SP:Iteration 10Q (1197.263538 sec): 3 clusters Score: Raw -120544.387590 + Penalty 2217.214152 = -118327.173438 nChanged 2 SP:Iteration 11Q (1197.268417 sec): 3 clusters Score: Raw -120546.722359 + Penalty 2217.214152 = -118329.508207 nChanged 2 SP:Iteration 12Q (1197.273284 sec): 3 clusters Score: Raw -120548.795203 + Penalty 2217.214152 = -118331.581051 nChanged 4 SP:Iteration 13Q (1197.278107 sec): 3 clusters Score: Raw -120553.034847 + Penalty 2217.214152 = -118335.820695 nChanged 6 SP:Iteration 14Q (1197.282962 sec): 3 clusters Score: Raw -120557.918778 + Penalty 2217.214152 = -118340.704626 nChanged 3 SP:Iteration 15Q (1197.287805 sec): 3 clusters Score: Raw -120561.787428 + Penalty 2217.214152 = -118344.573276 nChanged 1 SP:Iteration 16Q (1197.292647 sec): 3 clusters Score: Raw -120562.238307 + Penalty 2217.214152 = -118345.024155 nChanged 1 SP:Iteration 17Q (1197.297469 sec): 3 clusters Score: Raw -120563.114210 + Penalty 2217.214152 = -118345.900058 nChanged 2 SP:Iteration 18Q (1197.302026 sec): 3 clusters Score: Raw -120564.696327 + Penalty 2217.214152 = -118347.482175 nChanged 4 SP:Iteration 19Q (1197.306877 sec): 3 clusters Score: Raw -120568.225068 + Penalty 2217.214152 = -118351.010916 nChanged 3 SP:Iteration 20F (1197.311739 sec): 3 clusters Score: Raw -120571.354936 + Penalty 2217.214152 = -118354.140784 nChanged 2 SP:Iteration 21Q (1197.316544 sec): 3 clusters Score: Raw -120572.667777 + Penalty 2217.214152 = -118355.453625 nChanged 1 SP:Iteration 22Q (1197.321334 sec): 3 clusters Score: Raw -120573.028182 + Penalty 2217.214152 = -118355.814030 nChanged 0 SP:Iteration 23F (1197.326224 sec): 3 clusters Score: Raw -120573.028182 + Penalty 2217.214152 = -118355.814030 nChanged 0 Trying to split cluster 7 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1197.335754 sec): 2 clusters Score: Raw -62247.700893 + Penalty 1039.501069 = -61208.199824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1197.339459 sec): 3 clusters Score: Raw -62231.439085 + Penalty 2079.002138 = -60152.436947 nChanged 184 SP:Iteration 1F (1197.342855 sec): 3 clusters Score: Raw -62697.271102 + Penalty 2079.002138 = -60618.268964 nChanged 76 SP:Iteration 2F (1197.346303 sec): 3 clusters Score: Raw -63098.734158 + Penalty 2079.002138 = -61019.732020 nChanged 43 SP:Iteration 3F (1197.349737 sec): 3 clusters Score: Raw -63246.653940 + Penalty 2079.002138 = -61167.651802 nChanged 20 SP:Iteration 4Q (1197.353021 sec): 3 clusters Score: Raw -63308.992591 + Penalty 2079.002138 = -61229.990453 nChanged 6 SP:Iteration 5Q (1197.356292 sec): 3 clusters Score: Raw -63326.182200 + Penalty 2079.002138 = -61247.180062 nChanged 7 SP:Iteration 6Q (1197.359553 sec): 3 clusters Score: Raw -63357.689078 + Penalty 2079.002138 = -61278.686940 nChanged 6 SP:Iteration 7Q (1197.362839 sec): 3 clusters Score: Raw -63382.726876 + Penalty 2079.002138 = -61303.724738 nChanged 4 SP:Iteration 8Q (1197.366086 sec): 3 clusters Score: Raw -63391.950252 + Penalty 2079.002138 = -61312.948114 nChanged 2 SP:Iteration 9Q (1197.369339 sec): 3 clusters Score: Raw -63396.666018 + Penalty 2079.002138 = -61317.663880 nChanged 1 SP:Iteration 10Q (1197.372595 sec): 3 clusters Score: Raw -63399.263492 + Penalty 2079.002138 = -61320.261354 nChanged 1 SP:Iteration 11Q (1197.375851 sec): 3 clusters Score: Raw -63402.908390 + Penalty 2079.002138 = -61323.906252 nChanged 0 SP:Iteration 12F (1197.379279 sec): 3 clusters Score: Raw -63402.908390 + Penalty 2079.002138 = -61323.906252 nChanged 0 Score: Raw -56484245.874223 + Penalty 48846.438169 = -56435399.436055 Splitting cluster 7 changes total score from -56436365.739474 to -56435399.436055 So it's not getting split. Trying to split cluster 8 (5589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1204.555916 sec): 2 clusters Score: Raw -629050.317684 + Penalty 1402.140295 = -627648.177389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1204.568131 sec): 3 clusters Score: Raw -626106.212546 + Penalty 2804.280589 = -623301.931957 nChanged 2321 SP:Iteration 1F (1204.589512 sec): 3 clusters Score: Raw -627468.790016 + Penalty 2804.280589 = -624664.509426 nChanged 417 SP:Iteration 2F (1204.611277 sec): 3 clusters Score: Raw -627704.373150 + Penalty 2804.280589 = -624900.092561 nChanged 320 SP:Iteration 3F (1204.632821 sec): 3 clusters Score: Raw -627864.508598 + Penalty 2804.280589 = -625060.228009 nChanged 259 SP:Iteration 4Q (1204.656379 sec): 3 clusters Score: Raw -627985.159232 + Penalty 2804.280589 = -625180.878643 nChanged 205 SP:Iteration 5Q (1204.679163 sec): 3 clusters Score: Raw -628074.892952 + Penalty 2804.280589 = -625270.612363 nChanged 167 SP:Iteration 6Q (1204.700757 sec): 3 clusters Score: Raw -628148.149736 + Penalty 2804.280589 = -625343.869147 nChanged 178 SP:Iteration 7Q (1204.722280 sec): 3 clusters Score: Raw -628263.289329 + Penalty 2804.280589 = -625459.008740 nChanged 193 SP:Iteration 8Q (1204.743861 sec): 3 clusters Score: Raw -628392.620734 + Penalty 2804.280589 = -625588.340144 nChanged 215 SP:Iteration 9Q (1204.765414 sec): 3 clusters Score: Raw -628562.723143 + Penalty 2804.280589 = -625758.442554 nChanged 246 SP:Iteration 10Q (1204.786963 sec): 3 clusters Score: Raw -628737.549708 + Penalty 2804.280589 = -625933.269119 nChanged 244 SP:Iteration 11Q (1204.808476 sec): 3 clusters Score: Raw -628929.200201 + Penalty 2804.280589 = -626124.919612 nChanged 243 SP:Iteration 12Q (1204.830113 sec): 3 clusters Score: Raw -629112.928673 + Penalty 2804.280589 = -626308.648084 nChanged 210 SP:Iteration 13Q (1204.851726 sec): 3 clusters Score: Raw -629227.248926 + Penalty 2804.280589 = -626422.968337 nChanged 173 SP:Iteration 14Q (1204.873272 sec): 3 clusters Score: Raw -629312.827393 + Penalty 2804.280589 = -626508.546804 nChanged 151 SP:Iteration 15Q (1204.894539 sec): 3 clusters Score: Raw -629384.495012 + Penalty 2804.280589 = -626580.214423 nChanged 115 SP:Iteration 16Q (1204.916024 sec): 3 clusters Score: Raw -629437.633536 + Penalty 2804.280589 = -626633.352947 nChanged 103 SP:Iteration 17Q (1204.937593 sec): 3 clusters Score: Raw -629482.428609 + Penalty 2804.280589 = -626678.148019 nChanged 85 SP:Iteration 18Q (1204.959035 sec): 3 clusters Score: Raw -629512.820632 + Penalty 2804.280589 = -626708.540043 nChanged 57 SP:Iteration 19Q (1204.980519 sec): 3 clusters Score: Raw -629535.041256 + Penalty 2804.280589 = -626730.760667 nChanged 61 SP:Iteration 20F (1205.002058 sec): 3 clusters Score: Raw -629554.441312 + Penalty 2804.280589 = -626750.160723 nChanged 44 SP:Iteration 21Q (1205.023638 sec): 3 clusters Score: Raw -629566.796643 + Penalty 2804.280589 = -626762.516053 nChanged 37 SP:Iteration 22Q (1205.044931 sec): 3 clusters Score: Raw -629576.820181 + Penalty 2804.280589 = -626772.539592 nChanged 43 SP:Iteration 23Q (1205.066265 sec): 3 clusters Score: Raw -629589.230752 + Penalty 2804.280589 = -626784.950162 nChanged 41 SP:Iteration 24Q (1205.087631 sec): 3 clusters Score: Raw -629601.829789 + Penalty 2804.280589 = -626797.549199 nChanged 40 SP:Iteration 25Q (1205.109079 sec): 3 clusters Score: Raw -629615.481327 + Penalty 2804.280589 = -626811.200738 nChanged 45 SP:Iteration 26Q (1205.130788 sec): 3 clusters Score: Raw -629630.375505 + Penalty 2804.280589 = -626826.094916 nChanged 47 SP:Iteration 27Q (1205.152117 sec): 3 clusters Score: Raw -629647.398077 + Penalty 2804.280589 = -626843.117488 nChanged 45 SP:Iteration 28Q (1205.173663 sec): 3 clusters Score: Raw -629661.124187 + Penalty 2804.280589 = -626856.843598 nChanged 47 SP:Iteration 29Q (1205.195046 sec): 3 clusters Score: Raw -629674.994594 + Penalty 2804.280589 = -626870.714005 nChanged 39 SP:Iteration 30Q (1205.216422 sec): 3 clusters Score: Raw -629684.738317 + Penalty 2804.280589 = -626880.457727 nChanged 33 SP:Iteration 31Q (1205.238044 sec): 3 clusters Score: Raw -629692.644867 + Penalty 2804.280589 = -626888.364277 nChanged 39 SP:Iteration 32Q (1205.259286 sec): 3 clusters Score: Raw -629703.202267 + Penalty 2804.280589 = -626898.921678 nChanged 37 SP:Iteration 33Q (1205.280753 sec): 3 clusters Score: Raw -629712.463745 + Penalty 2804.280589 = -626908.183156 nChanged 38 SP:Iteration 34Q (1205.302144 sec): 3 clusters Score: Raw -629723.612326 + Penalty 2804.280589 = -626919.331737 nChanged 36 SP:Iteration 35Q (1205.323665 sec): 3 clusters Score: Raw -629734.767496 + Penalty 2804.280589 = -626930.486907 nChanged 36 SP:Iteration 36Q (1205.345138 sec): 3 clusters Score: Raw -629744.142981 + Penalty 2804.280589 = -626939.862392 nChanged 20 SP:Iteration 37Q (1205.366508 sec): 3 clusters Score: Raw -629749.856691 + Penalty 2804.280589 = -626945.576102 nChanged 31 SP:Iteration 38Q (1205.388102 sec): 3 clusters Score: Raw -629757.939252 + Penalty 2804.280589 = -626953.658663 nChanged 26 SP:Iteration 39Q (1205.409635 sec): 3 clusters Score: Raw -629765.010124 + Penalty 2804.280589 = -626960.729535 nChanged 16 SP:Iteration 40F (1205.431154 sec): 3 clusters Score: Raw -629769.830144 + Penalty 2804.280589 = -626965.549555 nChanged 15 SP:Iteration 41Q (1205.452770 sec): 3 clusters Score: Raw -629773.085286 + Penalty 2804.280589 = -626968.804697 nChanged 10 SP:Iteration 42Q (1205.474048 sec): 3 clusters Score: Raw -629774.916572 + Penalty 2804.280589 = -626970.635983 nChanged 8 SP:Iteration 43Q (1205.495497 sec): 3 clusters Score: Raw -629776.554321 + Penalty 2804.280589 = -626972.273732 nChanged 4 SP:Iteration 44Q (1205.516971 sec): 3 clusters Score: Raw -629777.326915 + Penalty 2804.280589 = -626973.046326 nChanged 4 SP:Iteration 45Q (1205.538447 sec): 3 clusters Score: Raw -629778.141302 + Penalty 2804.280589 = -626973.860712 nChanged 4 SP:Iteration 46Q (1205.560029 sec): 3 clusters Score: Raw -629779.030299 + Penalty 2804.280589 = -626974.749710 nChanged 1 SP:Iteration 47Q (1205.581674 sec): 3 clusters Score: Raw -629779.113151 + Penalty 2804.280589 = -626974.832561 nChanged 1 SP:Iteration 48Q (1205.603096 sec): 3 clusters Score: Raw -629779.209435 + Penalty 2804.280589 = -626974.928846 nChanged 0 SP:Iteration 49F (1205.642578 sec): 3 clusters Score: Raw -629779.209435 + Penalty 2804.280589 = -626974.928846 nChanged 0 Trying to split cluster 9 (1549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1205.657337 sec): 2 clusters Score: Raw -178874.263353 + Penalty 1193.621787 = -177680.641567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1205.665755 sec): 3 clusters Score: Raw -178274.394944 + Penalty 2387.243573 = -175887.151371 nChanged 524 SP:Iteration 1F (1205.673587 sec): 3 clusters Score: Raw -178701.146789 + Penalty 2387.243573 = -176313.903216 nChanged 141 SP:Iteration 2F (1205.681368 sec): 3 clusters Score: Raw -178860.722492 + Penalty 2387.243573 = -176473.478919 nChanged 105 SP:Iteration 3F (1205.689202 sec): 3 clusters Score: Raw -178964.419995 + Penalty 2387.243573 = -176577.176422 nChanged 82 SP:Iteration 4F (1205.697029 sec): 3 clusters Score: Raw -179054.271304 + Penalty 2387.243573 = -176667.027731 nChanged 80 SP:Iteration 5F (1205.704855 sec): 3 clusters Score: Raw -179133.185294 + Penalty 2387.243573 = -176745.941721 nChanged 55 SP:Iteration 6Q (1205.712661 sec): 3 clusters Score: Raw -179192.713404 + Penalty 2387.243573 = -176805.469831 nChanged 47 SP:Iteration 7Q (1205.720368 sec): 3 clusters Score: Raw -179233.628827 + Penalty 2387.243573 = -176846.385254 nChanged 33 SP:Iteration 8Q (1205.728056 sec): 3 clusters Score: Raw -179264.120108 + Penalty 2387.243573 = -176876.876535 nChanged 30 SP:Iteration 9Q (1205.735855 sec): 3 clusters Score: Raw -179292.817679 + Penalty 2387.243573 = -176905.574105 nChanged 22 SP:Iteration 10Q (1205.743567 sec): 3 clusters Score: Raw -179312.841647 + Penalty 2387.243573 = -176925.598074 nChanged 19 SP:Iteration 11Q (1205.751305 sec): 3 clusters Score: Raw -179328.223851 + Penalty 2387.243573 = -176940.980278 nChanged 13 SP:Iteration 12Q (1205.759047 sec): 3 clusters Score: Raw -179338.086345 + Penalty 2387.243573 = -176950.842772 nChanged 13 SP:Iteration 13Q (1205.766659 sec): 3 clusters Score: Raw -179347.813176 + Penalty 2387.243573 = -176960.569602 nChanged 7 SP:Iteration 14Q (1205.774390 sec): 3 clusters Score: Raw -179350.901983 + Penalty 2387.243573 = -176963.658410 nChanged 1 SP:Iteration 15Q (1205.782101 sec): 3 clusters Score: Raw -179351.563616 + Penalty 2387.243573 = -176964.320043 nChanged 1 SP:Iteration 16Q (1205.789781 sec): 3 clusters Score: Raw -179351.852287 + Penalty 2387.243573 = -176964.608714 nChanged 0 SP:Iteration 17F (1205.797623 sec): 3 clusters Score: Raw -179351.852287 + Penalty 2387.243573 = -176964.608714 nChanged 0 Trying to split cluster 10 (9519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1205.821388 sec): 2 clusters Score: Raw -1133242.171823 + Penalty 1488.669826 = -1131753.501997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1205.849298 sec): 3 clusters Score: Raw -1127883.810059 + Penalty 2977.339651 = -1124906.470408 nChanged 4126 SP:Iteration 1F (1205.876381 sec): 3 clusters Score: Raw -1130035.947865 + Penalty 2977.339651 = -1127058.608213 nChanged 623 SP:Iteration 2F (1205.903325 sec): 3 clusters Score: Raw -1130367.153849 + Penalty 2977.339651 = -1127389.814198 nChanged 566 SP:Iteration 3F (1205.930409 sec): 3 clusters Score: Raw -1130635.208758 + Penalty 2977.339651 = -1127657.869107 nChanged 492 SP:Iteration 4F (1205.957415 sec): 3 clusters Score: Raw -1130890.643507 + Penalty 2977.339651 = -1127913.303855 nChanged 515 SP:Iteration 5F (1205.984240 sec): 3 clusters Score: Raw -1131211.672030 + Penalty 2977.339651 = -1128234.332379 nChanged 511 SP:Iteration 6F (1206.011342 sec): 3 clusters Score: Raw -1131553.883612 + Penalty 2977.339651 = -1128576.543961 nChanged 524 SP:Iteration 7F (1206.038448 sec): 3 clusters Score: Raw -1131939.036060 + Penalty 2977.339651 = -1128961.696409 nChanged 510 SP:Iteration 8F (1206.065416 sec): 3 clusters Score: Raw -1132304.717024 + Penalty 2977.339651 = -1129327.377373 nChanged 454 SP:Iteration 9Q (1206.092597 sec): 3 clusters Score: Raw -1132665.507494 + Penalty 2977.339651 = -1129688.167843 nChanged 363 SP:Iteration 10Q (1206.119444 sec): 3 clusters Score: Raw -1132945.478907 + Penalty 2977.339651 = -1129968.139256 nChanged 269 SP:Iteration 11Q (1206.146287 sec): 3 clusters Score: Raw -1133121.342103 + Penalty 2977.339651 = -1130144.002452 nChanged 179 SP:Iteration 12Q (1206.172694 sec): 3 clusters Score: Raw -1133217.961638 + Penalty 2977.339651 = -1130240.621987 nChanged 129 SP:Iteration 13Q (1206.198751 sec): 3 clusters Score: Raw -1133287.481226 + Penalty 2977.339651 = -1130310.141575 nChanged 119 SP:Iteration 14Q (1206.224823 sec): 3 clusters Score: Raw -1133339.041512 + Penalty 2977.339651 = -1130361.701861 nChanged 91 SP:Iteration 15Q (1206.250600 sec): 3 clusters Score: Raw -1133379.429964 + Penalty 2977.339651 = -1130402.090312 nChanged 72 SP:Iteration 16Q (1206.276414 sec): 3 clusters Score: Raw -1133412.651735 + Penalty 2977.339651 = -1130435.312083 nChanged 57 SP:Iteration 17Q (1206.301911 sec): 3 clusters Score: Raw -1133433.653387 + Penalty 2977.339651 = -1130456.313736 nChanged 45 SP:Iteration 18Q (1206.327522 sec): 3 clusters Score: Raw -1133453.887540 + Penalty 2977.339651 = -1130476.547889 nChanged 43 SP:Iteration 19Q (1206.352904 sec): 3 clusters Score: Raw -1133471.470439 + Penalty 2977.339651 = -1130494.130788 nChanged 42 SP:Iteration 20F (1206.379992 sec): 3 clusters Score: Raw -1133486.428344 + Penalty 2977.339651 = -1130509.088693 nChanged 40 SP:Iteration 21Q (1206.405257 sec): 3 clusters Score: Raw -1133504.404509 + Penalty 2977.339651 = -1130527.064858 nChanged 35 SP:Iteration 22Q (1206.430484 sec): 3 clusters Score: Raw -1133517.829775 + Penalty 2977.339651 = -1130540.490124 nChanged 25 SP:Iteration 23Q (1206.455735 sec): 3 clusters Score: Raw -1133526.587349 + Penalty 2977.339651 = -1130549.247698 nChanged 26 SP:Iteration 24Q (1206.481598 sec): 3 clusters Score: Raw -1133542.228363 + Penalty 2977.339651 = -1130564.888712 nChanged 31 SP:Iteration 25Q (1206.506784 sec): 3 clusters Score: Raw -1133565.125986 + Penalty 2977.339651 = -1130587.786335 nChanged 40 SP:Iteration 26Q (1206.531820 sec): 3 clusters Score: Raw -1133582.864041 + Penalty 2977.339651 = -1130605.524390 nChanged 31 SP:Iteration 27Q (1206.556939 sec): 3 clusters Score: Raw -1133599.399114 + Penalty 2977.339651 = -1130622.059463 nChanged 23 SP:Iteration 28Q (1206.581764 sec): 3 clusters Score: Raw -1133611.061863 + Penalty 2977.339651 = -1130633.722212 nChanged 23 SP:Iteration 29Q (1206.606635 sec): 3 clusters Score: Raw -1133620.970648 + Penalty 2977.339651 = -1130643.630997 nChanged 19 SP:Iteration 30Q (1206.631385 sec): 3 clusters Score: Raw -1133630.607722 + Penalty 2977.339651 = -1130653.268071 nChanged 25 SP:Iteration 31Q (1206.656083 sec): 3 clusters Score: Raw -1133646.328232 + Penalty 2977.339651 = -1130668.988581 nChanged 22 SP:Iteration 32Q (1206.680807 sec): 3 clusters Score: Raw -1133658.818713 + Penalty 2977.339651 = -1130681.479062 nChanged 33 SP:Iteration 33Q (1206.705501 sec): 3 clusters Score: Raw -1133675.914619 + Penalty 2977.339651 = -1130698.574968 nChanged 23 SP:Iteration 34Q (1206.730052 sec): 3 clusters Score: Raw -1133689.324328 + Penalty 2977.339651 = -1130711.984677 nChanged 24 SP:Iteration 35Q (1206.754543 sec): 3 clusters Score: Raw -1133698.841780 + Penalty 2977.339651 = -1130721.502129 nChanged 14 SP:Iteration 36Q (1206.779149 sec): 3 clusters Score: Raw -1133705.038839 + Penalty 2977.339651 = -1130727.699188 nChanged 12 SP:Iteration 37Q (1206.803547 sec): 3 clusters Score: Raw -1133711.237727 + Penalty 2977.339651 = -1130733.898076 nChanged 15 SP:Iteration 38Q (1206.828054 sec): 3 clusters Score: Raw -1133718.263946 + Penalty 2977.339651 = -1130740.924295 nChanged 12 SP:Iteration 39Q (1206.852484 sec): 3 clusters Score: Raw -1133723.880679 + Penalty 2977.339651 = -1130746.541028 nChanged 10 SP:Iteration 40F (1206.879380 sec): 3 clusters Score: Raw -1133729.402628 + Penalty 2977.339651 = -1130752.062977 nChanged 9 SP:Iteration 41Q (1206.903993 sec): 3 clusters Score: Raw -1133734.364819 + Penalty 2977.339651 = -1130757.025168 nChanged 4 SP:Iteration 42Q (1206.928321 sec): 3 clusters Score: Raw -1133735.676497 + Penalty 2977.339651 = -1130758.336846 nChanged 3 SP:Iteration 43Q (1206.952505 sec): 3 clusters Score: Raw -1133736.532437 + Penalty 2977.339651 = -1130759.192786 nChanged 3 SP:Iteration 44Q (1206.976941 sec): 3 clusters Score: Raw -1133737.495701 + Penalty 2977.339651 = -1130760.156050 nChanged 3 SP:Iteration 45Q (1207.001162 sec): 3 clusters Score: Raw -1133739.250731 + Penalty 2977.339651 = -1130761.911079 nChanged 4 SP:Iteration 46Q (1207.025659 sec): 3 clusters Score: Raw -1133740.141480 + Penalty 2977.339651 = -1130762.801829 nChanged 1 SP:Iteration 47Q (1207.050038 sec): 3 clusters Score: Raw -1133740.844016 + Penalty 2977.339651 = -1130763.504364 nChanged 2 SP:Iteration 48Q (1207.074288 sec): 3 clusters Score: Raw -1133741.168858 + Penalty 2977.339651 = -1130763.829207 nChanged 0 SP:Iteration 49F (1207.101444 sec): 3 clusters Score: Raw -1133741.168858 + Penalty 2977.339651 = -1130763.829207 nChanged 0 Trying to split cluster 11 (139999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1207.273428 sec): 2 clusters Score: Raw -17232798.311196 + Penalty 1925.525966 = -17230872.785230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1207.511838 sec): 3 clusters Score: Raw -17141061.860623 + Penalty 3851.051932 = -17137210.808692 nChanged 67163 SP:Iteration 1F (1207.746637 sec): 3 clusters Score: Raw -17182295.491349 + Penalty 3851.051932 = -17178444.439417 nChanged 7074 SP:Iteration 2F (1207.981872 sec): 3 clusters Score: Raw -17185374.244413 + Penalty 3851.051932 = -17181523.192482 nChanged 8804 SP:Iteration 3F (1208.217054 sec): 3 clusters Score: Raw -17190332.648427 + Penalty 3851.051932 = -17186481.596496 nChanged 10348 SP:Iteration 4F (1208.451563 sec): 3 clusters Score: Raw -17197440.915219 + Penalty 3851.051932 = -17193589.863288 nChanged 10840 SP:Iteration 5F (1208.686816 sec): 3 clusters Score: Raw -17205831.126625 + Penalty 3851.051932 = -17201980.074693 nChanged 9697 SP:Iteration 6F (1208.923572 sec): 3 clusters Score: Raw -17213823.219466 + Penalty 3851.051932 = -17209972.167534 nChanged 7546 SP:Iteration 7F (1209.158407 sec): 3 clusters Score: Raw -17220347.271078 + Penalty 3851.051932 = -17216496.219147 nChanged 5250 SP:Iteration 8Q (1209.399756 sec): 3 clusters Score: Raw -17225176.098886 + Penalty 3851.051932 = -17221325.046954 nChanged 3261 SP:Iteration 9Q (1209.625571 sec): 3 clusters Score: Raw -17228322.451572 + Penalty 3851.051932 = -17224471.399641 nChanged 1931 SP:Iteration 10Q (1209.837384 sec): 3 clusters Score: Raw -17230239.329456 + Penalty 3851.051932 = -17226388.277524 nChanged 1265 SP:Iteration 11Q (1210.041250 sec): 3 clusters Score: Raw -17231423.125296 + Penalty 3851.051932 = -17227572.073364 nChanged 802 SP:Iteration 12Q (1210.240627 sec): 3 clusters Score: Raw -17232099.517586 + Penalty 3851.051932 = -17228248.465655 nChanged 561 SP:Iteration 13Q (1210.436322 sec): 3 clusters Score: Raw -17232490.607440 + Penalty 3851.051932 = -17228639.555508 nChanged 427 SP:Iteration 14Q (1210.631065 sec): 3 clusters Score: Raw -17232736.211474 + Penalty 3851.051932 = -17228885.159543 nChanged 340 SP:Iteration 15Q (1210.824871 sec): 3 clusters Score: Raw -17232901.235879 + Penalty 3851.051932 = -17229050.183948 nChanged 277 SP:Iteration 16Q (1211.018598 sec): 3 clusters Score: Raw -17233028.471191 + Penalty 3851.051932 = -17229177.419259 nChanged 233 SP:Iteration 17Q (1211.211910 sec): 3 clusters Score: Raw -17233134.040066 + Penalty 3851.051932 = -17229282.988134 nChanged 198 SP:Iteration 18Q (1211.405020 sec): 3 clusters Score: Raw -17233218.747227 + Penalty 3851.051932 = -17229367.695295 nChanged 159 SP:Iteration 19Q (1211.597965 sec): 3 clusters Score: Raw -17233267.607637 + Penalty 3851.051932 = -17229416.555705 nChanged 125 SP:Iteration 20F (1211.830695 sec): 3 clusters Score: Raw -17233300.771081 + Penalty 3851.051932 = -17229449.719149 nChanged 111 SP:Iteration 21Q (1212.023623 sec): 3 clusters Score: Raw -17233329.988189 + Penalty 3851.051932 = -17229478.936257 nChanged 96 SP:Iteration 22Q (1212.217056 sec): 3 clusters Score: Raw -17233352.323427 + Penalty 3851.051932 = -17229501.271495 nChanged 72 SP:Iteration 23Q (1212.409458 sec): 3 clusters Score: Raw -17233370.529255 + Penalty 3851.051932 = -17229519.477324 nChanged 73 SP:Iteration 24Q (1212.602094 sec): 3 clusters Score: Raw -17233387.681300 + Penalty 3851.051932 = -17229536.629368 nChanged 56 SP:Iteration 25Q (1212.794284 sec): 3 clusters Score: Raw -17233398.212442 + Penalty 3851.051932 = -17229547.160511 nChanged 55 SP:Iteration 26Q (1212.986817 sec): 3 clusters Score: Raw -17233408.372120 + Penalty 3851.051932 = -17229557.320189 nChanged 34 SP:Iteration 27Q (1213.178740 sec): 3 clusters Score: Raw -17233414.264894 + Penalty 3851.051932 = -17229563.212963 nChanged 28 SP:Iteration 28Q (1213.390968 sec): 3 clusters Score: Raw -17233419.043505 + Penalty 3851.051932 = -17229567.991573 nChanged 13 SP:Iteration 29Q (1213.611280 sec): 3 clusters Score: Raw -17233420.981101 + Penalty 3851.051932 = -17229569.929170 nChanged 15 SP:Iteration 30Q (1213.808960 sec): 3 clusters Score: Raw -17233423.306607 + Penalty 3851.051932 = -17229572.254676 nChanged 15 SP:Iteration 31Q (1214.004911 sec): 3 clusters Score: Raw -17233425.735256 + Penalty 3851.051932 = -17229574.683325 nChanged 18 SP:Iteration 32Q (1214.200369 sec): 3 clusters Score: Raw -17233428.480225 + Penalty 3851.051932 = -17229577.428293 nChanged 15 SP:Iteration 33Q (1214.392657 sec): 3 clusters Score: Raw -17233430.893397 + Penalty 3851.051932 = -17229579.841466 nChanged 17 SP:Iteration 34Q (1214.583175 sec): 3 clusters Score: Raw -17233432.920512 + Penalty 3851.051932 = -17229581.868580 nChanged 10 SP:Iteration 35Q (1214.775136 sec): 3 clusters Score: Raw -17233434.166474 + Penalty 3851.051932 = -17229583.114542 nChanged 9 SP:Iteration 36Q (1214.968149 sec): 3 clusters Score: Raw -17233435.354608 + Penalty 3851.051932 = -17229584.302677 nChanged 11 SP:Iteration 37Q (1215.176599 sec): 3 clusters Score: Raw -17233437.324017 + Penalty 3851.051932 = -17229586.272086 nChanged 17 SP:Iteration 38Q (1215.367076 sec): 3 clusters Score: Raw -17233440.313811 + Penalty 3851.051932 = -17229589.261880 nChanged 14 SP:Iteration 39Q (1215.589023 sec): 3 clusters Score: Raw -17233442.908008 + Penalty 3851.051932 = -17229591.856076 nChanged 9 SP:Iteration 40F (1215.826633 sec): 3 clusters Score: Raw -17233444.332602 + Penalty 3851.051932 = -17229593.280670 nChanged 7 SP:Iteration 41Q (1216.021163 sec): 3 clusters Score: Raw -17233444.976644 + Penalty 3851.051932 = -17229593.924713 nChanged 5 SP:Iteration 42Q (1216.212985 sec): 3 clusters Score: Raw -17233445.755729 + Penalty 3851.051932 = -17229594.703798 nChanged 7 SP:Iteration 43Q (1216.403685 sec): 3 clusters Score: Raw -17233446.562459 + Penalty 3851.051932 = -17229595.510527 nChanged 5 SP:Iteration 44Q (1216.602176 sec): 3 clusters Score: Raw -17233447.045072 + Penalty 3851.051932 = -17229595.993141 nChanged 4 SP:Iteration 45Q (1216.796187 sec): 3 clusters Score: Raw -17233447.653472 + Penalty 3851.051932 = -17229596.601541 nChanged 7 SP:Iteration 46Q (1216.988432 sec): 3 clusters Score: Raw -17233448.470623 + Penalty 3851.051932 = -17229597.418692 nChanged 7 SP:Iteration 47Q (1217.179337 sec): 3 clusters Score: Raw -17233449.221802 + Penalty 3851.051932 = -17229598.169870 nChanged 3 SP:Iteration 48Q (1217.382686 sec): 3 clusters Score: Raw -17233449.568429 + Penalty 3851.051932 = -17229598.516498 nChanged 4 SP:Iteration 49Q (1217.573505 sec): 3 clusters Score: Raw -17233450.169918 + Penalty 3851.051932 = -17229599.117986 nChanged 7 SP:Iteration 50Q (1217.765367 sec): 3 clusters Score: Raw -17233451.058599 + Penalty 3851.051932 = -17229600.006668 nChanged 3 SP:Iteration 51Q (1217.983229 sec): 3 clusters Score: Raw -17233451.406231 + Penalty 3851.051932 = -17229600.354299 nChanged 5 SP:Iteration 52Q (1218.174738 sec): 3 clusters Score: Raw -17233452.082149 + Penalty 3851.051932 = -17229601.030218 nChanged 2 SP:Iteration 53Q (1218.366213 sec): 3 clusters Score: Raw -17233452.289808 + Penalty 3851.051932 = -17229601.237877 nChanged 5 SP:Iteration 54Q (1218.558468 sec): 3 clusters Score: Raw -17233453.046186 + Penalty 3851.051932 = -17229601.994254 nChanged 6 SP:Iteration 55Q (1218.749399 sec): 3 clusters Score: Raw -17233454.139821 + Penalty 3851.051932 = -17229603.087890 nChanged 9 SP:Iteration 56Q (1218.941362 sec): 3 clusters Score: Raw -17233455.212490 + Penalty 3851.051932 = -17229604.160559 nChanged 1 SP:Iteration 57Q (1219.131979 sec): 3 clusters Score: Raw -17233455.323218 + Penalty 3851.051932 = -17229604.271287 nChanged 1 SP:Iteration 58Q (1219.344633 sec): 3 clusters Score: Raw -17233455.425904 + Penalty 3851.051932 = -17229604.373973 nChanged 0 SP:Iteration 59F (1219.577480 sec): 3 clusters Score: Raw -17233455.425904 + Penalty 3851.051932 = -17229604.373973 nChanged 0 Trying to split cluster 12 (94599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1219.693683 sec): 2 clusters Score: Raw -11456372.221840 + Penalty 1861.827855 = -11454510.393985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1219.891956 sec): 3 clusters Score: Raw -11395301.137821 + Penalty 3723.655710 = -11391577.482111 nChanged 45146 SP:Iteration 1F (1220.062043 sec): 3 clusters Score: Raw -11421740.974011 + Penalty 3723.655710 = -11418017.318301 nChanged 3839 SP:Iteration 2Q (1220.234208 sec): 3 clusters Score: Raw -11423155.469859 + Penalty 3723.655710 = -11419431.814149 nChanged 4586 SP:Iteration 3Q (1220.413937 sec): 3 clusters Score: Raw -11425367.110989 + Penalty 3723.655710 = -11421643.455279 nChanged 5666 SP:Iteration 4F (1220.592637 sec): 3 clusters Score: Raw -11428773.244573 + Penalty 3723.655710 = -11425049.588863 nChanged 6611 SP:Iteration 5F (1220.767584 sec): 3 clusters Score: Raw -11433480.851599 + Penalty 3723.655710 = -11429757.195889 nChanged 7274 SP:Iteration 6F (1220.936786 sec): 3 clusters Score: Raw -11439335.279138 + Penalty 3723.655710 = -11435611.623428 nChanged 6911 SP:Iteration 7F (1221.100777 sec): 3 clusters Score: Raw -11445277.769280 + Penalty 3723.655710 = -11441554.113570 nChanged 5652 SP:Iteration 8F (1221.269094 sec): 3 clusters Score: Raw -11450227.225183 + Penalty 3723.655710 = -11446503.569473 nChanged 3815 SP:Iteration 9Q (1221.431054 sec): 3 clusters Score: Raw -11453545.177344 + Penalty 3723.655710 = -11449821.521634 nChanged 2127 SP:Iteration 10Q (1221.584164 sec): 3 clusters Score: Raw -11455363.438753 + Penalty 3723.655710 = -11451639.783044 nChanged 915 SP:Iteration 11Q (1221.725868 sec): 3 clusters Score: Raw -11456111.971308 + Penalty 3723.655710 = -11452388.315599 nChanged 370 SP:Iteration 12Q (1221.873537 sec): 3 clusters Score: Raw -11456434.688408 + Penalty 3723.655710 = -11452711.032698 nChanged 150 SP:Iteration 13Q (1222.006324 sec): 3 clusters Score: Raw -11456570.529591 + Penalty 3723.655710 = -11452846.873881 nChanged 84 SP:Iteration 14Q (1222.133428 sec): 3 clusters Score: Raw -11456631.938452 + Penalty 3723.655710 = -11452908.282742 nChanged 39 SP:Iteration 15Q (1222.256635 sec): 3 clusters Score: Raw -11456663.661711 + Penalty 3723.655710 = -11452940.006001 nChanged 33 SP:Iteration 16Q (1222.379356 sec): 3 clusters Score: Raw -11456691.068148 + Penalty 3723.655710 = -11452967.412438 nChanged 27 SP:Iteration 17Q (1222.507306 sec): 3 clusters Score: Raw -11456714.035272 + Penalty 3723.655710 = -11452990.379563 nChanged 21 SP:Iteration 18Q (1222.629059 sec): 3 clusters Score: Raw -11456729.941413 + Penalty 3723.655710 = -11453006.285704 nChanged 20 SP:Iteration 19Q (1222.754736 sec): 3 clusters Score: Raw -11456742.833649 + Penalty 3723.655710 = -11453019.177939 nChanged 18 SP:Iteration 20F (1222.931547 sec): 3 clusters Score: Raw -11456754.954349 + Penalty 3723.655710 = -11453031.298639 nChanged 16 SP:Iteration 21Q (1223.058393 sec): 3 clusters Score: Raw -11456767.166871 + Penalty 3723.655710 = -11453043.511161 nChanged 9 SP:Iteration 22Q (1223.180826 sec): 3 clusters Score: Raw -11456774.269870 + Penalty 3723.655710 = -11453050.614160 nChanged 4 SP:Iteration 23Q (1223.301623 sec): 3 clusters Score: Raw -11456777.072102 + Penalty 3723.655710 = -11453053.416392 nChanged 4 SP:Iteration 24Q (1223.439316 sec): 3 clusters Score: Raw -11456779.261060 + Penalty 3723.655710 = -11453055.605350 nChanged 3 SP:Iteration 25Q (1223.566736 sec): 3 clusters Score: Raw -11456781.728175 + Penalty 3723.655710 = -11453058.072465 nChanged 3 SP:Iteration 26Q (1223.708381 sec): 3 clusters Score: Raw -11456783.376025 + Penalty 3723.655710 = -11453059.720315 nChanged 2 SP:Iteration 27Q (1223.848783 sec): 3 clusters Score: Raw -11456785.754515 + Penalty 3723.655710 = -11453062.098805 nChanged 4 SP:Iteration 28Q (1223.969719 sec): 3 clusters Score: Raw -11456787.854997 + Penalty 3723.655710 = -11453064.199287 nChanged 5 SP:Iteration 29Q (1224.089287 sec): 3 clusters Score: Raw -11456791.766225 + Penalty 3723.655710 = -11453068.110515 nChanged 5 SP:Iteration 30Q (1224.210487 sec): 3 clusters Score: Raw -11456794.464657 + Penalty 3723.655710 = -11453070.808947 nChanged 4 SP:Iteration 31Q (1224.332058 sec): 3 clusters Score: Raw -11456798.774361 + Penalty 3723.655710 = -11453075.118652 nChanged 4 SP:Iteration 32Q (1224.455864 sec): 3 clusters Score: Raw -11456800.819146 + Penalty 3723.655710 = -11453077.163436 nChanged 1 SP:Iteration 33Q (1224.576831 sec): 3 clusters Score: Raw -11456801.158630 + Penalty 3723.655710 = -11453077.502920 nChanged 1 SP:Iteration 34Q (1224.697523 sec): 3 clusters Score: Raw -11456801.984043 + Penalty 3723.655710 = -11453078.328333 nChanged 1 SP:Iteration 35Q (1224.818375 sec): 3 clusters Score: Raw -11456802.248089 + Penalty 3723.655710 = -11453078.592379 nChanged 0 SP:Iteration 36F (1224.990719 sec): 3 clusters Score: Raw -11456802.248089 + Penalty 3723.655710 = -11453078.592379 nChanged 0 Trying to split cluster 13 (11573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1225.010138 sec): 2 clusters Score: Raw -1354633.529433 + Penalty 1520.419888 = -1353113.109545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1225.041735 sec): 3 clusters Score: Raw -1347951.909616 + Penalty 3040.839775 = -1344911.069841 nChanged 5086 SP:Iteration 1F (1225.073722 sec): 3 clusters Score: Raw -1350863.124631 + Penalty 3040.839775 = -1347822.284856 nChanged 775 SP:Iteration 2F (1225.104342 sec): 3 clusters Score: Raw -1351282.608760 + Penalty 3040.839775 = -1348241.768984 nChanged 686 SP:Iteration 3F (1225.135298 sec): 3 clusters Score: Raw -1351634.037229 + Penalty 3040.839775 = -1348593.197454 nChanged 602 SP:Iteration 4F (1225.165703 sec): 3 clusters Score: Raw -1351956.190806 + Penalty 3040.839775 = -1348915.351031 nChanged 566 SP:Iteration 5Q (1225.202981 sec): 3 clusters Score: Raw -1352246.238219 + Penalty 3040.839775 = -1349205.398444 nChanged 530 SP:Iteration 6Q (1225.235746 sec): 3 clusters Score: Raw -1352501.115870 + Penalty 3040.839775 = -1349460.276094 nChanged 490 SP:Iteration 7Q (1225.270172 sec): 3 clusters Score: Raw -1352730.667926 + Penalty 3040.839775 = -1349689.828151 nChanged 438 SP:Iteration 8Q (1225.303177 sec): 3 clusters Score: Raw -1352934.532016 + Penalty 3040.839775 = -1349893.692241 nChanged 413 SP:Iteration 9Q (1225.333769 sec): 3 clusters Score: Raw -1353102.683704 + Penalty 3040.839775 = -1350061.843929 nChanged 375 SP:Iteration 10Q (1225.370115 sec): 3 clusters Score: Raw -1353263.926672 + Penalty 3040.839775 = -1350223.086897 nChanged 357 SP:Iteration 11Q (1225.404107 sec): 3 clusters Score: Raw -1353388.178919 + Penalty 3040.839775 = -1350347.339143 nChanged 272 SP:Iteration 12Q (1225.437151 sec): 3 clusters Score: Raw -1353482.609815 + Penalty 3040.839775 = -1350441.770040 nChanged 241 SP:Iteration 13Q (1225.473858 sec): 3 clusters Score: Raw -1353563.577599 + Penalty 3040.839775 = -1350522.737823 nChanged 228 SP:Iteration 14Q (1225.510978 sec): 3 clusters Score: Raw -1353655.369558 + Penalty 3040.839775 = -1350614.529783 nChanged 228 SP:Iteration 15Q (1225.540981 sec): 3 clusters Score: Raw -1353749.170419 + Penalty 3040.839775 = -1350708.330644 nChanged 235 SP:Iteration 16Q (1225.570958 sec): 3 clusters Score: Raw -1353851.971617 + Penalty 3040.839775 = -1350811.131842 nChanged 221 SP:Iteration 17Q (1225.603295 sec): 3 clusters Score: Raw -1353950.821480 + Penalty 3040.839775 = -1350909.981705 nChanged 217 SP:Iteration 18Q (1225.640192 sec): 3 clusters Score: Raw -1354042.086108 + Penalty 3040.839775 = -1351001.246333 nChanged 208 SP:Iteration 19Q (1225.670014 sec): 3 clusters Score: Raw -1354143.699197 + Penalty 3040.839775 = -1351102.859422 nChanged 226 SP:Iteration 20F (1225.710330 sec): 3 clusters Score: Raw -1354246.707717 + Penalty 3040.839775 = -1351205.867942 nChanged 222 SP:Iteration 21Q (1225.740930 sec): 3 clusters Score: Raw -1354352.236510 + Penalty 3040.839775 = -1351311.396735 nChanged 227 SP:Iteration 22Q (1225.772049 sec): 3 clusters Score: Raw -1354472.602372 + Penalty 3040.839775 = -1351431.762596 nChanged 219 SP:Iteration 23Q (1225.804039 sec): 3 clusters Score: Raw -1354580.467050 + Penalty 3040.839775 = -1351539.627275 nChanged 225 SP:Iteration 24Q (1225.858174 sec): 3 clusters Score: Raw -1354687.341585 + Penalty 3040.839775 = -1351646.501810 nChanged 187 SP:Iteration 25Q (1225.886981 sec): 3 clusters Score: Raw -1354777.429318 + Penalty 3040.839775 = -1351736.589543 nChanged 180 SP:Iteration 26Q (1225.922604 sec): 3 clusters Score: Raw -1354870.172654 + Penalty 3040.839775 = -1351829.332879 nChanged 164 SP:Iteration 27Q (1225.957031 sec): 3 clusters Score: Raw -1354937.227181 + Penalty 3040.839775 = -1351896.387405 nChanged 137 SP:Iteration 28Q (1225.985801 sec): 3 clusters Score: Raw -1354992.712729 + Penalty 3040.839775 = -1351951.872954 nChanged 116 SP:Iteration 29Q (1226.020408 sec): 3 clusters Score: Raw -1355032.047338 + Penalty 3040.839775 = -1351991.207562 nChanged 98 SP:Iteration 30Q (1226.048303 sec): 3 clusters Score: Raw -1355072.061850 + Penalty 3040.839775 = -1352031.222075 nChanged 113 SP:Iteration 31Q (1226.080100 sec): 3 clusters Score: Raw -1355112.688491 + Penalty 3040.839775 = -1352071.848716 nChanged 89 SP:Iteration 32Q (1226.107845 sec): 3 clusters Score: Raw -1355142.702483 + Penalty 3040.839775 = -1352101.862708 nChanged 84 SP:Iteration 33Q (1226.140603 sec): 3 clusters Score: Raw -1355170.903527 + Penalty 3040.839775 = -1352130.063752 nChanged 68 SP:Iteration 34Q (1226.168370 sec): 3 clusters Score: Raw -1355196.414077 + Penalty 3040.839775 = -1352155.574302 nChanged 66 SP:Iteration 35Q (1226.200692 sec): 3 clusters Score: Raw -1355223.866079 + Penalty 3040.839775 = -1352183.026304 nChanged 72 SP:Iteration 36Q (1226.228319 sec): 3 clusters Score: Raw -1355253.541150 + Penalty 3040.839775 = -1352212.701375 nChanged 68 SP:Iteration 37Q (1226.291513 sec): 3 clusters Score: Raw -1355279.546014 + Penalty 3040.839775 = -1352238.706239 nChanged 50 SP:Iteration 38Q (1226.328619 sec): 3 clusters Score: Raw -1355294.089199 + Penalty 3040.839775 = -1352253.249424 nChanged 47 SP:Iteration 39Q (1226.356166 sec): 3 clusters Score: Raw -1355305.275308 + Penalty 3040.839775 = -1352264.435533 nChanged 34 SP:Iteration 40F (1226.422324 sec): 3 clusters Score: Raw -1355312.517682 + Penalty 3040.839775 = -1352271.677907 nChanged 26 SP:Iteration 41Q (1226.474483 sec): 3 clusters Score: Raw -1355318.789194 + Penalty 3040.839775 = -1352277.949418 nChanged 15 SP:Iteration 42Q (1226.523692 sec): 3 clusters Score: Raw -1355322.706501 + Penalty 3040.839775 = -1352281.866725 nChanged 15 SP:Iteration 43Q (1226.555656 sec): 3 clusters Score: Raw -1355325.340470 + Penalty 3040.839775 = -1352284.500695 nChanged 12 SP:Iteration 44Q (1226.583065 sec): 3 clusters Score: Raw -1355327.451215 + Penalty 3040.839775 = -1352286.611440 nChanged 13 SP:Iteration 45Q (1226.616303 sec): 3 clusters Score: Raw -1355329.774988 + Penalty 3040.839775 = -1352288.935213 nChanged 10 SP:Iteration 46Q (1226.648146 sec): 3 clusters Score: Raw -1355331.719444 + Penalty 3040.839775 = -1352290.879669 nChanged 13 SP:Iteration 47Q (1226.680605 sec): 3 clusters Score: Raw -1355333.859606 + Penalty 3040.839775 = -1352293.019830 nChanged 14 SP:Iteration 48Q (1226.713182 sec): 3 clusters Score: Raw -1355336.921576 + Penalty 3040.839775 = -1352296.081801 nChanged 9 SP:Iteration 49Q (1226.745037 sec): 3 clusters Score: Raw -1355339.173140 + Penalty 3040.839775 = -1352298.333365 nChanged 12 SP:Iteration 50Q (1226.773668 sec): 3 clusters Score: Raw -1355342.041724 + Penalty 3040.839775 = -1352301.201949 nChanged 12 SP:Iteration 51Q (1226.804142 sec): 3 clusters Score: Raw -1355345.643627 + Penalty 3040.839775 = -1352304.803852 nChanged 11 SP:Iteration 52Q (1226.833536 sec): 3 clusters Score: Raw -1355348.399020 + Penalty 3040.839775 = -1352307.559245 nChanged 9 SP:Iteration 53Q (1226.867367 sec): 3 clusters Score: Raw -1355350.689884 + Penalty 3040.839775 = -1352309.850109 nChanged 3 SP:Iteration 54Q (1226.910621 sec): 3 clusters Score: Raw -1355351.013892 + Penalty 3040.839775 = -1352310.174117 nChanged 2 SP:Iteration 55Q (1226.943234 sec): 3 clusters Score: Raw -1355351.491694 + Penalty 3040.839775 = -1352310.651919 nChanged 1 SP:Iteration 56Q (1226.972138 sec): 3 clusters Score: Raw -1355351.620539 + Penalty 3040.839775 = -1352310.780764 nChanged 1 SP:Iteration 57Q (1226.999273 sec): 3 clusters Score: Raw -1355351.769205 + Penalty 3040.839775 = -1352310.929429 nChanged 0 SP:Iteration 58F (1227.032434 sec): 3 clusters Score: Raw -1355351.769205 + Penalty 3040.839775 = -1352310.929429 nChanged 0 Trying to split cluster 14 (3407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1227.049107 sec): 2 clusters Score: Raw -419972.982799 + Penalty 1321.707955 = -418651.274843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1227.065730 sec): 3 clusters Score: Raw -418334.046546 + Penalty 2643.415911 = -415690.630635 nChanged 1268 SP:Iteration 1F (1227.081333 sec): 3 clusters Score: Raw -419111.533227 + Penalty 2643.415911 = -416468.117316 nChanged 283 SP:Iteration 2F (1227.096899 sec): 3 clusters Score: Raw -419289.646223 + Penalty 2643.415911 = -416646.230313 nChanged 195 SP:Iteration 3F (1227.112858 sec): 3 clusters Score: Raw -419417.111099 + Penalty 2643.415911 = -416773.695188 nChanged 159 SP:Iteration 4Q (1227.129740 sec): 3 clusters Score: Raw -419522.667958 + Penalty 2643.415911 = -416879.252048 nChanged 123 SP:Iteration 5Q (1227.147338 sec): 3 clusters Score: Raw -419614.126295 + Penalty 2643.415911 = -416970.710384 nChanged 122 SP:Iteration 6Q (1227.164028 sec): 3 clusters Score: Raw -419695.510971 + Penalty 2643.415911 = -417052.095060 nChanged 113 SP:Iteration 7Q (1227.187177 sec): 3 clusters Score: Raw -419759.065478 + Penalty 2643.415911 = -417115.649567 nChanged 86 SP:Iteration 8Q (1227.204879 sec): 3 clusters Score: Raw -419810.704724 + Penalty 2643.415911 = -417167.288814 nChanged 67 SP:Iteration 9Q (1227.228072 sec): 3 clusters Score: Raw -419845.621104 + Penalty 2643.415911 = -417202.205193 nChanged 59 SP:Iteration 10Q (1227.244528 sec): 3 clusters Score: Raw -419875.155269 + Penalty 2643.415911 = -417231.739359 nChanged 50 SP:Iteration 11Q (1227.260135 sec): 3 clusters Score: Raw -419897.685106 + Penalty 2643.415911 = -417254.269195 nChanged 42 SP:Iteration 12Q (1227.275772 sec): 3 clusters Score: Raw -419923.626382 + Penalty 2643.415911 = -417280.210471 nChanged 40 SP:Iteration 13Q (1227.291607 sec): 3 clusters Score: Raw -419945.981051 + Penalty 2643.415911 = -417302.565140 nChanged 37 SP:Iteration 14Q (1227.310084 sec): 3 clusters Score: Raw -419965.528266 + Penalty 2643.415911 = -417322.112356 nChanged 36 SP:Iteration 15Q (1227.327753 sec): 3 clusters Score: Raw -419984.778285 + Penalty 2643.415911 = -417341.362374 nChanged 33 SP:Iteration 16Q (1227.345826 sec): 3 clusters Score: Raw -420000.735564 + Penalty 2643.415911 = -417357.319653 nChanged 26 SP:Iteration 17Q (1227.363677 sec): 3 clusters Score: Raw -420017.977979 + Penalty 2643.415911 = -417374.562068 nChanged 33 SP:Iteration 18Q (1227.381197 sec): 3 clusters Score: Raw -420034.322900 + Penalty 2643.415911 = -417390.906990 nChanged 23 SP:Iteration 19Q (1227.398196 sec): 3 clusters Score: Raw -420053.091866 + Penalty 2643.415911 = -417409.675955 nChanged 23 SP:Iteration 20F (1227.416395 sec): 3 clusters Score: Raw -420066.362943 + Penalty 2643.415911 = -417422.947032 nChanged 28 SP:Iteration 21Q (1227.434411 sec): 3 clusters Score: Raw -420083.275405 + Penalty 2643.415911 = -417439.859494 nChanged 23 SP:Iteration 22Q (1227.452111 sec): 3 clusters Score: Raw -420100.428872 + Penalty 2643.415911 = -417457.012962 nChanged 30 SP:Iteration 23Q (1227.468296 sec): 3 clusters Score: Raw -420112.818507 + Penalty 2643.415911 = -417469.402597 nChanged 17 SP:Iteration 24Q (1227.483693 sec): 3 clusters Score: Raw -420119.442038 + Penalty 2643.415911 = -417476.026127 nChanged 17 SP:Iteration 25Q (1227.503653 sec): 3 clusters Score: Raw -420129.264990 + Penalty 2643.415911 = -417485.849079 nChanged 12 SP:Iteration 26Q (1227.521604 sec): 3 clusters Score: Raw -420135.111203 + Penalty 2643.415911 = -417491.695292 nChanged 6 SP:Iteration 27Q (1227.537917 sec): 3 clusters Score: Raw -420137.031599 + Penalty 2643.415911 = -417493.615688 nChanged 5 SP:Iteration 28Q (1227.553200 sec): 3 clusters Score: Raw -420138.914056 + Penalty 2643.415911 = -417495.498145 nChanged 4 SP:Iteration 29Q (1227.568787 sec): 3 clusters Score: Raw -420140.007383 + Penalty 2643.415911 = -417496.591472 nChanged 1 SP:Iteration 30Q (1227.591298 sec): 3 clusters Score: Raw -420140.361973 + Penalty 2643.415911 = -417496.946062 nChanged 6 SP:Iteration 31Q (1227.609906 sec): 3 clusters Score: Raw -420142.077432 + Penalty 2643.415911 = -417498.661521 nChanged 0 SP:Iteration 32F (1227.626334 sec): 3 clusters Score: Raw -420142.077432 + Penalty 2643.415911 = -417498.661521 nChanged 0 Trying to split cluster 15 (14884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1227.661732 sec): 2 clusters Score: Raw -1800547.203080 + Penalty 1561.306840 = -1798985.896241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1227.699412 sec): 3 clusters Score: Raw -1791719.003997 + Penalty 3122.613679 = -1788596.390318 nChanged 6598 SP:Iteration 1F (1227.759572 sec): 3 clusters Score: Raw -1795314.847554 + Penalty 3122.613679 = -1792192.233875 nChanged 882 SP:Iteration 2F (1227.806369 sec): 3 clusters Score: Raw -1795718.822386 + Penalty 3122.613679 = -1792596.208707 nChanged 911 SP:Iteration 3F (1227.848145 sec): 3 clusters Score: Raw -1796227.856029 + Penalty 3122.613679 = -1793105.242350 nChanged 923 SP:Iteration 4F (1227.884204 sec): 3 clusters Score: Raw -1796776.553082 + Penalty 3122.613679 = -1793653.939403 nChanged 920 SP:Iteration 5F (1227.925671 sec): 3 clusters Score: Raw -1797411.136017 + Penalty 3122.613679 = -1794288.522338 nChanged 906 SP:Iteration 6F (1227.987200 sec): 3 clusters Score: Raw -1798120.471067 + Penalty 3122.613679 = -1794997.857388 nChanged 826 SP:Iteration 7F (1228.023913 sec): 3 clusters Score: Raw -1798810.017258 + Penalty 3122.613679 = -1795687.403579 nChanged 713 SP:Iteration 8Q (1228.065935 sec): 3 clusters Score: Raw -1799402.933262 + Penalty 3122.613679 = -1796280.319583 nChanged 536 SP:Iteration 9Q (1228.101451 sec): 3 clusters Score: Raw -1799854.911876 + Penalty 3122.613679 = -1796732.298197 nChanged 374 SP:Iteration 10Q (1228.135743 sec): 3 clusters Score: Raw -1800164.700779 + Penalty 3122.613679 = -1797042.087100 nChanged 249 SP:Iteration 11Q (1228.169074 sec): 3 clusters Score: Raw -1800361.156860 + Penalty 3122.613679 = -1797238.543180 nChanged 162 SP:Iteration 12Q (1228.217059 sec): 3 clusters Score: Raw -1800483.397614 + Penalty 3122.613679 = -1797360.783935 nChanged 121 SP:Iteration 13Q (1228.248881 sec): 3 clusters Score: Raw -1800565.739240 + Penalty 3122.613679 = -1797443.125560 nChanged 87 SP:Iteration 14Q (1228.291542 sec): 3 clusters Score: Raw -1800618.943032 + Penalty 3122.613679 = -1797496.329353 nChanged 55 SP:Iteration 15Q (1228.347411 sec): 3 clusters Score: Raw -1800652.198832 + Penalty 3122.613679 = -1797529.585153 nChanged 37 SP:Iteration 16Q (1228.381292 sec): 3 clusters Score: Raw -1800674.538656 + Penalty 3122.613679 = -1797551.924977 nChanged 29 SP:Iteration 17Q (1228.415383 sec): 3 clusters Score: Raw -1800692.151065 + Penalty 3122.613679 = -1797569.537386 nChanged 20 SP:Iteration 18Q (1228.452021 sec): 3 clusters Score: Raw -1800704.472691 + Penalty 3122.613679 = -1797581.859012 nChanged 18 SP:Iteration 19Q (1228.485452 sec): 3 clusters Score: Raw -1800718.012518 + Penalty 3122.613679 = -1797595.398838 nChanged 18 SP:Iteration 20F (1228.542300 sec): 3 clusters Score: Raw -1800733.082767 + Penalty 3122.613679 = -1797610.469088 nChanged 20 SP:Iteration 21Q (1228.605855 sec): 3 clusters Score: Raw -1800750.603447 + Penalty 3122.613679 = -1797627.989768 nChanged 21 SP:Iteration 22Q (1228.640617 sec): 3 clusters Score: Raw -1800763.472266 + Penalty 3122.613679 = -1797640.858587 nChanged 14 SP:Iteration 23Q (1228.706183 sec): 3 clusters Score: Raw -1800771.272612 + Penalty 3122.613679 = -1797648.658933 nChanged 19 SP:Iteration 24Q (1228.768643 sec): 3 clusters Score: Raw -1800781.739733 + Penalty 3122.613679 = -1797659.126054 nChanged 9 SP:Iteration 25Q (1228.833699 sec): 3 clusters Score: Raw -1800786.955753 + Penalty 3122.613679 = -1797664.342074 nChanged 8 SP:Iteration 26Q (1228.888861 sec): 3 clusters Score: Raw -1800792.985508 + Penalty 3122.613679 = -1797670.371829 nChanged 8 SP:Iteration 27Q (1228.948660 sec): 3 clusters Score: Raw -1800797.207497 + Penalty 3122.613679 = -1797674.593818 nChanged 7 SP:Iteration 28Q (1229.011930 sec): 3 clusters Score: Raw -1800800.747993 + Penalty 3122.613679 = -1797678.134313 nChanged 3 SP:Iteration 29Q (1229.074552 sec): 3 clusters Score: Raw -1800803.129848 + Penalty 3122.613679 = -1797680.516169 nChanged 5 SP:Iteration 30Q (1229.104239 sec): 3 clusters Score: Raw -1800805.819390 + Penalty 3122.613679 = -1797683.205711 nChanged 4 SP:Iteration 31Q (1229.160313 sec): 3 clusters Score: Raw -1800807.835294 + Penalty 3122.613679 = -1797685.221615 nChanged 4 SP:Iteration 32Q (1229.225204 sec): 3 clusters Score: Raw -1800809.542336 + Penalty 3122.613679 = -1797686.928657 nChanged 2 SP:Iteration 33Q (1229.265807 sec): 3 clusters Score: Raw -1800810.229940 + Penalty 3122.613679 = -1797687.616261 nChanged 2 SP:Iteration 34Q (1229.303660 sec): 3 clusters Score: Raw -1800810.844570 + Penalty 3122.613679 = -1797688.230891 nChanged 2 SP:Iteration 35Q (1229.335445 sec): 3 clusters Score: Raw -1800811.684985 + Penalty 3122.613679 = -1797689.071306 nChanged 1 SP:Iteration 36Q (1229.370336 sec): 3 clusters Score: Raw -1800812.133713 + Penalty 3122.613679 = -1797689.520034 nChanged 1 SP:Iteration 37Q (1229.403414 sec): 3 clusters Score: Raw -1800812.419123 + Penalty 3122.613679 = -1797689.805444 nChanged 2 SP:Iteration 38Q (1229.433698 sec): 3 clusters Score: Raw -1800813.180583 + Penalty 3122.613679 = -1797690.566904 nChanged 1 SP:Iteration 39Q (1229.462869 sec): 3 clusters Score: Raw -1800813.888886 + Penalty 3122.613679 = -1797691.275207 nChanged 0 SP:Iteration 40F (1229.498952 sec): 3 clusters Score: Raw -1800813.888886 + Penalty 3122.613679 = -1797691.275207 nChanged 0 Trying to split cluster 16 (1410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1229.513244 sec): 2 clusters Score: Raw -156753.433265 + Penalty 1178.343560 = -155575.089705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1229.521277 sec): 3 clusters Score: Raw -156277.670449 + Penalty 2356.687120 = -153920.983330 nChanged 466 SP:Iteration 1F (1229.528727 sec): 3 clusters Score: Raw -156782.527013 + Penalty 2356.687120 = -154425.839893 nChanged 166 SP:Iteration 2F (1229.536199 sec): 3 clusters Score: Raw -156973.144147 + Penalty 2356.687120 = -154616.457027 nChanged 104 SP:Iteration 3F (1229.543669 sec): 3 clusters Score: Raw -157114.642783 + Penalty 2356.687120 = -154757.955664 nChanged 89 SP:Iteration 4F (1229.550970 sec): 3 clusters Score: Raw -157225.548738 + Penalty 2356.687120 = -154868.861618 nChanged 59 SP:Iteration 5Q (1229.561906 sec): 3 clusters Score: Raw -157293.583381 + Penalty 2356.687120 = -154936.896262 nChanged 50 SP:Iteration 6Q (1229.569271 sec): 3 clusters Score: Raw -157354.230723 + Penalty 2356.687120 = -154997.543603 nChanged 35 SP:Iteration 7Q (1229.578559 sec): 3 clusters Score: Raw -157395.859718 + Penalty 2356.687120 = -155039.172599 nChanged 26 SP:Iteration 8Q (1229.585510 sec): 3 clusters Score: Raw -157428.244023 + Penalty 2356.687120 = -155071.556903 nChanged 14 SP:Iteration 9Q (1229.598008 sec): 3 clusters Score: Raw -157439.290264 + Penalty 2356.687120 = -155082.603144 nChanged 14 SP:Iteration 10Q (1229.604916 sec): 3 clusters Score: Raw -157451.762629 + Penalty 2356.687120 = -155095.075510 nChanged 11 SP:Iteration 11Q (1229.616306 sec): 3 clusters Score: Raw -157464.311985 + Penalty 2356.687120 = -155107.624866 nChanged 13 SP:Iteration 12Q (1229.623247 sec): 3 clusters Score: Raw -157483.589708 + Penalty 2356.687120 = -155126.902588 nChanged 10 SP:Iteration 13Q (1229.636984 sec): 3 clusters Score: Raw -157503.742127 + Penalty 2356.687120 = -155147.055008 nChanged 9 SP:Iteration 14Q (1229.643834 sec): 3 clusters Score: Raw -157520.220661 + Penalty 2356.687120 = -155163.533541 nChanged 10 SP:Iteration 15Q (1229.655177 sec): 3 clusters Score: Raw -157531.759650 + Penalty 2356.687120 = -155175.072530 nChanged 9 SP:Iteration 16Q (1229.662011 sec): 3 clusters Score: Raw -157538.876109 + Penalty 2356.687120 = -155182.188989 nChanged 3 SP:Iteration 17Q (1229.675621 sec): 3 clusters Score: Raw -157542.297449 + Penalty 2356.687120 = -155185.610330 nChanged 2 SP:Iteration 18Q (1229.682529 sec): 3 clusters Score: Raw -157544.542385 + Penalty 2356.687120 = -155187.855265 nChanged 2 SP:Iteration 19Q (1229.693805 sec): 3 clusters Score: Raw -157547.004530 + Penalty 2356.687120 = -155190.317411 nChanged 1 SP:Iteration 20F (1229.700898 sec): 3 clusters Score: Raw -157547.565678 + Penalty 2356.687120 = -155190.878558 nChanged 1 SP:Iteration 21Q (1229.707644 sec): 3 clusters Score: Raw -157548.277205 + Penalty 2356.687120 = -155191.590086 nChanged 0 SP:Iteration 22F (1229.714775 sec): 3 clusters Score: Raw -157548.277205 + Penalty 2356.687120 = -155191.590086 nChanged 0 Trying to split cluster 17 (52100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1229.798104 sec): 2 clusters Score: Raw -6333331.788085 + Penalty 1764.899537 = -6331566.888548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1229.899219 sec): 3 clusters Score: Raw -6300302.646375 + Penalty 3529.799074 = -6296772.847301 nChanged 24395 SP:Iteration 1F (1230.001792 sec): 3 clusters Score: Raw -6314608.055562 + Penalty 3529.799074 = -6311078.256488 nChanged 2533 SP:Iteration 2Q (1230.105376 sec): 3 clusters Score: Raw -6315847.184508 + Penalty 3529.799074 = -6312317.385434 nChanged 3238 SP:Iteration 3F (1230.222390 sec): 3 clusters Score: Raw -6317979.704094 + Penalty 3529.799074 = -6314449.905020 nChanged 3985 SP:Iteration 4F (1230.333833 sec): 3 clusters Score: Raw -6320873.663310 + Penalty 3529.799074 = -6317343.864236 nChanged 4093 SP:Iteration 5F (1230.429956 sec): 3 clusters Score: Raw -6323850.568500 + Penalty 3529.799074 = -6320320.769425 nChanged 3541 SP:Iteration 6F (1230.525313 sec): 3 clusters Score: Raw -6326287.715248 + Penalty 3529.799074 = -6322757.916174 nChanged 2689 SP:Iteration 7F (1230.619472 sec): 3 clusters Score: Raw -6327880.100775 + Penalty 3529.799074 = -6324350.301701 nChanged 1964 SP:Iteration 8Q (1230.728168 sec): 3 clusters Score: Raw -6328859.231829 + Penalty 3529.799074 = -6325329.432755 nChanged 1492 SP:Iteration 9Q (1230.826182 sec): 3 clusters Score: Raw -6329583.515802 + Penalty 3529.799074 = -6326053.716728 nChanged 1206 SP:Iteration 10Q (1230.934783 sec): 3 clusters Score: Raw -6330216.253370 + Penalty 3529.799074 = -6326686.454296 nChanged 1081 SP:Iteration 11Q (1231.030111 sec): 3 clusters Score: Raw -6330973.925667 + Penalty 3529.799074 = -6327444.126593 nChanged 1054 SP:Iteration 12Q (1231.125894 sec): 3 clusters Score: Raw -6331826.953279 + Penalty 3529.799074 = -6328297.154205 nChanged 965 SP:Iteration 13Q (1231.232958 sec): 3 clusters Score: Raw -6332486.166897 + Penalty 3529.799074 = -6328956.367823 nChanged 815 SP:Iteration 14Q (1231.350142 sec): 3 clusters Score: Raw -6332928.180643 + Penalty 3529.799074 = -6329398.381569 nChanged 672 SP:Iteration 15Q (1231.463249 sec): 3 clusters Score: Raw -6333211.435880 + Penalty 3529.799074 = -6329681.636806 nChanged 571 SP:Iteration 16Q (1231.548056 sec): 3 clusters Score: Raw -6333426.231767 + Penalty 3529.799074 = -6329896.432693 nChanged 547 SP:Iteration 17Q (1231.639067 sec): 3 clusters Score: Raw -6333621.071365 + Penalty 3529.799074 = -6330091.272291 nChanged 487 SP:Iteration 18Q (1231.722566 sec): 3 clusters Score: Raw -6333792.209521 + Penalty 3529.799074 = -6330262.410447 nChanged 463 SP:Iteration 19Q (1231.816712 sec): 3 clusters Score: Raw -6333949.727397 + Penalty 3529.799074 = -6330419.928323 nChanged 418 SP:Iteration 20F (1231.912682 sec): 3 clusters Score: Raw -6334099.550360 + Penalty 3529.799074 = -6330569.751286 nChanged 419 SP:Iteration 21Q (1231.995569 sec): 3 clusters Score: Raw -6334243.847895 + Penalty 3529.799074 = -6330714.048821 nChanged 370 SP:Iteration 22Q (1232.077131 sec): 3 clusters Score: Raw -6334360.051665 + Penalty 3529.799074 = -6330830.252591 nChanged 375 SP:Iteration 23Q (1232.180931 sec): 3 clusters Score: Raw -6334489.559506 + Penalty 3529.799074 = -6330959.760432 nChanged 365 SP:Iteration 24Q (1232.289056 sec): 3 clusters Score: Raw -6334625.531564 + Penalty 3529.799074 = -6331095.732489 nChanged 314 SP:Iteration 25Q (1232.374132 sec): 3 clusters Score: Raw -6334728.556587 + Penalty 3529.799074 = -6331198.757513 nChanged 261 SP:Iteration 26Q (1232.465864 sec): 3 clusters Score: Raw -6334806.537827 + Penalty 3529.799074 = -6331276.738753 nChanged 233 SP:Iteration 27Q (1232.568540 sec): 3 clusters Score: Raw -6334875.655616 + Penalty 3529.799074 = -6331345.856542 nChanged 198 SP:Iteration 28Q (1232.657354 sec): 3 clusters Score: Raw -6334924.979542 + Penalty 3529.799074 = -6331395.180468 nChanged 158 SP:Iteration 29Q (1232.741073 sec): 3 clusters Score: Raw -6334959.264926 + Penalty 3529.799074 = -6331429.465852 nChanged 141 SP:Iteration 30Q (1232.828435 sec): 3 clusters Score: Raw -6334989.225115 + Penalty 3529.799074 = -6331459.426041 nChanged 131 SP:Iteration 31Q (1232.912048 sec): 3 clusters Score: Raw -6335015.927846 + Penalty 3529.799074 = -6331486.128772 nChanged 108 SP:Iteration 32Q (1233.022268 sec): 3 clusters Score: Raw -6335034.757208 + Penalty 3529.799074 = -6331504.958134 nChanged 82 SP:Iteration 33Q (1233.101513 sec): 3 clusters Score: Raw -6335048.299581 + Penalty 3529.799074 = -6331518.500507 nChanged 80 SP:Iteration 34Q (1233.178387 sec): 3 clusters Score: Raw -6335061.094909 + Penalty 3529.799074 = -6331531.295835 nChanged 90 SP:Iteration 35Q (1233.286370 sec): 3 clusters Score: Raw -6335075.957343 + Penalty 3529.799074 = -6331546.158269 nChanged 77 SP:Iteration 36Q (1233.392652 sec): 3 clusters Score: Raw -6335087.970572 + Penalty 3529.799074 = -6331558.171498 nChanged 76 SP:Iteration 37Q (1233.496701 sec): 3 clusters Score: Raw -6335100.632007 + Penalty 3529.799074 = -6331570.832933 nChanged 71 SP:Iteration 38Q (1233.580369 sec): 3 clusters Score: Raw -6335112.727799 + Penalty 3529.799074 = -6331582.928725 nChanged 52 SP:Iteration 39Q (1233.657466 sec): 3 clusters Score: Raw -6335120.273233 + Penalty 3529.799074 = -6331590.474159 nChanged 43 SP:Iteration 40F (1233.777832 sec): 3 clusters Score: Raw -6335126.427055 + Penalty 3529.799074 = -6331596.627981 nChanged 40 SP:Iteration 41Q (1233.855744 sec): 3 clusters Score: Raw -6335132.058398 + Penalty 3529.799074 = -6331602.259323 nChanged 44 SP:Iteration 42Q (1233.934555 sec): 3 clusters Score: Raw -6335137.727916 + Penalty 3529.799074 = -6331607.928842 nChanged 42 SP:Iteration 43Q (1234.035242 sec): 3 clusters Score: Raw -6335143.681634 + Penalty 3529.799074 = -6331613.882560 nChanged 34 SP:Iteration 44Q (1234.116672 sec): 3 clusters Score: Raw -6335148.068361 + Penalty 3529.799074 = -6331618.269287 nChanged 27 SP:Iteration 45Q (1234.194904 sec): 3 clusters Score: Raw -6335151.689483 + Penalty 3529.799074 = -6331621.890409 nChanged 26 SP:Iteration 46Q (1234.303918 sec): 3 clusters Score: Raw -6335155.518946 + Penalty 3529.799074 = -6331625.719872 nChanged 34 SP:Iteration 47Q (1234.381003 sec): 3 clusters Score: Raw -6335160.502626 + Penalty 3529.799074 = -6331630.703552 nChanged 27 SP:Iteration 48Q (1234.466370 sec): 3 clusters Score: Raw -6335164.011969 + Penalty 3529.799074 = -6331634.212895 nChanged 27 SP:Iteration 49Q (1234.552120 sec): 3 clusters Score: Raw -6335167.139911 + Penalty 3529.799074 = -6331637.340837 nChanged 20 SP:Iteration 50Q (1234.633033 sec): 3 clusters Score: Raw -6335168.866635 + Penalty 3529.799074 = -6331639.067561 nChanged 10 SP:Iteration 51Q (1234.711194 sec): 3 clusters Score: Raw -6335169.606486 + Penalty 3529.799074 = -6331639.807412 nChanged 6 SP:Iteration 52Q (1234.788861 sec): 3 clusters Score: Raw -6335169.916560 + Penalty 3529.799074 = -6331640.117486 nChanged 2 SP:Iteration 53Q (1234.864476 sec): 3 clusters Score: Raw -6335170.101648 + Penalty 3529.799074 = -6331640.302574 nChanged 4 SP:Iteration 54Q (1234.940717 sec): 3 clusters Score: Raw -6335170.295230 + Penalty 3529.799074 = -6331640.496156 nChanged 2 SP:Iteration 55Q (1235.043909 sec): 3 clusters Score: Raw -6335170.443854 + Penalty 3529.799074 = -6331640.644780 nChanged 2 SP:Iteration 56Q (1235.118543 sec): 3 clusters Score: Raw -6335170.535013 + Penalty 3529.799074 = -6331640.735939 nChanged 3 SP:Iteration 57Q (1235.196688 sec): 3 clusters Score: Raw -6335170.898448 + Penalty 3529.799074 = -6331641.099374 nChanged 5 SP:Iteration 58Q (1235.274933 sec): 3 clusters Score: Raw -6335171.227833 + Penalty 3529.799074 = -6331641.428759 nChanged 3 SP:Iteration 59Q (1235.353178 sec): 3 clusters Score: Raw -6335171.674467 + Penalty 3529.799074 = -6331641.875393 nChanged 8 SP:Iteration 60F (1235.447694 sec): 3 clusters Score: Raw -6335172.446817 + Penalty 3529.799074 = -6331642.647743 nChanged 5 SP:Iteration 61Q (1235.523798 sec): 3 clusters Score: Raw -6335172.827152 + Penalty 3529.799074 = -6331643.028078 nChanged 7 SP:Iteration 62Q (1235.607788 sec): 3 clusters Score: Raw -6335173.964561 + Penalty 3529.799074 = -6331644.165487 nChanged 9 SP:Iteration 63Q (1235.693091 sec): 3 clusters Score: Raw -6335174.968029 + Penalty 3529.799074 = -6331645.168955 nChanged 5 SP:Iteration 64Q (1235.772489 sec): 3 clusters Score: Raw -6335175.543214 + Penalty 3529.799074 = -6331645.744140 nChanged 6 SP:Iteration 65Q (1235.846997 sec): 3 clusters Score: Raw -6335176.171228 + Penalty 3529.799074 = -6331646.372154 nChanged 6 SP:Iteration 66Q (1235.951483 sec): 3 clusters Score: Raw -6335176.569999 + Penalty 3529.799074 = -6331646.770925 nChanged 3 SP:Iteration 67Q (1236.034629 sec): 3 clusters Score: Raw -6335176.765003 + Penalty 3529.799074 = -6331646.965929 nChanged 1 SP:Iteration 68Q (1236.109650 sec): 3 clusters Score: Raw -6335176.810813 + Penalty 3529.799074 = -6331647.011739 nChanged 0 SP:Iteration 69F (1236.206329 sec): 3 clusters Score: Raw -6335176.810813 + Penalty 3529.799074 = -6331647.011739 nChanged 0 Score: Raw -56484935.689455 + Penalty 48846.438169 = -56436089.251287 Splitting cluster 17 changes total score from -56436365.739474 to -56436089.251287 So it's not getting split. Trying to split cluster 18 (28997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1243.454059 sec): 2 clusters Score: Raw -3393328.123676 + Penalty 1669.678994 = -3391658.444682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1243.514466 sec): 3 clusters Score: Raw -3375348.135859 + Penalty 3339.357988 = -3372008.777871 nChanged 13368 SP:Iteration 1F (1243.570109 sec): 3 clusters Score: Raw -3382866.856146 + Penalty 3339.357988 = -3379527.498158 nChanged 1369 SP:Iteration 2Q (1243.661715 sec): 3 clusters Score: Raw -3383364.493343 + Penalty 3339.357988 = -3380025.135355 nChanged 1411 SP:Iteration 3Q (1243.724250 sec): 3 clusters Score: Raw -3383921.126932 + Penalty 3339.357988 = -3380581.768944 nChanged 1435 SP:Iteration 4Q (1243.785818 sec): 3 clusters Score: Raw -3384538.660854 + Penalty 3339.357988 = -3381199.302866 nChanged 1448 SP:Iteration 5Q (1243.842008 sec): 3 clusters Score: Raw -3385204.112287 + Penalty 3339.357988 = -3381864.754299 nChanged 1478 SP:Iteration 6F (1243.913124 sec): 3 clusters Score: Raw -3385943.951772 + Penalty 3339.357988 = -3382604.593784 nChanged 1490 SP:Iteration 7F (1243.967925 sec): 3 clusters Score: Raw -3386752.751095 + Penalty 3339.357988 = -3383413.393107 nChanged 1568 SP:Iteration 8F (1244.037367 sec): 3 clusters Score: Raw -3387719.161513 + Penalty 3339.357988 = -3384379.803525 nChanged 1614 SP:Iteration 9F (1244.094501 sec): 3 clusters Score: Raw -3388868.867524 + Penalty 3339.357988 = -3385529.509536 nChanged 1579 SP:Iteration 10F (1244.148609 sec): 3 clusters Score: Raw -3390044.128484 + Penalty 3339.357988 = -3386704.770496 nChanged 1386 SP:Iteration 11Q (1244.232379 sec): 3 clusters Score: Raw -3391125.635225 + Penalty 3339.357988 = -3387786.277237 nChanged 1102 SP:Iteration 12Q (1244.284160 sec): 3 clusters Score: Raw -3392001.550204 + Penalty 3339.357988 = -3388662.192216 nChanged 796 SP:Iteration 13Q (1244.337757 sec): 3 clusters Score: Raw -3392636.572491 + Penalty 3339.357988 = -3389297.214503 nChanged 486 SP:Iteration 14Q (1244.387982 sec): 3 clusters Score: Raw -3393016.574892 + Penalty 3339.357988 = -3389677.216904 nChanged 316 SP:Iteration 15Q (1244.439372 sec): 3 clusters Score: Raw -3393268.953356 + Penalty 3339.357988 = -3389929.595368 nChanged 164 SP:Iteration 16Q (1244.495223 sec): 3 clusters Score: Raw -3393402.627623 + Penalty 3339.357988 = -3390063.269635 nChanged 94 SP:Iteration 17Q (1244.545758 sec): 3 clusters Score: Raw -3393476.306921 + Penalty 3339.357988 = -3390136.948933 nChanged 50 SP:Iteration 18Q (1244.592187 sec): 3 clusters Score: Raw -3393522.296914 + Penalty 3339.357988 = -3390182.938926 nChanged 35 SP:Iteration 19Q (1244.639019 sec): 3 clusters Score: Raw -3393560.091819 + Penalty 3339.357988 = -3390220.733831 nChanged 29 SP:Iteration 20F (1244.693400 sec): 3 clusters Score: Raw -3393583.304971 + Penalty 3339.357988 = -3390243.946983 nChanged 14 SP:Iteration 21Q (1244.739579 sec): 3 clusters Score: Raw -3393596.881149 + Penalty 3339.357988 = -3390257.523161 nChanged 11 SP:Iteration 22Q (1244.827003 sec): 3 clusters Score: Raw -3393607.678809 + Penalty 3339.357988 = -3390268.320821 nChanged 13 SP:Iteration 23Q (1244.883071 sec): 3 clusters Score: Raw -3393619.397299 + Penalty 3339.357988 = -3390280.039311 nChanged 5 SP:Iteration 24Q (1244.941305 sec): 3 clusters Score: Raw -3393622.026112 + Penalty 3339.357988 = -3390282.668124 nChanged 2 SP:Iteration 25Q (1244.985958 sec): 3 clusters Score: Raw -3393624.108799 + Penalty 3339.357988 = -3390284.750811 nChanged 2 SP:Iteration 26Q (1245.031072 sec): 3 clusters Score: Raw -3393627.718829 + Penalty 3339.357988 = -3390288.360841 nChanged 2 SP:Iteration 27Q (1245.076114 sec): 3 clusters Score: Raw -3393629.112879 + Penalty 3339.357988 = -3390289.754891 nChanged 1 SP:Iteration 28Q (1245.121425 sec): 3 clusters Score: Raw -3393630.371116 + Penalty 3339.357988 = -3390291.013128 nChanged 3 SP:Iteration 29Q (1245.167053 sec): 3 clusters Score: Raw -3393631.743510 + Penalty 3339.357988 = -3390292.385523 nChanged 1 SP:Iteration 30Q (1245.219620 sec): 3 clusters Score: Raw -3393632.959751 + Penalty 3339.357988 = -3390293.601763 nChanged 3 SP:Iteration 31Q (1245.265067 sec): 3 clusters Score: Raw -3393635.218968 + Penalty 3339.357988 = -3390295.860980 nChanged 2 SP:Iteration 32Q (1245.311521 sec): 3 clusters Score: Raw -3393637.103426 + Penalty 3339.357988 = -3390297.745438 nChanged 1 SP:Iteration 33Q (1245.357923 sec): 3 clusters Score: Raw -3393637.360947 + Penalty 3339.357988 = -3390298.002959 nChanged 1 SP:Iteration 34Q (1245.402639 sec): 3 clusters Score: Raw -3393638.127913 + Penalty 3339.357988 = -3390298.769925 nChanged 0 SP:Iteration 35F (1245.455875 sec): 3 clusters Score: Raw -3393638.127913 + Penalty 3339.357988 = -3390298.769925 nChanged 0 Trying to split cluster 19 (9375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1245.480460 sec): 2 clusters Score: Raw -1138461.014269 + Penalty 1486.192801 = -1136974.821469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1245.510845 sec): 3 clusters Score: Raw -1133219.934494 + Penalty 2972.385602 = -1130247.548893 nChanged 4012 SP:Iteration 1F (1245.538500 sec): 3 clusters Score: Raw -1135442.879213 + Penalty 2972.385602 = -1132470.493612 nChanged 615 SP:Iteration 2F (1245.565139 sec): 3 clusters Score: Raw -1135778.466564 + Penalty 2972.385602 = -1132806.080962 nChanged 545 SP:Iteration 3F (1245.591765 sec): 3 clusters Score: Raw -1136063.943890 + Penalty 2972.385602 = -1133091.558288 nChanged 532 SP:Iteration 4F (1245.618451 sec): 3 clusters Score: Raw -1136346.896111 + Penalty 2972.385602 = -1133374.510510 nChanged 488 SP:Iteration 5F (1245.645220 sec): 3 clusters Score: Raw -1136618.080935 + Penalty 2972.385602 = -1133645.695334 nChanged 483 SP:Iteration 6F (1245.672474 sec): 3 clusters Score: Raw -1136872.272412 + Penalty 2972.385602 = -1133899.886810 nChanged 422 SP:Iteration 7Q (1245.712639 sec): 3 clusters Score: Raw -1137103.482683 + Penalty 2972.385602 = -1134131.097082 nChanged 401 SP:Iteration 8Q (1245.748144 sec): 3 clusters Score: Raw -1137307.987847 + Penalty 2972.385602 = -1134335.602246 nChanged 324 SP:Iteration 9Q (1245.788818 sec): 3 clusters Score: Raw -1137457.996015 + Penalty 2972.385602 = -1134485.610414 nChanged 262 SP:Iteration 10Q (1245.815790 sec): 3 clusters Score: Raw -1137587.637545 + Penalty 2972.385602 = -1134615.251944 nChanged 252 SP:Iteration 11Q (1245.842758 sec): 3 clusters Score: Raw -1137711.833754 + Penalty 2972.385602 = -1134739.448153 nChanged 213 SP:Iteration 12Q (1245.873590 sec): 3 clusters Score: Raw -1137826.880858 + Penalty 2972.385602 = -1134854.495256 nChanged 209 SP:Iteration 13Q (1245.916835 sec): 3 clusters Score: Raw -1137940.218445 + Penalty 2972.385602 = -1134967.832843 nChanged 195 SP:Iteration 14Q (1245.948277 sec): 3 clusters Score: Raw -1138050.107528 + Penalty 2972.385602 = -1135077.721926 nChanged 154 SP:Iteration 15Q (1245.975051 sec): 3 clusters Score: Raw -1138136.750579 + Penalty 2972.385602 = -1135164.364978 nChanged 140 SP:Iteration 16Q (1246.009514 sec): 3 clusters Score: Raw -1138218.610462 + Penalty 2972.385602 = -1135246.224861 nChanged 125 SP:Iteration 17Q (1246.066813 sec): 3 clusters Score: Raw -1138307.323018 + Penalty 2972.385602 = -1135334.937417 nChanged 114 SP:Iteration 18Q (1246.095170 sec): 3 clusters Score: Raw -1138383.870172 + Penalty 2972.385602 = -1135411.484570 nChanged 88 SP:Iteration 19Q (1246.121147 sec): 3 clusters Score: Raw -1138447.146738 + Penalty 2972.385602 = -1135474.761136 nChanged 92 SP:Iteration 20F (1246.181014 sec): 3 clusters Score: Raw -1138518.775134 + Penalty 2972.385602 = -1135546.389532 nChanged 73 SP:Iteration 21Q (1246.206501 sec): 3 clusters Score: Raw -1138575.261391 + Penalty 2972.385602 = -1135602.875789 nChanged 52 SP:Iteration 22Q (1246.231614 sec): 3 clusters Score: Raw -1138611.018410 + Penalty 2972.385602 = -1135638.632808 nChanged 32 SP:Iteration 23Q (1246.275778 sec): 3 clusters Score: Raw -1138634.245651 + Penalty 2972.385602 = -1135661.860050 nChanged 29 SP:Iteration 24Q (1246.302663 sec): 3 clusters Score: Raw -1138655.328844 + Penalty 2972.385602 = -1135682.943242 nChanged 23 SP:Iteration 25Q (1246.327357 sec): 3 clusters Score: Raw -1138671.053235 + Penalty 2972.385602 = -1135698.667633 nChanged 17 SP:Iteration 26Q (1246.382201 sec): 3 clusters Score: Raw -1138683.384396 + Penalty 2972.385602 = -1135710.998794 nChanged 13 SP:Iteration 27Q (1246.409576 sec): 3 clusters Score: Raw -1138692.284946 + Penalty 2972.385602 = -1135719.899344 nChanged 14 SP:Iteration 28Q (1246.446026 sec): 3 clusters Score: Raw -1138703.637122 + Penalty 2972.385602 = -1135731.251520 nChanged 13 SP:Iteration 29Q (1246.495789 sec): 3 clusters Score: Raw -1138712.292336 + Penalty 2972.385602 = -1135739.906734 nChanged 12 SP:Iteration 30Q (1246.521454 sec): 3 clusters Score: Raw -1138721.358032 + Penalty 2972.385602 = -1135748.972430 nChanged 12 SP:Iteration 31Q (1246.545840 sec): 3 clusters Score: Raw -1138729.077001 + Penalty 2972.385602 = -1135756.691400 nChanged 8 SP:Iteration 32Q (1246.570138 sec): 3 clusters Score: Raw -1138734.538532 + Penalty 2972.385602 = -1135762.152930 nChanged 10 SP:Iteration 33Q (1246.598286 sec): 3 clusters Score: Raw -1138741.703455 + Penalty 2972.385602 = -1135769.317853 nChanged 7 SP:Iteration 34Q (1246.624518 sec): 3 clusters Score: Raw -1138745.774373 + Penalty 2972.385602 = -1135773.388772 nChanged 5 SP:Iteration 35Q (1246.649391 sec): 3 clusters Score: Raw -1138750.561012 + Penalty 2972.385602 = -1135778.175411 nChanged 3 SP:Iteration 36Q (1246.684097 sec): 3 clusters Score: Raw -1138753.286571 + Penalty 2972.385602 = -1135780.900969 nChanged 4 SP:Iteration 37Q (1246.708269 sec): 3 clusters Score: Raw -1138756.069812 + Penalty 2972.385602 = -1135783.684211 nChanged 4 SP:Iteration 38Q (1246.733150 sec): 3 clusters Score: Raw -1138759.965828 + Penalty 2972.385602 = -1135787.580227 nChanged 8 SP:Iteration 39Q (1246.770374 sec): 3 clusters Score: Raw -1138767.071608 + Penalty 2972.385602 = -1135794.686007 nChanged 3 SP:Iteration 40F (1246.802125 sec): 3 clusters Score: Raw -1138770.416721 + Penalty 2972.385602 = -1135798.031120 nChanged 5 SP:Iteration 41Q (1246.827719 sec): 3 clusters Score: Raw -1138774.862457 + Penalty 2972.385602 = -1135802.476856 nChanged 3 SP:Iteration 42Q (1246.854476 sec): 3 clusters Score: Raw -1138777.034869 + Penalty 2972.385602 = -1135804.649268 nChanged 3 SP:Iteration 43Q (1246.900443 sec): 3 clusters Score: Raw -1138779.150270 + Penalty 2972.385602 = -1135806.764669 nChanged 1 SP:Iteration 44Q (1246.924659 sec): 3 clusters Score: Raw -1138779.773077 + Penalty 2972.385602 = -1135807.387475 nChanged 0 SP:Iteration 45F (1246.951511 sec): 3 clusters Score: Raw -1138779.773077 + Penalty 2972.385602 = -1135807.387475 nChanged 0 Trying to split cluster 20 (7688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1246.972480 sec): 2 clusters Score: Raw -934415.363579 + Penalty 1453.955092 = -932961.408487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1247.004846 sec): 3 clusters Score: Raw -930176.868881 + Penalty 2907.910184 = -927268.958697 nChanged 3231 SP:Iteration 1F (1247.038731 sec): 3 clusters Score: Raw -931954.969118 + Penalty 2907.910184 = -929047.058934 nChanged 498 SP:Iteration 2F (1247.093032 sec): 3 clusters Score: Raw -932188.915910 + Penalty 2907.910184 = -929281.005726 nChanged 403 SP:Iteration 3F (1247.117444 sec): 3 clusters Score: Raw -932389.643498 + Penalty 2907.910184 = -929481.733314 nChanged 406 SP:Iteration 4F (1247.176316 sec): 3 clusters Score: Raw -932627.854853 + Penalty 2907.910184 = -929719.944669 nChanged 438 SP:Iteration 5F (1247.232043 sec): 3 clusters Score: Raw -932944.271743 + Penalty 2907.910184 = -930036.361559 nChanged 469 SP:Iteration 6F (1247.272367 sec): 3 clusters Score: Raw -933337.037188 + Penalty 2907.910184 = -930429.127004 nChanged 429 SP:Iteration 7F (1247.301810 sec): 3 clusters Score: Raw -933669.738872 + Penalty 2907.910184 = -930761.828688 nChanged 379 SP:Iteration 8Q (1247.350936 sec): 3 clusters Score: Raw -933956.718763 + Penalty 2907.910184 = -931048.808579 nChanged 305 SP:Iteration 9Q (1247.380589 sec): 3 clusters Score: Raw -934172.543235 + Penalty 2907.910184 = -931264.633051 nChanged 263 SP:Iteration 10Q (1247.420715 sec): 3 clusters Score: Raw -934330.334845 + Penalty 2907.910184 = -931422.424661 nChanged 178 SP:Iteration 11Q (1247.450631 sec): 3 clusters Score: Raw -934411.602890 + Penalty 2907.910184 = -931503.692706 nChanged 120 SP:Iteration 12Q (1247.494528 sec): 3 clusters Score: Raw -934467.386455 + Penalty 2907.910184 = -931559.476271 nChanged 95 SP:Iteration 13Q (1247.524238 sec): 3 clusters Score: Raw -934509.853165 + Penalty 2907.910184 = -931601.942981 nChanged 78 SP:Iteration 14Q (1247.569319 sec): 3 clusters Score: Raw -934544.766136 + Penalty 2907.910184 = -931636.855952 nChanged 72 SP:Iteration 15Q (1247.593582 sec): 3 clusters Score: Raw -934584.843909 + Penalty 2907.910184 = -931676.933725 nChanged 71 SP:Iteration 16Q (1247.621502 sec): 3 clusters Score: Raw -934620.438929 + Penalty 2907.910184 = -931712.528745 nChanged 51 SP:Iteration 17Q (1247.645836 sec): 3 clusters Score: Raw -934640.402414 + Penalty 2907.910184 = -931732.492230 nChanged 34 SP:Iteration 18Q (1247.669803 sec): 3 clusters Score: Raw -934651.014048 + Penalty 2907.910184 = -931743.103864 nChanged 28 SP:Iteration 19Q (1247.693554 sec): 3 clusters Score: Raw -934660.187517 + Penalty 2907.910184 = -931752.277333 nChanged 22 SP:Iteration 20F (1247.729944 sec): 3 clusters Score: Raw -934669.780229 + Penalty 2907.910184 = -931761.870045 nChanged 27 SP:Iteration 21Q (1247.786982 sec): 3 clusters Score: Raw -934678.767478 + Penalty 2907.910184 = -931770.857294 nChanged 18 SP:Iteration 22Q (1247.826103 sec): 3 clusters Score: Raw -934684.787584 + Penalty 2907.910184 = -931776.877400 nChanged 14 SP:Iteration 23Q (1247.849597 sec): 3 clusters Score: Raw -934690.123062 + Penalty 2907.910184 = -931782.212878 nChanged 17 SP:Iteration 24Q (1247.894202 sec): 3 clusters Score: Raw -934696.484480 + Penalty 2907.910184 = -931788.574296 nChanged 21 SP:Iteration 25Q (1247.936781 sec): 3 clusters Score: Raw -934705.678686 + Penalty 2907.910184 = -931797.768502 nChanged 17 SP:Iteration 26Q (1247.966348 sec): 3 clusters Score: Raw -934712.594446 + Penalty 2907.910184 = -931804.684262 nChanged 14 SP:Iteration 27Q (1248.013907 sec): 3 clusters Score: Raw -934719.441811 + Penalty 2907.910184 = -931811.531628 nChanged 9 SP:Iteration 28Q (1248.037148 sec): 3 clusters Score: Raw -934722.774789 + Penalty 2907.910184 = -931814.864605 nChanged 7 SP:Iteration 29Q (1248.066808 sec): 3 clusters Score: Raw -934725.651629 + Penalty 2907.910184 = -931817.741445 nChanged 6 SP:Iteration 30Q (1248.096156 sec): 3 clusters Score: Raw -934727.866209 + Penalty 2907.910184 = -931819.956025 nChanged 4 SP:Iteration 31Q (1248.136913 sec): 3 clusters Score: Raw -934728.690839 + Penalty 2907.910184 = -931820.780655 nChanged 0 SP:Iteration 32F (1248.165844 sec): 3 clusters Score: Raw -934728.690839 + Penalty 2907.910184 = -931820.780655 nChanged 0 Trying to split cluster 21 (15923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1248.196107 sec): 2 clusters Score: Raw -1923817.541558 + Penalty 1572.271981 = -1922245.269577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1248.233877 sec): 3 clusters Score: Raw -1914477.541712 + Penalty 3144.543962 = -1911332.997749 nChanged 7141 SP:Iteration 1F (1248.269718 sec): 3 clusters Score: Raw -1918639.491305 + Penalty 3144.543962 = -1915494.947343 nChanged 1076 SP:Iteration 2F (1248.305894 sec): 3 clusters Score: Raw -1919380.548448 + Penalty 3144.543962 = -1916236.004486 nChanged 1066 SP:Iteration 3F (1248.347865 sec): 3 clusters Score: Raw -1920121.371523 + Penalty 3144.543962 = -1916976.827561 nChanged 1054 SP:Iteration 4F (1248.389961 sec): 3 clusters Score: Raw -1920921.740070 + Penalty 3144.543962 = -1917777.196107 nChanged 1042 SP:Iteration 5F (1248.430704 sec): 3 clusters Score: Raw -1921733.391528 + Penalty 3144.543962 = -1918588.847566 nChanged 1044 SP:Iteration 6F (1248.472996 sec): 3 clusters Score: Raw -1922567.924196 + Penalty 3144.543962 = -1919423.380234 nChanged 970 SP:Iteration 7F (1248.512800 sec): 3 clusters Score: Raw -1923404.135405 + Penalty 3144.543962 = -1920259.591443 nChanged 891 SP:Iteration 8F (1248.563615 sec): 3 clusters Score: Raw -1924084.894609 + Penalty 3144.543962 = -1920940.350647 nChanged 696 SP:Iteration 9Q (1248.605293 sec): 3 clusters Score: Raw -1924543.333067 + Penalty 3144.543962 = -1921398.789105 nChanged 488 SP:Iteration 10Q (1248.643600 sec): 3 clusters Score: Raw -1924797.996904 + Penalty 3144.543962 = -1921653.452942 nChanged 356 SP:Iteration 11Q (1248.691095 sec): 3 clusters Score: Raw -1924945.811841 + Penalty 3144.543962 = -1921801.267879 nChanged 242 SP:Iteration 12Q (1248.730775 sec): 3 clusters Score: Raw -1925023.503203 + Penalty 3144.543962 = -1921878.959241 nChanged 175 SP:Iteration 13Q (1248.798793 sec): 3 clusters Score: Raw -1925064.180548 + Penalty 3144.543962 = -1921919.636586 nChanged 111 SP:Iteration 14Q (1248.846909 sec): 3 clusters Score: Raw -1925085.585497 + Penalty 3144.543962 = -1921941.041535 nChanged 76 SP:Iteration 15Q (1248.888073 sec): 3 clusters Score: Raw -1925097.825992 + Penalty 3144.543962 = -1921953.282030 nChanged 59 SP:Iteration 16Q (1248.921892 sec): 3 clusters Score: Raw -1925107.656978 + Penalty 3144.543962 = -1921963.113016 nChanged 61 SP:Iteration 17Q (1248.975031 sec): 3 clusters Score: Raw -1925117.878938 + Penalty 3144.543962 = -1921973.334976 nChanged 53 SP:Iteration 18Q (1249.038329 sec): 3 clusters Score: Raw -1925124.741326 + Penalty 3144.543962 = -1921980.197364 nChanged 45 SP:Iteration 19Q (1249.071957 sec): 3 clusters Score: Raw -1925129.616167 + Penalty 3144.543962 = -1921985.072205 nChanged 30 SP:Iteration 20F (1249.127243 sec): 3 clusters Score: Raw -1925132.160311 + Penalty 3144.543962 = -1921987.616349 nChanged 18 SP:Iteration 21Q (1249.195744 sec): 3 clusters Score: Raw -1925133.907307 + Penalty 3144.543962 = -1921989.363345 nChanged 17 SP:Iteration 22Q (1249.229908 sec): 3 clusters Score: Raw -1925135.279326 + Penalty 3144.543962 = -1921990.735364 nChanged 14 SP:Iteration 23Q (1249.299314 sec): 3 clusters Score: Raw -1925136.483144 + Penalty 3144.543962 = -1921991.939181 nChanged 12 SP:Iteration 24Q (1249.340029 sec): 3 clusters Score: Raw -1925138.143885 + Penalty 3144.543962 = -1921993.599922 nChanged 15 SP:Iteration 25Q (1249.380601 sec): 3 clusters Score: Raw -1925139.836916 + Penalty 3144.543962 = -1921995.292954 nChanged 19 SP:Iteration 26Q (1249.421606 sec): 3 clusters Score: Raw -1925141.678028 + Penalty 3144.543962 = -1921997.134066 nChanged 16 SP:Iteration 27Q (1249.455095 sec): 3 clusters Score: Raw -1925142.868871 + Penalty 3144.543962 = -1921998.324908 nChanged 13 SP:Iteration 28Q (1249.496128 sec): 3 clusters Score: Raw -1925143.636761 + Penalty 3144.543962 = -1921999.092799 nChanged 7 SP:Iteration 29Q (1249.535865 sec): 3 clusters Score: Raw -1925144.108439 + Penalty 3144.543962 = -1921999.564477 nChanged 6 SP:Iteration 30Q (1249.571793 sec): 3 clusters Score: Raw -1925144.367676 + Penalty 3144.543962 = -1921999.823714 nChanged 1 SP:Iteration 31Q (1249.605567 sec): 3 clusters Score: Raw -1925144.417261 + Penalty 3144.543962 = -1921999.873299 nChanged 1 SP:Iteration 32Q (1249.641277 sec): 3 clusters Score: Raw -1925144.492581 + Penalty 3144.543962 = -1921999.948619 nChanged 2 SP:Iteration 33Q (1249.704927 sec): 3 clusters Score: Raw -1925144.625728 + Penalty 3144.543962 = -1922000.081766 nChanged 2 SP:Iteration 34Q (1249.773240 sec): 3 clusters Score: Raw -1925144.737572 + Penalty 3144.543962 = -1922000.193610 nChanged 2 SP:Iteration 35Q (1249.812917 sec): 3 clusters Score: Raw -1925144.799478 + Penalty 3144.543962 = -1922000.255516 nChanged 1 SP:Iteration 36Q (1249.852990 sec): 3 clusters Score: Raw -1925144.851100 + Penalty 3144.543962 = -1922000.307138 nChanged 1 SP:Iteration 37Q (1249.893160 sec): 3 clusters Score: Raw -1925144.864748 + Penalty 3144.543962 = -1922000.320785 nChanged 0 SP:Iteration 38F (1249.934939 sec): 3 clusters Score: Raw -1925144.864748 + Penalty 3144.543962 = -1922000.320785 nChanged 0 Trying to split cluster 22 (7393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1249.966733 sec): 2 clusters Score: Raw -865930.864566 + Penalty 1447.596944 = -864483.267622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1250.026772 sec): 3 clusters Score: Raw -861921.370237 + Penalty 2895.193888 = -859026.176349 nChanged 3099 SP:Iteration 1F (1250.068296 sec): 3 clusters Score: Raw -863603.540665 + Penalty 2895.193888 = -860708.346777 nChanged 486 SP:Iteration 2F (1250.103147 sec): 3 clusters Score: Raw -863820.264688 + Penalty 2895.193888 = -860925.070800 nChanged 347 SP:Iteration 3Q (1250.127476 sec): 3 clusters Score: Raw -863967.629747 + Penalty 2895.193888 = -861072.435859 nChanged 281 SP:Iteration 4Q (1250.157125 sec): 3 clusters Score: Raw -864076.170865 + Penalty 2895.193888 = -861180.976977 nChanged 262 SP:Iteration 5Q (1250.214675 sec): 3 clusters Score: Raw -864177.944910 + Penalty 2895.193888 = -861282.751022 nChanged 223 SP:Iteration 6Q (1250.245884 sec): 3 clusters Score: Raw -864277.908973 + Penalty 2895.193888 = -861382.715085 nChanged 232 SP:Iteration 7Q (1250.275270 sec): 3 clusters Score: Raw -864395.235091 + Penalty 2895.193888 = -861500.041203 nChanged 230 SP:Iteration 8Q (1250.303757 sec): 3 clusters Score: Raw -864539.296662 + Penalty 2895.193888 = -861644.102774 nChanged 286 SP:Iteration 9Q (1250.360592 sec): 3 clusters Score: Raw -864720.114075 + Penalty 2895.193888 = -861824.920188 nChanged 291 SP:Iteration 10Q (1250.388728 sec): 3 clusters Score: Raw -864922.047133 + Penalty 2895.193888 = -862026.853246 nChanged 293 SP:Iteration 11Q (1250.418148 sec): 3 clusters Score: Raw -865130.753850 + Penalty 2895.193888 = -862235.559962 nChanged 285 SP:Iteration 12Q (1250.442049 sec): 3 clusters Score: Raw -865313.216445 + Penalty 2895.193888 = -862418.022558 nChanged 262 SP:Iteration 13Q (1250.466159 sec): 3 clusters Score: Raw -865485.288684 + Penalty 2895.193888 = -862590.094796 nChanged 235 SP:Iteration 14Q (1250.495902 sec): 3 clusters Score: Raw -865633.481438 + Penalty 2895.193888 = -862738.287550 nChanged 205 SP:Iteration 15Q (1250.519566 sec): 3 clusters Score: Raw -865760.239361 + Penalty 2895.193888 = -862865.045474 nChanged 185 SP:Iteration 16Q (1250.543124 sec): 3 clusters Score: Raw -865869.975054 + Penalty 2895.193888 = -862974.781167 nChanged 151 SP:Iteration 17Q (1250.573138 sec): 3 clusters Score: Raw -865962.183971 + Penalty 2895.193888 = -863066.990083 nChanged 137 SP:Iteration 18Q (1250.606595 sec): 3 clusters Score: Raw -866033.105074 + Penalty 2895.193888 = -863137.911186 nChanged 119 SP:Iteration 19Q (1250.635420 sec): 3 clusters Score: Raw -866093.353558 + Penalty 2895.193888 = -863198.159670 nChanged 98 SP:Iteration 20F (1250.683520 sec): 3 clusters Score: Raw -866148.489648 + Penalty 2895.193888 = -863253.295760 nChanged 97 SP:Iteration 21Q (1250.720764 sec): 3 clusters Score: Raw -866206.867401 + Penalty 2895.193888 = -863311.673513 nChanged 92 SP:Iteration 22Q (1250.749492 sec): 3 clusters Score: Raw -866260.225738 + Penalty 2895.193888 = -863365.031850 nChanged 88 SP:Iteration 23Q (1250.778443 sec): 3 clusters Score: Raw -866314.285881 + Penalty 2895.193888 = -863419.091993 nChanged 83 SP:Iteration 24Q (1250.808243 sec): 3 clusters Score: Raw -866360.537348 + Penalty 2895.193888 = -863465.343461 nChanged 75 SP:Iteration 25Q (1250.866810 sec): 3 clusters Score: Raw -866396.752395 + Penalty 2895.193888 = -863501.558507 nChanged 49 SP:Iteration 26Q (1250.889443 sec): 3 clusters Score: Raw -866416.344532 + Penalty 2895.193888 = -863521.150644 nChanged 35 SP:Iteration 27Q (1250.945651 sec): 3 clusters Score: Raw -866429.071362 + Penalty 2895.193888 = -863533.877474 nChanged 38 SP:Iteration 28Q (1250.987739 sec): 3 clusters Score: Raw -866442.469860 + Penalty 2895.193888 = -863547.275972 nChanged 32 SP:Iteration 29Q (1251.017354 sec): 3 clusters Score: Raw -866453.521042 + Penalty 2895.193888 = -863558.327155 nChanged 26 SP:Iteration 30Q (1251.039577 sec): 3 clusters Score: Raw -866461.968838 + Penalty 2895.193888 = -863566.774950 nChanged 20 SP:Iteration 31Q (1251.095352 sec): 3 clusters Score: Raw -866468.298670 + Penalty 2895.193888 = -863573.104783 nChanged 15 SP:Iteration 32Q (1251.121310 sec): 3 clusters Score: Raw -866472.262261 + Penalty 2895.193888 = -863577.068373 nChanged 8 SP:Iteration 33Q (1251.149727 sec): 3 clusters Score: Raw -866474.484980 + Penalty 2895.193888 = -863579.291092 nChanged 10 SP:Iteration 34Q (1251.171800 sec): 3 clusters Score: Raw -866477.384526 + Penalty 2895.193888 = -863582.190638 nChanged 9 SP:Iteration 35Q (1251.196218 sec): 3 clusters Score: Raw -866480.099539 + Penalty 2895.193888 = -863584.905651 nChanged 6 SP:Iteration 36Q (1251.223802 sec): 3 clusters Score: Raw -866481.207480 + Penalty 2895.193888 = -863586.013592 nChanged 2 SP:Iteration 37Q (1251.249557 sec): 3 clusters Score: Raw -866481.446249 + Penalty 2895.193888 = -863586.252361 nChanged 1 SP:Iteration 38Q (1251.278638 sec): 3 clusters Score: Raw -866481.552668 + Penalty 2895.193888 = -863586.358781 nChanged 2 SP:Iteration 39Q (1251.324759 sec): 3 clusters Score: Raw -866482.704907 + Penalty 2895.193888 = -863587.511020 nChanged 2 SP:Iteration 40F (1251.354401 sec): 3 clusters Score: Raw -866483.153293 + Penalty 2895.193888 = -863587.959405 nChanged 1 SP:Iteration 41Q (1251.407904 sec): 3 clusters Score: Raw -866483.358911 + Penalty 2895.193888 = -863588.165024 nChanged 1 SP:Iteration 42Q (1251.430088 sec): 3 clusters Score: Raw -866483.704509 + Penalty 2895.193888 = -863588.510621 nChanged 1 SP:Iteration 43Q (1251.458233 sec): 3 clusters Score: Raw -866483.931648 + Penalty 2895.193888 = -863588.737760 nChanged 0 SP:Iteration 44F (1251.488706 sec): 3 clusters Score: Raw -866483.931648 + Penalty 2895.193888 = -863588.737760 nChanged 0 Iteration 219Q (1254.317954 sec): 23 clusters Score: Raw -56483091.153171 + Penalty 46722.679987 = -56436368.473183 nChanged 48 Iteration 220F (1261.142430 sec): 23 clusters Score: Raw -56483093.317137 + Penalty 46722.679987 = -56436370.637150 nChanged 45 Iteration 221Q (1263.855578 sec): 23 clusters Score: Raw -56483095.369771 + Penalty 46722.679987 = -56436372.689784 nChanged 53 Iteration 222Q (1266.596244 sec): 23 clusters Score: Raw -56483098.658340 + Penalty 46722.679987 = -56436375.978353 nChanged 48 Iteration 223Q (1269.353593 sec): 23 clusters Score: Raw -56483101.281991 + Penalty 46722.679987 = -56436378.602004 nChanged 61 Iteration 224Q (1272.100175 sec): 23 clusters Score: Raw -56483104.592544 + Penalty 46722.679987 = -56436381.912556 nChanged 47 Iteration 225Q (1274.820366 sec): 23 clusters Score: Raw -56483106.477401 + Penalty 46722.679987 = -56436383.797413 nChanged 39 Iteration 226Q (1277.611357 sec): 23 clusters Score: Raw -56483108.437792 + Penalty 46722.679987 = -56436385.757804 nChanged 30 Iteration 227Q (1280.753772 sec): 23 clusters Score: Raw -56483110.003960 + Penalty 46722.679987 = -56436387.323973 nChanged 34 Iteration 228Q (1283.926923 sec): 23 clusters Score: Raw -56483111.997658 + Penalty 46722.679987 = -56436389.317670 nChanged 35 Iteration 229Q (1287.006362 sec): 23 clusters Score: Raw -56483113.785471 + Penalty 46722.679987 = -56436391.105484 nChanged 39 Iteration 230Q (1290.073286 sec): 23 clusters Score: Raw -56483115.946039 + Penalty 46722.679987 = -56436393.266051 nChanged 41 Iteration 231Q (1293.109740 sec): 23 clusters Score: Raw -56483117.632213 + Penalty 46722.679987 = -56436394.952225 nChanged 41 Iteration 232Q (1296.287283 sec): 23 clusters Score: Raw -56483119.296245 + Penalty 46722.679987 = -56436396.616258 nChanged 31 Iteration 233Q (1299.453091 sec): 23 clusters Score: Raw -56483121.016720 + Penalty 46722.679987 = -56436398.336733 nChanged 28 Iteration 234Q (1302.610285 sec): 23 clusters Score: Raw -56483122.962093 + Penalty 46722.679987 = -56436400.282106 nChanged 38 Iteration 235Q (1305.729821 sec): 23 clusters Score: Raw -56483127.308075 + Penalty 46722.679987 = -56436404.628088 nChanged 24 Iteration 236Q (1308.818356 sec): 23 clusters Score: Raw -56483128.563295 + Penalty 46722.679987 = -56436405.883307 nChanged 23 Iteration 237Q (1312.017628 sec): 23 clusters Score: Raw -56483129.499066 + Penalty 46722.679987 = -56436406.819078 nChanged 27 Iteration 238Q (1315.102122 sec): 23 clusters Score: Raw -56483130.517123 + Penalty 46722.679987 = -56436407.837135 nChanged 18 Iteration 239Q (1318.284518 sec): 23 clusters Score: Raw -56483130.926092 + Penalty 46722.679987 = -56436408.246105 nChanged 15 Iteration 240F (1325.500147 sec): 23 clusters Score: Raw -56483131.403820 + Penalty 46722.679987 = -56436408.723833 nChanged 17 Iteration 241Q (1328.634000 sec): 23 clusters Score: Raw -56483131.808786 + Penalty 46722.679987 = -56436409.128799 nChanged 16 Iteration 242Q (1331.762809 sec): 23 clusters Score: Raw -56483132.391132 + Penalty 46722.679987 = -56436409.711145 nChanged 19 Iteration 243Q (1334.879783 sec): 23 clusters Score: Raw -56483132.895184 + Penalty 46722.679987 = -56436410.215196 nChanged 17 Iteration 244Q (1338.077921 sec): 23 clusters Score: Raw -56483133.874221 + Penalty 46722.679987 = -56436411.194233 nChanged 24 Iteration 245Q (1341.254025 sec): 23 clusters Score: Raw -56483134.543628 + Penalty 46722.679987 = -56436411.863640 nChanged 19 Iteration 246Q (1344.387542 sec): 23 clusters Score: Raw -56483135.358490 + Penalty 46722.679987 = -56436412.678502 nChanged 17 Iteration 247Q (1347.394444 sec): 23 clusters Score: Raw -56483135.792907 + Penalty 46722.679987 = -56436413.112920 nChanged 14 Iteration 248Q (1349.659961 sec): 23 clusters Score: Raw -56483136.309684 + Penalty 46722.679987 = -56436413.629696 nChanged 11 Iteration 249Q (1352.314402 sec): 23 clusters Score: Raw -56483136.634605 + Penalty 46722.679987 = -56436413.954618 nChanged 10 Iteration 250Q (1355.033027 sec): 23 clusters Score: Raw -56483136.964539 + Penalty 46722.679987 = -56436414.284551 nChanged 10 Iteration 251Q (1357.754739 sec): 23 clusters Score: Raw -56483137.246515 + Penalty 46722.679987 = -56436414.566528 nChanged 9 Iteration 252Q (1360.475032 sec): 23 clusters Score: Raw -56483137.519331 + Penalty 46722.679987 = -56436414.839344 nChanged 14 Iteration 253Q (1363.196312 sec): 23 clusters Score: Raw -56483137.886288 + Penalty 46722.679987 = -56436415.206301 nChanged 8 Iteration 254Q (1365.916500 sec): 23 clusters Score: Raw -56483138.144345 + Penalty 46722.679987 = -56436415.464357 nChanged 10 Iteration 255Q (1368.636906 sec): 23 clusters Score: Raw -56483138.443110 + Penalty 46722.679987 = -56436415.763123 nChanged 12 Iteration 256Q (1371.358297 sec): 23 clusters Score: Raw -56483139.054818 + Penalty 46722.679987 = -56436416.374831 nChanged 9 Iteration 257Q (1374.073992 sec): 23 clusters Score: Raw -56483139.627235 + Penalty 46722.679987 = -56436416.947247 nChanged 9 Iteration 258Q (1376.817953 sec): 23 clusters Score: Raw -56483139.914388 + Penalty 46722.679987 = -56436417.234401 nChanged 7 Writing temp clu file Because OldScore, -56436416.947247, is greater than current (better) Score,-56436417.234401 Compute initial score before splitting: Score: Raw -56483139.914388 + Penalty 46722.679987 = -56436417.234401 Trying to split cluster 1 (5355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1376.917613 sec): 2 clusters Score: Raw -633638.141105 + Penalty 1395.190222 = -632242.950883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1376.939483 sec): 3 clusters Score: Raw -630751.978611 + Penalty 2790.380444 = -627961.598167 nChanged 2197 SP:Iteration 1F (1376.985764 sec): 3 clusters Score: Raw -632031.953063 + Penalty 2790.380444 = -629241.572619 nChanged 421 SP:Iteration 2F (1377.007032 sec): 3 clusters Score: Raw -632292.868107 + Penalty 2790.380444 = -629502.487662 nChanged 351 SP:Iteration 3F (1377.028180 sec): 3 clusters Score: Raw -632506.190615 + Penalty 2790.380444 = -629715.810170 nChanged 293 SP:Iteration 4F (1377.049431 sec): 3 clusters Score: Raw -632691.097055 + Penalty 2790.380444 = -629900.716611 nChanged 280 SP:Iteration 5F (1377.070535 sec): 3 clusters Score: Raw -632880.082576 + Penalty 2790.380444 = -630089.702132 nChanged 257 SP:Iteration 6Q (1377.091704 sec): 3 clusters Score: Raw -633055.232143 + Penalty 2790.380444 = -630264.851698 nChanged 237 SP:Iteration 7Q (1377.113002 sec): 3 clusters Score: Raw -633214.552368 + Penalty 2790.380444 = -630424.171923 nChanged 203 SP:Iteration 8Q (1377.134407 sec): 3 clusters Score: Raw -633342.185729 + Penalty 2790.380444 = -630551.805284 nChanged 137 SP:Iteration 9Q (1377.155575 sec): 3 clusters Score: Raw -633417.152468 + Penalty 2790.380444 = -630626.772023 nChanged 122 SP:Iteration 10Q (1377.176685 sec): 3 clusters Score: Raw -633494.033131 + Penalty 2790.380444 = -630703.652687 nChanged 99 SP:Iteration 11Q (1377.197832 sec): 3 clusters Score: Raw -633552.723542 + Penalty 2790.380444 = -630762.343097 nChanged 97 SP:Iteration 12Q (1377.219037 sec): 3 clusters Score: Raw -633610.482967 + Penalty 2790.380444 = -630820.102522 nChanged 89 SP:Iteration 13Q (1377.240209 sec): 3 clusters Score: Raw -633667.772695 + Penalty 2790.380444 = -630877.392251 nChanged 60 SP:Iteration 14Q (1377.260972 sec): 3 clusters Score: Raw -633700.508429 + Penalty 2790.380444 = -630910.127984 nChanged 62 SP:Iteration 15Q (1377.281631 sec): 3 clusters Score: Raw -633739.529835 + Penalty 2790.380444 = -630949.149391 nChanged 61 SP:Iteration 16Q (1377.302432 sec): 3 clusters Score: Raw -633772.118295 + Penalty 2790.380444 = -630981.737851 nChanged 50 SP:Iteration 17Q (1377.322994 sec): 3 clusters Score: Raw -633807.648924 + Penalty 2790.380444 = -631017.268480 nChanged 44 SP:Iteration 18Q (1377.343621 sec): 3 clusters Score: Raw -633831.781228 + Penalty 2790.380444 = -631041.400784 nChanged 35 SP:Iteration 19Q (1377.364296 sec): 3 clusters Score: Raw -633846.121971 + Penalty 2790.380444 = -631055.741527 nChanged 29 SP:Iteration 20F (1377.385575 sec): 3 clusters Score: Raw -633859.598206 + Penalty 2790.380444 = -631069.217761 nChanged 22 SP:Iteration 21Q (1377.405921 sec): 3 clusters Score: Raw -633867.957532 + Penalty 2790.380444 = -631077.577087 nChanged 21 SP:Iteration 22Q (1377.426223 sec): 3 clusters Score: Raw -633875.569660 + Penalty 2790.380444 = -631085.189216 nChanged 10 SP:Iteration 23Q (1377.446648 sec): 3 clusters Score: Raw -633880.846444 + Penalty 2790.380444 = -631090.465999 nChanged 15 SP:Iteration 24Q (1377.466934 sec): 3 clusters Score: Raw -633886.221006 + Penalty 2790.380444 = -631095.840561 nChanged 14 SP:Iteration 25Q (1377.487349 sec): 3 clusters Score: Raw -633893.459778 + Penalty 2790.380444 = -631103.079333 nChanged 19 SP:Iteration 26Q (1377.507769 sec): 3 clusters Score: Raw -633900.151963 + Penalty 2790.380444 = -631109.771519 nChanged 17 SP:Iteration 27Q (1377.528002 sec): 3 clusters Score: Raw -633907.974917 + Penalty 2790.380444 = -631117.594473 nChanged 15 SP:Iteration 28Q (1377.548160 sec): 3 clusters Score: Raw -633915.694792 + Penalty 2790.380444 = -631125.314348 nChanged 15 SP:Iteration 29Q (1377.568537 sec): 3 clusters Score: Raw -633924.590913 + Penalty 2790.380444 = -631134.210469 nChanged 15 SP:Iteration 30Q (1377.588641 sec): 3 clusters Score: Raw -633934.817075 + Penalty 2790.380444 = -631144.436631 nChanged 21 SP:Iteration 31Q (1377.608979 sec): 3 clusters Score: Raw -633946.047960 + Penalty 2790.380444 = -631155.667516 nChanged 23 SP:Iteration 32Q (1377.629069 sec): 3 clusters Score: Raw -633959.188377 + Penalty 2790.380444 = -631168.807933 nChanged 12 SP:Iteration 33Q (1377.649244 sec): 3 clusters Score: Raw -633965.953501 + Penalty 2790.380444 = -631175.573057 nChanged 9 SP:Iteration 34Q (1377.669255 sec): 3 clusters Score: Raw -633970.369990 + Penalty 2790.380444 = -631179.989545 nChanged 6 SP:Iteration 35Q (1377.689362 sec): 3 clusters Score: Raw -633972.040050 + Penalty 2790.380444 = -631181.659606 nChanged 1 SP:Iteration 36Q (1377.709384 sec): 3 clusters Score: Raw -633972.323471 + Penalty 2790.380444 = -631181.943027 nChanged 0 SP:Iteration 37F (1377.730634 sec): 3 clusters Score: Raw -633972.323471 + Penalty 2790.380444 = -631181.943027 nChanged 0 Trying to split cluster 2 (26098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1377.773120 sec): 2 clusters Score: Raw -3231750.839784 + Penalty 1652.562269 = -3230098.277515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1377.827514 sec): 3 clusters Score: Raw -3215738.763919 + Penalty 3305.124538 = -3212433.639381 nChanged 11965 SP:Iteration 1F (1377.878723 sec): 3 clusters Score: Raw -3222755.511930 + Penalty 3305.124538 = -3219450.387393 nChanged 1557 SP:Iteration 2F (1377.929918 sec): 3 clusters Score: Raw -3223577.202551 + Penalty 3305.124538 = -3220272.078014 nChanged 1880 SP:Iteration 3F (1377.980807 sec): 3 clusters Score: Raw -3224892.307957 + Penalty 3305.124538 = -3221587.183419 nChanged 2153 SP:Iteration 4F (1378.031821 sec): 3 clusters Score: Raw -3226705.082808 + Penalty 3305.124538 = -3223399.958270 nChanged 2202 SP:Iteration 5F (1378.083083 sec): 3 clusters Score: Raw -3228695.788546 + Penalty 3305.124538 = -3225390.664008 nChanged 1919 SP:Iteration 6F (1378.134343 sec): 3 clusters Score: Raw -3230215.106529 + Penalty 3305.124538 = -3226909.981991 nChanged 1241 SP:Iteration 7Q (1378.186478 sec): 3 clusters Score: Raw -3230917.462208 + Penalty 3305.124538 = -3227612.337670 nChanged 784 SP:Iteration 8Q (1378.238194 sec): 3 clusters Score: Raw -3231233.226883 + Penalty 3305.124538 = -3227928.102346 nChanged 526 SP:Iteration 9Q (1378.289904 sec): 3 clusters Score: Raw -3231412.208517 + Penalty 3305.124538 = -3228107.083979 nChanged 393 SP:Iteration 10Q (1378.341489 sec): 3 clusters Score: Raw -3231534.607161 + Penalty 3305.124538 = -3228229.482624 nChanged 302 SP:Iteration 11Q (1378.393125 sec): 3 clusters Score: Raw -3231610.049936 + Penalty 3305.124538 = -3228304.925399 nChanged 232 SP:Iteration 12Q (1378.444723 sec): 3 clusters Score: Raw -3231663.186193 + Penalty 3305.124538 = -3228358.061655 nChanged 205 SP:Iteration 13Q (1378.496040 sec): 3 clusters Score: Raw -3231708.412690 + Penalty 3305.124538 = -3228403.288153 nChanged 172 SP:Iteration 14Q (1378.546686 sec): 3 clusters Score: Raw -3231743.325348 + Penalty 3305.124538 = -3228438.200810 nChanged 139 SP:Iteration 15Q (1378.598064 sec): 3 clusters Score: Raw -3231770.630181 + Penalty 3305.124538 = -3228465.505643 nChanged 123 SP:Iteration 16Q (1378.649388 sec): 3 clusters Score: Raw -3231794.587177 + Penalty 3305.124538 = -3228489.462640 nChanged 105 SP:Iteration 17Q (1378.700658 sec): 3 clusters Score: Raw -3231813.535487 + Penalty 3305.124538 = -3228508.410949 nChanged 86 SP:Iteration 18Q (1378.751935 sec): 3 clusters Score: Raw -3231827.583931 + Penalty 3305.124538 = -3228522.459393 nChanged 86 SP:Iteration 19Q (1378.802697 sec): 3 clusters Score: Raw -3231842.830028 + Penalty 3305.124538 = -3228537.705490 nChanged 69 SP:Iteration 20F (1378.853864 sec): 3 clusters Score: Raw -3231854.083072 + Penalty 3305.124538 = -3228548.958534 nChanged 72 SP:Iteration 21Q (1378.904940 sec): 3 clusters Score: Raw -3231867.770399 + Penalty 3305.124538 = -3228562.645861 nChanged 65 SP:Iteration 22Q (1378.955691 sec): 3 clusters Score: Raw -3231877.775269 + Penalty 3305.124538 = -3228572.650731 nChanged 72 SP:Iteration 23Q (1379.006510 sec): 3 clusters Score: Raw -3231890.840904 + Penalty 3305.124538 = -3228585.716367 nChanged 59 SP:Iteration 24Q (1379.057067 sec): 3 clusters Score: Raw -3231901.687276 + Penalty 3305.124538 = -3228596.562738 nChanged 66 SP:Iteration 25Q (1379.107739 sec): 3 clusters Score: Raw -3231912.880868 + Penalty 3305.124538 = -3228607.756330 nChanged 55 SP:Iteration 26Q (1379.158311 sec): 3 clusters Score: Raw -3231921.147076 + Penalty 3305.124538 = -3228616.022539 nChanged 46 SP:Iteration 27Q (1379.208635 sec): 3 clusters Score: Raw -3231928.750730 + Penalty 3305.124538 = -3228623.626192 nChanged 51 SP:Iteration 28Q (1379.259250 sec): 3 clusters Score: Raw -3231936.217617 + Penalty 3305.124538 = -3228631.093079 nChanged 49 SP:Iteration 29Q (1379.310000 sec): 3 clusters Score: Raw -3231943.343810 + Penalty 3305.124538 = -3228638.219272 nChanged 38 SP:Iteration 30Q (1379.360030 sec): 3 clusters Score: Raw -3231948.796750 + Penalty 3305.124538 = -3228643.672212 nChanged 32 SP:Iteration 31Q (1379.410173 sec): 3 clusters Score: Raw -3231953.027929 + Penalty 3305.124538 = -3228647.903391 nChanged 29 SP:Iteration 32Q (1379.460161 sec): 3 clusters Score: Raw -3231957.238072 + Penalty 3305.124538 = -3228652.113534 nChanged 26 SP:Iteration 33Q (1379.510192 sec): 3 clusters Score: Raw -3231960.296077 + Penalty 3305.124538 = -3228655.171540 nChanged 24 SP:Iteration 34Q (1379.560259 sec): 3 clusters Score: Raw -3231962.825396 + Penalty 3305.124538 = -3228657.700858 nChanged 16 SP:Iteration 35Q (1379.609956 sec): 3 clusters Score: Raw -3231964.795888 + Penalty 3305.124538 = -3228659.671350 nChanged 24 SP:Iteration 36Q (1379.660002 sec): 3 clusters Score: Raw -3231968.105378 + Penalty 3305.124538 = -3228662.980841 nChanged 17 SP:Iteration 37Q (1379.709686 sec): 3 clusters Score: Raw -3231969.915886 + Penalty 3305.124538 = -3228664.791349 nChanged 14 SP:Iteration 38Q (1379.759651 sec): 3 clusters Score: Raw -3231971.345059 + Penalty 3305.124538 = -3228666.220521 nChanged 16 SP:Iteration 39Q (1379.809393 sec): 3 clusters Score: Raw -3231973.235061 + Penalty 3305.124538 = -3228668.110523 nChanged 20 SP:Iteration 40F (1379.860278 sec): 3 clusters Score: Raw -3231976.302851 + Penalty 3305.124538 = -3228671.178313 nChanged 26 SP:Iteration 41Q (1379.910625 sec): 3 clusters Score: Raw -3231980.025455 + Penalty 3305.124538 = -3228674.900918 nChanged 23 SP:Iteration 42Q (1379.960049 sec): 3 clusters Score: Raw -3231982.990475 + Penalty 3305.124538 = -3228677.865938 nChanged 20 SP:Iteration 43Q (1380.009794 sec): 3 clusters Score: Raw -3231985.943889 + Penalty 3305.124538 = -3228680.819351 nChanged 15 SP:Iteration 44Q (1380.059622 sec): 3 clusters Score: Raw -3231988.283305 + Penalty 3305.124538 = -3228683.158767 nChanged 11 SP:Iteration 45Q (1380.109308 sec): 3 clusters Score: Raw -3231990.854442 + Penalty 3305.124538 = -3228685.729905 nChanged 11 SP:Iteration 46Q (1380.159026 sec): 3 clusters Score: Raw -3231992.990321 + Penalty 3305.124538 = -3228687.865784 nChanged 12 SP:Iteration 47Q (1380.208487 sec): 3 clusters Score: Raw -3231994.639539 + Penalty 3305.124538 = -3228689.515001 nChanged 9 SP:Iteration 48Q (1380.258077 sec): 3 clusters Score: Raw -3231995.933747 + Penalty 3305.124538 = -3228690.809210 nChanged 16 SP:Iteration 49Q (1380.307809 sec): 3 clusters Score: Raw -3231998.262290 + Penalty 3305.124538 = -3228693.137752 nChanged 18 SP:Iteration 50Q (1380.357426 sec): 3 clusters Score: Raw -3232002.118226 + Penalty 3305.124538 = -3228696.993689 nChanged 16 SP:Iteration 51Q (1380.406739 sec): 3 clusters Score: Raw -3232004.893736 + Penalty 3305.124538 = -3228699.769198 nChanged 21 SP:Iteration 52Q (1380.455968 sec): 3 clusters Score: Raw -3232008.235438 + Penalty 3305.124538 = -3228703.110900 nChanged 13 SP:Iteration 53Q (1380.505354 sec): 3 clusters Score: Raw -3232010.192184 + Penalty 3305.124538 = -3228705.067646 nChanged 13 SP:Iteration 54Q (1380.554532 sec): 3 clusters Score: Raw -3232012.714104 + Penalty 3305.124538 = -3228707.589567 nChanged 22 SP:Iteration 55Q (1380.604278 sec): 3 clusters Score: Raw -3232016.678346 + Penalty 3305.124538 = -3228711.553808 nChanged 24 SP:Iteration 56Q (1380.653764 sec): 3 clusters Score: Raw -3232020.716423 + Penalty 3305.124538 = -3228715.591886 nChanged 24 SP:Iteration 57Q (1380.702961 sec): 3 clusters Score: Raw -3232026.694381 + Penalty 3305.124538 = -3228721.569844 nChanged 21 SP:Iteration 58Q (1380.752003 sec): 3 clusters Score: Raw -3232030.919528 + Penalty 3305.124538 = -3228725.794990 nChanged 21 SP:Iteration 59Q (1380.801030 sec): 3 clusters Score: Raw -3232034.428160 + Penalty 3305.124538 = -3228729.303622 nChanged 21 SP:Iteration 60F (1380.852482 sec): 3 clusters Score: Raw -3232039.053751 + Penalty 3305.124538 = -3228733.929213 nChanged 20 SP:Iteration 61Q (1380.901703 sec): 3 clusters Score: Raw -3232045.549922 + Penalty 3305.124538 = -3228740.425384 nChanged 24 SP:Iteration 62Q (1380.982594 sec): 3 clusters Score: Raw -3232052.133774 + Penalty 3305.124538 = -3228747.009236 nChanged 21 SP:Iteration 63Q (1381.030956 sec): 3 clusters Score: Raw -3232057.470665 + Penalty 3305.124538 = -3228752.346127 nChanged 27 SP:Iteration 64Q (1381.079829 sec): 3 clusters Score: Raw -3232062.346042 + Penalty 3305.124538 = -3228757.221505 nChanged 15 SP:Iteration 65Q (1381.128251 sec): 3 clusters Score: Raw -3232065.894401 + Penalty 3305.124538 = -3228760.769863 nChanged 15 SP:Iteration 66Q (1381.176771 sec): 3 clusters Score: Raw -3232069.467986 + Penalty 3305.124538 = -3228764.343448 nChanged 23 SP:Iteration 67Q (1381.225507 sec): 3 clusters Score: Raw -3232074.131528 + Penalty 3305.124538 = -3228769.006990 nChanged 22 SP:Iteration 68Q (1381.274029 sec): 3 clusters Score: Raw -3232078.459911 + Penalty 3305.124538 = -3228773.335373 nChanged 10 SP:Iteration 69Q (1381.322335 sec): 3 clusters Score: Raw -3232080.797104 + Penalty 3305.124538 = -3228775.672566 nChanged 9 SP:Iteration 70Q (1381.370811 sec): 3 clusters Score: Raw -3232082.374291 + Penalty 3305.124538 = -3228777.249753 nChanged 11 SP:Iteration 71Q (1381.419242 sec): 3 clusters Score: Raw -3232084.108390 + Penalty 3305.124538 = -3228778.983852 nChanged 7 SP:Iteration 72Q (1381.467579 sec): 3 clusters Score: Raw -3232085.558539 + Penalty 3305.124538 = -3228780.434001 nChanged 8 SP:Iteration 73Q (1381.515863 sec): 3 clusters Score: Raw -3232086.990501 + Penalty 3305.124538 = -3228781.865963 nChanged 4 SP:Iteration 74Q (1381.564127 sec): 3 clusters Score: Raw -3232087.698967 + Penalty 3305.124538 = -3228782.574429 nChanged 2 SP:Iteration 75Q (1381.611984 sec): 3 clusters Score: Raw -3232088.194256 + Penalty 3305.124538 = -3228783.069719 nChanged 2 SP:Iteration 76Q (1381.660119 sec): 3 clusters Score: Raw -3232088.366505 + Penalty 3305.124538 = -3228783.241967 nChanged 1 SP:Iteration 77Q (1381.708393 sec): 3 clusters Score: Raw -3232088.534344 + Penalty 3305.124538 = -3228783.409806 nChanged 0 SP:Iteration 78F (1381.759637 sec): 3 clusters Score: Raw -3232088.534344 + Penalty 3305.124538 = -3228783.409806 nChanged 0 Trying to split cluster 3 (1954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.772778 sec): 2 clusters Score: Raw -222414.753079 + Penalty 1231.365498 = -221183.387581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.783144 sec): 3 clusters Score: Raw -221586.278182 + Penalty 2462.730996 = -219123.547187 nChanged 692 SP:Iteration 1F (1381.793101 sec): 3 clusters Score: Raw -222070.249665 + Penalty 2462.730996 = -219607.518669 nChanged 177 SP:Iteration 2F (1381.802992 sec): 3 clusters Score: Raw -222248.468820 + Penalty 2462.730996 = -219785.737824 nChanged 123 SP:Iteration 3F (1381.812872 sec): 3 clusters Score: Raw -222397.004582 + Penalty 2462.730996 = -219934.273586 nChanged 126 SP:Iteration 4F (1381.822778 sec): 3 clusters Score: Raw -222558.522263 + Penalty 2462.730996 = -220095.791267 nChanged 112 SP:Iteration 5F (1381.832662 sec): 3 clusters Score: Raw -222720.218252 + Penalty 2462.730996 = -220257.487256 nChanged 101 SP:Iteration 6F (1381.842576 sec): 3 clusters Score: Raw -222869.287432 + Penalty 2462.730996 = -220406.556437 nChanged 103 SP:Iteration 7F (1381.852397 sec): 3 clusters Score: Raw -223034.777302 + Penalty 2462.730996 = -220572.046306 nChanged 107 SP:Iteration 8F (1381.862243 sec): 3 clusters Score: Raw -223181.480576 + Penalty 2462.730996 = -220718.749580 nChanged 78 SP:Iteration 9Q (1381.871944 sec): 3 clusters Score: Raw -223282.839583 + Penalty 2462.730996 = -220820.108588 nChanged 65 SP:Iteration 10Q (1381.881531 sec): 3 clusters Score: Raw -223364.759389 + Penalty 2462.730996 = -220902.028393 nChanged 36 SP:Iteration 11Q (1381.891069 sec): 3 clusters Score: Raw -223406.897278 + Penalty 2462.730996 = -220944.166282 nChanged 29 SP:Iteration 12Q (1381.900565 sec): 3 clusters Score: Raw -223433.714110 + Penalty 2462.730996 = -220970.983114 nChanged 22 SP:Iteration 13Q (1381.909887 sec): 3 clusters Score: Raw -223452.801419 + Penalty 2462.730996 = -220990.070424 nChanged 12 SP:Iteration 14Q (1381.919289 sec): 3 clusters Score: Raw -223459.304647 + Penalty 2462.730996 = -220996.573651 nChanged 8 SP:Iteration 15Q (1381.928818 sec): 3 clusters Score: Raw -223462.354526 + Penalty 2462.730996 = -220999.623530 nChanged 5 SP:Iteration 16Q (1381.938162 sec): 3 clusters Score: Raw -223465.808273 + Penalty 2462.730996 = -221003.077277 nChanged 3 SP:Iteration 17Q (1381.947515 sec): 3 clusters Score: Raw -223466.513076 + Penalty 2462.730996 = -221003.782080 nChanged 2 SP:Iteration 18Q (1381.956781 sec): 3 clusters Score: Raw -223467.654168 + Penalty 2462.730996 = -221004.923172 nChanged 1 SP:Iteration 19Q (1381.966110 sec): 3 clusters Score: Raw -223467.895803 + Penalty 2462.730996 = -221005.164808 nChanged 1 SP:Iteration 20F (1381.975972 sec): 3 clusters Score: Raw -223468.025775 + Penalty 2462.730996 = -221005.294779 nChanged 0 Trying to split cluster 4 (33896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1382.029074 sec): 2 clusters Score: Raw -4175076.320604 + Penalty 1695.045997 = -4173381.274606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1382.099300 sec): 3 clusters Score: Raw -4153992.112391 + Penalty 3390.091995 = -4150602.020396 nChanged 15729 SP:Iteration 1F (1382.163905 sec): 3 clusters Score: Raw -4162845.766088 + Penalty 3390.091995 = -4159455.674093 nChanged 1520 SP:Iteration 2Q (1382.231109 sec): 3 clusters Score: Raw -4163400.582019 + Penalty 3390.091995 = -4160010.490024 nChanged 1681 SP:Iteration 3Q (1382.297849 sec): 3 clusters Score: Raw -4164180.719044 + Penalty 3390.091995 = -4160790.627049 nChanged 1939 SP:Iteration 4F (1382.362422 sec): 3 clusters Score: Raw -4165239.186291 + Penalty 3390.091995 = -4161849.094296 nChanged 2175 SP:Iteration 5F (1382.427678 sec): 3 clusters Score: Raw -4166645.494290 + Penalty 3390.091995 = -4163255.402295 nChanged 2226 SP:Iteration 6F (1382.492370 sec): 3 clusters Score: Raw -4168321.850871 + Penalty 3390.091995 = -4164931.758876 nChanged 2125 SP:Iteration 7F (1382.557485 sec): 3 clusters Score: Raw -4170018.164850 + Penalty 3390.091995 = -4166628.072855 nChanged 1812 SP:Iteration 8F (1382.622079 sec): 3 clusters Score: Raw -4171345.508876 + Penalty 3390.091995 = -4167955.416881 nChanged 1466 SP:Iteration 9Q (1382.686779 sec): 3 clusters Score: Raw -4172180.178116 + Penalty 3390.091995 = -4168790.086121 nChanged 978 SP:Iteration 10Q (1382.750843 sec): 3 clusters Score: Raw -4172612.026760 + Penalty 3390.091995 = -4169221.934765 nChanged 672 SP:Iteration 11Q (1382.813725 sec): 3 clusters Score: Raw -4172849.002584 + Penalty 3390.091995 = -4169458.910589 nChanged 537 SP:Iteration 12Q (1382.876582 sec): 3 clusters Score: Raw -4173044.307670 + Penalty 3390.091995 = -4169654.215675 nChanged 471 SP:Iteration 13Q (1382.938322 sec): 3 clusters Score: Raw -4173212.457680 + Penalty 3390.091995 = -4169822.365685 nChanged 423 SP:Iteration 14Q (1383.000619 sec): 3 clusters Score: Raw -4173363.031300 + Penalty 3390.091995 = -4169972.939305 nChanged 388 SP:Iteration 15Q (1383.062359 sec): 3 clusters Score: Raw -4173478.199478 + Penalty 3390.091995 = -4170088.107483 nChanged 350 SP:Iteration 16Q (1383.123361 sec): 3 clusters Score: Raw -4173578.420786 + Penalty 3390.091995 = -4170188.328791 nChanged 318 SP:Iteration 17Q (1383.184840 sec): 3 clusters Score: Raw -4173668.052135 + Penalty 3390.091995 = -4170277.960140 nChanged 293 SP:Iteration 18Q (1383.246050 sec): 3 clusters Score: Raw -4173753.809022 + Penalty 3390.091995 = -4170363.717027 nChanged 279 SP:Iteration 19Q (1383.306683 sec): 3 clusters Score: Raw -4173836.829305 + Penalty 3390.091995 = -4170446.737310 nChanged 281 SP:Iteration 20F (1383.371505 sec): 3 clusters Score: Raw -4173930.417115 + Penalty 3390.091995 = -4170540.325120 nChanged 279 SP:Iteration 21Q (1383.432243 sec): 3 clusters Score: Raw -4174025.310878 + Penalty 3390.091995 = -4170635.218883 nChanged 268 SP:Iteration 22Q (1383.492708 sec): 3 clusters Score: Raw -4174112.485449 + Penalty 3390.091995 = -4170722.393454 nChanged 250 SP:Iteration 23Q (1383.553302 sec): 3 clusters Score: Raw -4174188.969017 + Penalty 3390.091995 = -4170798.877022 nChanged 232 SP:Iteration 24Q (1383.613063 sec): 3 clusters Score: Raw -4174252.421831 + Penalty 3390.091995 = -4170862.329836 nChanged 225 SP:Iteration 25Q (1383.673620 sec): 3 clusters Score: Raw -4174324.592096 + Penalty 3390.091995 = -4170934.500101 nChanged 211 SP:Iteration 26Q (1383.733029 sec): 3 clusters Score: Raw -4174390.623736 + Penalty 3390.091995 = -4171000.531741 nChanged 207 SP:Iteration 27Q (1383.792639 sec): 3 clusters Score: Raw -4174439.947016 + Penalty 3390.091995 = -4171049.855021 nChanged 168 SP:Iteration 28Q (1383.852459 sec): 3 clusters Score: Raw -4174475.283562 + Penalty 3390.091995 = -4171085.191567 nChanged 156 SP:Iteration 29Q (1383.911825 sec): 3 clusters Score: Raw -4174504.902534 + Penalty 3390.091995 = -4171114.810539 nChanged 139 SP:Iteration 30Q (1383.970493 sec): 3 clusters Score: Raw -4174527.965033 + Penalty 3390.091995 = -4171137.873038 nChanged 117 SP:Iteration 31Q (1384.030070 sec): 3 clusters Score: Raw -4174545.457695 + Penalty 3390.091995 = -4171155.365700 nChanged 97 SP:Iteration 32Q (1384.088810 sec): 3 clusters Score: Raw -4174557.714123 + Penalty 3390.091995 = -4171167.622128 nChanged 84 SP:Iteration 33Q (1384.147749 sec): 3 clusters Score: Raw -4174567.762572 + Penalty 3390.091995 = -4171177.670577 nChanged 68 SP:Iteration 34Q (1384.206663 sec): 3 clusters Score: Raw -4174574.268844 + Penalty 3390.091995 = -4171184.176849 nChanged 62 SP:Iteration 35Q (1384.266443 sec): 3 clusters Score: Raw -4174580.033597 + Penalty 3390.091995 = -4171189.941602 nChanged 53 SP:Iteration 36Q (1384.325094 sec): 3 clusters Score: Raw -4174584.924746 + Penalty 3390.091995 = -4171194.832751 nChanged 49 SP:Iteration 37Q (1384.384104 sec): 3 clusters Score: Raw -4174590.334373 + Penalty 3390.091995 = -4171200.242378 nChanged 64 SP:Iteration 38Q (1384.442808 sec): 3 clusters Score: Raw -4174596.781659 + Penalty 3390.091995 = -4171206.689664 nChanged 51 SP:Iteration 39Q (1384.501222 sec): 3 clusters Score: Raw -4174602.862726 + Penalty 3390.091995 = -4171212.770731 nChanged 54 SP:Iteration 40F (1384.566031 sec): 3 clusters Score: Raw -4174609.981899 + Penalty 3390.091995 = -4171219.889904 nChanged 69 SP:Iteration 41Q (1384.625093 sec): 3 clusters Score: Raw -4174618.391812 + Penalty 3390.091995 = -4171228.299817 nChanged 71 SP:Iteration 42Q (1384.683741 sec): 3 clusters Score: Raw -4174625.701243 + Penalty 3390.091995 = -4171235.609248 nChanged 60 SP:Iteration 43Q (1384.742629 sec): 3 clusters Score: Raw -4174631.902610 + Penalty 3390.091995 = -4171241.810615 nChanged 49 SP:Iteration 44Q (1384.801297 sec): 3 clusters Score: Raw -4174636.320012 + Penalty 3390.091995 = -4171246.228017 nChanged 40 SP:Iteration 45Q (1384.860058 sec): 3 clusters Score: Raw -4174640.048426 + Penalty 3390.091995 = -4171249.956431 nChanged 46 SP:Iteration 46Q (1384.918542 sec): 3 clusters Score: Raw -4174644.608536 + Penalty 3390.091995 = -4171254.516541 nChanged 48 SP:Iteration 47Q (1384.976939 sec): 3 clusters Score: Raw -4174649.169436 + Penalty 3390.091995 = -4171259.077441 nChanged 48 SP:Iteration 48Q (1385.035834 sec): 3 clusters Score: Raw -4174654.402710 + Penalty 3390.091995 = -4171264.310715 nChanged 51 SP:Iteration 49Q (1385.094451 sec): 3 clusters Score: Raw -4174659.969782 + Penalty 3390.091995 = -4171269.877787 nChanged 56 SP:Iteration 50Q (1385.152677 sec): 3 clusters Score: Raw -4174665.956847 + Penalty 3390.091995 = -4171275.864852 nChanged 52 SP:Iteration 51Q (1385.211352 sec): 3 clusters Score: Raw -4174671.058829 + Penalty 3390.091995 = -4171280.966834 nChanged 47 SP:Iteration 52Q (1385.269861 sec): 3 clusters Score: Raw -4174676.138418 + Penalty 3390.091995 = -4171286.046423 nChanged 56 SP:Iteration 53Q (1385.327617 sec): 3 clusters Score: Raw -4174683.152833 + Penalty 3390.091995 = -4171293.060838 nChanged 66 SP:Iteration 54Q (1385.386198 sec): 3 clusters Score: Raw -4174692.079436 + Penalty 3390.091995 = -4171301.987441 nChanged 76 SP:Iteration 55Q (1385.444225 sec): 3 clusters Score: Raw -4174701.891559 + Penalty 3390.091995 = -4171311.799564 nChanged 73 SP:Iteration 56Q (1385.502535 sec): 3 clusters Score: Raw -4174709.629486 + Penalty 3390.091995 = -4171319.537491 nChanged 57 SP:Iteration 57Q (1385.560502 sec): 3 clusters Score: Raw -4174715.928816 + Penalty 3390.091995 = -4171325.836821 nChanged 57 SP:Iteration 58Q (1385.618728 sec): 3 clusters Score: Raw -4174722.154693 + Penalty 3390.091995 = -4171332.062698 nChanged 56 SP:Iteration 59Q (1385.676758 sec): 3 clusters Score: Raw -4174728.095722 + Penalty 3390.091995 = -4171338.003727 nChanged 44 SP:Iteration 60F (1385.741185 sec): 3 clusters Score: Raw -4174732.134944 + Penalty 3390.091995 = -4171342.042949 nChanged 42 SP:Iteration 61Q (1385.798890 sec): 3 clusters Score: Raw -4174736.148837 + Penalty 3390.091995 = -4171346.056842 nChanged 46 SP:Iteration 62Q (1385.857078 sec): 3 clusters Score: Raw -4174741.084090 + Penalty 3390.091995 = -4171350.992095 nChanged 47 SP:Iteration 63Q (1385.914731 sec): 3 clusters Score: Raw -4174745.850316 + Penalty 3390.091995 = -4171355.758321 nChanged 52 SP:Iteration 64Q (1385.972462 sec): 3 clusters Score: Raw -4174751.790793 + Penalty 3390.091995 = -4171361.698798 nChanged 51 SP:Iteration 65Q (1386.030146 sec): 3 clusters Score: Raw -4174757.211158 + Penalty 3390.091995 = -4171367.119163 nChanged 47 SP:Iteration 66Q (1386.088110 sec): 3 clusters Score: Raw -4174763.948031 + Penalty 3390.091995 = -4171373.856036 nChanged 69 SP:Iteration 67Q (1386.145832 sec): 3 clusters Score: Raw -4174774.058167 + Penalty 3390.091995 = -4171383.966172 nChanged 55 SP:Iteration 68Q (1386.203562 sec): 3 clusters Score: Raw -4174782.108753 + Penalty 3390.091995 = -4171392.016758 nChanged 72 SP:Iteration 69Q (1386.261227 sec): 3 clusters Score: Raw -4174793.410666 + Penalty 3390.091995 = -4171403.318671 nChanged 70 SP:Iteration 70Q (1386.318702 sec): 3 clusters Score: Raw -4174804.436070 + Penalty 3390.091995 = -4171414.344075 nChanged 73 SP:Iteration 71Q (1386.376256 sec): 3 clusters Score: Raw -4174816.118027 + Penalty 3390.091995 = -4171426.026032 nChanged 81 SP:Iteration 72Q (1386.433937 sec): 3 clusters Score: Raw -4174829.529505 + Penalty 3390.091995 = -4171439.437510 nChanged 81 SP:Iteration 73Q (1386.491529 sec): 3 clusters Score: Raw -4174841.256490 + Penalty 3390.091995 = -4171451.164495 nChanged 80 SP:Iteration 74Q (1386.548755 sec): 3 clusters Score: Raw -4174853.745620 + Penalty 3390.091995 = -4171463.653625 nChanged 75 SP:Iteration 75Q (1386.606271 sec): 3 clusters Score: Raw -4174863.947804 + Penalty 3390.091995 = -4171473.855809 nChanged 72 SP:Iteration 76Q (1386.663769 sec): 3 clusters Score: Raw -4174874.553222 + Penalty 3390.091995 = -4171484.461227 nChanged 74 SP:Iteration 77Q (1386.721101 sec): 3 clusters Score: Raw -4174885.840534 + Penalty 3390.091995 = -4171495.748539 nChanged 72 SP:Iteration 78Q (1386.778300 sec): 3 clusters Score: Raw -4174898.597882 + Penalty 3390.091995 = -4171508.505887 nChanged 92 SP:Iteration 79Q (1386.835311 sec): 3 clusters Score: Raw -4174916.210162 + Penalty 3390.091995 = -4171526.118167 nChanged 97 SP:Iteration 80F (1386.900513 sec): 3 clusters Score: Raw -4174934.566916 + Penalty 3390.091995 = -4171544.474921 nChanged 106 SP:Iteration 81Q (1386.957270 sec): 3 clusters Score: Raw -4174957.219209 + Penalty 3390.091995 = -4171567.127214 nChanged 106 SP:Iteration 82Q (1387.014411 sec): 3 clusters Score: Raw -4174978.851046 + Penalty 3390.091995 = -4171588.759051 nChanged 103 SP:Iteration 83Q (1387.070643 sec): 3 clusters Score: Raw -4174997.188337 + Penalty 3390.091995 = -4171607.096342 nChanged 83 SP:Iteration 84Q (1387.127152 sec): 3 clusters Score: Raw -4175011.704158 + Penalty 3390.091995 = -4171621.612163 nChanged 83 SP:Iteration 85Q (1387.184315 sec): 3 clusters Score: Raw -4175025.930731 + Penalty 3390.091995 = -4171635.838736 nChanged 85 SP:Iteration 86Q (1387.240580 sec): 3 clusters Score: Raw -4175040.714964 + Penalty 3390.091995 = -4171650.622969 nChanged 86 SP:Iteration 87Q (1387.297270 sec): 3 clusters Score: Raw -4175057.785752 + Penalty 3390.091995 = -4171667.693757 nChanged 87 SP:Iteration 88Q (1387.353931 sec): 3 clusters Score: Raw -4175074.005846 + Penalty 3390.091995 = -4171683.913851 nChanged 80 SP:Iteration 89Q (1387.410199 sec): 3 clusters Score: Raw -4175090.690953 + Penalty 3390.091995 = -4171700.598958 nChanged 81 SP:Iteration 90Q (1387.466107 sec): 3 clusters Score: Raw -4175107.109098 + Penalty 3390.091995 = -4171717.017103 nChanged 69 SP:Iteration 91Q (1387.522355 sec): 3 clusters Score: Raw -4175121.668660 + Penalty 3390.091995 = -4171731.576665 nChanged 67 SP:Iteration 92Q (1387.578317 sec): 3 clusters Score: Raw -4175133.946212 + Penalty 3390.091995 = -4171743.854217 nChanged 65 SP:Iteration 93Q (1387.634365 sec): 3 clusters Score: Raw -4175145.274005 + Penalty 3390.091995 = -4171755.182010 nChanged 55 SP:Iteration 94Q (1387.690390 sec): 3 clusters Score: Raw -4175155.920947 + Penalty 3390.091995 = -4171765.828952 nChanged 61 SP:Iteration 95Q (1387.747065 sec): 3 clusters Score: Raw -4175170.522785 + Penalty 3390.091995 = -4171780.430790 nChanged 67 SP:Iteration 96Q (1387.803033 sec): 3 clusters Score: Raw -4175184.399310 + Penalty 3390.091995 = -4171794.307315 nChanged 56 SP:Iteration 97Q (1387.859497 sec): 3 clusters Score: Raw -4175193.429452 + Penalty 3390.091995 = -4171803.337457 nChanged 48 SP:Iteration 98Q (1387.915604 sec): 3 clusters Score: Raw -4175200.859605 + Penalty 3390.091995 = -4171810.767610 nChanged 51 SP:Iteration 99Q (1387.971609 sec): 3 clusters Score: Raw -4175207.874405 + Penalty 3390.091995 = -4171817.782410 nChanged 42 SP:Iteration 100F (1388.036583 sec): 3 clusters Score: Raw -4175213.198865 + Penalty 3390.091995 = -4171823.106870 nChanged 42 SP:Iteration 101Q (1388.091928 sec): 3 clusters Score: Raw -4175218.648151 + Penalty 3390.091995 = -4171828.556156 nChanged 44 SP:Iteration 102Q (1388.147512 sec): 3 clusters Score: Raw -4175225.625032 + Penalty 3390.091995 = -4171835.533037 nChanged 44 SP:Iteration 103Q (1388.203597 sec): 3 clusters Score: Raw -4175232.290325 + Penalty 3390.091995 = -4171842.198330 nChanged 44 SP:Iteration 104Q (1388.259268 sec): 3 clusters Score: Raw -4175240.451007 + Penalty 3390.091995 = -4171850.359012 nChanged 55 SP:Iteration 105Q (1388.315300 sec): 3 clusters Score: Raw -4175251.616744 + Penalty 3390.091995 = -4171861.524749 nChanged 62 SP:Iteration 106Q (1388.370409 sec): 3 clusters Score: Raw -4175264.348422 + Penalty 3390.091995 = -4171874.256427 nChanged 58 SP:Iteration 107Q (1388.425851 sec): 3 clusters Score: Raw -4175278.382967 + Penalty 3390.091995 = -4171888.290972 nChanged 67 SP:Iteration 108Q (1388.481575 sec): 3 clusters Score: Raw -4175293.651772 + Penalty 3390.091995 = -4171903.559777 nChanged 60 SP:Iteration 109Q (1388.537455 sec): 3 clusters Score: Raw -4175305.791851 + Penalty 3390.091995 = -4171915.699856 nChanged 59 SP:Iteration 110Q (1388.592995 sec): 3 clusters Score: Raw -4175318.567790 + Penalty 3390.091995 = -4171928.475795 nChanged 53 SP:Iteration 111Q (1388.647659 sec): 3 clusters Score: Raw -4175330.238848 + Penalty 3390.091995 = -4171940.146853 nChanged 42 SP:Iteration 112Q (1388.703015 sec): 3 clusters Score: Raw -4175338.485070 + Penalty 3390.091995 = -4171948.393075 nChanged 43 SP:Iteration 113Q (1388.757990 sec): 3 clusters Score: Raw -4175347.808972 + Penalty 3390.091995 = -4171957.716977 nChanged 41 SP:Iteration 114Q (1388.812831 sec): 3 clusters Score: Raw -4175355.968572 + Penalty 3390.091995 = -4171965.876577 nChanged 42 SP:Iteration 115Q (1388.868513 sec): 3 clusters Score: Raw -4175362.983293 + Penalty 3390.091995 = -4171972.891298 nChanged 37 SP:Iteration 116Q (1388.923854 sec): 3 clusters Score: Raw -4175370.214429 + Penalty 3390.091995 = -4171980.122434 nChanged 35 SP:Iteration 117Q (1388.978920 sec): 3 clusters Score: Raw -4175376.956419 + Penalty 3390.091995 = -4171986.864424 nChanged 34 SP:Iteration 118Q (1389.034425 sec): 3 clusters Score: Raw -4175382.928417 + Penalty 3390.091995 = -4171992.836422 nChanged 28 SP:Iteration 119Q (1389.089766 sec): 3 clusters Score: Raw -4175387.611299 + Penalty 3390.091995 = -4171997.519304 nChanged 26 SP:Iteration 120F (1389.154959 sec): 3 clusters Score: Raw -4175391.653248 + Penalty 3390.091995 = -4172001.561253 nChanged 23 SP:Iteration 121Q (1389.208713 sec): 3 clusters Score: Raw -4175395.546293 + Penalty 3390.091995 = -4172005.454298 nChanged 23 SP:Iteration 122Q (1389.263683 sec): 3 clusters Score: Raw -4175399.741984 + Penalty 3390.091995 = -4172009.649989 nChanged 25 SP:Iteration 123Q (1389.318987 sec): 3 clusters Score: Raw -4175404.224331 + Penalty 3390.091995 = -4172014.132336 nChanged 26 SP:Iteration 124Q (1389.373922 sec): 3 clusters Score: Raw -4175409.496408 + Penalty 3390.091995 = -4172019.404413 nChanged 27 SP:Iteration 125Q (1389.429064 sec): 3 clusters Score: Raw -4175415.274450 + Penalty 3390.091995 = -4172025.182455 nChanged 27 SP:Iteration 126Q (1389.484021 sec): 3 clusters Score: Raw -4175420.767171 + Penalty 3390.091995 = -4172030.675176 nChanged 29 SP:Iteration 127Q (1389.538552 sec): 3 clusters Score: Raw -4175427.910949 + Penalty 3390.091995 = -4172037.818954 nChanged 33 SP:Iteration 128Q (1389.593203 sec): 3 clusters Score: Raw -4175436.203879 + Penalty 3390.091995 = -4172046.111884 nChanged 32 SP:Iteration 129Q (1389.647940 sec): 3 clusters Score: Raw -4175443.484697 + Penalty 3390.091995 = -4172053.392702 nChanged 29 SP:Iteration 130Q (1389.702740 sec): 3 clusters Score: Raw -4175450.165512 + Penalty 3390.091995 = -4172060.073517 nChanged 30 SP:Iteration 131Q (1389.757462 sec): 3 clusters Score: Raw -4175457.610407 + Penalty 3390.091995 = -4172067.518412 nChanged 30 SP:Iteration 132Q (1389.812134 sec): 3 clusters Score: Raw -4175463.499994 + Penalty 3390.091995 = -4172073.407999 nChanged 20 SP:Iteration 133Q (1389.866935 sec): 3 clusters Score: Raw -4175467.786373 + Penalty 3390.091995 = -4172077.694378 nChanged 19 SP:Iteration 134Q (1389.921719 sec): 3 clusters Score: Raw -4175472.571027 + Penalty 3390.091995 = -4172082.479032 nChanged 16 SP:Iteration 135Q (1389.976403 sec): 3 clusters Score: Raw -4175475.550593 + Penalty 3390.091995 = -4172085.458598 nChanged 13 SP:Iteration 136Q (1390.030989 sec): 3 clusters Score: Raw -4175478.912575 + Penalty 3390.091995 = -4172088.820580 nChanged 17 SP:Iteration 137Q (1390.086247 sec): 3 clusters Score: Raw -4175482.138051 + Penalty 3390.091995 = -4172092.046056 nChanged 14 SP:Iteration 138Q (1390.140373 sec): 3 clusters Score: Raw -4175485.215671 + Penalty 3390.091995 = -4172095.123676 nChanged 13 SP:Iteration 139Q (1390.194556 sec): 3 clusters Score: Raw -4175487.371668 + Penalty 3390.091995 = -4172097.279673 nChanged 7 SP:Iteration 140F (1390.259812 sec): 3 clusters Score: Raw -4175488.906279 + Penalty 3390.091995 = -4172098.814284 nChanged 11 SP:Iteration 141Q (1390.313693 sec): 3 clusters Score: Raw -4175490.545435 + Penalty 3390.091995 = -4172100.453440 nChanged 4 SP:Iteration 142Q (1390.367887 sec): 3 clusters Score: Raw -4175491.422607 + Penalty 3390.091995 = -4172101.330612 nChanged 5 SP:Iteration 143Q (1390.423121 sec): 3 clusters Score: Raw -4175491.971113 + Penalty 3390.091995 = -4172101.879118 nChanged 8 SP:Iteration 144Q (1390.477577 sec): 3 clusters Score: Raw -4175493.513671 + Penalty 3390.091995 = -4172103.421676 nChanged 10 SP:Iteration 145Q (1390.531949 sec): 3 clusters Score: Raw -4175496.587493 + Penalty 3390.091995 = -4172106.495498 nChanged 17 SP:Iteration 146Q (1390.586698 sec): 3 clusters Score: Raw -4175500.683763 + Penalty 3390.091995 = -4172110.591768 nChanged 16 SP:Iteration 147Q (1390.641323 sec): 3 clusters Score: Raw -4175504.634678 + Penalty 3390.091995 = -4172114.542683 nChanged 15 SP:Iteration 148Q (1390.695413 sec): 3 clusters Score: Raw -4175508.189813 + Penalty 3390.091995 = -4172118.097818 nChanged 17 SP:Iteration 149Q (1390.749951 sec): 3 clusters Score: Raw -4175513.238325 + Penalty 3390.091995 = -4172123.146330 nChanged 17 SP:Iteration 150Q (1390.804215 sec): 3 clusters Score: Raw -4175519.543753 + Penalty 3390.091995 = -4172129.451758 nChanged 22 SP:Iteration 151Q (1390.858722 sec): 3 clusters Score: Raw -4175525.646285 + Penalty 3390.091995 = -4172135.554290 nChanged 21 SP:Iteration 152Q (1390.913228 sec): 3 clusters Score: Raw -4175530.349630 + Penalty 3390.091995 = -4172140.257635 nChanged 19 SP:Iteration 153Q (1390.967536 sec): 3 clusters Score: Raw -4175534.773248 + Penalty 3390.091995 = -4172144.681253 nChanged 13 SP:Iteration 154Q (1391.022462 sec): 3 clusters Score: Raw -4175537.493045 + Penalty 3390.091995 = -4172147.401050 nChanged 12 SP:Iteration 155Q (1391.077231 sec): 3 clusters Score: Raw -4175539.542833 + Penalty 3390.091995 = -4172149.450838 nChanged 9 SP:Iteration 156Q (1391.131431 sec): 3 clusters Score: Raw -4175541.311630 + Penalty 3390.091995 = -4172151.219635 nChanged 10 SP:Iteration 157Q (1391.185777 sec): 3 clusters Score: Raw -4175543.320071 + Penalty 3390.091995 = -4172153.228076 nChanged 6 SP:Iteration 158Q (1391.240418 sec): 3 clusters Score: Raw -4175544.706406 + Penalty 3390.091995 = -4172154.614411 nChanged 5 SP:Iteration 159Q (1391.294469 sec): 3 clusters Score: Raw -4175546.044175 + Penalty 3390.091995 = -4172155.952180 nChanged 6 SP:Iteration 160F (1391.359753 sec): 3 clusters Score: Raw -4175546.845983 + Penalty 3390.091995 = -4172156.753988 nChanged 2 SP:Iteration 161Q (1391.415156 sec): 3 clusters Score: Raw -4175546.987210 + Penalty 3390.091995 = -4172156.895215 nChanged 0 SP:Iteration 162F (1391.482740 sec): 3 clusters Score: Raw -4175546.987210 + Penalty 3390.091995 = -4172156.895215 nChanged 0 Trying to split cluster 5 (1257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1391.492614 sec): 2 clusters Score: Raw -165675.852005 + Penalty 1159.678521 = -164516.173484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1391.499405 sec): 3 clusters Score: Raw -165239.553834 + Penalty 2319.357043 = -162920.196791 nChanged 390 SP:Iteration 1F (1391.505852 sec): 3 clusters Score: Raw -165538.955617 + Penalty 2319.357043 = -163219.598574 nChanged 105 SP:Iteration 2F (1391.512338 sec): 3 clusters Score: Raw -165631.664864 + Penalty 2319.357043 = -163312.307822 nChanged 43 SP:Iteration 3Q (1391.519633 sec): 3 clusters Score: Raw -165668.742163 + Penalty 2319.357043 = -163349.385120 nChanged 32 SP:Iteration 4Q (1391.526042 sec): 3 clusters Score: Raw -165699.690209 + Penalty 2319.357043 = -163380.333166 nChanged 20 SP:Iteration 5Q (1391.532444 sec): 3 clusters Score: Raw -165715.863641 + Penalty 2319.357043 = -163396.506598 nChanged 17 SP:Iteration 6Q (1391.538829 sec): 3 clusters Score: Raw -165730.687146 + Penalty 2319.357043 = -163411.330103 nChanged 14 SP:Iteration 7Q (1391.545248 sec): 3 clusters Score: Raw -165739.575791 + Penalty 2319.357043 = -163420.218749 nChanged 8 SP:Iteration 8Q (1391.551710 sec): 3 clusters Score: Raw -165746.021911 + Penalty 2319.357043 = -163426.664868 nChanged 7 SP:Iteration 9Q (1391.558075 sec): 3 clusters Score: Raw -165751.801753 + Penalty 2319.357043 = -163432.444710 nChanged 6 SP:Iteration 10Q (1391.566606 sec): 3 clusters Score: Raw -165756.038650 + Penalty 2319.357043 = -163436.681607 nChanged 7 SP:Iteration 11Q (1391.572989 sec): 3 clusters Score: Raw -165762.293830 + Penalty 2319.357043 = -163442.936787 nChanged 8 SP:Iteration 12Q (1391.579399 sec): 3 clusters Score: Raw -165769.571739 + Penalty 2319.357043 = -163450.214696 nChanged 8 SP:Iteration 13Q (1391.585870 sec): 3 clusters Score: Raw -165774.912422 + Penalty 2319.357043 = -163455.555379 nChanged 6 SP:Iteration 14Q (1391.592180 sec): 3 clusters Score: Raw -165780.075080 + Penalty 2319.357043 = -163460.718037 nChanged 7 SP:Iteration 15Q (1391.598539 sec): 3 clusters Score: Raw -165785.336042 + Penalty 2319.357043 = -163465.978999 nChanged 5 SP:Iteration 16Q (1391.604894 sec): 3 clusters Score: Raw -165790.066396 + Penalty 2319.357043 = -163470.709353 nChanged 7 SP:Iteration 17Q (1391.611287 sec): 3 clusters Score: Raw -165798.779779 + Penalty 2319.357043 = -163479.422736 nChanged 8 SP:Iteration 18Q (1391.617657 sec): 3 clusters Score: Raw -165807.379780 + Penalty 2319.357043 = -163488.022737 nChanged 9 SP:Iteration 19Q (1391.624016 sec): 3 clusters Score: Raw -165817.171637 + Penalty 2319.357043 = -163497.814594 nChanged 15 SP:Iteration 20F (1391.630438 sec): 3 clusters Score: Raw -165826.950155 + Penalty 2319.357043 = -163507.593112 nChanged 8 SP:Iteration 21Q (1391.636803 sec): 3 clusters Score: Raw -165833.378116 + Penalty 2319.357043 = -163514.021073 nChanged 7 SP:Iteration 22Q (1391.643137 sec): 3 clusters Score: Raw -165838.097073 + Penalty 2319.357043 = -163518.740030 nChanged 4 SP:Iteration 23Q (1391.649492 sec): 3 clusters Score: Raw -165839.750546 + Penalty 2319.357043 = -163520.393503 nChanged 3 SP:Iteration 24Q (1391.655843 sec): 3 clusters Score: Raw -165841.972481 + Penalty 2319.357043 = -163522.615438 nChanged 6 SP:Iteration 25Q (1391.662206 sec): 3 clusters Score: Raw -165846.460397 + Penalty 2319.357043 = -163527.103354 nChanged 4 SP:Iteration 26Q (1391.668508 sec): 3 clusters Score: Raw -165849.086576 + Penalty 2319.357043 = -163529.729534 nChanged 5 SP:Iteration 27Q (1391.674894 sec): 3 clusters Score: Raw -165856.008332 + Penalty 2319.357043 = -163536.651289 nChanged 4 SP:Iteration 28Q (1391.681248 sec): 3 clusters Score: Raw -165862.634284 + Penalty 2319.357043 = -163543.277241 nChanged 9 SP:Iteration 29Q (1391.687559 sec): 3 clusters Score: Raw -165866.136467 + Penalty 2319.357043 = -163546.779425 nChanged 2 SP:Iteration 30Q (1391.693903 sec): 3 clusters Score: Raw -165867.621547 + Penalty 2319.357043 = -163548.264504 nChanged 2 SP:Iteration 31Q (1391.700194 sec): 3 clusters Score: Raw -165868.010707 + Penalty 2319.357043 = -163548.653664 nChanged 1 SP:Iteration 32Q (1391.706555 sec): 3 clusters Score: Raw -165869.129065 + Penalty 2319.357043 = -163549.772022 nChanged 3 SP:Iteration 33Q (1391.712842 sec): 3 clusters Score: Raw -165871.242937 + Penalty 2319.357043 = -163551.885894 nChanged 7 SP:Iteration 34Q (1391.719199 sec): 3 clusters Score: Raw -165876.914602 + Penalty 2319.357043 = -163557.557559 nChanged 3 SP:Iteration 35Q (1391.725541 sec): 3 clusters Score: Raw -165877.889420 + Penalty 2319.357043 = -163558.532377 nChanged 1 SP:Iteration 36Q (1391.731873 sec): 3 clusters Score: Raw -165878.143902 + Penalty 2319.357043 = -163558.786859 nChanged 0 SP:Iteration 37F (1391.738294 sec): 3 clusters Score: Raw -165878.143902 + Penalty 2319.357043 = -163558.786859 nChanged 0 Trying to split cluster 6 (918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1391.749526 sec): 2 clusters Score: Raw -120393.575826 + Penalty 1108.607076 = -119284.968750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1391.755238 sec): 3 clusters Score: Raw -120105.097730 + Penalty 2217.214152 = -117887.883578 nChanged 249 SP:Iteration 1F (1391.760142 sec): 3 clusters Score: Raw -120323.843037 + Penalty 2217.214152 = -118106.628885 nChanged 57 SP:Iteration 2F (1391.765034 sec): 3 clusters Score: Raw -120377.063376 + Penalty 2217.214152 = -118159.849224 nChanged 34 SP:Iteration 3Q (1391.769975 sec): 3 clusters Score: Raw -120407.482232 + Penalty 2217.214152 = -118190.268080 nChanged 17 SP:Iteration 4Q (1391.774862 sec): 3 clusters Score: Raw -120423.989920 + Penalty 2217.214152 = -118206.775768 nChanged 12 SP:Iteration 5Q (1391.779708 sec): 3 clusters Score: Raw -120434.901148 + Penalty 2217.214152 = -118217.686996 nChanged 19 SP:Iteration 6Q (1391.784579 sec): 3 clusters Score: Raw -120451.486034 + Penalty 2217.214152 = -118234.271882 nChanged 10 SP:Iteration 7Q (1391.789452 sec): 3 clusters Score: Raw -120460.375039 + Penalty 2217.214152 = -118243.160887 nChanged 8 SP:Iteration 8Q (1391.794318 sec): 3 clusters Score: Raw -120467.218712 + Penalty 2217.214152 = -118250.004560 nChanged 7 SP:Iteration 9Q (1391.799207 sec): 3 clusters Score: Raw -120472.271368 + Penalty 2217.214152 = -118255.057216 nChanged 8 SP:Iteration 10Q (1391.803980 sec): 3 clusters Score: Raw -120478.504425 + Penalty 2217.214152 = -118261.290274 nChanged 10 SP:Iteration 11Q (1391.808803 sec): 3 clusters Score: Raw -120488.116797 + Penalty 2217.214152 = -118270.902645 nChanged 9 SP:Iteration 12Q (1391.813657 sec): 3 clusters Score: Raw -120496.505330 + Penalty 2217.214152 = -118279.291178 nChanged 6 SP:Iteration 13Q (1391.818499 sec): 3 clusters Score: Raw -120505.574588 + Penalty 2217.214152 = -118288.360436 nChanged 3 SP:Iteration 14Q (1391.823345 sec): 3 clusters Score: Raw -120508.762942 + Penalty 2217.214152 = -118291.548790 nChanged 4 SP:Iteration 15Q (1391.828191 sec): 3 clusters Score: Raw -120515.153274 + Penalty 2217.214152 = -118297.939122 nChanged 6 SP:Iteration 16Q (1391.833054 sec): 3 clusters Score: Raw -120520.578665 + Penalty 2217.214152 = -118303.364513 nChanged 3 SP:Iteration 17Q (1391.837900 sec): 3 clusters Score: Raw -120522.507938 + Penalty 2217.214152 = -118305.293786 nChanged 1 SP:Iteration 18Q (1391.842727 sec): 3 clusters Score: Raw -120523.040574 + Penalty 2217.214152 = -118305.826422 nChanged 0 SP:Iteration 19F (1391.847563 sec): 3 clusters Score: Raw -120523.040574 + Penalty 2217.214152 = -118305.826422 nChanged 0 Trying to split cluster 7 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1391.856919 sec): 2 clusters Score: Raw -62146.678562 + Penalty 1039.230010 = -61107.448553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1391.860592 sec): 3 clusters Score: Raw -62186.910981 + Penalty 2078.460019 = -60108.450961 nChanged 175 SP:Iteration 1F (1391.864075 sec): 3 clusters Score: Raw -62632.711544 + Penalty 2078.460019 = -60554.251525 nChanged 79 SP:Iteration 2F (1391.867518 sec): 3 clusters Score: Raw -62955.564405 + Penalty 2078.460019 = -60877.104386 nChanged 34 SP:Iteration 3F (1391.870890 sec): 3 clusters Score: Raw -63129.648497 + Penalty 2078.460019 = -61051.188478 nChanged 21 SP:Iteration 4Q (1391.874147 sec): 3 clusters Score: Raw -63173.247820 + Penalty 2078.460019 = -61094.787800 nChanged 7 SP:Iteration 5Q (1391.877420 sec): 3 clusters Score: Raw -63181.501061 + Penalty 2078.460019 = -61103.041042 nChanged 1 SP:Iteration 6Q (1391.880692 sec): 3 clusters Score: Raw -63182.239752 + Penalty 2078.460019 = -61103.779733 nChanged 0 SP:Iteration 7F (1391.884107 sec): 3 clusters Score: Raw -63182.239752 + Penalty 2078.460019 = -61103.779733 nChanged 0 Trying to split cluster 8 (5678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1391.903870 sec): 2 clusters Score: Raw -639023.067490 + Penalty 1404.707580 = -637618.359910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1391.926630 sec): 3 clusters Score: Raw -636128.385962 + Penalty 2809.415160 = -633318.970802 nChanged 2329 SP:Iteration 1F (1391.948765 sec): 3 clusters Score: Raw -637562.095612 + Penalty 2809.415160 = -634752.680452 nChanged 445 SP:Iteration 2F (1391.970914 sec): 3 clusters Score: Raw -637891.087477 + Penalty 2809.415160 = -635081.672317 nChanged 393 SP:Iteration 3F (1391.992861 sec): 3 clusters Score: Raw -638158.586173 + Penalty 2809.415160 = -635349.171014 nChanged 348 SP:Iteration 4F (1392.015210 sec): 3 clusters Score: Raw -638412.684172 + Penalty 2809.415160 = -635603.269012 nChanged 348 SP:Iteration 5F (1392.037498 sec): 3 clusters Score: Raw -638652.461486 + Penalty 2809.415160 = -635843.046327 nChanged 290 SP:Iteration 6F (1392.059759 sec): 3 clusters Score: Raw -638834.584253 + Penalty 2809.415160 = -636025.169093 nChanged 272 SP:Iteration 7Q (1392.082070 sec): 3 clusters Score: Raw -639012.778609 + Penalty 2809.415160 = -636203.363450 nChanged 250 SP:Iteration 8Q (1392.104272 sec): 3 clusters Score: Raw -639185.756477 + Penalty 2809.415160 = -636376.341317 nChanged 190 SP:Iteration 9Q (1392.136453 sec): 3 clusters Score: Raw -639311.762784 + Penalty 2809.415160 = -636502.347625 nChanged 177 SP:Iteration 10Q (1392.158704 sec): 3 clusters Score: Raw -639405.894871 + Penalty 2809.415160 = -636596.479711 nChanged 134 SP:Iteration 11Q (1392.180875 sec): 3 clusters Score: Raw -639476.931981 + Penalty 2809.415160 = -636667.516821 nChanged 107 SP:Iteration 12Q (1392.203001 sec): 3 clusters Score: Raw -639533.205615 + Penalty 2809.415160 = -636723.790455 nChanged 95 SP:Iteration 13Q (1392.225250 sec): 3 clusters Score: Raw -639578.005715 + Penalty 2809.415160 = -636768.590555 nChanged 81 SP:Iteration 14Q (1392.247313 sec): 3 clusters Score: Raw -639613.748729 + Penalty 2809.415160 = -636804.333569 nChanged 66 SP:Iteration 15Q (1392.269568 sec): 3 clusters Score: Raw -639640.659076 + Penalty 2809.415160 = -636831.243916 nChanged 53 SP:Iteration 16Q (1392.291585 sec): 3 clusters Score: Raw -639660.999487 + Penalty 2809.415160 = -636851.584327 nChanged 42 SP:Iteration 17Q (1392.313705 sec): 3 clusters Score: Raw -639693.604907 + Penalty 2809.415160 = -636884.189747 nChanged 44 SP:Iteration 18Q (1392.335838 sec): 3 clusters Score: Raw -639716.381158 + Penalty 2809.415160 = -636906.965998 nChanged 43 SP:Iteration 19Q (1392.358041 sec): 3 clusters Score: Raw -639731.208767 + Penalty 2809.415160 = -636921.793607 nChanged 25 SP:Iteration 20F (1392.380091 sec): 3 clusters Score: Raw -639741.956970 + Penalty 2809.415160 = -636932.541810 nChanged 31 SP:Iteration 21Q (1392.402430 sec): 3 clusters Score: Raw -639753.107890 + Penalty 2809.415160 = -636943.692731 nChanged 29 SP:Iteration 22Q (1392.424792 sec): 3 clusters Score: Raw -639761.997185 + Penalty 2809.415160 = -636952.582026 nChanged 24 SP:Iteration 23Q (1392.446971 sec): 3 clusters Score: Raw -639771.644964 + Penalty 2809.415160 = -636962.229804 nChanged 19 SP:Iteration 24Q (1392.469072 sec): 3 clusters Score: Raw -639777.599630 + Penalty 2809.415160 = -636968.184471 nChanged 17 SP:Iteration 25Q (1392.491098 sec): 3 clusters Score: Raw -639783.511355 + Penalty 2809.415160 = -636974.096196 nChanged 15 SP:Iteration 26Q (1392.513161 sec): 3 clusters Score: Raw -639787.633779 + Penalty 2809.415160 = -636978.218619 nChanged 9 SP:Iteration 27Q (1392.535562 sec): 3 clusters Score: Raw -639790.081794 + Penalty 2809.415160 = -636980.666635 nChanged 9 SP:Iteration 28Q (1392.557650 sec): 3 clusters Score: Raw -639791.778814 + Penalty 2809.415160 = -636982.363655 nChanged 5 SP:Iteration 29Q (1392.580170 sec): 3 clusters Score: Raw -639793.029431 + Penalty 2809.415160 = -636983.614272 nChanged 2 SP:Iteration 30Q (1392.602427 sec): 3 clusters Score: Raw -639793.933390 + Penalty 2809.415160 = -636984.518231 nChanged 1 SP:Iteration 31Q (1392.624554 sec): 3 clusters Score: Raw -639794.258856 + Penalty 2809.415160 = -636984.843697 nChanged 3 SP:Iteration 32Q (1392.646687 sec): 3 clusters Score: Raw -639795.726383 + Penalty 2809.415160 = -636986.311223 nChanged 2 SP:Iteration 33Q (1392.668738 sec): 3 clusters Score: Raw -639796.075921 + Penalty 2809.415160 = -636986.660761 nChanged 1 SP:Iteration 34Q (1392.690767 sec): 3 clusters Score: Raw -639796.162981 + Penalty 2809.415160 = -636986.747821 nChanged 0 SP:Iteration 35F (1392.712937 sec): 3 clusters Score: Raw -639796.162981 + Penalty 2809.415160 = -636986.747821 nChanged 0 Trying to split cluster 9 (1549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1392.727695 sec): 2 clusters Score: Raw -178883.820553 + Penalty 1193.621787 = -177690.198767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1392.735886 sec): 3 clusters Score: Raw -178279.928075 + Penalty 2387.243573 = -175892.684502 nChanged 528 SP:Iteration 1F (1392.743674 sec): 3 clusters Score: Raw -178655.966140 + Penalty 2387.243573 = -176268.722566 nChanged 118 SP:Iteration 2F (1392.751349 sec): 3 clusters Score: Raw -178759.645645 + Penalty 2387.243573 = -176372.402072 nChanged 66 SP:Iteration 3Q (1392.759046 sec): 3 clusters Score: Raw -178826.332154 + Penalty 2387.243573 = -176439.088581 nChanged 51 SP:Iteration 4Q (1392.766788 sec): 3 clusters Score: Raw -178868.615055 + Penalty 2387.243573 = -176481.371481 nChanged 59 SP:Iteration 5Q (1392.774567 sec): 3 clusters Score: Raw -178921.797957 + Penalty 2387.243573 = -176534.554384 nChanged 59 SP:Iteration 6Q (1392.782182 sec): 3 clusters Score: Raw -178966.854740 + Penalty 2387.243573 = -176579.611166 nChanged 48 SP:Iteration 7Q (1392.789877 sec): 3 clusters Score: Raw -179001.366245 + Penalty 2387.243573 = -176614.122672 nChanged 44 SP:Iteration 8Q (1392.797589 sec): 3 clusters Score: Raw -179042.105465 + Penalty 2387.243573 = -176654.861892 nChanged 42 SP:Iteration 9Q (1392.805255 sec): 3 clusters Score: Raw -179081.415957 + Penalty 2387.243573 = -176694.172384 nChanged 38 SP:Iteration 10Q (1392.812961 sec): 3 clusters Score: Raw -179116.840301 + Penalty 2387.243573 = -176729.596728 nChanged 33 SP:Iteration 11Q (1392.820659 sec): 3 clusters Score: Raw -179144.943425 + Penalty 2387.243573 = -176757.699852 nChanged 30 SP:Iteration 12Q (1392.828293 sec): 3 clusters Score: Raw -179169.790264 + Penalty 2387.243573 = -176782.546691 nChanged 25 SP:Iteration 13Q (1392.835989 sec): 3 clusters Score: Raw -179190.644003 + Penalty 2387.243573 = -176803.400430 nChanged 26 SP:Iteration 14Q (1392.843594 sec): 3 clusters Score: Raw -179211.487453 + Penalty 2387.243573 = -176824.243880 nChanged 23 SP:Iteration 15Q (1392.851147 sec): 3 clusters Score: Raw -179233.054756 + Penalty 2387.243573 = -176845.811183 nChanged 16 SP:Iteration 16Q (1392.858795 sec): 3 clusters Score: Raw -179246.327281 + Penalty 2387.243573 = -176859.083708 nChanged 17 SP:Iteration 17Q (1392.866467 sec): 3 clusters Score: Raw -179265.157797 + Penalty 2387.243573 = -176877.914224 nChanged 19 SP:Iteration 18Q (1392.874067 sec): 3 clusters Score: Raw -179283.275862 + Penalty 2387.243573 = -176896.032288 nChanged 12 SP:Iteration 19Q (1392.881706 sec): 3 clusters Score: Raw -179292.921171 + Penalty 2387.243573 = -176905.677598 nChanged 9 SP:Iteration 20F (1392.889413 sec): 3 clusters Score: Raw -179301.906644 + Penalty 2387.243573 = -176914.663071 nChanged 12 SP:Iteration 21Q (1392.896911 sec): 3 clusters Score: Raw -179312.022521 + Penalty 2387.243573 = -176924.778948 nChanged 9 SP:Iteration 22Q (1392.904505 sec): 3 clusters Score: Raw -179318.359037 + Penalty 2387.243573 = -176931.115464 nChanged 10 SP:Iteration 23Q (1392.912162 sec): 3 clusters Score: Raw -179326.565280 + Penalty 2387.243573 = -176939.321707 nChanged 10 SP:Iteration 24Q (1392.919754 sec): 3 clusters Score: Raw -179338.416336 + Penalty 2387.243573 = -176951.172763 nChanged 11 SP:Iteration 25Q (1392.927384 sec): 3 clusters Score: Raw -179349.129984 + Penalty 2387.243573 = -176961.886411 nChanged 9 SP:Iteration 26Q (1392.934978 sec): 3 clusters Score: Raw -179356.527205 + Penalty 2387.243573 = -176969.283632 nChanged 6 SP:Iteration 27Q (1392.942541 sec): 3 clusters Score: Raw -179361.670911 + Penalty 2387.243573 = -176974.427337 nChanged 3 SP:Iteration 28Q (1392.950158 sec): 3 clusters Score: Raw -179363.567822 + Penalty 2387.243573 = -176976.324249 nChanged 6 SP:Iteration 29Q (1392.957773 sec): 3 clusters Score: Raw -179368.388825 + Penalty 2387.243573 = -176981.145252 nChanged 5 SP:Iteration 30Q (1392.965319 sec): 3 clusters Score: Raw -179371.224865 + Penalty 2387.243573 = -176983.981292 nChanged 6 SP:Iteration 31Q (1392.972946 sec): 3 clusters Score: Raw -179374.350359 + Penalty 2387.243573 = -176987.106786 nChanged 2 SP:Iteration 32Q (1392.980551 sec): 3 clusters Score: Raw -179375.043881 + Penalty 2387.243573 = -176987.800308 nChanged 2 SP:Iteration 33Q (1392.988099 sec): 3 clusters Score: Raw -179376.208812 + Penalty 2387.243573 = -176988.965239 nChanged 0 SP:Iteration 34F (1392.995856 sec): 3 clusters Score: Raw -179376.208812 + Penalty 2387.243573 = -176988.965239 nChanged 0 Trying to split cluster 10 (9531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1393.019717 sec): 2 clusters Score: Raw -1134689.696120 + Penalty 1488.874550 = -1133200.821570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1393.047319 sec): 3 clusters Score: Raw -1129309.292280 + Penalty 2977.749100 = -1126331.543180 nChanged 4109 SP:Iteration 1F (1393.073997 sec): 3 clusters Score: Raw -1131685.233391 + Penalty 2977.749100 = -1128707.484291 nChanged 592 SP:Iteration 2F (1393.100811 sec): 3 clusters Score: Raw -1131993.450375 + Penalty 2977.749100 = -1129015.701275 nChanged 515 SP:Iteration 3F (1393.127560 sec): 3 clusters Score: Raw -1132307.885981 + Penalty 2977.749100 = -1129330.136881 nChanged 520 SP:Iteration 4F (1393.153947 sec): 3 clusters Score: Raw -1132695.627823 + Penalty 2977.749100 = -1129717.878723 nChanged 527 SP:Iteration 5F (1393.180650 sec): 3 clusters Score: Raw -1133079.141455 + Penalty 2977.749100 = -1130101.392355 nChanged 503 SP:Iteration 6F (1393.207191 sec): 3 clusters Score: Raw -1133431.635065 + Penalty 2977.749100 = -1130453.885965 nChanged 448 SP:Iteration 7Q (1393.233776 sec): 3 clusters Score: Raw -1133714.156563 + Penalty 2977.749100 = -1130736.407463 nChanged 387 SP:Iteration 8Q (1393.281188 sec): 3 clusters Score: Raw -1133910.700972 + Penalty 2977.749100 = -1130932.951872 nChanged 309 SP:Iteration 9Q (1393.308214 sec): 3 clusters Score: Raw -1134043.799444 + Penalty 2977.749100 = -1131066.050344 nChanged 242 SP:Iteration 10Q (1393.334855 sec): 3 clusters Score: Raw -1134133.704095 + Penalty 2977.749100 = -1131155.954995 nChanged 185 SP:Iteration 11Q (1393.361462 sec): 3 clusters Score: Raw -1134188.591547 + Penalty 2977.749100 = -1131210.842447 nChanged 130 SP:Iteration 12Q (1393.387610 sec): 3 clusters Score: Raw -1134221.934985 + Penalty 2977.749100 = -1131244.185886 nChanged 107 SP:Iteration 13Q (1393.413866 sec): 3 clusters Score: Raw -1134245.668584 + Penalty 2977.749100 = -1131267.919484 nChanged 76 SP:Iteration 14Q (1393.439978 sec): 3 clusters Score: Raw -1134262.739788 + Penalty 2977.749100 = -1131284.990688 nChanged 67 SP:Iteration 15Q (1393.493007 sec): 3 clusters Score: Raw -1134274.253850 + Penalty 2977.749100 = -1131296.504751 nChanged 40 SP:Iteration 16Q (1393.519857 sec): 3 clusters Score: Raw -1134280.009367 + Penalty 2977.749100 = -1131302.260267 nChanged 41 SP:Iteration 17Q (1393.545766 sec): 3 clusters Score: Raw -1134286.812973 + Penalty 2977.749100 = -1131309.063873 nChanged 33 SP:Iteration 18Q (1393.571926 sec): 3 clusters Score: Raw -1134292.376817 + Penalty 2977.749100 = -1131314.627717 nChanged 37 SP:Iteration 19Q (1393.597874 sec): 3 clusters Score: Raw -1134299.353333 + Penalty 2977.749100 = -1131321.604233 nChanged 32 SP:Iteration 20F (1393.624418 sec): 3 clusters Score: Raw -1134304.908839 + Penalty 2977.749100 = -1131327.159739 nChanged 43 SP:Iteration 21Q (1393.650521 sec): 3 clusters Score: Raw -1134311.709135 + Penalty 2977.749100 = -1131333.960035 nChanged 35 SP:Iteration 22Q (1393.676457 sec): 3 clusters Score: Raw -1134318.429830 + Penalty 2977.749100 = -1131340.680730 nChanged 39 SP:Iteration 23Q (1393.702471 sec): 3 clusters Score: Raw -1134324.185224 + Penalty 2977.749100 = -1131346.436124 nChanged 25 SP:Iteration 24Q (1393.728349 sec): 3 clusters Score: Raw -1134327.390351 + Penalty 2977.749100 = -1131349.641251 nChanged 29 SP:Iteration 25Q (1393.754377 sec): 3 clusters Score: Raw -1134331.000038 + Penalty 2977.749100 = -1131353.250938 nChanged 20 SP:Iteration 26Q (1393.780462 sec): 3 clusters Score: Raw -1134333.163055 + Penalty 2977.749100 = -1131355.413955 nChanged 13 SP:Iteration 27Q (1393.806482 sec): 3 clusters Score: Raw -1134334.174585 + Penalty 2977.749100 = -1131356.425485 nChanged 9 SP:Iteration 28Q (1393.832487 sec): 3 clusters Score: Raw -1134335.120494 + Penalty 2977.749100 = -1131357.371394 nChanged 11 SP:Iteration 29Q (1393.858419 sec): 3 clusters Score: Raw -1134336.225301 + Penalty 2977.749100 = -1131358.476201 nChanged 9 SP:Iteration 30Q (1393.884449 sec): 3 clusters Score: Raw -1134337.057683 + Penalty 2977.749100 = -1131359.308583 nChanged 8 SP:Iteration 31Q (1393.910320 sec): 3 clusters Score: Raw -1134337.675003 + Penalty 2977.749100 = -1131359.925903 nChanged 6 SP:Iteration 32Q (1393.936245 sec): 3 clusters Score: Raw -1134338.584689 + Penalty 2977.749100 = -1131360.835589 nChanged 8 SP:Iteration 33Q (1393.962148 sec): 3 clusters Score: Raw -1134339.354550 + Penalty 2977.749100 = -1131361.605450 nChanged 9 SP:Iteration 34Q (1393.988202 sec): 3 clusters Score: Raw -1134340.319895 + Penalty 2977.749100 = -1131362.570795 nChanged 8 SP:Iteration 35Q (1394.014178 sec): 3 clusters Score: Raw -1134341.113216 + Penalty 2977.749100 = -1131363.364116 nChanged 12 SP:Iteration 36Q (1394.040055 sec): 3 clusters Score: Raw -1134342.879946 + Penalty 2977.749100 = -1131365.130846 nChanged 13 SP:Iteration 37Q (1394.065783 sec): 3 clusters Score: Raw -1134344.624746 + Penalty 2977.749100 = -1131366.875646 nChanged 17 SP:Iteration 38Q (1394.091861 sec): 3 clusters Score: Raw -1134346.487184 + Penalty 2977.749100 = -1131368.738084 nChanged 9 SP:Iteration 39Q (1394.117906 sec): 3 clusters Score: Raw -1134347.323725 + Penalty 2977.749100 = -1131369.574625 nChanged 6 SP:Iteration 40F (1394.167513 sec): 3 clusters Score: Raw -1134348.018442 + Penalty 2977.749100 = -1131370.269342 nChanged 10 SP:Iteration 41Q (1394.193531 sec): 3 clusters Score: Raw -1134348.845107 + Penalty 2977.749100 = -1131371.096008 nChanged 4 SP:Iteration 42Q (1394.219675 sec): 3 clusters Score: Raw -1134349.174209 + Penalty 2977.749100 = -1131371.425109 nChanged 5 SP:Iteration 43Q (1394.245574 sec): 3 clusters Score: Raw -1134349.952220 + Penalty 2977.749100 = -1131372.203120 nChanged 7 SP:Iteration 44Q (1394.271624 sec): 3 clusters Score: Raw -1134350.880563 + Penalty 2977.749100 = -1131373.131463 nChanged 5 SP:Iteration 45Q (1394.297565 sec): 3 clusters Score: Raw -1134351.355041 + Penalty 2977.749100 = -1131373.605941 nChanged 5 SP:Iteration 46Q (1394.323526 sec): 3 clusters Score: Raw -1134351.744876 + Penalty 2977.749100 = -1131373.995776 nChanged 3 SP:Iteration 47Q (1394.349438 sec): 3 clusters Score: Raw -1134352.203243 + Penalty 2977.749100 = -1131374.454143 nChanged 4 SP:Iteration 48Q (1394.375502 sec): 3 clusters Score: Raw -1134352.638126 + Penalty 2977.749100 = -1131374.889026 nChanged 8 SP:Iteration 49Q (1394.401559 sec): 3 clusters Score: Raw -1134353.122298 + Penalty 2977.749100 = -1131375.373198 nChanged 10 SP:Iteration 50Q (1394.427414 sec): 3 clusters Score: Raw -1134354.102313 + Penalty 2977.749100 = -1131376.353213 nChanged 10 SP:Iteration 51Q (1394.453539 sec): 3 clusters Score: Raw -1134354.940183 + Penalty 2977.749100 = -1131377.191083 nChanged 9 SP:Iteration 52Q (1394.479526 sec): 3 clusters Score: Raw -1134356.098898 + Penalty 2977.749100 = -1131378.349799 nChanged 3 SP:Iteration 53Q (1394.505335 sec): 3 clusters Score: Raw -1134356.307886 + Penalty 2977.749100 = -1131378.558786 nChanged 5 SP:Iteration 54Q (1394.531329 sec): 3 clusters Score: Raw -1134356.751470 + Penalty 2977.749100 = -1131379.002370 nChanged 4 SP:Iteration 55Q (1394.557163 sec): 3 clusters Score: Raw -1134357.226753 + Penalty 2977.749100 = -1131379.477653 nChanged 5 SP:Iteration 56Q (1394.583258 sec): 3 clusters Score: Raw -1134357.699891 + Penalty 2977.749100 = -1131379.950791 nChanged 4 SP:Iteration 57Q (1394.609378 sec): 3 clusters Score: Raw -1134358.400125 + Penalty 2977.749100 = -1131380.651025 nChanged 9 SP:Iteration 58Q (1394.635343 sec): 3 clusters Score: Raw -1134359.714752 + Penalty 2977.749100 = -1131381.965652 nChanged 7 SP:Iteration 59Q (1394.661309 sec): 3 clusters Score: Raw -1134360.399735 + Penalty 2977.749100 = -1131382.650635 nChanged 8 SP:Iteration 60F (1394.687838 sec): 3 clusters Score: Raw -1134361.039025 + Penalty 2977.749100 = -1131383.289925 nChanged 6 SP:Iteration 61Q (1394.713921 sec): 3 clusters Score: Raw -1134361.686554 + Penalty 2977.749100 = -1131383.937454 nChanged 9 SP:Iteration 62Q (1394.739960 sec): 3 clusters Score: Raw -1134362.500028 + Penalty 2977.749100 = -1131384.750928 nChanged 8 SP:Iteration 63Q (1394.765822 sec): 3 clusters Score: Raw -1134363.643096 + Penalty 2977.749100 = -1131385.893996 nChanged 7 SP:Iteration 64Q (1394.791839 sec): 3 clusters Score: Raw -1134364.250214 + Penalty 2977.749100 = -1131386.501114 nChanged 4 SP:Iteration 65Q (1394.817881 sec): 3 clusters Score: Raw -1134364.521639 + Penalty 2977.749100 = -1131386.772539 nChanged 4 SP:Iteration 66Q (1394.843872 sec): 3 clusters Score: Raw -1134365.024937 + Penalty 2977.749100 = -1131387.275837 nChanged 5 SP:Iteration 67Q (1394.869908 sec): 3 clusters Score: Raw -1134365.373655 + Penalty 2977.749100 = -1131387.624555 nChanged 8 SP:Iteration 68Q (1394.895685 sec): 3 clusters Score: Raw -1134365.915767 + Penalty 2977.749100 = -1131388.166667 nChanged 4 SP:Iteration 69Q (1394.921648 sec): 3 clusters Score: Raw -1134366.295690 + Penalty 2977.749100 = -1131388.546590 nChanged 3 SP:Iteration 70Q (1394.947475 sec): 3 clusters Score: Raw -1134366.498476 + Penalty 2977.749100 = -1131388.749376 nChanged 2 SP:Iteration 71Q (1394.973418 sec): 3 clusters Score: Raw -1134366.697686 + Penalty 2977.749100 = -1131388.948586 nChanged 2 SP:Iteration 72Q (1394.999350 sec): 3 clusters Score: Raw -1134366.805116 + Penalty 2977.749100 = -1131389.056016 nChanged 2 SP:Iteration 73Q (1395.025561 sec): 3 clusters Score: Raw -1134367.063518 + Penalty 2977.749100 = -1131389.314418 nChanged 2 SP:Iteration 74Q (1395.051523 sec): 3 clusters Score: Raw -1134367.206340 + Penalty 2977.749100 = -1131389.457240 nChanged 2 SP:Iteration 75Q (1395.077542 sec): 3 clusters Score: Raw -1134367.361240 + Penalty 2977.749100 = -1131389.612140 nChanged 2 SP:Iteration 76Q (1395.103519 sec): 3 clusters Score: Raw -1134367.599468 + Penalty 2977.749100 = -1131389.850368 nChanged 3 SP:Iteration 77Q (1395.129348 sec): 3 clusters Score: Raw -1134367.849115 + Penalty 2977.749100 = -1131390.100015 nChanged 2 SP:Iteration 78Q (1395.155560 sec): 3 clusters Score: Raw -1134367.987156 + Penalty 2977.749100 = -1131390.238056 nChanged 5 SP:Iteration 79Q (1395.181551 sec): 3 clusters Score: Raw -1134368.526384 + Penalty 2977.749100 = -1131390.777284 nChanged 12 SP:Iteration 80F (1395.208104 sec): 3 clusters Score: Raw -1134370.282493 + Penalty 2977.749100 = -1131392.533393 nChanged 12 SP:Iteration 81Q (1395.234049 sec): 3 clusters Score: Raw -1134371.590069 + Penalty 2977.749100 = -1131393.840969 nChanged 12 SP:Iteration 82Q (1395.260042 sec): 3 clusters Score: Raw -1134372.918820 + Penalty 2977.749100 = -1131395.169720 nChanged 10 SP:Iteration 83Q (1395.285953 sec): 3 clusters Score: Raw -1134374.048327 + Penalty 2977.749100 = -1131396.299227 nChanged 14 SP:Iteration 84Q (1395.311979 sec): 3 clusters Score: Raw -1134375.698550 + Penalty 2977.749100 = -1131397.949450 nChanged 12 SP:Iteration 85Q (1395.337967 sec): 3 clusters Score: Raw -1134377.877547 + Penalty 2977.749100 = -1131400.128447 nChanged 15 SP:Iteration 86Q (1395.364017 sec): 3 clusters Score: Raw -1134379.601807 + Penalty 2977.749100 = -1131401.852707 nChanged 17 SP:Iteration 87Q (1395.390037 sec): 3 clusters Score: Raw -1134381.164634 + Penalty 2977.749100 = -1131403.415534 nChanged 10 SP:Iteration 88Q (1395.415918 sec): 3 clusters Score: Raw -1134382.170174 + Penalty 2977.749100 = -1131404.421074 nChanged 6 SP:Iteration 89Q (1395.442064 sec): 3 clusters Score: Raw -1134382.693279 + Penalty 2977.749100 = -1131404.944179 nChanged 4 SP:Iteration 90Q (1395.467837 sec): 3 clusters Score: Raw -1134383.172046 + Penalty 2977.749100 = -1131405.422946 nChanged 8 SP:Iteration 91Q (1395.494032 sec): 3 clusters Score: Raw -1134384.092794 + Penalty 2977.749100 = -1131406.343694 nChanged 6 SP:Iteration 92Q (1395.519742 sec): 3 clusters Score: Raw -1134384.896260 + Penalty 2977.749100 = -1131407.147160 nChanged 8 SP:Iteration 93Q (1395.545894 sec): 3 clusters Score: Raw -1134385.712781 + Penalty 2977.749100 = -1131407.963681 nChanged 8 SP:Iteration 94Q (1395.571846 sec): 3 clusters Score: Raw -1134387.013218 + Penalty 2977.749100 = -1131409.264118 nChanged 17 SP:Iteration 95Q (1395.597700 sec): 3 clusters Score: Raw -1134389.132760 + Penalty 2977.749100 = -1131411.383660 nChanged 17 SP:Iteration 96Q (1395.623539 sec): 3 clusters Score: Raw -1134391.198221 + Penalty 2977.749100 = -1131413.449121 nChanged 17 SP:Iteration 97Q (1395.649608 sec): 3 clusters Score: Raw -1134393.332790 + Penalty 2977.749100 = -1131415.583690 nChanged 14 SP:Iteration 98Q (1395.675380 sec): 3 clusters Score: Raw -1134395.403745 + Penalty 2977.749100 = -1131417.654645 nChanged 14 SP:Iteration 99Q (1395.701401 sec): 3 clusters Score: Raw -1134397.731905 + Penalty 2977.749100 = -1131419.982805 nChanged 13 SP:Iteration 100F (1395.727930 sec): 3 clusters Score: Raw -1134399.124228 + Penalty 2977.749100 = -1131421.375128 nChanged 16 SP:Iteration 101Q (1395.753705 sec): 3 clusters Score: Raw -1134400.610848 + Penalty 2977.749100 = -1131422.861748 nChanged 12 SP:Iteration 102Q (1395.779536 sec): 3 clusters Score: Raw -1134401.970826 + Penalty 2977.749100 = -1131424.221726 nChanged 11 SP:Iteration 103Q (1395.805394 sec): 3 clusters Score: Raw -1134402.949449 + Penalty 2977.749100 = -1131425.200349 nChanged 6 SP:Iteration 104Q (1395.831103 sec): 3 clusters Score: Raw -1134403.437876 + Penalty 2977.749100 = -1131425.688776 nChanged 4 SP:Iteration 105Q (1395.857060 sec): 3 clusters Score: Raw -1134403.924138 + Penalty 2977.749100 = -1131426.175038 nChanged 5 SP:Iteration 106Q (1395.883012 sec): 3 clusters Score: Raw -1134404.272071 + Penalty 2977.749100 = -1131426.522971 nChanged 2 SP:Iteration 107Q (1395.908920 sec): 3 clusters Score: Raw -1134404.365773 + Penalty 2977.749100 = -1131426.616673 nChanged 0 SP:Iteration 108F (1395.935437 sec): 3 clusters Score: Raw -1134404.365773 + Penalty 2977.749100 = -1131426.616673 nChanged 0 Trying to split cluster 11 (139997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1396.122495 sec): 2 clusters Score: Raw -17232567.888874 + Penalty 1925.523644 = -17230642.365230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1396.360670 sec): 3 clusters Score: Raw -17140518.471026 + Penalty 3851.047289 = -17136667.423738 nChanged 67142 SP:Iteration 1F (1396.595714 sec): 3 clusters Score: Raw -17181180.488026 + Penalty 3851.047289 = -17177329.440737 nChanged 5655 SP:Iteration 2Q (1396.847053 sec): 3 clusters Score: Raw -17183143.387533 + Penalty 3851.047289 = -17179292.340244 nChanged 6989 SP:Iteration 3Q (1397.098201 sec): 3 clusters Score: Raw -17186307.055124 + Penalty 3851.047289 = -17182456.007835 nChanged 8597 SP:Iteration 4F (1397.332773 sec): 3 clusters Score: Raw -17191309.675571 + Penalty 3851.047289 = -17187458.628282 nChanged 10187 SP:Iteration 5F (1397.567621 sec): 3 clusters Score: Raw -17198534.541636 + Penalty 3851.047289 = -17194683.494348 nChanged 10476 SP:Iteration 6F (1397.802313 sec): 3 clusters Score: Raw -17206856.968684 + Penalty 3851.047289 = -17203005.921396 nChanged 8821 SP:Iteration 7F (1398.037335 sec): 3 clusters Score: Raw -17214400.941863 + Penalty 3851.047289 = -17210549.894574 nChanged 6515 SP:Iteration 8Q (1398.281253 sec): 3 clusters Score: Raw -17220214.847600 + Penalty 3851.047289 = -17216363.800311 nChanged 4469 SP:Iteration 9Q (1398.526759 sec): 3 clusters Score: Raw -17223845.051281 + Penalty 3851.047289 = -17219994.003992 nChanged 2997 SP:Iteration 10Q (1398.787041 sec): 3 clusters Score: Raw -17226007.570995 + Penalty 3851.047289 = -17222156.523706 nChanged 2199 SP:Iteration 11Q (1398.996139 sec): 3 clusters Score: Raw -17227543.315533 + Penalty 3851.047289 = -17223692.268245 nChanged 1765 SP:Iteration 12Q (1399.200986 sec): 3 clusters Score: Raw -17228767.983921 + Penalty 3851.047289 = -17224916.936633 nChanged 1505 SP:Iteration 13Q (1399.399037 sec): 3 clusters Score: Raw -17229748.337090 + Penalty 3851.047289 = -17225897.289801 nChanged 1257 SP:Iteration 14Q (1399.595060 sec): 3 clusters Score: Raw -17230535.267401 + Penalty 3851.047289 = -17226684.220113 nChanged 1050 SP:Iteration 15Q (1399.786838 sec): 3 clusters Score: Raw -17231099.486340 + Penalty 3851.047289 = -17227248.439051 nChanged 813 SP:Iteration 16Q (1399.977928 sec): 3 clusters Score: Raw -17231477.558685 + Penalty 3851.047289 = -17227626.511396 nChanged 695 SP:Iteration 17Q (1400.175115 sec): 3 clusters Score: Raw -17231776.388855 + Penalty 3851.047289 = -17227925.341566 nChanged 609 SP:Iteration 18Q (1400.367314 sec): 3 clusters Score: Raw -17232005.335930 + Penalty 3851.047289 = -17228154.288641 nChanged 511 SP:Iteration 19Q (1400.559651 sec): 3 clusters Score: Raw -17232190.151786 + Penalty 3851.047289 = -17228339.104498 nChanged 462 SP:Iteration 20F (1400.795607 sec): 3 clusters Score: Raw -17232338.154515 + Penalty 3851.047289 = -17228487.107227 nChanged 395 SP:Iteration 21Q (1400.982886 sec): 3 clusters Score: Raw -17232454.068404 + Penalty 3851.047289 = -17228603.021115 nChanged 372 SP:Iteration 22Q (1401.165034 sec): 3 clusters Score: Raw -17232557.340526 + Penalty 3851.047289 = -17228706.293238 nChanged 345 SP:Iteration 23Q (1401.349561 sec): 3 clusters Score: Raw -17232650.634742 + Penalty 3851.047289 = -17228799.587453 nChanged 294 SP:Iteration 24Q (1401.541201 sec): 3 clusters Score: Raw -17232734.271068 + Penalty 3851.047289 = -17228883.223779 nChanged 240 SP:Iteration 25Q (1401.732278 sec): 3 clusters Score: Raw -17232803.369475 + Penalty 3851.047289 = -17228952.322186 nChanged 234 SP:Iteration 26Q (1401.914229 sec): 3 clusters Score: Raw -17232860.085505 + Penalty 3851.047289 = -17229009.038216 nChanged 208 SP:Iteration 27Q (1402.099330 sec): 3 clusters Score: Raw -17232906.244506 + Penalty 3851.047289 = -17229055.197218 nChanged 190 SP:Iteration 28Q (1402.278111 sec): 3 clusters Score: Raw -17232947.671385 + Penalty 3851.047289 = -17229096.624096 nChanged 165 SP:Iteration 29Q (1402.462046 sec): 3 clusters Score: Raw -17232984.273370 + Penalty 3851.047289 = -17229133.226082 nChanged 154 SP:Iteration 30Q (1402.640936 sec): 3 clusters Score: Raw -17233020.207201 + Penalty 3851.047289 = -17229169.159912 nChanged 117 SP:Iteration 31Q (1402.822765 sec): 3 clusters Score: Raw -17233044.833244 + Penalty 3851.047289 = -17229193.785956 nChanged 108 SP:Iteration 32Q (1403.000611 sec): 3 clusters Score: Raw -17233065.303895 + Penalty 3851.047289 = -17229214.256607 nChanged 77 SP:Iteration 33Q (1403.184710 sec): 3 clusters Score: Raw -17233077.376714 + Penalty 3851.047289 = -17229226.329426 nChanged 60 SP:Iteration 34Q (1403.361027 sec): 3 clusters Score: Raw -17233086.349496 + Penalty 3851.047289 = -17229235.302207 nChanged 54 SP:Iteration 35Q (1403.534020 sec): 3 clusters Score: Raw -17233095.601113 + Penalty 3851.047289 = -17229244.553824 nChanged 55 SP:Iteration 36Q (1403.708509 sec): 3 clusters Score: Raw -17233103.696140 + Penalty 3851.047289 = -17229252.648852 nChanged 40 SP:Iteration 37Q (1403.886895 sec): 3 clusters Score: Raw -17233109.841123 + Penalty 3851.047289 = -17229258.793834 nChanged 32 SP:Iteration 38Q (1404.076160 sec): 3 clusters Score: Raw -17233114.139082 + Penalty 3851.047289 = -17229263.091793 nChanged 28 SP:Iteration 39Q (1404.263172 sec): 3 clusters Score: Raw -17233117.487087 + Penalty 3851.047289 = -17229266.439798 nChanged 26 SP:Iteration 40F (1404.494337 sec): 3 clusters Score: Raw -17233120.972078 + Penalty 3851.047289 = -17229269.924789 nChanged 23 SP:Iteration 41Q (1404.673743 sec): 3 clusters Score: Raw -17233123.426675 + Penalty 3851.047289 = -17229272.379386 nChanged 28 SP:Iteration 42Q (1404.854316 sec): 3 clusters Score: Raw -17233126.784912 + Penalty 3851.047289 = -17229275.737623 nChanged 32 SP:Iteration 43Q (1405.065782 sec): 3 clusters Score: Raw -17233130.916236 + Penalty 3851.047289 = -17229279.868948 nChanged 25 SP:Iteration 44Q (1405.242558 sec): 3 clusters Score: Raw -17233134.996602 + Penalty 3851.047289 = -17229283.949313 nChanged 18 SP:Iteration 45Q (1405.422650 sec): 3 clusters Score: Raw -17233136.938458 + Penalty 3851.047289 = -17229285.891169 nChanged 14 SP:Iteration 46Q (1405.601133 sec): 3 clusters Score: Raw -17233138.617839 + Penalty 3851.047289 = -17229287.570551 nChanged 14 SP:Iteration 47Q (1405.778531 sec): 3 clusters Score: Raw -17233140.438942 + Penalty 3851.047289 = -17229289.391653 nChanged 16 SP:Iteration 48Q (1405.957236 sec): 3 clusters Score: Raw -17233142.433912 + Penalty 3851.047289 = -17229291.386623 nChanged 13 SP:Iteration 49Q (1406.154888 sec): 3 clusters Score: Raw -17233143.580148 + Penalty 3851.047289 = -17229292.532859 nChanged 10 SP:Iteration 50Q (1406.333107 sec): 3 clusters Score: Raw -17233144.552644 + Penalty 3851.047289 = -17229293.505355 nChanged 12 SP:Iteration 51Q (1406.517318 sec): 3 clusters Score: Raw -17233146.031282 + Penalty 3851.047289 = -17229294.983993 nChanged 13 SP:Iteration 52Q (1406.693992 sec): 3 clusters Score: Raw -17233147.299233 + Penalty 3851.047289 = -17229296.251945 nChanged 9 SP:Iteration 53Q (1406.874426 sec): 3 clusters Score: Raw -17233148.751278 + Penalty 3851.047289 = -17229297.703990 nChanged 13 SP:Iteration 54Q (1407.062077 sec): 3 clusters Score: Raw -17233150.805925 + Penalty 3851.047289 = -17229299.758636 nChanged 17 SP:Iteration 55Q (1407.238966 sec): 3 clusters Score: Raw -17233152.980424 + Penalty 3851.047289 = -17229301.933135 nChanged 19 SP:Iteration 56Q (1407.417215 sec): 3 clusters Score: Raw -17233155.434163 + Penalty 3851.047289 = -17229304.386874 nChanged 16 SP:Iteration 57Q (1407.598649 sec): 3 clusters Score: Raw -17233157.406350 + Penalty 3851.047289 = -17229306.359061 nChanged 14 SP:Iteration 58Q (1407.776091 sec): 3 clusters Score: Raw -17233159.518737 + Penalty 3851.047289 = -17229308.471448 nChanged 19 SP:Iteration 59Q (1407.982835 sec): 3 clusters Score: Raw -17233161.460734 + Penalty 3851.047289 = -17229310.413446 nChanged 13 SP:Iteration 60F (1408.226668 sec): 3 clusters Score: Raw -17233162.822393 + Penalty 3851.047289 = -17229311.775104 nChanged 8 SP:Iteration 61Q (1408.412003 sec): 3 clusters Score: Raw -17233163.906046 + Penalty 3851.047289 = -17229312.858757 nChanged 11 SP:Iteration 62Q (1408.623314 sec): 3 clusters Score: Raw -17233165.556693 + Penalty 3851.047289 = -17229314.509404 nChanged 14 SP:Iteration 63Q (1408.826464 sec): 3 clusters Score: Raw -17233167.156174 + Penalty 3851.047289 = -17229316.108886 nChanged 14 SP:Iteration 64Q (1409.002264 sec): 3 clusters Score: Raw -17233169.546827 + Penalty 3851.047289 = -17229318.499538 nChanged 15 SP:Iteration 65Q (1409.179706 sec): 3 clusters Score: Raw -17233171.067345 + Penalty 3851.047289 = -17229320.020057 nChanged 15 SP:Iteration 66Q (1409.361388 sec): 3 clusters Score: Raw -17233172.755622 + Penalty 3851.047289 = -17229321.708333 nChanged 18 SP:Iteration 67Q (1409.539642 sec): 3 clusters Score: Raw -17233175.165959 + Penalty 3851.047289 = -17229324.118671 nChanged 15 SP:Iteration 68Q (1409.716812 sec): 3 clusters Score: Raw -17233176.581161 + Penalty 3851.047289 = -17229325.533873 nChanged 7 SP:Iteration 69Q (1409.926718 sec): 3 clusters Score: Raw -17233177.061264 + Penalty 3851.047289 = -17229326.013975 nChanged 3 SP:Iteration 70Q (1410.108706 sec): 3 clusters Score: Raw -17233177.374380 + Penalty 3851.047289 = -17229326.327091 nChanged 2 SP:Iteration 71Q (1410.286638 sec): 3 clusters Score: Raw -17233177.471057 + Penalty 3851.047289 = -17229326.423768 nChanged 3 SP:Iteration 72Q (1410.465980 sec): 3 clusters Score: Raw -17233177.740957 + Penalty 3851.047289 = -17229326.693668 nChanged 3 SP:Iteration 73Q (1410.643272 sec): 3 clusters Score: Raw -17233178.056248 + Penalty 3851.047289 = -17229327.008959 nChanged 4 SP:Iteration 74Q (1410.820393 sec): 3 clusters Score: Raw -17233178.563432 + Penalty 3851.047289 = -17229327.516144 nChanged 6 SP:Iteration 75Q (1411.000775 sec): 3 clusters Score: Raw -17233179.194902 + Penalty 3851.047289 = -17229328.147613 nChanged 8 SP:Iteration 76Q (1411.177953 sec): 3 clusters Score: Raw -17233180.278007 + Penalty 3851.047289 = -17229329.230718 nChanged 7 SP:Iteration 77Q (1411.360938 sec): 3 clusters Score: Raw -17233181.170917 + Penalty 3851.047289 = -17229330.123628 nChanged 7 SP:Iteration 78Q (1411.568991 sec): 3 clusters Score: Raw -17233182.154492 + Penalty 3851.047289 = -17229331.107203 nChanged 7 SP:Iteration 79Q (1411.747003 sec): 3 clusters Score: Raw -17233183.400142 + Penalty 3851.047289 = -17229332.352853 nChanged 10 SP:Iteration 80F (1411.977786 sec): 3 clusters Score: Raw -17233184.423425 + Penalty 3851.047289 = -17229333.376136 nChanged 5 SP:Iteration 81Q (1412.156961 sec): 3 clusters Score: Raw -17233185.087989 + Penalty 3851.047289 = -17229334.040701 nChanged 9 SP:Iteration 82Q (1412.336464 sec): 3 clusters Score: Raw -17233186.537903 + Penalty 3851.047289 = -17229335.490615 nChanged 14 SP:Iteration 83Q (1412.519201 sec): 3 clusters Score: Raw -17233188.816685 + Penalty 3851.047289 = -17229337.769396 nChanged 16 SP:Iteration 84Q (1412.714127 sec): 3 clusters Score: Raw -17233190.992726 + Penalty 3851.047289 = -17229339.945437 nChanged 14 SP:Iteration 85Q (1412.898999 sec): 3 clusters Score: Raw -17233193.196150 + Penalty 3851.047289 = -17229342.148861 nChanged 14 SP:Iteration 86Q (1413.074621 sec): 3 clusters Score: Raw -17233194.920881 + Penalty 3851.047289 = -17229343.873592 nChanged 12 SP:Iteration 87Q (1413.252040 sec): 3 clusters Score: Raw -17233196.772039 + Penalty 3851.047289 = -17229345.724750 nChanged 15 SP:Iteration 88Q (1413.430494 sec): 3 clusters Score: Raw -17233198.547678 + Penalty 3851.047289 = -17229347.500389 nChanged 11 SP:Iteration 89Q (1413.617693 sec): 3 clusters Score: Raw -17233199.879095 + Penalty 3851.047289 = -17229348.831807 nChanged 11 SP:Iteration 90Q (1413.796221 sec): 3 clusters Score: Raw -17233201.378047 + Penalty 3851.047289 = -17229350.330759 nChanged 12 SP:Iteration 91Q (1413.982427 sec): 3 clusters Score: Raw -17233202.919298 + Penalty 3851.047289 = -17229351.872009 nChanged 11 SP:Iteration 92Q (1414.161183 sec): 3 clusters Score: Raw -17233203.903097 + Penalty 3851.047289 = -17229352.855808 nChanged 5 SP:Iteration 93Q (1414.338220 sec): 3 clusters Score: Raw -17233204.360931 + Penalty 3851.047289 = -17229353.313642 nChanged 6 SP:Iteration 94Q (1414.530795 sec): 3 clusters Score: Raw -17233204.944187 + Penalty 3851.047289 = -17229353.896898 nChanged 4 SP:Iteration 95Q (1414.718475 sec): 3 clusters Score: Raw -17233205.379938 + Penalty 3851.047289 = -17229354.332650 nChanged 4 SP:Iteration 96Q (1414.912492 sec): 3 clusters Score: Raw -17233205.815745 + Penalty 3851.047289 = -17229354.768456 nChanged 3 SP:Iteration 97Q (1415.091277 sec): 3 clusters Score: Raw -17233206.173362 + Penalty 3851.047289 = -17229355.126073 nChanged 3 SP:Iteration 98Q (1415.270097 sec): 3 clusters Score: Raw -17233206.399454 + Penalty 3851.047289 = -17229355.352165 nChanged 1 SP:Iteration 99Q (1415.447679 sec): 3 clusters Score: Raw -17233206.473260 + Penalty 3851.047289 = -17229355.425972 nChanged 3 SP:Iteration 100F (1415.683360 sec): 3 clusters Score: Raw -17233206.787377 + Penalty 3851.047289 = -17229355.740088 nChanged 4 SP:Iteration 101Q (1415.861765 sec): 3 clusters Score: Raw -17233207.234631 + Penalty 3851.047289 = -17229356.187342 nChanged 3 SP:Iteration 102Q (1416.037990 sec): 3 clusters Score: Raw -17233207.383943 + Penalty 3851.047289 = -17229356.336655 nChanged 0 SP:Iteration 103F (1416.277171 sec): 3 clusters Score: Raw -17233207.383943 + Penalty 3851.047289 = -17229356.336655 nChanged 0 Trying to split cluster 12 (94546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1416.390246 sec): 2 clusters Score: Raw -11450178.421888 + Penalty 1861.736787 = -11448316.685101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1416.548144 sec): 3 clusters Score: Raw -11388908.558257 + Penalty 3723.473574 = -11385185.084682 nChanged 45056 SP:Iteration 1F (1416.708672 sec): 3 clusters Score: Raw -11415354.366237 + Penalty 3723.473574 = -11411630.892662 nChanged 3908 SP:Iteration 2Q (1416.878625 sec): 3 clusters Score: Raw -11416637.979897 + Penalty 3723.473574 = -11412914.506322 nChanged 4141 SP:Iteration 3Q (1417.043707 sec): 3 clusters Score: Raw -11418188.814711 + Penalty 3723.473574 = -11414465.341137 nChanged 4517 SP:Iteration 4Q (1417.206481 sec): 3 clusters Score: Raw -11420140.307244 + Penalty 3723.473574 = -11416416.833670 nChanged 4887 SP:Iteration 5F (1417.361242 sec): 3 clusters Score: Raw -11422657.951598 + Penalty 3723.473574 = -11418934.478024 nChanged 5471 SP:Iteration 6F (1417.516238 sec): 3 clusters Score: Raw -11425854.223750 + Penalty 3723.473574 = -11422130.750175 nChanged 5747 SP:Iteration 7F (1417.673410 sec): 3 clusters Score: Raw -11429374.994881 + Penalty 3723.473574 = -11425651.521306 nChanged 5487 SP:Iteration 8F (1417.826698 sec): 3 clusters Score: Raw -11432583.560713 + Penalty 3723.473574 = -11428860.087138 nChanged 4712 SP:Iteration 9Q (1417.995140 sec): 3 clusters Score: Raw -11435061.127498 + Penalty 3723.473574 = -11431337.653924 nChanged 3765 SP:Iteration 10Q (1418.156402 sec): 3 clusters Score: Raw -11436604.601604 + Penalty 3723.473574 = -11432881.128030 nChanged 2799 SP:Iteration 11Q (1418.317452 sec): 3 clusters Score: Raw -11437487.439574 + Penalty 3723.473574 = -11433763.966000 nChanged 1982 SP:Iteration 12Q (1418.490133 sec): 3 clusters Score: Raw -11437959.404280 + Penalty 3723.473574 = -11434235.930706 nChanged 1394 SP:Iteration 13Q (1418.670356 sec): 3 clusters Score: Raw -11438231.343515 + Penalty 3723.473574 = -11434507.869940 nChanged 1091 SP:Iteration 14Q (1418.851493 sec): 3 clusters Score: Raw -11438421.450268 + Penalty 3723.473574 = -11434697.976694 nChanged 986 SP:Iteration 15Q (1419.029155 sec): 3 clusters Score: Raw -11438590.796207 + Penalty 3723.473574 = -11434867.322633 nChanged 920 SP:Iteration 16Q (1419.192334 sec): 3 clusters Score: Raw -11438758.050268 + Penalty 3723.473574 = -11435034.576693 nChanged 909 SP:Iteration 17Q (1419.370924 sec): 3 clusters Score: Raw -11438914.549427 + Penalty 3723.473574 = -11435191.075852 nChanged 902 SP:Iteration 18Q (1419.527896 sec): 3 clusters Score: Raw -11439072.144704 + Penalty 3723.473574 = -11435348.671129 nChanged 880 SP:Iteration 19Q (1419.690792 sec): 3 clusters Score: Raw -11439222.584244 + Penalty 3723.473574 = -11435499.110670 nChanged 880 SP:Iteration 20F (1419.865741 sec): 3 clusters Score: Raw -11439368.734629 + Penalty 3723.473574 = -11435645.261055 nChanged 877 SP:Iteration 21Q (1420.023896 sec): 3 clusters Score: Raw -11439517.973059 + Penalty 3723.473574 = -11435794.499485 nChanged 872 SP:Iteration 22Q (1420.186930 sec): 3 clusters Score: Raw -11439686.464465 + Penalty 3723.473574 = -11435962.990891 nChanged 960 SP:Iteration 23Q (1420.344437 sec): 3 clusters Score: Raw -11439875.944391 + Penalty 3723.473574 = -11436152.470816 nChanged 971 SP:Iteration 24Q (1420.501331 sec): 3 clusters Score: Raw -11440063.901796 + Penalty 3723.473574 = -11436340.428222 nChanged 952 SP:Iteration 25Q (1420.657978 sec): 3 clusters Score: Raw -11440245.034423 + Penalty 3723.473574 = -11436521.560848 nChanged 928 SP:Iteration 26Q (1420.815512 sec): 3 clusters Score: Raw -11440425.990667 + Penalty 3723.473574 = -11436702.517093 nChanged 988 SP:Iteration 27Q (1420.971724 sec): 3 clusters Score: Raw -11440618.814761 + Penalty 3723.473574 = -11436895.341186 nChanged 978 SP:Iteration 28Q (1421.129239 sec): 3 clusters Score: Raw -11440815.008010 + Penalty 3723.473574 = -11437091.534435 nChanged 1004 SP:Iteration 29Q (1421.284367 sec): 3 clusters Score: Raw -11441020.820987 + Penalty 3723.473574 = -11437297.347412 nChanged 1045 SP:Iteration 30Q (1421.439581 sec): 3 clusters Score: Raw -11441234.902005 + Penalty 3723.473574 = -11437511.428430 nChanged 1063 SP:Iteration 31Q (1421.594175 sec): 3 clusters Score: Raw -11441465.632457 + Penalty 3723.473574 = -11437742.158882 nChanged 1104 SP:Iteration 32Q (1421.749652 sec): 3 clusters Score: Raw -11441716.738375 + Penalty 3723.473574 = -11437993.264800 nChanged 1103 SP:Iteration 33Q (1421.911723 sec): 3 clusters Score: Raw -11441964.136395 + Penalty 3723.473574 = -11438240.662821 nChanged 1126 SP:Iteration 34Q (1422.073668 sec): 3 clusters Score: Raw -11442223.911784 + Penalty 3723.473574 = -11438500.438210 nChanged 1179 SP:Iteration 35Q (1422.227477 sec): 3 clusters Score: Raw -11442501.723089 + Penalty 3723.473574 = -11438778.249515 nChanged 1222 SP:Iteration 36Q (1422.383886 sec): 3 clusters Score: Raw -11442799.716883 + Penalty 3723.473574 = -11439076.243308 nChanged 1240 SP:Iteration 37Q (1422.535221 sec): 3 clusters Score: Raw -11443120.474984 + Penalty 3723.473574 = -11439397.001409 nChanged 1258 SP:Iteration 38Q (1422.686346 sec): 3 clusters Score: Raw -11443467.285603 + Penalty 3723.473574 = -11439743.812028 nChanged 1303 SP:Iteration 39Q (1422.837475 sec): 3 clusters Score: Raw -11443845.168319 + Penalty 3723.473574 = -11440121.694744 nChanged 1381 SP:Iteration 40F (1422.991080 sec): 3 clusters Score: Raw -11444257.507553 + Penalty 3723.473574 = -11440534.033979 nChanged 1402 SP:Iteration 41Q (1423.149392 sec): 3 clusters Score: Raw -11444714.897791 + Penalty 3723.473574 = -11440991.424217 nChanged 1463 SP:Iteration 42Q (1423.304220 sec): 3 clusters Score: Raw -11445227.820078 + Penalty 3723.473574 = -11441504.346503 nChanged 1436 SP:Iteration 43Q (1423.455170 sec): 3 clusters Score: Raw -11445760.629397 + Penalty 3723.473574 = -11442037.155823 nChanged 1458 SP:Iteration 44Q (1423.601875 sec): 3 clusters Score: Raw -11446330.227628 + Penalty 3723.473574 = -11442606.754054 nChanged 1425 SP:Iteration 45Q (1423.747905 sec): 3 clusters Score: Raw -11446906.450568 + Penalty 3723.473574 = -11443182.976994 nChanged 1403 SP:Iteration 46Q (1423.891127 sec): 3 clusters Score: Raw -11447487.297213 + Penalty 3723.473574 = -11443763.823639 nChanged 1332 SP:Iteration 47Q (1424.035276 sec): 3 clusters Score: Raw -11448033.976294 + Penalty 3723.473574 = -11444310.502720 nChanged 1215 SP:Iteration 48Q (1424.185045 sec): 3 clusters Score: Raw -11448530.188754 + Penalty 3723.473574 = -11444806.715180 nChanged 1149 SP:Iteration 49Q (1424.325571 sec): 3 clusters Score: Raw -11449016.241800 + Penalty 3723.473574 = -11445292.768226 nChanged 1068 SP:Iteration 50Q (1424.497350 sec): 3 clusters Score: Raw -11449495.598586 + Penalty 3723.473574 = -11445772.125012 nChanged 995 SP:Iteration 51Q (1424.637539 sec): 3 clusters Score: Raw -11449938.597660 + Penalty 3723.473574 = -11446215.124086 nChanged 866 SP:Iteration 52Q (1424.775544 sec): 3 clusters Score: Raw -11450318.481642 + Penalty 3723.473574 = -11446595.008067 nChanged 743 SP:Iteration 53Q (1424.910264 sec): 3 clusters Score: Raw -11450654.668942 + Penalty 3723.473574 = -11446931.195367 nChanged 687 SP:Iteration 54Q (1425.047455 sec): 3 clusters Score: Raw -11450953.974667 + Penalty 3723.473574 = -11447230.501093 nChanged 587 SP:Iteration 55Q (1425.202111 sec): 3 clusters Score: Raw -11451222.385899 + Penalty 3723.473574 = -11447498.912325 nChanged 547 SP:Iteration 56Q (1425.336984 sec): 3 clusters Score: Raw -11451448.050775 + Penalty 3723.473574 = -11447724.577201 nChanged 442 SP:Iteration 57Q (1425.471572 sec): 3 clusters Score: Raw -11451611.984650 + Penalty 3723.473574 = -11447888.511075 nChanged 363 SP:Iteration 58Q (1425.611717 sec): 3 clusters Score: Raw -11451739.474130 + Penalty 3723.473574 = -11448016.000555 nChanged 279 SP:Iteration 59Q (1425.746848 sec): 3 clusters Score: Raw -11451820.282177 + Penalty 3723.473574 = -11448096.808602 nChanged 231 SP:Iteration 60F (1425.908592 sec): 3 clusters Score: Raw -11451878.112071 + Penalty 3723.473574 = -11448154.638497 nChanged 191 SP:Iteration 61Q (1426.041144 sec): 3 clusters Score: Raw -11451924.149356 + Penalty 3723.473574 = -11448200.675782 nChanged 165 SP:Iteration 62Q (1426.179749 sec): 3 clusters Score: Raw -11451962.066318 + Penalty 3723.473574 = -11448238.592743 nChanged 117 SP:Iteration 63Q (1426.319460 sec): 3 clusters Score: Raw -11451983.918213 + Penalty 3723.473574 = -11448260.444639 nChanged 96 SP:Iteration 64Q (1426.458798 sec): 3 clusters Score: Raw -11451994.912572 + Penalty 3723.473574 = -11448271.438997 nChanged 60 SP:Iteration 65Q (1426.588081 sec): 3 clusters Score: Raw -11452002.414464 + Penalty 3723.473574 = -11448278.940890 nChanged 40 SP:Iteration 66Q (1426.743195 sec): 3 clusters Score: Raw -11452007.190028 + Penalty 3723.473574 = -11448283.716453 nChanged 36 SP:Iteration 67Q (1426.901130 sec): 3 clusters Score: Raw -11452010.725659 + Penalty 3723.473574 = -11448287.252084 nChanged 32 SP:Iteration 68Q (1427.037098 sec): 3 clusters Score: Raw -11452013.482633 + Penalty 3723.473574 = -11448290.009059 nChanged 29 SP:Iteration 69Q (1427.171172 sec): 3 clusters Score: Raw -11452016.501781 + Penalty 3723.473574 = -11448293.028207 nChanged 33 SP:Iteration 70Q (1427.299447 sec): 3 clusters Score: Raw -11452020.405582 + Penalty 3723.473574 = -11448296.932007 nChanged 38 SP:Iteration 71Q (1427.434220 sec): 3 clusters Score: Raw -11452024.968125 + Penalty 3723.473574 = -11448301.494551 nChanged 31 SP:Iteration 72Q (1427.566458 sec): 3 clusters Score: Raw -11452028.830051 + Penalty 3723.473574 = -11448305.356477 nChanged 32 SP:Iteration 73Q (1427.702371 sec): 3 clusters Score: Raw -11452033.468601 + Penalty 3723.473574 = -11448309.995027 nChanged 31 SP:Iteration 74Q (1427.837259 sec): 3 clusters Score: Raw -11452037.026585 + Penalty 3723.473574 = -11448313.553011 nChanged 29 SP:Iteration 75Q (1427.975739 sec): 3 clusters Score: Raw -11452040.036049 + Penalty 3723.473574 = -11448316.562475 nChanged 22 SP:Iteration 76Q (1428.106024 sec): 3 clusters Score: Raw -11452041.899322 + Penalty 3723.473574 = -11448318.425747 nChanged 14 SP:Iteration 77Q (1428.235884 sec): 3 clusters Score: Raw -11452043.535317 + Penalty 3723.473574 = -11448320.061742 nChanged 17 SP:Iteration 78Q (1428.373389 sec): 3 clusters Score: Raw -11452045.617024 + Penalty 3723.473574 = -11448322.143450 nChanged 20 SP:Iteration 79Q (1428.509646 sec): 3 clusters Score: Raw -11452047.735473 + Penalty 3723.473574 = -11448324.261899 nChanged 27 SP:Iteration 80F (1428.673996 sec): 3 clusters Score: Raw -11452051.264192 + Penalty 3723.473574 = -11448327.790617 nChanged 30 SP:Iteration 81Q (1428.805195 sec): 3 clusters Score: Raw -11452054.242978 + Penalty 3723.473574 = -11448330.769403 nChanged 27 SP:Iteration 82Q (1428.940055 sec): 3 clusters Score: Raw -11452057.266073 + Penalty 3723.473574 = -11448333.792499 nChanged 28 SP:Iteration 83Q (1429.073277 sec): 3 clusters Score: Raw -11452060.349282 + Penalty 3723.473574 = -11448336.875708 nChanged 24 SP:Iteration 84Q (1429.224001 sec): 3 clusters Score: Raw -11452062.339755 + Penalty 3723.473574 = -11448338.866181 nChanged 20 SP:Iteration 85Q (1429.360199 sec): 3 clusters Score: Raw -11452063.916138 + Penalty 3723.473574 = -11448340.442563 nChanged 13 SP:Iteration 86Q (1429.489772 sec): 3 clusters Score: Raw -11452065.063717 + Penalty 3723.473574 = -11448341.590143 nChanged 14 SP:Iteration 87Q (1429.620297 sec): 3 clusters Score: Raw -11452066.304169 + Penalty 3723.473574 = -11448342.830595 nChanged 13 SP:Iteration 88Q (1429.775762 sec): 3 clusters Score: Raw -11452067.569177 + Penalty 3723.473574 = -11448344.095603 nChanged 14 SP:Iteration 89Q (1429.908742 sec): 3 clusters Score: Raw -11452069.153757 + Penalty 3723.473574 = -11448345.680182 nChanged 19 SP:Iteration 90Q (1430.038422 sec): 3 clusters Score: Raw -11452071.149715 + Penalty 3723.473574 = -11448347.676140 nChanged 16 SP:Iteration 91Q (1430.172989 sec): 3 clusters Score: Raw -11452072.741265 + Penalty 3723.473574 = -11448349.267691 nChanged 15 SP:Iteration 92Q (1430.306756 sec): 3 clusters Score: Raw -11452073.967092 + Penalty 3723.473574 = -11448350.493517 nChanged 16 SP:Iteration 93Q (1430.441264 sec): 3 clusters Score: Raw -11452075.507112 + Penalty 3723.473574 = -11448352.033538 nChanged 19 SP:Iteration 94Q (1430.603056 sec): 3 clusters Score: Raw -11452077.084724 + Penalty 3723.473574 = -11448353.611150 nChanged 19 SP:Iteration 95Q (1430.735477 sec): 3 clusters Score: Raw -11452078.894978 + Penalty 3723.473574 = -11448355.421404 nChanged 12 SP:Iteration 96Q (1430.869568 sec): 3 clusters Score: Raw -11452079.840004 + Penalty 3723.473574 = -11448356.366430 nChanged 7 SP:Iteration 97Q (1431.002621 sec): 3 clusters Score: Raw -11452080.380111 + Penalty 3723.473574 = -11448356.906537 nChanged 10 SP:Iteration 98Q (1431.132038 sec): 3 clusters Score: Raw -11452081.284332 + Penalty 3723.473574 = -11448357.810757 nChanged 7 SP:Iteration 99Q (1431.261385 sec): 3 clusters Score: Raw -11452081.599961 + Penalty 3723.473574 = -11448358.126387 nChanged 5 SP:Iteration 100F (1431.417908 sec): 3 clusters Score: Raw -11452081.942315 + Penalty 3723.473574 = -11448358.468741 nChanged 4 SP:Iteration 101Q (1431.549181 sec): 3 clusters Score: Raw -11452082.171705 + Penalty 3723.473574 = -11448358.698130 nChanged 2 SP:Iteration 102Q (1431.679061 sec): 3 clusters Score: Raw -11452082.368837 + Penalty 3723.473574 = -11448358.895262 nChanged 3 SP:Iteration 103Q (1431.816831 sec): 3 clusters Score: Raw -11452082.536106 + Penalty 3723.473574 = -11448359.062531 nChanged 1 SP:Iteration 104Q (1431.951333 sec): 3 clusters Score: Raw -11452082.607589 + Penalty 3723.473574 = -11448359.134015 nChanged 1 SP:Iteration 105Q (1432.086069 sec): 3 clusters Score: Raw -11452082.714582 + Penalty 3723.473574 = -11448359.241008 nChanged 1 SP:Iteration 106Q (1432.215993 sec): 3 clusters Score: Raw -11452082.765727 + Penalty 3723.473574 = -11448359.292153 nChanged 0 SP:Iteration 107F (1432.369100 sec): 3 clusters Score: Raw -11452082.765727 + Penalty 3723.473574 = -11448359.292153 nChanged 0 Score: Raw -56485044.447460 + Penalty 48846.438169 = -56436198.009292 Splitting cluster 12 changes total score from -56436417.234401 to -56436198.009292 So it's not getting split. Trying to split cluster 13 (11571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1439.560562 sec): 2 clusters Score: Raw -1354356.250172 + Penalty 1520.391803 = -1352835.858369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1439.615872 sec): 3 clusters Score: Raw -1347761.804767 + Penalty 3040.783605 = -1344721.021162 nChanged 5025 SP:Iteration 1F (1439.669927 sec): 3 clusters Score: Raw -1350746.619247 + Penalty 3040.783605 = -1347705.835642 nChanged 859 SP:Iteration 2F (1439.707153 sec): 3 clusters Score: Raw -1351272.981725 + Penalty 3040.783605 = -1348232.198119 nChanged 801 SP:Iteration 3F (1439.737323 sec): 3 clusters Score: Raw -1351795.304555 + Penalty 3040.783605 = -1348754.520950 nChanged 742 SP:Iteration 4F (1439.768181 sec): 3 clusters Score: Raw -1352326.068805 + Penalty 3040.783605 = -1349285.285200 nChanged 734 SP:Iteration 5F (1439.802185 sec): 3 clusters Score: Raw -1352863.189643 + Penalty 3040.783605 = -1349822.406038 nChanged 672 SP:Iteration 6F (1439.832304 sec): 3 clusters Score: Raw -1353357.685700 + Penalty 3040.783605 = -1350316.902095 nChanged 597 SP:Iteration 7F (1439.864399 sec): 3 clusters Score: Raw -1353752.678035 + Penalty 3040.783605 = -1350711.894430 nChanged 460 SP:Iteration 8Q (1439.894449 sec): 3 clusters Score: Raw -1354068.608306 + Penalty 3040.783605 = -1351027.824701 nChanged 391 SP:Iteration 9Q (1439.926383 sec): 3 clusters Score: Raw -1354339.458671 + Penalty 3040.783605 = -1351298.675066 nChanged 317 SP:Iteration 10Q (1439.955814 sec): 3 clusters Score: Raw -1354526.528891 + Penalty 3040.783605 = -1351485.745286 nChanged 244 SP:Iteration 11Q (1439.991787 sec): 3 clusters Score: Raw -1354649.696857 + Penalty 3040.783605 = -1351608.913252 nChanged 184 SP:Iteration 12Q (1440.025777 sec): 3 clusters Score: Raw -1354727.724754 + Penalty 3040.783605 = -1351686.941149 nChanged 145 SP:Iteration 13Q (1440.085085 sec): 3 clusters Score: Raw -1354783.312914 + Penalty 3040.783605 = -1351742.529309 nChanged 119 SP:Iteration 14Q (1440.146989 sec): 3 clusters Score: Raw -1354834.134704 + Penalty 3040.783605 = -1351793.351099 nChanged 101 SP:Iteration 15Q (1440.178846 sec): 3 clusters Score: Raw -1354870.278438 + Penalty 3040.783605 = -1351829.494833 nChanged 93 SP:Iteration 16Q (1440.208134 sec): 3 clusters Score: Raw -1354898.753255 + Penalty 3040.783605 = -1351857.969650 nChanged 70 SP:Iteration 17Q (1440.236030 sec): 3 clusters Score: Raw -1354918.692641 + Penalty 3040.783605 = -1351877.909036 nChanged 59 SP:Iteration 18Q (1440.264201 sec): 3 clusters Score: Raw -1354935.169382 + Penalty 3040.783605 = -1351894.385777 nChanged 61 SP:Iteration 19Q (1440.298183 sec): 3 clusters Score: Raw -1354950.422022 + Penalty 3040.783605 = -1351909.638417 nChanged 57 SP:Iteration 20F (1440.334888 sec): 3 clusters Score: Raw -1354964.559915 + Penalty 3040.783605 = -1351923.776310 nChanged 43 SP:Iteration 21Q (1440.363011 sec): 3 clusters Score: Raw -1354973.526674 + Penalty 3040.783605 = -1351932.743068 nChanged 39 SP:Iteration 22Q (1440.395638 sec): 3 clusters Score: Raw -1354984.390885 + Penalty 3040.783605 = -1351943.607279 nChanged 42 SP:Iteration 23Q (1440.423364 sec): 3 clusters Score: Raw -1354996.942415 + Penalty 3040.783605 = -1351956.158809 nChanged 40 SP:Iteration 24Q (1440.457233 sec): 3 clusters Score: Raw -1355007.396163 + Penalty 3040.783605 = -1351966.612557 nChanged 37 SP:Iteration 25Q (1440.484794 sec): 3 clusters Score: Raw -1355015.789306 + Penalty 3040.783605 = -1351975.005701 nChanged 24 SP:Iteration 26Q (1440.518268 sec): 3 clusters Score: Raw -1355020.338065 + Penalty 3040.783605 = -1351979.554460 nChanged 24 SP:Iteration 27Q (1440.573678 sec): 3 clusters Score: Raw -1355024.842895 + Penalty 3040.783605 = -1351984.059290 nChanged 15 SP:Iteration 28Q (1440.601787 sec): 3 clusters Score: Raw -1355027.180510 + Penalty 3040.783605 = -1351986.396905 nChanged 12 SP:Iteration 29Q (1440.633899 sec): 3 clusters Score: Raw -1355029.646585 + Penalty 3040.783605 = -1351988.862979 nChanged 11 SP:Iteration 30Q (1440.663778 sec): 3 clusters Score: Raw -1355031.966570 + Penalty 3040.783605 = -1351991.182964 nChanged 14 SP:Iteration 31Q (1440.696972 sec): 3 clusters Score: Raw -1355034.898714 + Penalty 3040.783605 = -1351994.115109 nChanged 9 SP:Iteration 32Q (1440.738727 sec): 3 clusters Score: Raw -1355036.569461 + Penalty 3040.783605 = -1351995.785856 nChanged 12 SP:Iteration 33Q (1440.766209 sec): 3 clusters Score: Raw -1355038.836963 + Penalty 3040.783605 = -1351998.053358 nChanged 14 SP:Iteration 34Q (1440.799522 sec): 3 clusters Score: Raw -1355041.364340 + Penalty 3040.783605 = -1352000.580735 nChanged 16 SP:Iteration 35Q (1440.827133 sec): 3 clusters Score: Raw -1355044.610964 + Penalty 3040.783605 = -1352003.827359 nChanged 18 SP:Iteration 36Q (1440.855356 sec): 3 clusters Score: Raw -1355048.575660 + Penalty 3040.783605 = -1352007.792055 nChanged 14 SP:Iteration 37Q (1440.906828 sec): 3 clusters Score: Raw -1355051.181776 + Penalty 3040.783605 = -1352010.398170 nChanged 10 SP:Iteration 38Q (1440.940293 sec): 3 clusters Score: Raw -1355053.500693 + Penalty 3040.783605 = -1352012.717088 nChanged 12 SP:Iteration 39Q (1440.968390 sec): 3 clusters Score: Raw -1355055.818277 + Penalty 3040.783605 = -1352015.034672 nChanged 9 SP:Iteration 40F (1440.998725 sec): 3 clusters Score: Raw -1355057.267108 + Penalty 3040.783605 = -1352016.483503 nChanged 12 SP:Iteration 41Q (1441.026800 sec): 3 clusters Score: Raw -1355059.462277 + Penalty 3040.783605 = -1352018.678672 nChanged 11 SP:Iteration 42Q (1441.054267 sec): 3 clusters Score: Raw -1355061.755571 + Penalty 3040.783605 = -1352020.971966 nChanged 15 SP:Iteration 43Q (1441.084382 sec): 3 clusters Score: Raw -1355064.314215 + Penalty 3040.783605 = -1352023.530609 nChanged 11 SP:Iteration 44Q (1441.111842 sec): 3 clusters Score: Raw -1355067.415513 + Penalty 3040.783605 = -1352026.631907 nChanged 13 SP:Iteration 45Q (1441.144667 sec): 3 clusters Score: Raw -1355070.435015 + Penalty 3040.783605 = -1352029.651410 nChanged 11 SP:Iteration 46Q (1441.172189 sec): 3 clusters Score: Raw -1355073.722969 + Penalty 3040.783605 = -1352032.939364 nChanged 12 SP:Iteration 47Q (1441.199612 sec): 3 clusters Score: Raw -1355076.199785 + Penalty 3040.783605 = -1352035.416180 nChanged 8 SP:Iteration 48Q (1441.232416 sec): 3 clusters Score: Raw -1355077.948886 + Penalty 3040.783605 = -1352037.165281 nChanged 9 SP:Iteration 49Q (1441.260828 sec): 3 clusters Score: Raw -1355080.057645 + Penalty 3040.783605 = -1352039.274040 nChanged 6 SP:Iteration 50Q (1441.288447 sec): 3 clusters Score: Raw -1355081.347157 + Penalty 3040.783605 = -1352040.563552 nChanged 6 SP:Iteration 51Q (1441.322628 sec): 3 clusters Score: Raw -1355082.919868 + Penalty 3040.783605 = -1352042.136263 nChanged 4 SP:Iteration 52Q (1441.350055 sec): 3 clusters Score: Raw -1355083.858026 + Penalty 3040.783605 = -1352043.074420 nChanged 1 SP:Iteration 53Q (1441.381637 sec): 3 clusters Score: Raw -1355084.002108 + Penalty 3040.783605 = -1352043.218503 nChanged 0 SP:Iteration 54F (1441.411683 sec): 3 clusters Score: Raw -1355084.002108 + Penalty 3040.783605 = -1352043.218503 nChanged 0 Trying to split cluster 14 (3407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1441.440197 sec): 2 clusters Score: Raw -419972.982799 + Penalty 1321.707955 = -418651.274843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1441.456535 sec): 3 clusters Score: Raw -418350.646967 + Penalty 2643.415911 = -415707.231056 nChanged 1305 SP:Iteration 1F (1441.472876 sec): 3 clusters Score: Raw -419090.523328 + Penalty 2643.415911 = -416447.107417 nChanged 232 SP:Iteration 2F (1441.489260 sec): 3 clusters Score: Raw -419231.897315 + Penalty 2643.415911 = -416588.481405 nChanged 170 SP:Iteration 3Q (1441.505840 sec): 3 clusters Score: Raw -419319.937907 + Penalty 2643.415911 = -416676.521996 nChanged 116 SP:Iteration 4Q (1441.522416 sec): 3 clusters Score: Raw -419379.471350 + Penalty 2643.415911 = -416736.055439 nChanged 105 SP:Iteration 5Q (1441.546043 sec): 3 clusters Score: Raw -419424.324898 + Penalty 2643.415911 = -416780.908987 nChanged 68 SP:Iteration 6Q (1441.566109 sec): 3 clusters Score: Raw -419453.951380 + Penalty 2643.415911 = -416810.535469 nChanged 48 SP:Iteration 7Q (1441.583805 sec): 3 clusters Score: Raw -419470.572047 + Penalty 2643.415911 = -416827.156136 nChanged 31 SP:Iteration 8Q (1441.602179 sec): 3 clusters Score: Raw -419480.462903 + Penalty 2643.415911 = -416837.046992 nChanged 30 SP:Iteration 9Q (1441.620445 sec): 3 clusters Score: Raw -419490.153238 + Penalty 2643.415911 = -416846.737328 nChanged 26 SP:Iteration 10Q (1441.672339 sec): 3 clusters Score: Raw -419496.935139 + Penalty 2643.415911 = -416853.519228 nChanged 16 SP:Iteration 11Q (1441.691559 sec): 3 clusters Score: Raw -419503.761184 + Penalty 2643.415911 = -416860.345273 nChanged 21 SP:Iteration 12Q (1441.707051 sec): 3 clusters Score: Raw -419510.175166 + Penalty 2643.415911 = -416866.759255 nChanged 14 SP:Iteration 13Q (1441.722427 sec): 3 clusters Score: Raw -419515.581096 + Penalty 2643.415911 = -416872.165185 nChanged 12 SP:Iteration 14Q (1441.745841 sec): 3 clusters Score: Raw -419518.143895 + Penalty 2643.415911 = -416874.727984 nChanged 8 SP:Iteration 15Q (1441.769122 sec): 3 clusters Score: Raw -419520.266006 + Penalty 2643.415911 = -416876.850095 nChanged 9 SP:Iteration 16Q (1441.785544 sec): 3 clusters Score: Raw -419523.960081 + Penalty 2643.415911 = -416880.544170 nChanged 12 SP:Iteration 17Q (1441.800973 sec): 3 clusters Score: Raw -419529.135014 + Penalty 2643.415911 = -416885.719103 nChanged 14 SP:Iteration 18Q (1441.822368 sec): 3 clusters Score: Raw -419536.968768 + Penalty 2643.415911 = -416893.552857 nChanged 24 SP:Iteration 19Q (1441.846025 sec): 3 clusters Score: Raw -419546.872871 + Penalty 2643.415911 = -416903.456960 nChanged 24 SP:Iteration 20F (1441.862570 sec): 3 clusters Score: Raw -419556.827236 + Penalty 2643.415911 = -416913.411326 nChanged 31 SP:Iteration 21Q (1441.879028 sec): 3 clusters Score: Raw -419572.014721 + Penalty 2643.415911 = -416928.598810 nChanged 29 SP:Iteration 22Q (1441.895583 sec): 3 clusters Score: Raw -419584.028854 + Penalty 2643.415911 = -416940.612943 nChanged 32 SP:Iteration 23Q (1441.912143 sec): 3 clusters Score: Raw -419596.610406 + Penalty 2643.415911 = -416953.194496 nChanged 31 SP:Iteration 24Q (1441.928656 sec): 3 clusters Score: Raw -419609.294846 + Penalty 2643.415911 = -416965.878935 nChanged 32 SP:Iteration 25Q (1441.949351 sec): 3 clusters Score: Raw -419626.175871 + Penalty 2643.415911 = -416982.759960 nChanged 44 SP:Iteration 26Q (1441.971971 sec): 3 clusters Score: Raw -419645.342644 + Penalty 2643.415911 = -417001.926733 nChanged 35 SP:Iteration 27Q (1441.992247 sec): 3 clusters Score: Raw -419663.377037 + Penalty 2643.415911 = -417019.961126 nChanged 42 SP:Iteration 28Q (1442.010177 sec): 3 clusters Score: Raw -419680.173430 + Penalty 2643.415911 = -417036.757519 nChanged 38 SP:Iteration 29Q (1442.027614 sec): 3 clusters Score: Raw -419695.418318 + Penalty 2643.415911 = -417052.002407 nChanged 42 SP:Iteration 30Q (1442.044054 sec): 3 clusters Score: Raw -419714.073615 + Penalty 2643.415911 = -417070.657705 nChanged 46 SP:Iteration 31Q (1442.059497 sec): 3 clusters Score: Raw -419734.475555 + Penalty 2643.415911 = -417091.059644 nChanged 29 SP:Iteration 32Q (1442.080007 sec): 3 clusters Score: Raw -419746.414678 + Penalty 2643.415911 = -417102.998767 nChanged 27 SP:Iteration 33Q (1442.102652 sec): 3 clusters Score: Raw -419756.219441 + Penalty 2643.415911 = -417112.803531 nChanged 21 SP:Iteration 34Q (1442.134930 sec): 3 clusters Score: Raw -419764.223904 + Penalty 2643.415911 = -417120.807993 nChanged 19 SP:Iteration 35Q (1442.183274 sec): 3 clusters Score: Raw -419769.650325 + Penalty 2643.415911 = -417126.234414 nChanged 18 SP:Iteration 36Q (1442.222473 sec): 3 clusters Score: Raw -419776.305680 + Penalty 2643.415911 = -417132.889769 nChanged 17 SP:Iteration 37Q (1442.272780 sec): 3 clusters Score: Raw -419783.084977 + Penalty 2643.415911 = -417139.669067 nChanged 20 SP:Iteration 38Q (1442.315391 sec): 3 clusters Score: Raw -419788.866662 + Penalty 2643.415911 = -417145.450751 nChanged 11 SP:Iteration 39Q (1442.365823 sec): 3 clusters Score: Raw -419791.090118 + Penalty 2643.415911 = -417147.674207 nChanged 6 SP:Iteration 40F (1442.407216 sec): 3 clusters Score: Raw -419795.051298 + Penalty 2643.415911 = -417151.635387 nChanged 16 SP:Iteration 41Q (1442.457757 sec): 3 clusters Score: Raw -419799.834658 + Penalty 2643.415911 = -417156.418747 nChanged 15 SP:Iteration 42Q (1442.514569 sec): 3 clusters Score: Raw -419804.444693 + Penalty 2643.415911 = -417161.028782 nChanged 10 SP:Iteration 43Q (1442.526923 sec): 3 clusters Score: Raw -419807.833996 + Penalty 2643.415911 = -417164.418085 nChanged 14 SP:Iteration 44Q (1442.543339 sec): 3 clusters Score: Raw -419812.031594 + Penalty 2643.415911 = -417168.615683 nChanged 16 SP:Iteration 45Q (1442.561316 sec): 3 clusters Score: Raw -419817.006173 + Penalty 2643.415911 = -417173.590262 nChanged 15 SP:Iteration 46Q (1442.579439 sec): 3 clusters Score: Raw -419821.753976 + Penalty 2643.415911 = -417178.338065 nChanged 16 SP:Iteration 47Q (1442.601567 sec): 3 clusters Score: Raw -419828.521926 + Penalty 2643.415911 = -417185.106016 nChanged 20 SP:Iteration 48Q (1442.626443 sec): 3 clusters Score: Raw -419835.674440 + Penalty 2643.415911 = -417192.258530 nChanged 24 SP:Iteration 49Q (1442.646752 sec): 3 clusters Score: Raw -419844.319979 + Penalty 2643.415911 = -417200.904069 nChanged 28 SP:Iteration 50Q (1442.664367 sec): 3 clusters Score: Raw -419854.451883 + Penalty 2643.415911 = -417211.035973 nChanged 27 SP:Iteration 51Q (1442.682379 sec): 3 clusters Score: Raw -419865.485030 + Penalty 2643.415911 = -417222.069119 nChanged 27 SP:Iteration 52Q (1442.700381 sec): 3 clusters Score: Raw -419873.937422 + Penalty 2643.415911 = -417230.521511 nChanged 21 SP:Iteration 53Q (1442.715680 sec): 3 clusters Score: Raw -419878.343562 + Penalty 2643.415911 = -417234.927651 nChanged 11 SP:Iteration 54Q (1442.731312 sec): 3 clusters Score: Raw -419880.578195 + Penalty 2643.415911 = -417237.162284 nChanged 2 SP:Iteration 55Q (1442.747741 sec): 3 clusters Score: Raw -419880.991504 + Penalty 2643.415911 = -417237.575593 nChanged 2 SP:Iteration 56Q (1442.770196 sec): 3 clusters Score: Raw -419881.258240 + Penalty 2643.415911 = -417237.842329 nChanged 1 SP:Iteration 57Q (1442.788332 sec): 3 clusters Score: Raw -419881.385067 + Penalty 2643.415911 = -417237.969156 nChanged 0 SP:Iteration 58F (1442.803910 sec): 3 clusters Score: Raw -419881.385067 + Penalty 2643.415911 = -417237.969156 nChanged 0 Trying to split cluster 15 (14997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1442.833226 sec): 2 clusters Score: Raw -1814026.587751 + Penalty 1562.535887 = -1812464.051863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1442.875665 sec): 3 clusters Score: Raw -1805223.328329 + Penalty 3125.071775 = -1802098.256554 nChanged 6665 SP:Iteration 1F (1442.917931 sec): 3 clusters Score: Raw -1809000.620821 + Penalty 3125.071775 = -1805875.549047 nChanged 873 SP:Iteration 2F (1442.961256 sec): 3 clusters Score: Raw -1809428.191688 + Penalty 3125.071775 = -1806303.119914 nChanged 851 SP:Iteration 3F (1442.997459 sec): 3 clusters Score: Raw -1809900.675063 + Penalty 3125.071775 = -1806775.603289 nChanged 923 SP:Iteration 4F (1443.041323 sec): 3 clusters Score: Raw -1810499.593657 + Penalty 3125.071775 = -1807374.521883 nChanged 975 SP:Iteration 5F (1443.085053 sec): 3 clusters Score: Raw -1811231.373717 + Penalty 3125.071775 = -1808106.301942 nChanged 945 SP:Iteration 6F (1443.147819 sec): 3 clusters Score: Raw -1812047.008753 + Penalty 3125.071775 = -1808921.936979 nChanged 821 SP:Iteration 7F (1443.192573 sec): 3 clusters Score: Raw -1812787.280832 + Penalty 3125.071775 = -1809662.209058 nChanged 586 SP:Iteration 8Q (1443.229743 sec): 3 clusters Score: Raw -1813285.639476 + Penalty 3125.071775 = -1810160.567701 nChanged 376 SP:Iteration 9Q (1443.267013 sec): 3 clusters Score: Raw -1813631.243169 + Penalty 3125.071775 = -1810506.171394 nChanged 257 SP:Iteration 10Q (1443.302989 sec): 3 clusters Score: Raw -1813863.524188 + Penalty 3125.071775 = -1810738.452414 nChanged 178 SP:Iteration 11Q (1443.339625 sec): 3 clusters Score: Raw -1814002.442294 + Penalty 3125.071775 = -1810877.370519 nChanged 125 SP:Iteration 12Q (1443.376522 sec): 3 clusters Score: Raw -1814089.215750 + Penalty 3125.071775 = -1810964.143975 nChanged 94 SP:Iteration 13Q (1443.412636 sec): 3 clusters Score: Raw -1814152.839039 + Penalty 3125.071775 = -1811027.767264 nChanged 63 SP:Iteration 14Q (1443.442703 sec): 3 clusters Score: Raw -1814190.689621 + Penalty 3125.071775 = -1811065.617846 nChanged 43 SP:Iteration 15Q (1443.472531 sec): 3 clusters Score: Raw -1814213.638690 + Penalty 3125.071775 = -1811088.566916 nChanged 29 SP:Iteration 16Q (1443.537602 sec): 3 clusters Score: Raw -1814230.751457 + Penalty 3125.071775 = -1811105.679682 nChanged 21 SP:Iteration 17Q (1443.600650 sec): 3 clusters Score: Raw -1814242.405385 + Penalty 3125.071775 = -1811117.333611 nChanged 16 SP:Iteration 18Q (1443.631513 sec): 3 clusters Score: Raw -1814251.976696 + Penalty 3125.071775 = -1811126.904922 nChanged 18 SP:Iteration 19Q (1443.673903 sec): 3 clusters Score: Raw -1814263.121630 + Penalty 3125.071775 = -1811138.049856 nChanged 15 SP:Iteration 20F (1443.710298 sec): 3 clusters Score: Raw -1814270.520340 + Penalty 3125.071775 = -1811145.448565 nChanged 15 SP:Iteration 21Q (1443.767223 sec): 3 clusters Score: Raw -1814280.763580 + Penalty 3125.071775 = -1811155.691805 nChanged 18 SP:Iteration 22Q (1443.802583 sec): 3 clusters Score: Raw -1814289.610363 + Penalty 3125.071775 = -1811164.538588 nChanged 13 SP:Iteration 23Q (1443.838139 sec): 3 clusters Score: Raw -1814294.489513 + Penalty 3125.071775 = -1811169.417739 nChanged 11 SP:Iteration 24Q (1443.882679 sec): 3 clusters Score: Raw -1814298.422516 + Penalty 3125.071775 = -1811173.350742 nChanged 6 SP:Iteration 25Q (1443.912747 sec): 3 clusters Score: Raw -1814300.555651 + Penalty 3125.071775 = -1811175.483877 nChanged 2 SP:Iteration 26Q (1443.958414 sec): 3 clusters Score: Raw -1814301.609718 + Penalty 3125.071775 = -1811176.537943 nChanged 3 SP:Iteration 27Q (1443.987631 sec): 3 clusters Score: Raw -1814302.395275 + Penalty 3125.071775 = -1811177.323500 nChanged 1 SP:Iteration 28Q (1444.024719 sec): 3 clusters Score: Raw -1814302.767940 + Penalty 3125.071775 = -1811177.696165 nChanged 1 SP:Iteration 29Q (1444.058841 sec): 3 clusters Score: Raw -1814303.287123 + Penalty 3125.071775 = -1811178.215348 nChanged 1 SP:Iteration 30Q (1444.088333 sec): 3 clusters Score: Raw -1814303.497616 + Penalty 3125.071775 = -1811178.425841 nChanged 0 SP:Iteration 31F (1444.124747 sec): 3 clusters Score: Raw -1814303.497616 + Penalty 3125.071775 = -1811178.425841 nChanged 0 Trying to split cluster 16 (1417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1444.138964 sec): 2 clusters Score: Raw -157514.602315 + Penalty 1179.148301 = -156335.454014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1444.146617 sec): 3 clusters Score: Raw -157015.695696 + Penalty 2358.296603 = -154657.399093 nChanged 499 SP:Iteration 1F (1444.153749 sec): 3 clusters Score: Raw -157496.052571 + Penalty 2358.296603 = -155137.755968 nChanged 137 SP:Iteration 2F (1444.160926 sec): 3 clusters Score: Raw -157666.147492 + Penalty 2358.296603 = -155307.850889 nChanged 109 SP:Iteration 3F (1444.168044 sec): 3 clusters Score: Raw -157841.025462 + Penalty 2358.296603 = -155482.728859 nChanged 84 SP:Iteration 4F (1444.175223 sec): 3 clusters Score: Raw -157996.593932 + Penalty 2358.296603 = -155638.297329 nChanged 79 SP:Iteration 5F (1444.182309 sec): 3 clusters Score: Raw -158145.429299 + Penalty 2358.296603 = -155787.132696 nChanged 62 SP:Iteration 6Q (1444.189336 sec): 3 clusters Score: Raw -158229.184873 + Penalty 2358.296603 = -155870.888270 nChanged 42 SP:Iteration 7Q (1444.196351 sec): 3 clusters Score: Raw -158279.457993 + Penalty 2358.296603 = -155921.161390 nChanged 28 SP:Iteration 8Q (1444.203720 sec): 3 clusters Score: Raw -158309.894500 + Penalty 2358.296603 = -155951.597897 nChanged 18 SP:Iteration 9Q (1444.210737 sec): 3 clusters Score: Raw -158325.673930 + Penalty 2358.296603 = -155967.377327 nChanged 11 SP:Iteration 10Q (1444.217717 sec): 3 clusters Score: Raw -158339.569279 + Penalty 2358.296603 = -155981.272676 nChanged 10 SP:Iteration 11Q (1444.224697 sec): 3 clusters Score: Raw -158346.017972 + Penalty 2358.296603 = -155987.721369 nChanged 4 SP:Iteration 12Q (1444.231649 sec): 3 clusters Score: Raw -158348.871881 + Penalty 2358.296603 = -155990.575278 nChanged 1 SP:Iteration 13Q (1444.238573 sec): 3 clusters Score: Raw -158349.278587 + Penalty 2358.296603 = -155990.981984 nChanged 0 SP:Iteration 14F (1444.271479 sec): 3 clusters Score: Raw -158349.278587 + Penalty 2358.296603 = -155990.981984 nChanged 0 Trying to split cluster 17 (52083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1444.346931 sec): 2 clusters Score: Raw -6331346.114143 + Penalty 1764.846505 = -6329581.267638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1444.448078 sec): 3 clusters Score: Raw -6298192.391638 + Penalty 3529.693011 = -6294662.698627 nChanged 24584 SP:Iteration 1F (1444.573002 sec): 3 clusters Score: Raw -6312865.875360 + Penalty 3529.693011 = -6309336.182350 nChanged 2689 SP:Iteration 2F (1444.688653 sec): 3 clusters Score: Raw -6314410.216671 + Penalty 3529.693011 = -6310880.523660 nChanged 3202 SP:Iteration 3F (1444.783003 sec): 3 clusters Score: Raw -6316649.408171 + Penalty 3529.693011 = -6313119.715161 nChanged 3776 SP:Iteration 4F (1444.884974 sec): 3 clusters Score: Raw -6319409.065610 + Penalty 3529.693011 = -6315879.372599 nChanged 3864 SP:Iteration 5F (1444.985727 sec): 3 clusters Score: Raw -6322059.295375 + Penalty 3529.693011 = -6318529.602364 nChanged 3413 SP:Iteration 6F (1445.080003 sec): 3 clusters Score: Raw -6324214.586005 + Penalty 3529.693011 = -6320684.892994 nChanged 2848 SP:Iteration 7F (1445.181013 sec): 3 clusters Score: Raw -6325856.742946 + Penalty 3529.693011 = -6322327.049935 nChanged 2282 SP:Iteration 8Q (1445.278828 sec): 3 clusters Score: Raw -6327083.445639 + Penalty 3529.693011 = -6323553.752629 nChanged 1939 SP:Iteration 9Q (1445.375567 sec): 3 clusters Score: Raw -6328057.305909 + Penalty 3529.693011 = -6324527.612898 nChanged 1555 SP:Iteration 10Q (1445.471165 sec): 3 clusters Score: Raw -6328673.778412 + Penalty 3529.693011 = -6325144.085401 nChanged 1170 SP:Iteration 11Q (1445.570878 sec): 3 clusters Score: Raw -6329057.144113 + Penalty 3529.693011 = -6325527.451103 nChanged 918 SP:Iteration 12Q (1445.672705 sec): 3 clusters Score: Raw -6329297.528415 + Penalty 3529.693011 = -6325767.835404 nChanged 711 SP:Iteration 13Q (1445.772417 sec): 3 clusters Score: Raw -6329451.622815 + Penalty 3529.693011 = -6325921.929804 nChanged 562 SP:Iteration 14Q (1445.869264 sec): 3 clusters Score: Raw -6329555.177098 + Penalty 3529.693011 = -6326025.484087 nChanged 466 SP:Iteration 15Q (1445.963409 sec): 3 clusters Score: Raw -6329632.493564 + Penalty 3529.693011 = -6326102.800553 nChanged 390 SP:Iteration 16Q (1446.064296 sec): 3 clusters Score: Raw -6329687.818205 + Penalty 3529.693011 = -6326158.125195 nChanged 346 SP:Iteration 17Q (1446.177592 sec): 3 clusters Score: Raw -6329731.211714 + Penalty 3529.693011 = -6326201.518703 nChanged 293 SP:Iteration 18Q (1446.283076 sec): 3 clusters Score: Raw -6329762.825977 + Penalty 3529.693011 = -6326233.132967 nChanged 236 SP:Iteration 19Q (1446.377057 sec): 3 clusters Score: Raw -6329786.194901 + Penalty 3529.693011 = -6326256.501890 nChanged 217 SP:Iteration 20F (1446.484342 sec): 3 clusters Score: Raw -6329806.507549 + Penalty 3529.693011 = -6326276.814538 nChanged 191 SP:Iteration 21Q (1446.584380 sec): 3 clusters Score: Raw -6329823.564966 + Penalty 3529.693011 = -6326293.871956 nChanged 169 SP:Iteration 22Q (1446.679032 sec): 3 clusters Score: Raw -6329838.521792 + Penalty 3529.693011 = -6326308.828782 nChanged 178 SP:Iteration 23Q (1446.773795 sec): 3 clusters Score: Raw -6329852.467526 + Penalty 3529.693011 = -6326322.774516 nChanged 173 SP:Iteration 24Q (1446.868686 sec): 3 clusters Score: Raw -6329867.179357 + Penalty 3529.693011 = -6326337.486347 nChanged 151 SP:Iteration 25Q (1446.961415 sec): 3 clusters Score: Raw -6329878.281066 + Penalty 3529.693011 = -6326348.588056 nChanged 140 SP:Iteration 26Q (1447.090538 sec): 3 clusters Score: Raw -6329888.001781 + Penalty 3529.693011 = -6326358.308770 nChanged 112 SP:Iteration 27Q (1447.193222 sec): 3 clusters Score: Raw -6329893.833998 + Penalty 3529.693011 = -6326364.140988 nChanged 93 SP:Iteration 28Q (1447.288491 sec): 3 clusters Score: Raw -6329898.219426 + Penalty 3529.693011 = -6326368.526416 nChanged 86 SP:Iteration 29Q (1447.382716 sec): 3 clusters Score: Raw -6329902.183544 + Penalty 3529.693011 = -6326372.490534 nChanged 87 SP:Iteration 30Q (1447.475870 sec): 3 clusters Score: Raw -6329906.287523 + Penalty 3529.693011 = -6326376.594512 nChanged 62 SP:Iteration 31Q (1447.578922 sec): 3 clusters Score: Raw -6329908.603965 + Penalty 3529.693011 = -6326378.910955 nChanged 57 SP:Iteration 32Q (1447.672080 sec): 3 clusters Score: Raw -6329910.651320 + Penalty 3529.693011 = -6326380.958309 nChanged 50 SP:Iteration 33Q (1447.766919 sec): 3 clusters Score: Raw -6329912.228585 + Penalty 3529.693011 = -6326382.535574 nChanged 42 SP:Iteration 34Q (1447.866768 sec): 3 clusters Score: Raw -6329913.495237 + Penalty 3529.693011 = -6326383.802226 nChanged 31 SP:Iteration 35Q (1447.960891 sec): 3 clusters Score: Raw -6329914.608923 + Penalty 3529.693011 = -6326384.915912 nChanged 39 SP:Iteration 36Q (1448.059114 sec): 3 clusters Score: Raw -6329916.150690 + Penalty 3529.693011 = -6326386.457680 nChanged 41 SP:Iteration 37Q (1448.153337 sec): 3 clusters Score: Raw -6329917.801016 + Penalty 3529.693011 = -6326388.108006 nChanged 41 SP:Iteration 38Q (1448.251950 sec): 3 clusters Score: Raw -6329919.315015 + Penalty 3529.693011 = -6326389.622004 nChanged 33 SP:Iteration 39Q (1448.346919 sec): 3 clusters Score: Raw -6329920.513419 + Penalty 3529.693011 = -6326390.820408 nChanged 31 SP:Iteration 40F (1448.445657 sec): 3 clusters Score: Raw -6329921.376602 + Penalty 3529.693011 = -6326391.683591 nChanged 28 SP:Iteration 41Q (1448.552353 sec): 3 clusters Score: Raw -6329922.190972 + Penalty 3529.693011 = -6326392.497961 nChanged 19 SP:Iteration 42Q (1448.652671 sec): 3 clusters Score: Raw -6329922.645624 + Penalty 3529.693011 = -6326392.952613 nChanged 20 SP:Iteration 43Q (1448.747255 sec): 3 clusters Score: Raw -6329923.179141 + Penalty 3529.693011 = -6326393.486130 nChanged 15 SP:Iteration 44Q (1448.840322 sec): 3 clusters Score: Raw -6329923.630151 + Penalty 3529.693011 = -6326393.937141 nChanged 20 SP:Iteration 45Q (1448.940465 sec): 3 clusters Score: Raw -6329924.166199 + Penalty 3529.693011 = -6326394.473188 nChanged 15 SP:Iteration 46Q (1449.040088 sec): 3 clusters Score: Raw -6329924.468064 + Penalty 3529.693011 = -6326394.775053 nChanged 11 SP:Iteration 47Q (1449.140512 sec): 3 clusters Score: Raw -6329924.656739 + Penalty 3529.693011 = -6326394.963729 nChanged 7 SP:Iteration 48Q (1449.239077 sec): 3 clusters Score: Raw -6329924.799802 + Penalty 3529.693011 = -6326395.106791 nChanged 8 SP:Iteration 49Q (1449.332097 sec): 3 clusters Score: Raw -6329924.970377 + Penalty 3529.693011 = -6326395.277366 nChanged 7 SP:Iteration 50Q (1449.431865 sec): 3 clusters Score: Raw -6329925.229000 + Penalty 3529.693011 = -6326395.535990 nChanged 16 SP:Iteration 51Q (1449.532784 sec): 3 clusters Score: Raw -6329925.663705 + Penalty 3529.693011 = -6326395.970694 nChanged 10 SP:Iteration 52Q (1449.626455 sec): 3 clusters Score: Raw -6329925.953590 + Penalty 3529.693011 = -6326396.260579 nChanged 13 SP:Iteration 53Q (1449.719386 sec): 3 clusters Score: Raw -6329926.384998 + Penalty 3529.693011 = -6326396.691988 nChanged 18 SP:Iteration 54Q (1449.813114 sec): 3 clusters Score: Raw -6329926.984249 + Penalty 3529.693011 = -6326397.291238 nChanged 29 SP:Iteration 55Q (1449.905436 sec): 3 clusters Score: Raw -6329928.241171 + Penalty 3529.693011 = -6326398.548161 nChanged 38 SP:Iteration 56Q (1450.003160 sec): 3 clusters Score: Raw -6329929.652834 + Penalty 3529.693011 = -6326399.959824 nChanged 32 SP:Iteration 57Q (1450.101128 sec): 3 clusters Score: Raw -6329930.688124 + Penalty 3529.693011 = -6326400.995113 nChanged 26 SP:Iteration 58Q (1450.199286 sec): 3 clusters Score: Raw -6329931.344149 + Penalty 3529.693011 = -6326401.651139 nChanged 16 SP:Iteration 59Q (1450.293140 sec): 3 clusters Score: Raw -6329931.809737 + Penalty 3529.693011 = -6326402.116726 nChanged 16 SP:Iteration 60F (1450.387977 sec): 3 clusters Score: Raw -6329932.435353 + Penalty 3529.693011 = -6326402.742342 nChanged 25 SP:Iteration 61Q (1450.495492 sec): 3 clusters Score: Raw -6329933.345862 + Penalty 3529.693011 = -6326403.652852 nChanged 25 SP:Iteration 62Q (1450.590921 sec): 3 clusters Score: Raw -6329934.132906 + Penalty 3529.693011 = -6326404.439895 nChanged 20 SP:Iteration 63Q (1450.686826 sec): 3 clusters Score: Raw -6329934.793130 + Penalty 3529.693011 = -6326405.100119 nChanged 28 SP:Iteration 64Q (1450.792258 sec): 3 clusters Score: Raw -6329935.531737 + Penalty 3529.693011 = -6326405.838726 nChanged 22 SP:Iteration 65Q (1450.906595 sec): 3 clusters Score: Raw -6329936.166207 + Penalty 3529.693011 = -6326406.473196 nChanged 17 SP:Iteration 66Q (1451.018689 sec): 3 clusters Score: Raw -6329936.648545 + Penalty 3529.693011 = -6326406.955534 nChanged 18 SP:Iteration 67Q (1451.130348 sec): 3 clusters Score: Raw -6329937.097053 + Penalty 3529.693011 = -6326407.404042 nChanged 16 SP:Iteration 68Q (1451.254182 sec): 3 clusters Score: Raw -6329937.361332 + Penalty 3529.693011 = -6326407.668322 nChanged 15 SP:Iteration 69Q (1451.363782 sec): 3 clusters Score: Raw -6329937.737519 + Penalty 3529.693011 = -6326408.044509 nChanged 20 SP:Iteration 70Q (1451.465100 sec): 3 clusters Score: Raw -6329938.287237 + Penalty 3529.693011 = -6326408.594226 nChanged 14 SP:Iteration 71Q (1451.563637 sec): 3 clusters Score: Raw -6329938.625091 + Penalty 3529.693011 = -6326408.932081 nChanged 12 SP:Iteration 72Q (1451.665720 sec): 3 clusters Score: Raw -6329938.845823 + Penalty 3529.693011 = -6326409.152812 nChanged 9 SP:Iteration 73Q (1451.792435 sec): 3 clusters Score: Raw -6329938.973557 + Penalty 3529.693011 = -6326409.280547 nChanged 7 SP:Iteration 74Q (1451.925764 sec): 3 clusters Score: Raw -6329939.089015 + Penalty 3529.693011 = -6326409.396005 nChanged 5 SP:Iteration 75Q (1452.048788 sec): 3 clusters Score: Raw -6329939.172757 + Penalty 3529.693011 = -6326409.479746 nChanged 8 SP:Iteration 76Q (1452.182379 sec): 3 clusters Score: Raw -6329939.279090 + Penalty 3529.693011 = -6326409.586080 nChanged 3 SP:Iteration 77Q (1452.307315 sec): 3 clusters Score: Raw -6329939.316516 + Penalty 3529.693011 = -6326409.623506 nChanged 4 SP:Iteration 78Q (1452.433289 sec): 3 clusters Score: Raw -6329939.440188 + Penalty 3529.693011 = -6326409.747178 nChanged 4 SP:Iteration 79Q (1452.557164 sec): 3 clusters Score: Raw -6329939.519274 + Penalty 3529.693011 = -6326409.826264 nChanged 4 SP:Iteration 80F (1452.685397 sec): 3 clusters Score: Raw -6329939.596200 + Penalty 3529.693011 = -6326409.903190 nChanged 4 SP:Iteration 81Q (1452.813341 sec): 3 clusters Score: Raw -6329939.729567 + Penalty 3529.693011 = -6326410.036557 nChanged 6 SP:Iteration 82Q (1452.939966 sec): 3 clusters Score: Raw -6329939.817210 + Penalty 3529.693011 = -6326410.124200 nChanged 7 SP:Iteration 83Q (1453.074712 sec): 3 clusters Score: Raw -6329939.998149 + Penalty 3529.693011 = -6326410.305138 nChanged 6 SP:Iteration 84Q (1453.203151 sec): 3 clusters Score: Raw -6329940.099007 + Penalty 3529.693011 = -6326410.405997 nChanged 5 SP:Iteration 85Q (1453.328160 sec): 3 clusters Score: Raw -6329940.198611 + Penalty 3529.693011 = -6326410.505600 nChanged 3 SP:Iteration 86Q (1453.461983 sec): 3 clusters Score: Raw -6329940.245415 + Penalty 3529.693011 = -6326410.552405 nChanged 2 SP:Iteration 87Q (1453.589625 sec): 3 clusters Score: Raw -6329940.279091 + Penalty 3529.693011 = -6326410.586080 nChanged 2 SP:Iteration 88Q (1453.718858 sec): 3 clusters Score: Raw -6329940.319488 + Penalty 3529.693011 = -6326410.626477 nChanged 1 SP:Iteration 89Q (1453.840766 sec): 3 clusters Score: Raw -6329940.334340 + Penalty 3529.693011 = -6326410.641329 nChanged 1 SP:Iteration 90Q (1453.964599 sec): 3 clusters Score: Raw -6329940.346733 + Penalty 3529.693011 = -6326410.653722 nChanged 1 SP:Iteration 91Q (1454.086702 sec): 3 clusters Score: Raw -6329940.364535 + Penalty 3529.693011 = -6326410.671524 nChanged 0 SP:Iteration 92F (1454.213625 sec): 3 clusters Score: Raw -6329940.364535 + Penalty 3529.693011 = -6326410.671524 nChanged 0 Trying to split cluster 18 (28458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1454.264679 sec): 2 clusters Score: Raw -3330713.733758 + Penalty 1666.629997 = -3329047.103761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1454.356780 sec): 3 clusters Score: Raw -3313206.346219 + Penalty 3333.259993 = -3309873.086226 nChanged 13126 SP:Iteration 1F (1454.445786 sec): 3 clusters Score: Raw -3320335.886060 + Penalty 3333.259993 = -3317002.626067 nChanged 1316 SP:Iteration 2Q (1454.532912 sec): 3 clusters Score: Raw -3320724.494802 + Penalty 3333.259993 = -3317391.234809 nChanged 1156 SP:Iteration 3Q (1454.621487 sec): 3 clusters Score: Raw -3321061.184632 + Penalty 3333.259993 = -3317727.924639 nChanged 1087 SP:Iteration 4Q (1454.703174 sec): 3 clusters Score: Raw -3321377.194449 + Penalty 3333.259993 = -3318043.934456 nChanged 1026 SP:Iteration 5Q (1454.791171 sec): 3 clusters Score: Raw -3321700.731593 + Penalty 3333.259993 = -3318367.471599 nChanged 1035 SP:Iteration 6Q (1454.878667 sec): 3 clusters Score: Raw -3322049.989293 + Penalty 3333.259993 = -3318716.729299 nChanged 1052 SP:Iteration 7Q (1454.967092 sec): 3 clusters Score: Raw -3322435.852513 + Penalty 3333.259993 = -3319102.592520 nChanged 1123 SP:Iteration 8Q (1455.063183 sec): 3 clusters Score: Raw -3322920.443651 + Penalty 3333.259993 = -3319587.183658 nChanged 1195 SP:Iteration 9Q (1455.154135 sec): 3 clusters Score: Raw -3323472.335308 + Penalty 3333.259993 = -3320139.075314 nChanged 1302 SP:Iteration 10Q (1455.251104 sec): 3 clusters Score: Raw -3324189.012525 + Penalty 3333.259993 = -3320855.752532 nChanged 1372 SP:Iteration 11Q (1455.340454 sec): 3 clusters Score: Raw -3324992.337099 + Penalty 3333.259993 = -3321659.077106 nChanged 1354 SP:Iteration 12Q (1455.417217 sec): 3 clusters Score: Raw -3325820.720163 + Penalty 3333.259993 = -3322487.460169 nChanged 1246 SP:Iteration 13Q (1455.508159 sec): 3 clusters Score: Raw -3326473.113506 + Penalty 3333.259993 = -3323139.853512 nChanged 1033 SP:Iteration 14Q (1455.598764 sec): 3 clusters Score: Raw -3326922.094675 + Penalty 3333.259993 = -3323588.834682 nChanged 771 SP:Iteration 15Q (1455.695980 sec): 3 clusters Score: Raw -3327200.822561 + Penalty 3333.259993 = -3323867.562568 nChanged 601 SP:Iteration 16Q (1455.784215 sec): 3 clusters Score: Raw -3327385.433776 + Penalty 3333.259993 = -3324052.173783 nChanged 491 SP:Iteration 17Q (1455.870933 sec): 3 clusters Score: Raw -3327527.437261 + Penalty 3333.259993 = -3324194.177267 nChanged 413 SP:Iteration 18Q (1455.957868 sec): 3 clusters Score: Raw -3327635.887495 + Penalty 3333.259993 = -3324302.627502 nChanged 374 SP:Iteration 19Q (1456.044253 sec): 3 clusters Score: Raw -3327723.984012 + Penalty 3333.259993 = -3324390.724018 nChanged 332 SP:Iteration 20F (1456.129888 sec): 3 clusters Score: Raw -3327801.612225 + Penalty 3333.259993 = -3324468.352232 nChanged 299 SP:Iteration 21Q (1456.217429 sec): 3 clusters Score: Raw -3327872.360125 + Penalty 3333.259993 = -3324539.100132 nChanged 297 SP:Iteration 22Q (1456.300510 sec): 3 clusters Score: Raw -3327946.138668 + Penalty 3333.259993 = -3324612.878674 nChanged 317 SP:Iteration 23Q (1456.392175 sec): 3 clusters Score: Raw -3328024.070029 + Penalty 3333.259993 = -3324690.810035 nChanged 297 SP:Iteration 24Q (1456.479423 sec): 3 clusters Score: Raw -3328094.530104 + Penalty 3333.259993 = -3324761.270111 nChanged 280 SP:Iteration 25Q (1456.562357 sec): 3 clusters Score: Raw -3328158.307321 + Penalty 3333.259993 = -3324825.047327 nChanged 300 SP:Iteration 26Q (1456.642924 sec): 3 clusters Score: Raw -3328233.764972 + Penalty 3333.259993 = -3324900.504978 nChanged 281 SP:Iteration 27Q (1456.722715 sec): 3 clusters Score: Raw -3328307.638162 + Penalty 3333.259993 = -3324974.378168 nChanged 311 SP:Iteration 28Q (1456.800272 sec): 3 clusters Score: Raw -3328390.434170 + Penalty 3333.259993 = -3325057.174177 nChanged 295 SP:Iteration 29Q (1456.873752 sec): 3 clusters Score: Raw -3328471.777475 + Penalty 3333.259993 = -3325138.517482 nChanged 288 SP:Iteration 30Q (1456.948758 sec): 3 clusters Score: Raw -3328559.684618 + Penalty 3333.259993 = -3325226.424625 nChanged 308 SP:Iteration 31Q (1457.032756 sec): 3 clusters Score: Raw -3328649.860601 + Penalty 3333.259993 = -3325316.600607 nChanged 307 SP:Iteration 32Q (1457.106712 sec): 3 clusters Score: Raw -3328746.966295 + Penalty 3333.259993 = -3325413.706302 nChanged 327 SP:Iteration 33Q (1457.201057 sec): 3 clusters Score: Raw -3328855.439035 + Penalty 3333.259993 = -3325522.179042 nChanged 336 SP:Iteration 34Q (1457.286996 sec): 3 clusters Score: Raw -3328970.156229 + Penalty 3333.259993 = -3325636.896236 nChanged 315 SP:Iteration 35Q (1457.366205 sec): 3 clusters Score: Raw -3329073.843621 + Penalty 3333.259993 = -3325740.583628 nChanged 285 SP:Iteration 36Q (1457.454940 sec): 3 clusters Score: Raw -3329158.024200 + Penalty 3333.259993 = -3325824.764207 nChanged 243 SP:Iteration 37Q (1457.536623 sec): 3 clusters Score: Raw -3329216.151120 + Penalty 3333.259993 = -3325882.891126 nChanged 213 SP:Iteration 38Q (1457.612361 sec): 3 clusters Score: Raw -3329256.060481 + Penalty 3333.259993 = -3325922.800487 nChanged 180 SP:Iteration 39Q (1457.696425 sec): 3 clusters Score: Raw -3329289.886439 + Penalty 3333.259993 = -3325956.626446 nChanged 162 SP:Iteration 40F (1457.775557 sec): 3 clusters Score: Raw -3329315.231151 + Penalty 3333.259993 = -3325981.971158 nChanged 127 SP:Iteration 41Q (1457.863362 sec): 3 clusters Score: Raw -3329335.765393 + Penalty 3333.259993 = -3326002.505400 nChanged 111 SP:Iteration 42Q (1457.947904 sec): 3 clusters Score: Raw -3329349.374468 + Penalty 3333.259993 = -3326016.114475 nChanged 96 SP:Iteration 43Q (1458.035218 sec): 3 clusters Score: Raw -3329359.355629 + Penalty 3333.259993 = -3326026.095636 nChanged 81 SP:Iteration 44Q (1458.120172 sec): 3 clusters Score: Raw -3329367.177839 + Penalty 3333.259993 = -3326033.917846 nChanged 67 SP:Iteration 45Q (1458.216337 sec): 3 clusters Score: Raw -3329372.370467 + Penalty 3333.259993 = -3326039.110473 nChanged 50 SP:Iteration 46Q (1458.300914 sec): 3 clusters Score: Raw -3329377.135186 + Penalty 3333.259993 = -3326043.875193 nChanged 52 SP:Iteration 47Q (1458.391788 sec): 3 clusters Score: Raw -3329381.396052 + Penalty 3333.259993 = -3326048.136058 nChanged 46 SP:Iteration 48Q (1458.483283 sec): 3 clusters Score: Raw -3329386.443616 + Penalty 3333.259993 = -3326053.183623 nChanged 57 SP:Iteration 49Q (1458.567363 sec): 3 clusters Score: Raw -3329393.467253 + Penalty 3333.259993 = -3326060.207260 nChanged 62 SP:Iteration 50Q (1458.649443 sec): 3 clusters Score: Raw -3329399.346724 + Penalty 3333.259993 = -3326066.086730 nChanged 59 SP:Iteration 51Q (1458.736859 sec): 3 clusters Score: Raw -3329405.423092 + Penalty 3333.259993 = -3326072.163099 nChanged 59 SP:Iteration 52Q (1458.814871 sec): 3 clusters Score: Raw -3329411.621006 + Penalty 3333.259993 = -3326078.361012 nChanged 59 SP:Iteration 53Q (1458.892842 sec): 3 clusters Score: Raw -3329416.644239 + Penalty 3333.259993 = -3326083.384246 nChanged 52 SP:Iteration 54Q (1458.980855 sec): 3 clusters Score: Raw -3329421.767013 + Penalty 3333.259993 = -3326088.507019 nChanged 50 SP:Iteration 55Q (1459.069719 sec): 3 clusters Score: Raw -3329427.289903 + Penalty 3333.259993 = -3326094.029910 nChanged 62 SP:Iteration 56Q (1459.155936 sec): 3 clusters Score: Raw -3329433.492567 + Penalty 3333.259993 = -3326100.232574 nChanged 54 SP:Iteration 57Q (1459.240488 sec): 3 clusters Score: Raw -3329437.760450 + Penalty 3333.259993 = -3326104.500456 nChanged 48 SP:Iteration 58Q (1459.323332 sec): 3 clusters Score: Raw -3329442.153551 + Penalty 3333.259993 = -3326108.893557 nChanged 62 SP:Iteration 59Q (1459.404198 sec): 3 clusters Score: Raw -3329447.073253 + Penalty 3333.259993 = -3326113.813259 nChanged 53 SP:Iteration 60F (1459.488185 sec): 3 clusters Score: Raw -3329451.714899 + Penalty 3333.259993 = -3326118.454906 nChanged 48 SP:Iteration 61Q (1459.571654 sec): 3 clusters Score: Raw -3329455.200510 + Penalty 3333.259993 = -3326121.940516 nChanged 38 SP:Iteration 62Q (1459.660167 sec): 3 clusters Score: Raw -3329457.595789 + Penalty 3333.259993 = -3326124.335795 nChanged 40 SP:Iteration 63Q (1459.743951 sec): 3 clusters Score: Raw -3329460.504949 + Penalty 3333.259993 = -3326127.244956 nChanged 41 SP:Iteration 64Q (1459.828724 sec): 3 clusters Score: Raw -3329464.084075 + Penalty 3333.259993 = -3326130.824081 nChanged 49 SP:Iteration 65Q (1459.918580 sec): 3 clusters Score: Raw -3329468.467701 + Penalty 3333.259993 = -3326135.207707 nChanged 50 SP:Iteration 66Q (1460.009005 sec): 3 clusters Score: Raw -3329473.478958 + Penalty 3333.259993 = -3326140.218965 nChanged 40 SP:Iteration 67Q (1460.099252 sec): 3 clusters Score: Raw -3329477.053646 + Penalty 3333.259993 = -3326143.793653 nChanged 39 SP:Iteration 68Q (1460.171018 sec): 3 clusters Score: Raw -3329480.632247 + Penalty 3333.259993 = -3326147.372254 nChanged 41 SP:Iteration 69Q (1460.241308 sec): 3 clusters Score: Raw -3329484.190116 + Penalty 3333.259993 = -3326150.930123 nChanged 44 SP:Iteration 70Q (1460.324640 sec): 3 clusters Score: Raw -3329488.287254 + Penalty 3333.259993 = -3326155.027260 nChanged 51 SP:Iteration 71Q (1460.407551 sec): 3 clusters Score: Raw -3329493.415786 + Penalty 3333.259993 = -3326160.155792 nChanged 46 SP:Iteration 72Q (1460.493466 sec): 3 clusters Score: Raw -3329496.796263 + Penalty 3333.259993 = -3326163.536270 nChanged 40 SP:Iteration 73Q (1460.577370 sec): 3 clusters Score: Raw -3329500.580782 + Penalty 3333.259993 = -3326167.320789 nChanged 49 SP:Iteration 74Q (1460.662621 sec): 3 clusters Score: Raw -3329504.981331 + Penalty 3333.259993 = -3326171.721338 nChanged 44 SP:Iteration 75Q (1460.746011 sec): 3 clusters Score: Raw -3329509.025879 + Penalty 3333.259993 = -3326175.765886 nChanged 51 SP:Iteration 76Q (1460.834775 sec): 3 clusters Score: Raw -3329514.469914 + Penalty 3333.259993 = -3326181.209921 nChanged 48 SP:Iteration 77Q (1460.913608 sec): 3 clusters Score: Raw -3329519.802434 + Penalty 3333.259993 = -3326186.542441 nChanged 58 SP:Iteration 78Q (1461.002087 sec): 3 clusters Score: Raw -3329525.458578 + Penalty 3333.259993 = -3326192.198585 nChanged 55 SP:Iteration 79Q (1461.076980 sec): 3 clusters Score: Raw -3329531.355828 + Penalty 3333.259993 = -3326198.095834 nChanged 62 SP:Iteration 80F (1461.154006 sec): 3 clusters Score: Raw -3329537.919760 + Penalty 3333.259993 = -3326204.659767 nChanged 52 SP:Iteration 81Q (1461.238666 sec): 3 clusters Score: Raw -3329543.716193 + Penalty 3333.259993 = -3326210.456200 nChanged 58 SP:Iteration 82Q (1461.322300 sec): 3 clusters Score: Raw -3329550.237189 + Penalty 3333.259993 = -3326216.977196 nChanged 63 SP:Iteration 83Q (1461.406756 sec): 3 clusters Score: Raw -3329557.495373 + Penalty 3333.259993 = -3326224.235380 nChanged 60 SP:Iteration 84Q (1461.485176 sec): 3 clusters Score: Raw -3329563.636293 + Penalty 3333.259993 = -3326230.376299 nChanged 66 SP:Iteration 85Q (1461.569804 sec): 3 clusters Score: Raw -3329570.762905 + Penalty 3333.259993 = -3326237.502911 nChanged 68 SP:Iteration 86Q (1461.652833 sec): 3 clusters Score: Raw -3329579.352750 + Penalty 3333.259993 = -3326246.092757 nChanged 64 SP:Iteration 87Q (1461.737111 sec): 3 clusters Score: Raw -3329586.763827 + Penalty 3333.259993 = -3326253.503834 nChanged 62 SP:Iteration 88Q (1461.824717 sec): 3 clusters Score: Raw -3329595.043634 + Penalty 3333.259993 = -3326261.783641 nChanged 75 SP:Iteration 89Q (1461.906381 sec): 3 clusters Score: Raw -3329604.904805 + Penalty 3333.259993 = -3326271.644812 nChanged 68 SP:Iteration 90Q (1461.990899 sec): 3 clusters Score: Raw -3329614.230843 + Penalty 3333.259993 = -3326280.970850 nChanged 85 SP:Iteration 91Q (1462.074011 sec): 3 clusters Score: Raw -3329626.749135 + Penalty 3333.259993 = -3326293.489141 nChanged 120 SP:Iteration 92Q (1462.162448 sec): 3 clusters Score: Raw -3329647.196130 + Penalty 3333.259993 = -3326313.936136 nChanged 115 SP:Iteration 93Q (1462.246480 sec): 3 clusters Score: Raw -3329667.631754 + Penalty 3333.259993 = -3326334.371760 nChanged 107 SP:Iteration 94Q (1462.327806 sec): 3 clusters Score: Raw -3329686.533386 + Penalty 3333.259993 = -3326353.273392 nChanged 128 SP:Iteration 95Q (1462.409508 sec): 3 clusters Score: Raw -3329713.044745 + Penalty 3333.259993 = -3326379.784751 nChanged 140 SP:Iteration 96Q (1462.496474 sec): 3 clusters Score: Raw -3329742.359649 + Penalty 3333.259993 = -3326409.099655 nChanged 128 SP:Iteration 97Q (1462.582630 sec): 3 clusters Score: Raw -3329766.531170 + Penalty 3333.259993 = -3326433.271177 nChanged 142 SP:Iteration 98Q (1462.668491 sec): 3 clusters Score: Raw -3329792.718747 + Penalty 3333.259993 = -3326459.458753 nChanged 128 SP:Iteration 99Q (1462.755419 sec): 3 clusters Score: Raw -3329817.374502 + Penalty 3333.259993 = -3326484.114508 nChanged 136 SP:Iteration 100F (1462.833735 sec): 3 clusters Score: Raw -3329841.063952 + Penalty 3333.259993 = -3326507.803959 nChanged 119 SP:Iteration 101Q (1462.915006 sec): 3 clusters Score: Raw -3329859.813322 + Penalty 3333.259993 = -3326526.553329 nChanged 121 SP:Iteration 102Q (1462.997012 sec): 3 clusters Score: Raw -3329881.582188 + Penalty 3333.259993 = -3326548.322195 nChanged 128 SP:Iteration 103Q (1463.077878 sec): 3 clusters Score: Raw -3329906.553248 + Penalty 3333.259993 = -3326573.293254 nChanged 130 SP:Iteration 104Q (1463.159943 sec): 3 clusters Score: Raw -3329933.415693 + Penalty 3333.259993 = -3326600.155700 nChanged 149 SP:Iteration 105Q (1463.234342 sec): 3 clusters Score: Raw -3329964.529892 + Penalty 3333.259993 = -3326631.269899 nChanged 147 SP:Iteration 106Q (1463.321485 sec): 3 clusters Score: Raw -3329996.783995 + Penalty 3333.259993 = -3326663.524001 nChanged 143 SP:Iteration 107Q (1463.408560 sec): 3 clusters Score: Raw -3330026.044656 + Penalty 3333.259993 = -3326692.784663 nChanged 139 SP:Iteration 108Q (1463.491776 sec): 3 clusters Score: Raw -3330056.603889 + Penalty 3333.259993 = -3326723.343896 nChanged 144 SP:Iteration 109Q (1463.574328 sec): 3 clusters Score: Raw -3330097.043240 + Penalty 3333.259993 = -3326763.783247 nChanged 152 SP:Iteration 110Q (1463.658236 sec): 3 clusters Score: Raw -3330139.612586 + Penalty 3333.259993 = -3326806.352592 nChanged 159 SP:Iteration 111Q (1463.744222 sec): 3 clusters Score: Raw -3330181.529314 + Penalty 3333.259993 = -3326848.269321 nChanged 162 SP:Iteration 112Q (1463.830266 sec): 3 clusters Score: Raw -3330227.286456 + Penalty 3333.259993 = -3326894.026462 nChanged 156 SP:Iteration 113Q (1463.917452 sec): 3 clusters Score: Raw -3330274.482505 + Penalty 3333.259993 = -3326941.222511 nChanged 176 SP:Iteration 114Q (1464.001516 sec): 3 clusters Score: Raw -3330333.163760 + Penalty 3333.259993 = -3326999.903766 nChanged 167 SP:Iteration 115Q (1464.076079 sec): 3 clusters Score: Raw -3330393.499717 + Penalty 3333.259993 = -3327060.239723 nChanged 163 SP:Iteration 116Q (1464.166333 sec): 3 clusters Score: Raw -3330462.599006 + Penalty 3333.259993 = -3327129.339012 nChanged 190 SP:Iteration 117Q (1464.250421 sec): 3 clusters Score: Raw -3330545.467278 + Penalty 3333.259993 = -3327212.207285 nChanged 185 SP:Iteration 118Q (1464.323711 sec): 3 clusters Score: Raw -3330615.498037 + Penalty 3333.259993 = -3327282.238043 nChanged 158 SP:Iteration 119Q (1464.409447 sec): 3 clusters Score: Raw -3330681.243205 + Penalty 3333.259993 = -3327347.983212 nChanged 150 SP:Iteration 120F (1464.491379 sec): 3 clusters Score: Raw -3330745.216399 + Penalty 3333.259993 = -3327411.956405 nChanged 167 SP:Iteration 121Q (1464.582082 sec): 3 clusters Score: Raw -3330825.786110 + Penalty 3333.259993 = -3327492.526116 nChanged 158 SP:Iteration 122Q (1464.661687 sec): 3 clusters Score: Raw -3330903.673766 + Penalty 3333.259993 = -3327570.413773 nChanged 154 SP:Iteration 123Q (1464.739659 sec): 3 clusters Score: Raw -3330973.188237 + Penalty 3333.259993 = -3327639.928243 nChanged 135 SP:Iteration 124Q (1464.819505 sec): 3 clusters Score: Raw -3331032.821581 + Penalty 3333.259993 = -3327699.561588 nChanged 112 SP:Iteration 125Q (1464.909016 sec): 3 clusters Score: Raw -3331084.320183 + Penalty 3333.259993 = -3327751.060190 nChanged 96 SP:Iteration 126Q (1464.993430 sec): 3 clusters Score: Raw -3331130.594198 + Penalty 3333.259993 = -3327797.334204 nChanged 89 SP:Iteration 127Q (1465.067440 sec): 3 clusters Score: Raw -3331173.562803 + Penalty 3333.259993 = -3327840.302809 nChanged 64 SP:Iteration 128Q (1465.146349 sec): 3 clusters Score: Raw -3331204.582469 + Penalty 3333.259993 = -3327871.322476 nChanged 66 SP:Iteration 129Q (1465.218887 sec): 3 clusters Score: Raw -3331233.485072 + Penalty 3333.259993 = -3327900.225079 nChanged 46 SP:Iteration 130Q (1465.298075 sec): 3 clusters Score: Raw -3331252.730103 + Penalty 3333.259993 = -3327919.470109 nChanged 33 SP:Iteration 131Q (1465.379948 sec): 3 clusters Score: Raw -3331268.664535 + Penalty 3333.259993 = -3327935.404542 nChanged 35 SP:Iteration 132Q (1465.449657 sec): 3 clusters Score: Raw -3331284.551303 + Penalty 3333.259993 = -3327951.291309 nChanged 34 SP:Iteration 133Q (1465.526072 sec): 3 clusters Score: Raw -3331300.978812 + Penalty 3333.259993 = -3327967.718818 nChanged 29 SP:Iteration 134Q (1465.613763 sec): 3 clusters Score: Raw -3331311.477130 + Penalty 3333.259993 = -3327978.217137 nChanged 17 SP:Iteration 135Q (1465.698666 sec): 3 clusters Score: Raw -3331316.594836 + Penalty 3333.259993 = -3327983.334842 nChanged 13 SP:Iteration 136Q (1465.777764 sec): 3 clusters Score: Raw -3331321.574972 + Penalty 3333.259993 = -3327988.314979 nChanged 8 SP:Iteration 137Q (1465.853968 sec): 3 clusters Score: Raw -3331324.596457 + Penalty 3333.259993 = -3327991.336464 nChanged 10 SP:Iteration 138Q (1465.939551 sec): 3 clusters Score: Raw -3331327.915524 + Penalty 3333.259993 = -3327994.655531 nChanged 5 SP:Iteration 139Q (1466.021937 sec): 3 clusters Score: Raw -3331329.703466 + Penalty 3333.259993 = -3327996.443473 nChanged 4 SP:Iteration 140F (1466.105847 sec): 3 clusters Score: Raw -3331331.443157 + Penalty 3333.259993 = -3327998.183163 nChanged 6 SP:Iteration 141Q (1466.189778 sec): 3 clusters Score: Raw -3331333.878557 + Penalty 3333.259993 = -3328000.618564 nChanged 3 SP:Iteration 142Q (1466.267475 sec): 3 clusters Score: Raw -3331335.089358 + Penalty 3333.259993 = -3328001.829365 nChanged 3 SP:Iteration 143Q (1466.345407 sec): 3 clusters Score: Raw -3331336.293095 + Penalty 3333.259993 = -3328003.033102 nChanged 4 SP:Iteration 144Q (1466.430838 sec): 3 clusters Score: Raw -3331337.353279 + Penalty 3333.259993 = -3328004.093285 nChanged 4 SP:Iteration 145Q (1466.510255 sec): 3 clusters Score: Raw -3331338.618474 + Penalty 3333.259993 = -3328005.358480 nChanged 3 SP:Iteration 146Q (1466.595073 sec): 3 clusters Score: Raw -3331340.088919 + Penalty 3333.259993 = -3328006.828926 nChanged 6 SP:Iteration 147Q (1466.677073 sec): 3 clusters Score: Raw -3331341.866947 + Penalty 3333.259993 = -3328008.606954 nChanged 0 SP:Iteration 148F (1466.776895 sec): 3 clusters Score: Raw -3331341.866947 + Penalty 3333.259993 = -3328008.606954 nChanged 0 Trying to split cluster 19 (9377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1466.801860 sec): 2 clusters Score: Raw -1138698.204904 + Penalty 1486.227464 = -1137211.977441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1466.860098 sec): 3 clusters Score: Raw -1133401.806821 + Penalty 2972.454927 = -1130429.351894 nChanged 3989 SP:Iteration 1F (1466.916883 sec): 3 clusters Score: Raw -1135599.534710 + Penalty 2972.454927 = -1132627.079782 nChanged 672 SP:Iteration 2F (1466.974499 sec): 3 clusters Score: Raw -1135990.192581 + Penalty 2972.454927 = -1133017.737654 nChanged 616 SP:Iteration 3F (1467.035946 sec): 3 clusters Score: Raw -1136360.998290 + Penalty 2972.454927 = -1133388.543363 nChanged 590 SP:Iteration 4F (1467.091333 sec): 3 clusters Score: Raw -1136720.499691 + Penalty 2972.454927 = -1133748.044764 nChanged 550 SP:Iteration 5F (1467.153008 sec): 3 clusters Score: Raw -1137084.103939 + Penalty 2972.454927 = -1134111.649011 nChanged 494 SP:Iteration 6F (1467.211835 sec): 3 clusters Score: Raw -1137454.667685 + Penalty 2972.454927 = -1134482.212758 nChanged 481 SP:Iteration 7F (1467.263335 sec): 3 clusters Score: Raw -1137841.929155 + Penalty 2972.454927 = -1134869.474227 nChanged 380 SP:Iteration 8Q (1467.326749 sec): 3 clusters Score: Raw -1138167.705297 + Penalty 2972.454927 = -1135195.250369 nChanged 316 SP:Iteration 9Q (1467.388809 sec): 3 clusters Score: Raw -1138436.847512 + Penalty 2972.454927 = -1135464.392585 nChanged 239 SP:Iteration 10Q (1467.458361 sec): 3 clusters Score: Raw -1138631.072587 + Penalty 2972.454927 = -1135658.617660 nChanged 192 SP:Iteration 11Q (1467.519681 sec): 3 clusters Score: Raw -1138746.471615 + Penalty 2972.454927 = -1135774.016687 nChanged 149 SP:Iteration 12Q (1467.567668 sec): 3 clusters Score: Raw -1138818.118138 + Penalty 2972.454927 = -1135845.663211 nChanged 90 SP:Iteration 13Q (1467.626940 sec): 3 clusters Score: Raw -1138861.274082 + Penalty 2972.454927 = -1135888.819155 nChanged 62 SP:Iteration 14Q (1467.684519 sec): 3 clusters Score: Raw -1138890.053643 + Penalty 2972.454927 = -1135917.598715 nChanged 57 SP:Iteration 15Q (1467.745681 sec): 3 clusters Score: Raw -1138919.855383 + Penalty 2972.454927 = -1135947.400456 nChanged 56 SP:Iteration 16Q (1467.804043 sec): 3 clusters Score: Raw -1138945.490838 + Penalty 2972.454927 = -1135973.035910 nChanged 52 SP:Iteration 17Q (1467.873180 sec): 3 clusters Score: Raw -1138968.073197 + Penalty 2972.454927 = -1135995.618270 nChanged 37 SP:Iteration 18Q (1467.920312 sec): 3 clusters Score: Raw -1138987.078164 + Penalty 2972.454927 = -1136014.623236 nChanged 30 SP:Iteration 19Q (1467.977742 sec): 3 clusters Score: Raw -1139000.513876 + Penalty 2972.454927 = -1136028.058949 nChanged 33 SP:Iteration 20F (1468.036206 sec): 3 clusters Score: Raw -1139023.361754 + Penalty 2972.454927 = -1136050.906827 nChanged 44 SP:Iteration 21Q (1468.092794 sec): 3 clusters Score: Raw -1139051.014719 + Penalty 2972.454927 = -1136078.559792 nChanged 41 SP:Iteration 22Q (1468.151430 sec): 3 clusters Score: Raw -1139068.606577 + Penalty 2972.454927 = -1136096.151650 nChanged 34 SP:Iteration 23Q (1468.208345 sec): 3 clusters Score: Raw -1139081.597790 + Penalty 2972.454927 = -1136109.142863 nChanged 25 SP:Iteration 24Q (1468.266700 sec): 3 clusters Score: Raw -1139090.948888 + Penalty 2972.454927 = -1136118.493960 nChanged 30 SP:Iteration 25Q (1468.332244 sec): 3 clusters Score: Raw -1139104.117321 + Penalty 2972.454927 = -1136131.662394 nChanged 32 SP:Iteration 26Q (1468.381884 sec): 3 clusters Score: Raw -1139120.654232 + Penalty 2972.454927 = -1136148.199305 nChanged 32 SP:Iteration 27Q (1468.438195 sec): 3 clusters Score: Raw -1139134.416011 + Penalty 2972.454927 = -1136161.961083 nChanged 24 SP:Iteration 28Q (1468.504053 sec): 3 clusters Score: Raw -1139144.915949 + Penalty 2972.454927 = -1136172.461021 nChanged 24 SP:Iteration 29Q (1468.550826 sec): 3 clusters Score: Raw -1139154.604694 + Penalty 2972.454927 = -1136182.149766 nChanged 12 SP:Iteration 30Q (1468.607758 sec): 3 clusters Score: Raw -1139160.000901 + Penalty 2972.454927 = -1136187.545974 nChanged 12 SP:Iteration 31Q (1468.664418 sec): 3 clusters Score: Raw -1139165.672483 + Penalty 2972.454927 = -1136193.217556 nChanged 16 SP:Iteration 32Q (1468.717889 sec): 3 clusters Score: Raw -1139173.698357 + Penalty 2972.454927 = -1136201.243430 nChanged 21 SP:Iteration 33Q (1468.773335 sec): 3 clusters Score: Raw -1139189.837962 + Penalty 2972.454927 = -1136217.383034 nChanged 22 SP:Iteration 34Q (1468.824598 sec): 3 clusters Score: Raw -1139201.234182 + Penalty 2972.454927 = -1136228.779255 nChanged 17 SP:Iteration 35Q (1468.890845 sec): 3 clusters Score: Raw -1139207.904048 + Penalty 2972.454927 = -1136235.449120 nChanged 8 SP:Iteration 36Q (1468.939365 sec): 3 clusters Score: Raw -1139211.460292 + Penalty 2972.454927 = -1136239.005364 nChanged 12 SP:Iteration 37Q (1469.002788 sec): 3 clusters Score: Raw -1139216.157278 + Penalty 2972.454927 = -1136243.702351 nChanged 9 SP:Iteration 38Q (1469.042045 sec): 3 clusters Score: Raw -1139220.731923 + Penalty 2972.454927 = -1136248.276996 nChanged 7 SP:Iteration 39Q (1469.108420 sec): 3 clusters Score: Raw -1139222.912794 + Penalty 2972.454927 = -1136250.457866 nChanged 3 SP:Iteration 40F (1469.166208 sec): 3 clusters Score: Raw -1139224.527858 + Penalty 2972.454927 = -1136252.072931 nChanged 1 SP:Iteration 41Q (1469.213107 sec): 3 clusters Score: Raw -1139224.732906 + Penalty 2972.454927 = -1136252.277979 nChanged 1 SP:Iteration 42Q (1469.276900 sec): 3 clusters Score: Raw -1139224.986394 + Penalty 2972.454927 = -1136252.531467 nChanged 2 SP:Iteration 43Q (1469.338408 sec): 3 clusters Score: Raw -1139225.430403 + Penalty 2972.454927 = -1136252.975476 nChanged 3 SP:Iteration 44Q (1469.398856 sec): 3 clusters Score: Raw -1139225.797989 + Penalty 2972.454927 = -1136253.343062 nChanged 1 SP:Iteration 45Q (1469.456409 sec): 3 clusters Score: Raw -1139225.931706 + Penalty 2972.454927 = -1136253.476778 nChanged 1 SP:Iteration 46Q (1469.515170 sec): 3 clusters Score: Raw -1139226.099169 + Penalty 2972.454927 = -1136253.644241 nChanged 3 SP:Iteration 47Q (1469.563015 sec): 3 clusters Score: Raw -1139227.195770 + Penalty 2972.454927 = -1136254.740842 nChanged 4 SP:Iteration 48Q (1469.624043 sec): 3 clusters Score: Raw -1139228.520696 + Penalty 2972.454927 = -1136256.065769 nChanged 2 SP:Iteration 49Q (1469.678286 sec): 3 clusters Score: Raw -1139229.503671 + Penalty 2972.454927 = -1136257.048744 nChanged 2 SP:Iteration 50Q (1469.743521 sec): 3 clusters Score: Raw -1139230.312562 + Penalty 2972.454927 = -1136257.857635 nChanged 4 SP:Iteration 51Q (1469.797258 sec): 3 clusters Score: Raw -1139231.649222 + Penalty 2972.454927 = -1136259.194295 nChanged 5 SP:Iteration 52Q (1469.854276 sec): 3 clusters Score: Raw -1139233.377871 + Penalty 2972.454927 = -1136260.922943 nChanged 4 SP:Iteration 53Q (1469.915626 sec): 3 clusters Score: Raw -1139234.108269 + Penalty 2972.454927 = -1136261.653341 nChanged 1 SP:Iteration 54Q (1469.967936 sec): 3 clusters Score: Raw -1139234.268069 + Penalty 2972.454927 = -1136261.813142 nChanged 0 SP:Iteration 55F (1470.025832 sec): 3 clusters Score: Raw -1139234.268069 + Penalty 2972.454927 = -1136261.813142 nChanged 0 Trying to split cluster 20 (7694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1470.056072 sec): 2 clusters Score: Raw -935143.623001 + Penalty 1454.081864 = -933689.541138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1470.110327 sec): 3 clusters Score: Raw -930858.226910 + Penalty 2908.163727 = -927950.063183 nChanged 3326 SP:Iteration 1F (1470.164008 sec): 3 clusters Score: Raw -932751.230884 + Penalty 2908.163727 = -929843.067157 nChanged 543 SP:Iteration 2F (1470.227449 sec): 3 clusters Score: Raw -933027.363068 + Penalty 2908.163727 = -930119.199341 nChanged 422 SP:Iteration 3F (1470.285047 sec): 3 clusters Score: Raw -933242.502960 + Penalty 2908.163727 = -930334.339233 nChanged 368 SP:Iteration 4Q (1470.351890 sec): 3 clusters Score: Raw -933437.781251 + Penalty 2908.163727 = -930529.617524 nChanged 331 SP:Iteration 5Q (1470.402246 sec): 3 clusters Score: Raw -933604.731946 + Penalty 2908.163727 = -930696.568219 nChanged 311 SP:Iteration 6Q (1470.465591 sec): 3 clusters Score: Raw -933757.755007 + Penalty 2908.163727 = -930849.591279 nChanged 276 SP:Iteration 7Q (1470.523273 sec): 3 clusters Score: Raw -933914.369886 + Penalty 2908.163727 = -931006.206159 nChanged 309 SP:Iteration 8Q (1470.579508 sec): 3 clusters Score: Raw -934089.087322 + Penalty 2908.163727 = -931180.923595 nChanged 291 SP:Iteration 9Q (1470.639435 sec): 3 clusters Score: Raw -934256.705936 + Penalty 2908.163727 = -931348.542209 nChanged 284 SP:Iteration 10Q (1470.704990 sec): 3 clusters Score: Raw -934428.821202 + Penalty 2908.163727 = -931520.657475 nChanged 254 SP:Iteration 11Q (1470.765228 sec): 3 clusters Score: Raw -934582.881214 + Penalty 2908.163727 = -931674.717487 nChanged 233 SP:Iteration 12Q (1470.813788 sec): 3 clusters Score: Raw -934694.347369 + Penalty 2908.163727 = -931786.183642 nChanged 161 SP:Iteration 13Q (1470.867797 sec): 3 clusters Score: Raw -934750.474360 + Penalty 2908.163727 = -931842.310633 nChanged 129 SP:Iteration 14Q (1470.925809 sec): 3 clusters Score: Raw -934797.443148 + Penalty 2908.163727 = -931889.279421 nChanged 112 SP:Iteration 15Q (1470.981582 sec): 3 clusters Score: Raw -934834.396180 + Penalty 2908.163727 = -931926.232453 nChanged 89 SP:Iteration 16Q (1471.036146 sec): 3 clusters Score: Raw -934861.555041 + Penalty 2908.163727 = -931953.391314 nChanged 70 SP:Iteration 17Q (1471.094126 sec): 3 clusters Score: Raw -934883.571882 + Penalty 2908.163727 = -931975.408155 nChanged 76 SP:Iteration 18Q (1471.150927 sec): 3 clusters Score: Raw -934911.454491 + Penalty 2908.163727 = -932003.290763 nChanged 91 SP:Iteration 19Q (1471.206832 sec): 3 clusters Score: Raw -934945.712803 + Penalty 2908.163727 = -932037.549076 nChanged 102 SP:Iteration 20F (1471.267005 sec): 3 clusters Score: Raw -934985.832024 + Penalty 2908.163727 = -932077.668297 nChanged 92 SP:Iteration 21Q (1471.316481 sec): 3 clusters Score: Raw -935021.945612 + Penalty 2908.163727 = -932113.781885 nChanged 89 SP:Iteration 22Q (1471.368546 sec): 3 clusters Score: Raw -935065.931716 + Penalty 2908.163727 = -932157.767989 nChanged 94 SP:Iteration 23Q (1471.425155 sec): 3 clusters Score: Raw -935108.285294 + Penalty 2908.163727 = -932200.121567 nChanged 77 SP:Iteration 24Q (1471.482986 sec): 3 clusters Score: Raw -935133.244302 + Penalty 2908.163727 = -932225.080575 nChanged 78 SP:Iteration 25Q (1471.540931 sec): 3 clusters Score: Raw -935162.382790 + Penalty 2908.163727 = -932254.219063 nChanged 62 SP:Iteration 26Q (1471.591937 sec): 3 clusters Score: Raw -935189.432637 + Penalty 2908.163727 = -932281.268910 nChanged 65 SP:Iteration 27Q (1471.645053 sec): 3 clusters Score: Raw -935216.762963 + Penalty 2908.163727 = -932308.599236 nChanged 45 SP:Iteration 28Q (1471.703112 sec): 3 clusters Score: Raw -935231.452919 + Penalty 2908.163727 = -932323.289192 nChanged 25 SP:Iteration 29Q (1471.746243 sec): 3 clusters Score: Raw -935238.302059 + Penalty 2908.163727 = -932330.138331 nChanged 23 SP:Iteration 30Q (1471.800007 sec): 3 clusters Score: Raw -935243.648783 + Penalty 2908.163727 = -932335.485056 nChanged 20 SP:Iteration 31Q (1471.857683 sec): 3 clusters Score: Raw -935251.658132 + Penalty 2908.163727 = -932343.494405 nChanged 26 SP:Iteration 32Q (1471.913994 sec): 3 clusters Score: Raw -935259.314645 + Penalty 2908.163727 = -932351.150918 nChanged 21 SP:Iteration 33Q (1471.968700 sec): 3 clusters Score: Raw -935264.365214 + Penalty 2908.163727 = -932356.201487 nChanged 17 SP:Iteration 34Q (1472.025428 sec): 3 clusters Score: Raw -935267.895565 + Penalty 2908.163727 = -932359.731838 nChanged 9 SP:Iteration 35Q (1472.080966 sec): 3 clusters Score: Raw -935270.249773 + Penalty 2908.163727 = -932362.086046 nChanged 11 SP:Iteration 36Q (1472.129174 sec): 3 clusters Score: Raw -935273.201433 + Penalty 2908.163727 = -932365.037706 nChanged 11 SP:Iteration 37Q (1472.189004 sec): 3 clusters Score: Raw -935276.179186 + Penalty 2908.163727 = -932368.015459 nChanged 14 SP:Iteration 38Q (1472.247314 sec): 3 clusters Score: Raw -935279.695653 + Penalty 2908.163727 = -932371.531926 nChanged 12 SP:Iteration 39Q (1472.299270 sec): 3 clusters Score: Raw -935283.060688 + Penalty 2908.163727 = -932374.896961 nChanged 12 SP:Iteration 40F (1472.347307 sec): 3 clusters Score: Raw -935286.010111 + Penalty 2908.163727 = -932377.846384 nChanged 9 SP:Iteration 41Q (1472.402130 sec): 3 clusters Score: Raw -935289.722019 + Penalty 2908.163727 = -932381.558292 nChanged 7 SP:Iteration 42Q (1472.461650 sec): 3 clusters Score: Raw -935291.373264 + Penalty 2908.163727 = -932383.209537 nChanged 6 SP:Iteration 43Q (1472.520472 sec): 3 clusters Score: Raw -935292.639271 + Penalty 2908.163727 = -932384.475544 nChanged 4 SP:Iteration 44Q (1472.579177 sec): 3 clusters Score: Raw -935293.466129 + Penalty 2908.163727 = -932385.302402 nChanged 5 SP:Iteration 45Q (1472.648756 sec): 3 clusters Score: Raw -935295.203152 + Penalty 2908.163727 = -932387.039425 nChanged 6 SP:Iteration 46Q (1472.703868 sec): 3 clusters Score: Raw -935296.739833 + Penalty 2908.163727 = -932388.576106 nChanged 8 SP:Iteration 47Q (1472.752204 sec): 3 clusters Score: Raw -935298.204541 + Penalty 2908.163727 = -932390.040814 nChanged 7 SP:Iteration 48Q (1472.811735 sec): 3 clusters Score: Raw -935300.026437 + Penalty 2908.163727 = -932391.862710 nChanged 9 SP:Iteration 49Q (1472.859166 sec): 3 clusters Score: Raw -935302.700642 + Penalty 2908.163727 = -932394.536915 nChanged 10 SP:Iteration 50Q (1472.916997 sec): 3 clusters Score: Raw -935305.370134 + Penalty 2908.163727 = -932397.206407 nChanged 9 SP:Iteration 51Q (1472.975829 sec): 3 clusters Score: Raw -935308.515675 + Penalty 2908.163727 = -932400.351948 nChanged 10 SP:Iteration 52Q (1473.034298 sec): 3 clusters Score: Raw -935311.677137 + Penalty 2908.163727 = -932403.513410 nChanged 4 SP:Iteration 53Q (1473.092588 sec): 3 clusters Score: Raw -935312.377988 + Penalty 2908.163727 = -932404.214261 nChanged 4 SP:Iteration 54Q (1473.152020 sec): 3 clusters Score: Raw -935312.946056 + Penalty 2908.163727 = -932404.782329 nChanged 1 SP:Iteration 55Q (1473.215791 sec): 3 clusters Score: Raw -935313.014245 + Penalty 2908.163727 = -932404.850518 nChanged 0 SP:Iteration 56F (1473.265226 sec): 3 clusters Score: Raw -935313.014245 + Penalty 2908.163727 = -932404.850518 nChanged 0 Trying to split cluster 21 (15927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1473.309989 sec): 2 clusters Score: Raw -1924272.272185 + Penalty 1572.312797 = -1922699.959387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1473.379063 sec): 3 clusters Score: Raw -1914776.050469 + Penalty 3144.625595 = -1911631.424874 nChanged 7080 SP:Iteration 1F (1473.444275 sec): 3 clusters Score: Raw -1918910.152564 + Penalty 3144.625595 = -1915765.526969 nChanged 1004 SP:Iteration 2F (1473.511115 sec): 3 clusters Score: Raw -1919531.947346 + Penalty 3144.625595 = -1916387.321751 nChanged 1166 SP:Iteration 3F (1473.578516 sec): 3 clusters Score: Raw -1920491.759376 + Penalty 3144.625595 = -1917347.133781 nChanged 1271 SP:Iteration 4F (1473.642967 sec): 3 clusters Score: Raw -1921571.894176 + Penalty 3144.625595 = -1918427.268581 nChanged 1248 SP:Iteration 5F (1473.705898 sec): 3 clusters Score: Raw -1922554.581315 + Penalty 3144.625595 = -1919409.955720 nChanged 1026 SP:Iteration 6F (1473.779208 sec): 3 clusters Score: Raw -1923319.236468 + Penalty 3144.625595 = -1920174.610873 nChanged 780 SP:Iteration 7Q (1473.853136 sec): 3 clusters Score: Raw -1923891.776946 + Penalty 3144.625595 = -1920747.151351 nChanged 608 SP:Iteration 8Q (1473.925192 sec): 3 clusters Score: Raw -1924329.875407 + Penalty 3144.625595 = -1921185.249812 nChanged 491 SP:Iteration 9Q (1473.992639 sec): 3 clusters Score: Raw -1924702.164487 + Penalty 3144.625595 = -1921557.538892 nChanged 393 SP:Iteration 10Q (1474.064774 sec): 3 clusters Score: Raw -1924964.118471 + Penalty 3144.625595 = -1921819.492876 nChanged 288 SP:Iteration 11Q (1474.136043 sec): 3 clusters Score: Raw -1925126.876295 + Penalty 3144.625595 = -1921982.250700 nChanged 226 SP:Iteration 12Q (1474.214086 sec): 3 clusters Score: Raw -1925228.225056 + Penalty 3144.625595 = -1922083.599461 nChanged 152 SP:Iteration 13Q (1474.265245 sec): 3 clusters Score: Raw -1925283.846688 + Penalty 3144.625595 = -1922139.221093 nChanged 118 SP:Iteration 14Q (1474.339671 sec): 3 clusters Score: Raw -1925315.251935 + Penalty 3144.625595 = -1922170.626340 nChanged 91 SP:Iteration 15Q (1474.402414 sec): 3 clusters Score: Raw -1925337.903855 + Penalty 3144.625595 = -1922193.278261 nChanged 67 SP:Iteration 16Q (1474.469021 sec): 3 clusters Score: Raw -1925353.566567 + Penalty 3144.625595 = -1922208.940972 nChanged 59 SP:Iteration 17Q (1474.537841 sec): 3 clusters Score: Raw -1925364.314760 + Penalty 3144.625595 = -1922219.689165 nChanged 61 SP:Iteration 18Q (1474.613291 sec): 3 clusters Score: Raw -1925375.781008 + Penalty 3144.625595 = -1922231.155413 nChanged 55 SP:Iteration 19Q (1474.669468 sec): 3 clusters Score: Raw -1925384.949029 + Penalty 3144.625595 = -1922240.323434 nChanged 55 SP:Iteration 20F (1474.743607 sec): 3 clusters Score: Raw -1925394.666001 + Penalty 3144.625595 = -1922250.040407 nChanged 50 SP:Iteration 21Q (1474.807614 sec): 3 clusters Score: Raw -1925404.678241 + Penalty 3144.625595 = -1922260.052646 nChanged 45 SP:Iteration 22Q (1474.865593 sec): 3 clusters Score: Raw -1925414.726043 + Penalty 3144.625595 = -1922270.100448 nChanged 39 SP:Iteration 23Q (1474.931243 sec): 3 clusters Score: Raw -1925424.391091 + Penalty 3144.625595 = -1922279.765496 nChanged 47 SP:Iteration 24Q (1475.001575 sec): 3 clusters Score: Raw -1925432.482049 + Penalty 3144.625595 = -1922287.856454 nChanged 46 SP:Iteration 25Q (1475.073126 sec): 3 clusters Score: Raw -1925439.707513 + Penalty 3144.625595 = -1922295.081918 nChanged 45 SP:Iteration 26Q (1475.147769 sec): 3 clusters Score: Raw -1925447.599773 + Penalty 3144.625595 = -1922302.974178 nChanged 39 SP:Iteration 27Q (1475.209276 sec): 3 clusters Score: Raw -1925452.856406 + Penalty 3144.625595 = -1922308.230811 nChanged 31 SP:Iteration 28Q (1475.284304 sec): 3 clusters Score: Raw -1925456.967897 + Penalty 3144.625595 = -1922312.342302 nChanged 31 SP:Iteration 29Q (1475.354298 sec): 3 clusters Score: Raw -1925461.187563 + Penalty 3144.625595 = -1922316.561969 nChanged 26 SP:Iteration 30Q (1475.407542 sec): 3 clusters Score: Raw -1925465.161739 + Penalty 3144.625595 = -1922320.536144 nChanged 22 SP:Iteration 31Q (1475.483230 sec): 3 clusters Score: Raw -1925467.522973 + Penalty 3144.625595 = -1922322.897378 nChanged 12 SP:Iteration 32Q (1475.545155 sec): 3 clusters Score: Raw -1925468.439717 + Penalty 3144.625595 = -1922323.814123 nChanged 7 SP:Iteration 33Q (1475.616794 sec): 3 clusters Score: Raw -1925468.958588 + Penalty 3144.625595 = -1922324.332993 nChanged 4 SP:Iteration 34Q (1475.686479 sec): 3 clusters Score: Raw -1925469.281959 + Penalty 3144.625595 = -1922324.656364 nChanged 5 SP:Iteration 35Q (1475.766729 sec): 3 clusters Score: Raw -1925470.193777 + Penalty 3144.625595 = -1922325.568182 nChanged 8 SP:Iteration 36Q (1475.819668 sec): 3 clusters Score: Raw -1925470.927396 + Penalty 3144.625595 = -1922326.301801 nChanged 7 SP:Iteration 37Q (1475.881654 sec): 3 clusters Score: Raw -1925471.734194 + Penalty 3144.625595 = -1922327.108599 nChanged 12 SP:Iteration 38Q (1475.942252 sec): 3 clusters Score: Raw -1925472.743483 + Penalty 3144.625595 = -1922328.117888 nChanged 12 SP:Iteration 39Q (1476.001803 sec): 3 clusters Score: Raw -1925474.256025 + Penalty 3144.625595 = -1922329.630430 nChanged 10 SP:Iteration 40F (1476.062510 sec): 3 clusters Score: Raw -1925475.329832 + Penalty 3144.625595 = -1922330.704237 nChanged 12 SP:Iteration 41Q (1476.119912 sec): 3 clusters Score: Raw -1925476.820235 + Penalty 3144.625595 = -1922332.194640 nChanged 8 SP:Iteration 42Q (1476.191005 sec): 3 clusters Score: Raw -1925477.856628 + Penalty 3144.625595 = -1922333.231034 nChanged 10 SP:Iteration 43Q (1476.259098 sec): 3 clusters Score: Raw -1925478.716971 + Penalty 3144.625595 = -1922334.091376 nChanged 4 SP:Iteration 44Q (1476.332446 sec): 3 clusters Score: Raw -1925479.061083 + Penalty 3144.625595 = -1922334.435489 nChanged 4 SP:Iteration 45Q (1476.401711 sec): 3 clusters Score: Raw -1925479.392916 + Penalty 3144.625595 = -1922334.767321 nChanged 10 SP:Iteration 46Q (1476.458953 sec): 3 clusters Score: Raw -1925480.411634 + Penalty 3144.625595 = -1922335.786039 nChanged 9 SP:Iteration 47Q (1476.528223 sec): 3 clusters Score: Raw -1925481.199938 + Penalty 3144.625595 = -1922336.574343 nChanged 8 SP:Iteration 48Q (1476.598418 sec): 3 clusters Score: Raw -1925481.724440 + Penalty 3144.625595 = -1922337.098845 nChanged 6 SP:Iteration 49Q (1476.658927 sec): 3 clusters Score: Raw -1925482.258650 + Penalty 3144.625595 = -1922337.633055 nChanged 8 SP:Iteration 50Q (1476.724276 sec): 3 clusters Score: Raw -1925483.240183 + Penalty 3144.625595 = -1922338.614588 nChanged 13 SP:Iteration 51Q (1476.802750 sec): 3 clusters Score: Raw -1925484.689525 + Penalty 3144.625595 = -1922340.063930 nChanged 11 SP:Iteration 52Q (1476.867224 sec): 3 clusters Score: Raw -1925485.436448 + Penalty 3144.625595 = -1922340.810853 nChanged 7 SP:Iteration 53Q (1476.930004 sec): 3 clusters Score: Raw -1925485.904435 + Penalty 3144.625595 = -1922341.278840 nChanged 8 SP:Iteration 54Q (1476.995097 sec): 3 clusters Score: Raw -1925486.664343 + Penalty 3144.625595 = -1922342.038748 nChanged 10 SP:Iteration 55Q (1477.060406 sec): 3 clusters Score: Raw -1925487.759427 + Penalty 3144.625595 = -1922343.133832 nChanged 5 SP:Iteration 56Q (1477.119162 sec): 3 clusters Score: Raw -1925488.409909 + Penalty 3144.625595 = -1922343.784314 nChanged 11 SP:Iteration 57Q (1477.178854 sec): 3 clusters Score: Raw -1925489.827733 + Penalty 3144.625595 = -1922345.202139 nChanged 13 SP:Iteration 58Q (1477.248855 sec): 3 clusters Score: Raw -1925492.266847 + Penalty 3144.625595 = -1922347.641252 nChanged 11 SP:Iteration 59Q (1477.318826 sec): 3 clusters Score: Raw -1925493.978483 + Penalty 3144.625595 = -1922349.352888 nChanged 20 SP:Iteration 60F (1477.386020 sec): 3 clusters Score: Raw -1925496.800395 + Penalty 3144.625595 = -1922352.174800 nChanged 23 SP:Iteration 61Q (1477.452671 sec): 3 clusters Score: Raw -1925499.513343 + Penalty 3144.625595 = -1922354.887748 nChanged 18 SP:Iteration 62Q (1477.519136 sec): 3 clusters Score: Raw -1925501.786051 + Penalty 3144.625595 = -1922357.160456 nChanged 25 SP:Iteration 63Q (1477.591555 sec): 3 clusters Score: Raw -1925504.878875 + Penalty 3144.625595 = -1922360.253280 nChanged 20 SP:Iteration 64Q (1477.650850 sec): 3 clusters Score: Raw -1925507.132897 + Penalty 3144.625595 = -1922362.507302 nChanged 20 SP:Iteration 65Q (1477.717217 sec): 3 clusters Score: Raw -1925510.140139 + Penalty 3144.625595 = -1922365.514544 nChanged 21 SP:Iteration 66Q (1477.783883 sec): 3 clusters Score: Raw -1925514.056390 + Penalty 3144.625595 = -1922369.430795 nChanged 27 SP:Iteration 67Q (1477.851275 sec): 3 clusters Score: Raw -1925518.245824 + Penalty 3144.625595 = -1922373.620229 nChanged 25 SP:Iteration 68Q (1477.910608 sec): 3 clusters Score: Raw -1925521.768582 + Penalty 3144.625595 = -1922377.142987 nChanged 23 SP:Iteration 69Q (1477.973331 sec): 3 clusters Score: Raw -1925524.416368 + Penalty 3144.625595 = -1922379.790773 nChanged 21 SP:Iteration 70Q (1478.044546 sec): 3 clusters Score: Raw -1925527.739156 + Penalty 3144.625595 = -1922383.113561 nChanged 24 SP:Iteration 71Q (1478.110764 sec): 3 clusters Score: Raw -1925531.930640 + Penalty 3144.625595 = -1922387.305045 nChanged 37 SP:Iteration 72Q (1478.168048 sec): 3 clusters Score: Raw -1925538.197965 + Penalty 3144.625595 = -1922393.572370 nChanged 35 SP:Iteration 73Q (1478.242252 sec): 3 clusters Score: Raw -1925544.142239 + Penalty 3144.625595 = -1922399.516644 nChanged 32 SP:Iteration 74Q (1478.301672 sec): 3 clusters Score: Raw -1925547.976118 + Penalty 3144.625595 = -1922403.350523 nChanged 28 SP:Iteration 75Q (1478.361781 sec): 3 clusters Score: Raw -1925552.391193 + Penalty 3144.625595 = -1922407.765598 nChanged 31 SP:Iteration 76Q (1478.431396 sec): 3 clusters Score: Raw -1925556.020675 + Penalty 3144.625595 = -1922411.395080 nChanged 28 SP:Iteration 77Q (1478.490804 sec): 3 clusters Score: Raw -1925560.206798 + Penalty 3144.625595 = -1922415.581203 nChanged 36 SP:Iteration 78Q (1478.563801 sec): 3 clusters Score: Raw -1925565.224796 + Penalty 3144.625595 = -1922420.599201 nChanged 27 SP:Iteration 79Q (1478.617538 sec): 3 clusters Score: Raw -1925569.604278 + Penalty 3144.625595 = -1922424.978683 nChanged 30 SP:Iteration 80F (1478.689204 sec): 3 clusters Score: Raw -1925573.758035 + Penalty 3144.625595 = -1922429.132441 nChanged 27 SP:Iteration 81Q (1478.770013 sec): 3 clusters Score: Raw -1925577.366133 + Penalty 3144.625595 = -1922432.740538 nChanged 36 SP:Iteration 82Q (1478.825533 sec): 3 clusters Score: Raw -1925581.434072 + Penalty 3144.625595 = -1922436.808477 nChanged 25 SP:Iteration 83Q (1478.890445 sec): 3 clusters Score: Raw -1925584.303138 + Penalty 3144.625595 = -1922439.677543 nChanged 14 SP:Iteration 84Q (1478.957314 sec): 3 clusters Score: Raw -1925585.543832 + Penalty 3144.625595 = -1922440.918237 nChanged 4 SP:Iteration 85Q (1479.020175 sec): 3 clusters Score: Raw -1925585.740391 + Penalty 3144.625595 = -1922441.114796 nChanged 2 SP:Iteration 86Q (1479.093650 sec): 3 clusters Score: Raw -1925585.890517 + Penalty 3144.625595 = -1922441.264922 nChanged 4 SP:Iteration 87Q (1479.149206 sec): 3 clusters Score: Raw -1925586.123217 + Penalty 3144.625595 = -1922441.497622 nChanged 3 SP:Iteration 88Q (1479.215469 sec): 3 clusters Score: Raw -1925586.247932 + Penalty 3144.625595 = -1922441.622338 nChanged 3 SP:Iteration 89Q (1479.275226 sec): 3 clusters Score: Raw -1925586.482406 + Penalty 3144.625595 = -1922441.856811 nChanged 2 SP:Iteration 90Q (1479.348278 sec): 3 clusters Score: Raw -1925586.603459 + Penalty 3144.625595 = -1922441.977864 nChanged 0 SP:Iteration 91F (1479.415571 sec): 3 clusters Score: Raw -1925586.603459 + Penalty 3144.625595 = -1922441.977864 nChanged 0 Trying to split cluster 22 (7783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1479.448836 sec): 2 clusters Score: Raw -912087.838574 + Penalty 1455.950786 = -910631.887787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1479.508777 sec): 3 clusters Score: Raw -907817.678014 + Penalty 2911.901573 = -904905.776442 nChanged 3272 SP:Iteration 1F (1479.566777 sec): 3 clusters Score: Raw -909747.463777 + Penalty 2911.901573 = -906835.562204 nChanged 577 SP:Iteration 2F (1479.621752 sec): 3 clusters Score: Raw -910094.763661 + Penalty 2911.901573 = -907182.862088 nChanged 490 SP:Iteration 3F (1479.675847 sec): 3 clusters Score: Raw -910377.394698 + Penalty 2911.901573 = -907465.493125 nChanged 397 SP:Iteration 4F (1479.722249 sec): 3 clusters Score: Raw -910633.649063 + Penalty 2911.901573 = -907721.747490 nChanged 346 SP:Iteration 5Q (1479.793584 sec): 3 clusters Score: Raw -910871.559254 + Penalty 2911.901573 = -907959.657682 nChanged 311 SP:Iteration 6Q (1479.835085 sec): 3 clusters Score: Raw -911071.767748 + Penalty 2911.901573 = -908159.866175 nChanged 298 SP:Iteration 7Q (1479.893413 sec): 3 clusters Score: Raw -911262.305858 + Penalty 2911.901573 = -908350.404285 nChanged 275 SP:Iteration 8Q (1479.949708 sec): 3 clusters Score: Raw -911440.489281 + Penalty 2911.901573 = -908528.587708 nChanged 244 SP:Iteration 9Q (1480.005864 sec): 3 clusters Score: Raw -911587.021594 + Penalty 2911.901573 = -908675.120021 nChanged 225 SP:Iteration 10Q (1480.075014 sec): 3 clusters Score: Raw -911718.691972 + Penalty 2911.901573 = -908806.790399 nChanged 190 SP:Iteration 11Q (1480.121945 sec): 3 clusters Score: Raw -911832.234849 + Penalty 2911.901573 = -908920.333276 nChanged 160 SP:Iteration 12Q (1480.177039 sec): 3 clusters Score: Raw -911930.776194 + Penalty 2911.901573 = -909018.874622 nChanged 149 SP:Iteration 13Q (1480.234241 sec): 3 clusters Score: Raw -912015.345937 + Penalty 2911.901573 = -909103.444364 nChanged 123 SP:Iteration 14Q (1480.291279 sec): 3 clusters Score: Raw -912081.629055 + Penalty 2911.901573 = -909169.727483 nChanged 97 SP:Iteration 15Q (1480.345235 sec): 3 clusters Score: Raw -912134.103763 + Penalty 2911.901573 = -909222.202190 nChanged 95 SP:Iteration 16Q (1480.398754 sec): 3 clusters Score: Raw -912190.349200 + Penalty 2911.901573 = -909278.447628 nChanged 92 SP:Iteration 17Q (1480.451461 sec): 3 clusters Score: Raw -912248.700832 + Penalty 2911.901573 = -909336.799259 nChanged 91 SP:Iteration 18Q (1480.514503 sec): 3 clusters Score: Raw -912311.882664 + Penalty 2911.901573 = -909399.981091 nChanged 82 SP:Iteration 19Q (1480.558686 sec): 3 clusters Score: Raw -912383.378113 + Penalty 2911.901573 = -909471.476541 nChanged 91 SP:Iteration 20F (1480.609969 sec): 3 clusters Score: Raw -912451.278855 + Penalty 2911.901573 = -909539.377282 nChanged 76 SP:Iteration 21Q (1480.667861 sec): 3 clusters Score: Raw -912500.275719 + Penalty 2911.901573 = -909588.374146 nChanged 68 SP:Iteration 22Q (1480.730257 sec): 3 clusters Score: Raw -912549.306988 + Penalty 2911.901573 = -909637.405415 nChanged 58 SP:Iteration 23Q (1480.778251 sec): 3 clusters Score: Raw -912590.420396 + Penalty 2911.901573 = -909678.518823 nChanged 56 SP:Iteration 24Q (1480.831934 sec): 3 clusters Score: Raw -912620.927536 + Penalty 2911.901573 = -909709.025963 nChanged 44 SP:Iteration 25Q (1480.867975 sec): 3 clusters Score: Raw -912640.261799 + Penalty 2911.901573 = -909728.360227 nChanged 39 SP:Iteration 26Q (1480.925423 sec): 3 clusters Score: Raw -912659.816458 + Penalty 2911.901573 = -909747.914885 nChanged 36 SP:Iteration 27Q (1480.991292 sec): 3 clusters Score: Raw -912676.688429 + Penalty 2911.901573 = -909764.786856 nChanged 30 SP:Iteration 28Q (1481.036925 sec): 3 clusters Score: Raw -912689.561223 + Penalty 2911.901573 = -909777.659650 nChanged 15 SP:Iteration 29Q (1481.093380 sec): 3 clusters Score: Raw -912697.274853 + Penalty 2911.901573 = -909785.373280 nChanged 13 SP:Iteration 30Q (1481.151545 sec): 3 clusters Score: Raw -912702.032502 + Penalty 2911.901573 = -909790.130929 nChanged 6 SP:Iteration 31Q (1481.208494 sec): 3 clusters Score: Raw -912704.102312 + Penalty 2911.901573 = -909792.200739 nChanged 1 SP:Iteration 32Q (1481.267786 sec): 3 clusters Score: Raw -912704.395371 + Penalty 2911.901573 = -909792.493798 nChanged 2 SP:Iteration 33Q (1481.318376 sec): 3 clusters Score: Raw -912705.483203 + Penalty 2911.901573 = -909793.581631 nChanged 5 SP:Iteration 34Q (1481.379877 sec): 3 clusters Score: Raw -912707.667038 + Penalty 2911.901573 = -909795.765465 nChanged 7 SP:Iteration 35Q (1481.441088 sec): 3 clusters Score: Raw -912709.627198 + Penalty 2911.901573 = -909797.725626 nChanged 4 SP:Iteration 36Q (1481.484757 sec): 3 clusters Score: Raw -912711.097570 + Penalty 2911.901573 = -909799.195997 nChanged 4 SP:Iteration 37Q (1481.539756 sec): 3 clusters Score: Raw -912712.003049 + Penalty 2911.901573 = -909800.101476 nChanged 4 SP:Iteration 38Q (1481.595743 sec): 3 clusters Score: Raw -912713.514304 + Penalty 2911.901573 = -909801.612731 nChanged 5 SP:Iteration 39Q (1481.653216 sec): 3 clusters Score: Raw -912714.974143 + Penalty 2911.901573 = -909803.072570 nChanged 3 SP:Iteration 40F (1481.706210 sec): 3 clusters Score: Raw -912715.705430 + Penalty 2911.901573 = -909803.803858 nChanged 1 SP:Iteration 41Q (1481.762315 sec): 3 clusters Score: Raw -912715.882793 + Penalty 2911.901573 = -909803.981220 nChanged 1 SP:Iteration 42Q (1481.812874 sec): 3 clusters Score: Raw -912716.180044 + Penalty 2911.901573 = -909804.278472 nChanged 1 SP:Iteration 43Q (1481.867363 sec): 3 clusters Score: Raw -912716.561221 + Penalty 2911.901573 = -909804.659648 nChanged 0 SP:Iteration 44F (1481.899979 sec): 3 clusters Score: Raw -912716.561221 + Penalty 2911.901573 = -909804.659648 nChanged 0 Iteration 259Q (1485.055777 sec): 23 clusters Score: Raw -56483140.138434 + Penalty 46722.679987 = -56436417.458447 nChanged 7 Iteration 260F (1492.290579 sec): 23 clusters Score: Raw -56483140.296370 + Penalty 46722.679987 = -56436417.616383 nChanged 3 Iteration 261Q (1495.388100 sec): 23 clusters Score: Raw -56483140.421498 + Penalty 46722.679987 = -56436417.741510 nChanged 5 Iteration 262Q (1498.527047 sec): 23 clusters Score: Raw -56483140.531357 + Penalty 46722.679987 = -56436417.851369 nChanged 2 Iteration 263Q (1501.722366 sec): 23 clusters Score: Raw -56483140.585896 + Penalty 46722.679987 = -56436417.905909 nChanged 0 Iteration 264F (1508.983916 sec): 23 clusters Score: Raw -56483140.585896 + Penalty 46722.679987 = -56436417.905909 nChanged 0 Compute initial score before splitting: Score: Raw -56483140.585896 + Penalty 46722.679987 = -56436417.905909 Trying to split cluster 1 (5355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1509.070191 sec): 2 clusters Score: Raw -633638.141105 + Penalty 1395.190222 = -632242.950883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1509.121211 sec): 3 clusters Score: Raw -630857.267723 + Penalty 2790.380444 = -628066.887279 nChanged 2163 SP:Iteration 1F (1509.166244 sec): 3 clusters Score: Raw -632074.773529 + Penalty 2790.380444 = -629284.393085 nChanged 379 SP:Iteration 2F (1509.212473 sec): 3 clusters Score: Raw -632312.621357 + Penalty 2790.380444 = -629522.240912 nChanged 316 SP:Iteration 3F (1509.263574 sec): 3 clusters Score: Raw -632498.150692 + Penalty 2790.380444 = -629707.770248 nChanged 264 SP:Iteration 4Q (1509.312904 sec): 3 clusters Score: Raw -632657.019526 + Penalty 2790.380444 = -629866.639081 nChanged 245 SP:Iteration 5Q (1509.362865 sec): 3 clusters Score: Raw -632796.032404 + Penalty 2790.380444 = -630005.651960 nChanged 222 SP:Iteration 6Q (1509.412553 sec): 3 clusters Score: Raw -632914.868053 + Penalty 2790.380444 = -630124.487608 nChanged 209 SP:Iteration 7Q (1509.463150 sec): 3 clusters Score: Raw -633029.771866 + Penalty 2790.380444 = -630239.391422 nChanged 184 SP:Iteration 8Q (1509.517761 sec): 3 clusters Score: Raw -633141.169919 + Penalty 2790.380444 = -630350.789474 nChanged 186 SP:Iteration 9Q (1509.559200 sec): 3 clusters Score: Raw -633249.143305 + Penalty 2790.380444 = -630458.762861 nChanged 170 SP:Iteration 10Q (1509.609728 sec): 3 clusters Score: Raw -633337.632374 + Penalty 2790.380444 = -630547.251930 nChanged 130 SP:Iteration 11Q (1509.659851 sec): 3 clusters Score: Raw -633410.944323 + Penalty 2790.380444 = -630620.563878 nChanged 104 SP:Iteration 12Q (1509.714215 sec): 3 clusters Score: Raw -633466.853121 + Penalty 2790.380444 = -630676.472677 nChanged 95 SP:Iteration 13Q (1509.781271 sec): 3 clusters Score: Raw -633520.792349 + Penalty 2790.380444 = -630730.411904 nChanged 86 SP:Iteration 14Q (1509.818287 sec): 3 clusters Score: Raw -633568.167425 + Penalty 2790.380444 = -630777.786981 nChanged 79 SP:Iteration 15Q (1509.873461 sec): 3 clusters Score: Raw -633610.451553 + Penalty 2790.380444 = -630820.071109 nChanged 75 SP:Iteration 16Q (1509.923650 sec): 3 clusters Score: Raw -633651.471652 + Penalty 2790.380444 = -630861.091208 nChanged 59 SP:Iteration 17Q (1509.969030 sec): 3 clusters Score: Raw -633690.191738 + Penalty 2790.380444 = -630899.811294 nChanged 61 SP:Iteration 18Q (1510.027209 sec): 3 clusters Score: Raw -633720.124766 + Penalty 2790.380444 = -630929.744322 nChanged 43 SP:Iteration 19Q (1510.090057 sec): 3 clusters Score: Raw -633741.423592 + Penalty 2790.380444 = -630951.043148 nChanged 36 SP:Iteration 20F (1510.136136 sec): 3 clusters Score: Raw -633761.371703 + Penalty 2790.380444 = -630970.991259 nChanged 35 SP:Iteration 21Q (1510.187319 sec): 3 clusters Score: Raw -633780.218640 + Penalty 2790.380444 = -630989.838195 nChanged 23 SP:Iteration 22Q (1510.236423 sec): 3 clusters Score: Raw -633792.161144 + Penalty 2790.380444 = -631001.780699 nChanged 22 SP:Iteration 23Q (1510.282593 sec): 3 clusters Score: Raw -633808.691945 + Penalty 2790.380444 = -631018.311501 nChanged 27 SP:Iteration 24Q (1510.334625 sec): 3 clusters Score: Raw -633826.318759 + Penalty 2790.380444 = -631035.938314 nChanged 19 SP:Iteration 25Q (1510.372770 sec): 3 clusters Score: Raw -633836.810531 + Penalty 2790.380444 = -631046.430087 nChanged 14 SP:Iteration 26Q (1510.419682 sec): 3 clusters Score: Raw -633845.856290 + Penalty 2790.380444 = -631055.475845 nChanged 12 SP:Iteration 27Q (1510.474354 sec): 3 clusters Score: Raw -633853.773489 + Penalty 2790.380444 = -631063.393045 nChanged 11 SP:Iteration 28Q (1510.522204 sec): 3 clusters Score: Raw -633860.910306 + Penalty 2790.380444 = -631070.529862 nChanged 9 SP:Iteration 29Q (1510.558374 sec): 3 clusters Score: Raw -633865.558037 + Penalty 2790.380444 = -631075.177593 nChanged 4 SP:Iteration 30Q (1510.602266 sec): 3 clusters Score: Raw -633867.425167 + Penalty 2790.380444 = -631077.044723 nChanged 0 SP:Iteration 31F (1510.655699 sec): 3 clusters Score: Raw -633867.425167 + Penalty 2790.380444 = -631077.044723 nChanged 0 Trying to split cluster 2 (26098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1510.703445 sec): 2 clusters Score: Raw -3231750.839784 + Penalty 1652.562269 = -3230098.277515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1510.789166 sec): 3 clusters Score: Raw -3215751.829559 + Penalty 3305.124538 = -3212446.705021 nChanged 11978 SP:Iteration 1F (1510.867469 sec): 3 clusters Score: Raw -3222493.932358 + Penalty 3305.124538 = -3219188.807820 nChanged 1468 SP:Iteration 2F (1510.946789 sec): 3 clusters Score: Raw -3223238.192370 + Penalty 3305.124538 = -3219933.067833 nChanged 1730 SP:Iteration 3F (1511.029880 sec): 3 clusters Score: Raw -3224347.587749 + Penalty 3305.124538 = -3221042.463211 nChanged 2076 SP:Iteration 4F (1511.114190 sec): 3 clusters Score: Raw -3225906.882808 + Penalty 3305.124538 = -3222601.758271 nChanged 2183 SP:Iteration 5F (1511.203350 sec): 3 clusters Score: Raw -3227709.653039 + Penalty 3305.124538 = -3224404.528501 nChanged 1994 SP:Iteration 6F (1511.278171 sec): 3 clusters Score: Raw -3229268.095976 + Penalty 3305.124538 = -3225962.971438 nChanged 1482 SP:Iteration 7F (1511.363957 sec): 3 clusters Score: Raw -3230220.018621 + Penalty 3305.124538 = -3226914.894084 nChanged 1054 SP:Iteration 8Q (1511.439627 sec): 3 clusters Score: Raw -3230779.072278 + Penalty 3305.124538 = -3227473.947741 nChanged 745 SP:Iteration 9Q (1511.526430 sec): 3 clusters Score: Raw -3231094.435739 + Penalty 3305.124538 = -3227789.311201 nChanged 541 SP:Iteration 10Q (1511.618166 sec): 3 clusters Score: Raw -3231271.800524 + Penalty 3305.124538 = -3227966.675986 nChanged 423 SP:Iteration 11Q (1511.702130 sec): 3 clusters Score: Raw -3231400.391283 + Penalty 3305.124538 = -3228095.266746 nChanged 356 SP:Iteration 12Q (1511.777482 sec): 3 clusters Score: Raw -3231497.799339 + Penalty 3305.124538 = -3228192.674801 nChanged 284 SP:Iteration 13Q (1511.853265 sec): 3 clusters Score: Raw -3231572.576533 + Penalty 3305.124538 = -3228267.451995 nChanged 234 SP:Iteration 14Q (1511.937807 sec): 3 clusters Score: Raw -3231632.555366 + Penalty 3305.124538 = -3228327.430828 nChanged 193 SP:Iteration 15Q (1512.021787 sec): 3 clusters Score: Raw -3231680.117009 + Penalty 3305.124538 = -3228374.992471 nChanged 164 SP:Iteration 16Q (1512.107133 sec): 3 clusters Score: Raw -3231716.951861 + Penalty 3305.124538 = -3228411.827323 nChanged 163 SP:Iteration 17Q (1512.192231 sec): 3 clusters Score: Raw -3231751.213523 + Penalty 3305.124538 = -3228446.088985 nChanged 137 SP:Iteration 18Q (1512.274686 sec): 3 clusters Score: Raw -3231777.873364 + Penalty 3305.124538 = -3228472.748826 nChanged 122 SP:Iteration 19Q (1512.358975 sec): 3 clusters Score: Raw -3231800.183546 + Penalty 3305.124538 = -3228495.059009 nChanged 92 SP:Iteration 20F (1512.434672 sec): 3 clusters Score: Raw -3231815.437551 + Penalty 3305.124538 = -3228510.313013 nChanged 83 SP:Iteration 21Q (1512.520691 sec): 3 clusters Score: Raw -3231829.915143 + Penalty 3305.124538 = -3228524.790606 nChanged 83 SP:Iteration 22Q (1512.600717 sec): 3 clusters Score: Raw -3231845.515256 + Penalty 3305.124538 = -3228540.390719 nChanged 80 SP:Iteration 23Q (1512.678895 sec): 3 clusters Score: Raw -3231859.853169 + Penalty 3305.124538 = -3228554.728631 nChanged 70 SP:Iteration 24Q (1512.766991 sec): 3 clusters Score: Raw -3231871.560957 + Penalty 3305.124538 = -3228566.436419 nChanged 63 SP:Iteration 25Q (1512.847241 sec): 3 clusters Score: Raw -3231882.404514 + Penalty 3305.124538 = -3228577.279976 nChanged 70 SP:Iteration 26Q (1512.933455 sec): 3 clusters Score: Raw -3231895.850038 + Penalty 3305.124538 = -3228590.725501 nChanged 71 SP:Iteration 27Q (1513.023424 sec): 3 clusters Score: Raw -3231909.842090 + Penalty 3305.124538 = -3228604.717552 nChanged 55 SP:Iteration 28Q (1513.108016 sec): 3 clusters Score: Raw -3231919.836865 + Penalty 3305.124538 = -3228614.712327 nChanged 56 SP:Iteration 29Q (1513.190107 sec): 3 clusters Score: Raw -3231928.110629 + Penalty 3305.124538 = -3228622.986092 nChanged 41 SP:Iteration 30Q (1513.280680 sec): 3 clusters Score: Raw -3231934.356103 + Penalty 3305.124538 = -3228629.231566 nChanged 36 SP:Iteration 31Q (1513.356988 sec): 3 clusters Score: Raw -3231940.290846 + Penalty 3305.124538 = -3228635.166308 nChanged 40 SP:Iteration 32Q (1513.435133 sec): 3 clusters Score: Raw -3231946.011880 + Penalty 3305.124538 = -3228640.887342 nChanged 31 SP:Iteration 33Q (1513.516809 sec): 3 clusters Score: Raw -3231950.787602 + Penalty 3305.124538 = -3228645.663064 nChanged 37 SP:Iteration 34Q (1513.590373 sec): 3 clusters Score: Raw -3231955.715119 + Penalty 3305.124538 = -3228650.590582 nChanged 27 SP:Iteration 35Q (1513.665083 sec): 3 clusters Score: Raw -3231959.448047 + Penalty 3305.124538 = -3228654.323510 nChanged 27 SP:Iteration 36Q (1513.735703 sec): 3 clusters Score: Raw -3231963.015417 + Penalty 3305.124538 = -3228657.890879 nChanged 19 SP:Iteration 37Q (1513.815662 sec): 3 clusters Score: Raw -3231965.500851 + Penalty 3305.124538 = -3228660.376313 nChanged 28 SP:Iteration 38Q (1513.892864 sec): 3 clusters Score: Raw -3231969.117582 + Penalty 3305.124538 = -3228663.993044 nChanged 29 SP:Iteration 39Q (1513.968395 sec): 3 clusters Score: Raw -3231972.874628 + Penalty 3305.124538 = -3228667.750090 nChanged 17 SP:Iteration 40F (1514.045515 sec): 3 clusters Score: Raw -3231974.967121 + Penalty 3305.124538 = -3228669.842584 nChanged 19 SP:Iteration 41Q (1514.117498 sec): 3 clusters Score: Raw -3231977.198111 + Penalty 3305.124538 = -3228672.073574 nChanged 19 SP:Iteration 42Q (1514.186318 sec): 3 clusters Score: Raw -3231979.893916 + Penalty 3305.124538 = -3228674.769378 nChanged 16 SP:Iteration 43Q (1514.260216 sec): 3 clusters Score: Raw -3231981.850886 + Penalty 3305.124538 = -3228676.726348 nChanged 17 SP:Iteration 44Q (1514.352244 sec): 3 clusters Score: Raw -3231984.224259 + Penalty 3305.124538 = -3228679.099721 nChanged 17 SP:Iteration 45Q (1514.431990 sec): 3 clusters Score: Raw -3231987.440806 + Penalty 3305.124538 = -3228682.316269 nChanged 14 SP:Iteration 46Q (1514.510780 sec): 3 clusters Score: Raw -3231989.628936 + Penalty 3305.124538 = -3228684.504399 nChanged 15 SP:Iteration 47Q (1514.592510 sec): 3 clusters Score: Raw -3231991.860464 + Penalty 3305.124538 = -3228686.735927 nChanged 19 SP:Iteration 48Q (1514.672569 sec): 3 clusters Score: Raw -3231994.920224 + Penalty 3305.124538 = -3228689.795687 nChanged 18 SP:Iteration 49Q (1514.763461 sec): 3 clusters Score: Raw -3231997.637859 + Penalty 3305.124538 = -3228692.513322 nChanged 14 SP:Iteration 50Q (1514.847631 sec): 3 clusters Score: Raw -3231999.364088 + Penalty 3305.124538 = -3228694.239550 nChanged 9 SP:Iteration 51Q (1514.929620 sec): 3 clusters Score: Raw -3232000.559257 + Penalty 3305.124538 = -3228695.434719 nChanged 15 SP:Iteration 52Q (1515.012788 sec): 3 clusters Score: Raw -3232003.800532 + Penalty 3305.124538 = -3228698.675994 nChanged 20 SP:Iteration 53Q (1515.088383 sec): 3 clusters Score: Raw -3232007.604977 + Penalty 3305.124538 = -3228702.480440 nChanged 23 SP:Iteration 54Q (1515.164142 sec): 3 clusters Score: Raw -3232011.270779 + Penalty 3305.124538 = -3228706.146241 nChanged 13 SP:Iteration 55Q (1515.246980 sec): 3 clusters Score: Raw -3232014.129634 + Penalty 3305.124538 = -3228709.005097 nChanged 16 SP:Iteration 56Q (1515.340139 sec): 3 clusters Score: Raw -3232017.091202 + Penalty 3305.124538 = -3228711.966664 nChanged 21 SP:Iteration 57Q (1515.401229 sec): 3 clusters Score: Raw -3232021.316926 + Penalty 3305.124538 = -3228716.192388 nChanged 22 SP:Iteration 58Q (1515.457066 sec): 3 clusters Score: Raw -3232024.731766 + Penalty 3305.124538 = -3228719.607228 nChanged 19 SP:Iteration 59Q (1515.512983 sec): 3 clusters Score: Raw -3232029.230608 + Penalty 3305.124538 = -3228724.106070 nChanged 23 SP:Iteration 60F (1515.566598 sec): 3 clusters Score: Raw -3232033.576570 + Penalty 3305.124538 = -3228728.452032 nChanged 23 SP:Iteration 61Q (1515.619017 sec): 3 clusters Score: Raw -3232038.864631 + Penalty 3305.124538 = -3228733.740093 nChanged 20 SP:Iteration 62Q (1515.672455 sec): 3 clusters Score: Raw -3232045.495909 + Penalty 3305.124538 = -3228740.371371 nChanged 33 SP:Iteration 63Q (1515.726544 sec): 3 clusters Score: Raw -3232053.739371 + Penalty 3305.124538 = -3228748.614833 nChanged 28 SP:Iteration 64Q (1515.783494 sec): 3 clusters Score: Raw -3232061.716815 + Penalty 3305.124538 = -3228756.592277 nChanged 19 SP:Iteration 65Q (1515.832724 sec): 3 clusters Score: Raw -3232065.819424 + Penalty 3305.124538 = -3228760.694886 nChanged 17 SP:Iteration 66Q (1515.891576 sec): 3 clusters Score: Raw -3232068.736951 + Penalty 3305.124538 = -3228763.612414 nChanged 12 SP:Iteration 67Q (1515.973963 sec): 3 clusters Score: Raw -3232071.256848 + Penalty 3305.124538 = -3228766.132310 nChanged 17 SP:Iteration 68Q (1516.052560 sec): 3 clusters Score: Raw -3232075.255687 + Penalty 3305.124538 = -3228770.131150 nChanged 15 SP:Iteration 69Q (1516.115900 sec): 3 clusters Score: Raw -3232077.858063 + Penalty 3305.124538 = -3228772.733525 nChanged 11 SP:Iteration 70Q (1516.198255 sec): 3 clusters Score: Raw -3232079.570866 + Penalty 3305.124538 = -3228774.446328 nChanged 7 SP:Iteration 71Q (1516.254953 sec): 3 clusters Score: Raw -3232080.591220 + Penalty 3305.124538 = -3228775.466682 nChanged 2 SP:Iteration 72Q (1516.303148 sec): 3 clusters Score: Raw -3232080.967971 + Penalty 3305.124538 = -3228775.843434 nChanged 0 SP:Iteration 73F (1516.366730 sec): 3 clusters Score: Raw -3232080.967971 + Penalty 3305.124538 = -3228775.843434 nChanged 0 Trying to split cluster 3 (1954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1516.379660 sec): 2 clusters Score: Raw -222414.753079 + Penalty 1231.365498 = -221183.387581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1516.389908 sec): 3 clusters Score: Raw -221580.094054 + Penalty 2462.730996 = -219117.363058 nChanged 701 SP:Iteration 1F (1516.399496 sec): 3 clusters Score: Raw -222019.489078 + Penalty 2462.730996 = -219556.758082 nChanged 149 SP:Iteration 2F (1516.409169 sec): 3 clusters Score: Raw -222117.355244 + Penalty 2462.730996 = -219654.624249 nChanged 90 SP:Iteration 3Q (1516.418536 sec): 3 clusters Score: Raw -222180.436016 + Penalty 2462.730996 = -219717.705021 nChanged 62 SP:Iteration 4Q (1516.428172 sec): 3 clusters Score: Raw -222223.223113 + Penalty 2462.730996 = -219760.492117 nChanged 47 SP:Iteration 5Q (1516.437664 sec): 3 clusters Score: Raw -222251.278175 + Penalty 2462.730996 = -219788.547179 nChanged 35 SP:Iteration 6Q (1516.447316 sec): 3 clusters Score: Raw -222280.715432 + Penalty 2462.730996 = -219817.984437 nChanged 38 SP:Iteration 7Q (1516.457033 sec): 3 clusters Score: Raw -222320.335215 + Penalty 2462.730996 = -219857.604219 nChanged 49 SP:Iteration 8Q (1516.467239 sec): 3 clusters Score: Raw -222370.945929 + Penalty 2462.730996 = -219908.214934 nChanged 58 SP:Iteration 9Q (1516.476833 sec): 3 clusters Score: Raw -222422.072186 + Penalty 2462.730996 = -219959.341190 nChanged 66 SP:Iteration 10Q (1516.486420 sec): 3 clusters Score: Raw -222489.480572 + Penalty 2462.730996 = -220026.749576 nChanged 69 SP:Iteration 11Q (1516.495968 sec): 3 clusters Score: Raw -222584.762080 + Penalty 2462.730996 = -220122.031084 nChanged 78 SP:Iteration 12Q (1516.505546 sec): 3 clusters Score: Raw -222708.394051 + Penalty 2462.730996 = -220245.663055 nChanged 105 SP:Iteration 13F (1516.515206 sec): 3 clusters Score: Raw -222865.165557 + Penalty 2462.730996 = -220402.434561 nChanged 102 SP:Iteration 14F (1516.524870 sec): 3 clusters Score: Raw -223025.264939 + Penalty 2462.730996 = -220562.533943 nChanged 86 SP:Iteration 15Q (1516.534288 sec): 3 clusters Score: Raw -223133.902230 + Penalty 2462.730996 = -220671.171234 nChanged 77 SP:Iteration 16Q (1516.544271 sec): 3 clusters Score: Raw -223239.296850 + Penalty 2462.730996 = -220776.565854 nChanged 59 SP:Iteration 17Q (1516.553674 sec): 3 clusters Score: Raw -223307.685868 + Penalty 2462.730996 = -220844.954872 nChanged 45 SP:Iteration 18Q (1516.563065 sec): 3 clusters Score: Raw -223357.580730 + Penalty 2462.730996 = -220894.849735 nChanged 38 SP:Iteration 19Q (1516.572416 sec): 3 clusters Score: Raw -223394.780255 + Penalty 2462.730996 = -220932.049259 nChanged 27 SP:Iteration 20F (1516.581980 sec): 3 clusters Score: Raw -223416.840931 + Penalty 2462.730996 = -220954.109935 nChanged 16 SP:Iteration 21Q (1516.591181 sec): 3 clusters Score: Raw -223433.720197 + Penalty 2462.730996 = -220970.989201 nChanged 13 SP:Iteration 22Q (1516.600468 sec): 3 clusters Score: Raw -223444.459028 + Penalty 2462.730996 = -220981.728033 nChanged 9 SP:Iteration 23Q (1516.609585 sec): 3 clusters Score: Raw -223451.201232 + Penalty 2462.730996 = -220988.470236 nChanged 10 SP:Iteration 24Q (1516.618740 sec): 3 clusters Score: Raw -223457.692429 + Penalty 2462.730996 = -220994.961434 nChanged 6 SP:Iteration 25Q (1516.628126 sec): 3 clusters Score: Raw -223460.449527 + Penalty 2462.730996 = -220997.718532 nChanged 5 SP:Iteration 26Q (1516.637332 sec): 3 clusters Score: Raw -223462.582951 + Penalty 2462.730996 = -220999.851955 nChanged 2 SP:Iteration 27Q (1516.646929 sec): 3 clusters Score: Raw -223463.464414 + Penalty 2462.730996 = -221000.733419 nChanged 1 SP:Iteration 28Q (1516.655999 sec): 3 clusters Score: Raw -223463.994656 + Penalty 2462.730996 = -221001.263660 nChanged 2 SP:Iteration 29Q (1516.665234 sec): 3 clusters Score: Raw -223465.730267 + Penalty 2462.730996 = -221002.999271 nChanged 1 SP:Iteration 30Q (1516.674378 sec): 3 clusters Score: Raw -223466.378580 + Penalty 2462.730996 = -221003.647585 nChanged 1 SP:Iteration 31Q (1516.683430 sec): 3 clusters Score: Raw -223466.802505 + Penalty 2462.730996 = -221004.071510 nChanged 1 SP:Iteration 32Q (1516.692549 sec): 3 clusters Score: Raw -223467.040887 + Penalty 2462.730996 = -221004.309891 nChanged 3 SP:Iteration 33Q (1516.701709 sec): 3 clusters Score: Raw -223468.714685 + Penalty 2462.730996 = -221005.983689 nChanged 2 SP:Iteration 34Q (1516.710872 sec): 3 clusters Score: Raw -223469.531753 + Penalty 2462.730996 = -221006.800758 nChanged 3 SP:Iteration 35Q (1516.719962 sec): 3 clusters Score: Raw -223470.448971 + Penalty 2462.730996 = -221007.717975 nChanged 0 SP:Iteration 36F (1516.729455 sec): 3 clusters Score: Raw -223470.448971 + Penalty 2462.730996 = -221007.717975 nChanged 0 Trying to split cluster 4 (33896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1516.811871 sec): 2 clusters Score: Raw -4175076.320604 + Penalty 1695.045997 = -4173381.274606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1516.908243 sec): 3 clusters Score: Raw -4153962.398019 + Penalty 3390.091995 = -4150572.306024 nChanged 15815 SP:Iteration 1F (1517.025278 sec): 3 clusters Score: Raw -4162869.644256 + Penalty 3390.091995 = -4159479.552261 nChanged 1551 SP:Iteration 2Q (1517.111051 sec): 3 clusters Score: Raw -4163359.308121 + Penalty 3390.091995 = -4159969.216126 nChanged 1495 SP:Iteration 3Q (1517.199047 sec): 3 clusters Score: Raw -4163897.302681 + Penalty 3390.091995 = -4160507.210686 nChanged 1554 SP:Iteration 4Q (1517.287412 sec): 3 clusters Score: Raw -4164600.624362 + Penalty 3390.091995 = -4161210.532367 nChanged 1780 SP:Iteration 5F (1517.365977 sec): 3 clusters Score: Raw -4165600.306466 + Penalty 3390.091995 = -4162210.214471 nChanged 2059 SP:Iteration 6F (1517.432276 sec): 3 clusters Score: Raw -4166988.716694 + Penalty 3390.091995 = -4163598.624699 nChanged 2164 SP:Iteration 7F (1517.496438 sec): 3 clusters Score: Raw -4168709.550934 + Penalty 3390.091995 = -4165319.458939 nChanged 2239 SP:Iteration 8F (1517.582449 sec): 3 clusters Score: Raw -4170690.681917 + Penalty 3390.091995 = -4167300.589922 nChanged 1807 SP:Iteration 9F (1517.657691 sec): 3 clusters Score: Raw -4172377.735423 + Penalty 3390.091995 = -4168987.643428 nChanged 1201 SP:Iteration 10Q (1517.720194 sec): 3 clusters Score: Raw -4173447.429510 + Penalty 3390.091995 = -4170057.337515 nChanged 814 SP:Iteration 11Q (1517.782407 sec): 3 clusters Score: Raw -4174106.536409 + Penalty 3390.091995 = -4170716.444414 nChanged 538 SP:Iteration 12Q (1517.846024 sec): 3 clusters Score: Raw -4174497.350632 + Penalty 3390.091995 = -4171107.258637 nChanged 380 SP:Iteration 13Q (1517.906339 sec): 3 clusters Score: Raw -4174739.040375 + Penalty 3390.091995 = -4171348.948380 nChanged 270 SP:Iteration 14Q (1517.964664 sec): 3 clusters Score: Raw -4174897.418459 + Penalty 3390.091995 = -4171507.326464 nChanged 230 SP:Iteration 15Q (1518.020690 sec): 3 clusters Score: Raw -4175016.087104 + Penalty 3390.091995 = -4171625.995109 nChanged 183 SP:Iteration 16Q (1518.076379 sec): 3 clusters Score: Raw -4175103.260312 + Penalty 3390.091995 = -4171713.168317 nChanged 143 SP:Iteration 17Q (1518.133122 sec): 3 clusters Score: Raw -4175170.851619 + Penalty 3390.091995 = -4171780.759624 nChanged 111 SP:Iteration 18Q (1518.189973 sec): 3 clusters Score: Raw -4175217.672992 + Penalty 3390.091995 = -4171827.580997 nChanged 99 SP:Iteration 19Q (1518.259481 sec): 3 clusters Score: Raw -4175258.056778 + Penalty 3390.091995 = -4171867.964783 nChanged 91 SP:Iteration 20F (1518.326563 sec): 3 clusters Score: Raw -4175293.222585 + Penalty 3390.091995 = -4171903.130590 nChanged 89 SP:Iteration 21Q (1518.392655 sec): 3 clusters Score: Raw -4175329.499158 + Penalty 3390.091995 = -4171939.407163 nChanged 81 SP:Iteration 22Q (1518.454809 sec): 3 clusters Score: Raw -4175360.211753 + Penalty 3390.091995 = -4171970.119758 nChanged 68 SP:Iteration 23Q (1518.509110 sec): 3 clusters Score: Raw -4175383.656250 + Penalty 3390.091995 = -4171993.564255 nChanged 54 SP:Iteration 24Q (1518.569742 sec): 3 clusters Score: Raw -4175399.900867 + Penalty 3390.091995 = -4172009.808872 nChanged 44 SP:Iteration 25Q (1518.631520 sec): 3 clusters Score: Raw -4175411.936261 + Penalty 3390.091995 = -4172021.844266 nChanged 47 SP:Iteration 26Q (1518.685531 sec): 3 clusters Score: Raw -4175424.950029 + Penalty 3390.091995 = -4172034.858034 nChanged 39 SP:Iteration 27Q (1518.742980 sec): 3 clusters Score: Raw -4175434.765455 + Penalty 3390.091995 = -4172044.673460 nChanged 27 SP:Iteration 28Q (1518.809215 sec): 3 clusters Score: Raw -4175440.911576 + Penalty 3390.091995 = -4172050.819581 nChanged 22 SP:Iteration 29Q (1518.862571 sec): 3 clusters Score: Raw -4175444.918755 + Penalty 3390.091995 = -4172054.826760 nChanged 14 SP:Iteration 30Q (1518.924519 sec): 3 clusters Score: Raw -4175448.024261 + Penalty 3390.091995 = -4172057.932266 nChanged 14 SP:Iteration 31Q (1518.991061 sec): 3 clusters Score: Raw -4175450.444260 + Penalty 3390.091995 = -4172060.352265 nChanged 17 SP:Iteration 32Q (1519.045191 sec): 3 clusters Score: Raw -4175453.633282 + Penalty 3390.091995 = -4172063.541287 nChanged 11 SP:Iteration 33Q (1519.099389 sec): 3 clusters Score: Raw -4175456.261380 + Penalty 3390.091995 = -4172066.169385 nChanged 12 SP:Iteration 34Q (1519.153889 sec): 3 clusters Score: Raw -4175458.615190 + Penalty 3390.091995 = -4172068.523195 nChanged 13 SP:Iteration 35Q (1519.208606 sec): 3 clusters Score: Raw -4175460.877068 + Penalty 3390.091995 = -4172070.785073 nChanged 5 SP:Iteration 36Q (1519.289187 sec): 3 clusters Score: Raw -4175461.306635 + Penalty 3390.091995 = -4172071.214640 nChanged 1 SP:Iteration 37Q (1519.343305 sec): 3 clusters Score: Raw -4175461.498183 + Penalty 3390.091995 = -4172071.406188 nChanged 2 SP:Iteration 38Q (1519.405267 sec): 3 clusters Score: Raw -4175461.681768 + Penalty 3390.091995 = -4172071.589773 nChanged 1 SP:Iteration 39Q (1519.474225 sec): 3 clusters Score: Raw -4175461.744670 + Penalty 3390.091995 = -4172071.652675 nChanged 0 SP:Iteration 40F (1519.555510 sec): 3 clusters Score: Raw -4175461.744670 + Penalty 3390.091995 = -4172071.652675 nChanged 0 Trying to split cluster 5 (1257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1519.565710 sec): 2 clusters Score: Raw -165675.852005 + Penalty 1159.678521 = -164516.173484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1519.573063 sec): 3 clusters Score: Raw -165210.183960 + Penalty 2319.357043 = -162890.826917 nChanged 430 SP:Iteration 1F (1519.582157 sec): 3 clusters Score: Raw -165547.317718 + Penalty 2319.357043 = -163227.960675 nChanged 96 SP:Iteration 2F (1519.588665 sec): 3 clusters Score: Raw -165631.881351 + Penalty 2319.357043 = -163312.524308 nChanged 51 SP:Iteration 3Q (1519.601180 sec): 3 clusters Score: Raw -165677.322026 + Penalty 2319.357043 = -163357.964983 nChanged 35 SP:Iteration 4Q (1519.607637 sec): 3 clusters Score: Raw -165705.808342 + Penalty 2319.357043 = -163386.451299 nChanged 26 SP:Iteration 5Q (1519.618929 sec): 3 clusters Score: Raw -165734.663545 + Penalty 2319.357043 = -163415.306502 nChanged 33 SP:Iteration 6Q (1519.625413 sec): 3 clusters Score: Raw -165764.525627 + Penalty 2319.357043 = -163445.168584 nChanged 23 SP:Iteration 7Q (1519.637634 sec): 3 clusters Score: Raw -165782.635170 + Penalty 2319.357043 = -163463.278127 nChanged 14 SP:Iteration 8Q (1519.644055 sec): 3 clusters Score: Raw -165797.354175 + Penalty 2319.357043 = -163477.997133 nChanged 14 SP:Iteration 9Q (1519.655714 sec): 3 clusters Score: Raw -165808.169777 + Penalty 2319.357043 = -163488.812734 nChanged 10 SP:Iteration 10Q (1519.662203 sec): 3 clusters Score: Raw -165815.568144 + Penalty 2319.357043 = -163496.211101 nChanged 11 SP:Iteration 11Q (1519.674587 sec): 3 clusters Score: Raw -165822.543415 + Penalty 2319.357043 = -163503.186372 nChanged 8 SP:Iteration 12Q (1519.681038 sec): 3 clusters Score: Raw -165826.577207 + Penalty 2319.357043 = -163507.220165 nChanged 6 SP:Iteration 13Q (1519.692523 sec): 3 clusters Score: Raw -165829.744885 + Penalty 2319.357043 = -163510.387842 nChanged 6 SP:Iteration 14Q (1519.698992 sec): 3 clusters Score: Raw -165834.008991 + Penalty 2319.357043 = -163514.651948 nChanged 5 SP:Iteration 15Q (1519.711546 sec): 3 clusters Score: Raw -165837.501186 + Penalty 2319.357043 = -163518.144143 nChanged 4 SP:Iteration 16Q (1519.717984 sec): 3 clusters Score: Raw -165840.087486 + Penalty 2319.357043 = -163520.730443 nChanged 1 SP:Iteration 17Q (1519.729473 sec): 3 clusters Score: Raw -165841.101947 + Penalty 2319.357043 = -163521.744904 nChanged 3 SP:Iteration 18Q (1519.735879 sec): 3 clusters Score: Raw -165843.931829 + Penalty 2319.357043 = -163524.574786 nChanged 4 SP:Iteration 19Q (1519.748827 sec): 3 clusters Score: Raw -165846.765084 + Penalty 2319.357043 = -163527.408041 nChanged 9 SP:Iteration 20F (1519.755346 sec): 3 clusters Score: Raw -165852.003568 + Penalty 2319.357043 = -163532.646525 nChanged 5 SP:Iteration 21Q (1519.768402 sec): 3 clusters Score: Raw -165854.194783 + Penalty 2319.357043 = -163534.837740 nChanged 4 SP:Iteration 22Q (1519.774869 sec): 3 clusters Score: Raw -165855.960784 + Penalty 2319.357043 = -163536.603741 nChanged 1 SP:Iteration 23Q (1519.787831 sec): 3 clusters Score: Raw -165857.032541 + Penalty 2319.357043 = -163537.675499 nChanged 0 SP:Iteration 24F (1519.794356 sec): 3 clusters Score: Raw -165857.032541 + Penalty 2319.357043 = -163537.675499 nChanged 0 Trying to split cluster 6 (918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1519.805670 sec): 2 clusters Score: Raw -120393.575826 + Penalty 1108.607076 = -119284.968750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1519.811003 sec): 3 clusters Score: Raw -120084.970970 + Penalty 2217.214152 = -117867.756818 nChanged 245 SP:Iteration 1F (1519.816077 sec): 3 clusters Score: Raw -120307.976989 + Penalty 2217.214152 = -118090.762837 nChanged 53 SP:Iteration 2F (1519.821057 sec): 3 clusters Score: Raw -120360.584753 + Penalty 2217.214152 = -118143.370601 nChanged 38 SP:Iteration 3Q (1519.826024 sec): 3 clusters Score: Raw -120394.218979 + Penalty 2217.214152 = -118177.004827 nChanged 21 SP:Iteration 4Q (1519.830975 sec): 3 clusters Score: Raw -120416.349425 + Penalty 2217.214152 = -118199.135273 nChanged 20 SP:Iteration 5Q (1519.835959 sec): 3 clusters Score: Raw -120434.164746 + Penalty 2217.214152 = -118216.950594 nChanged 13 SP:Iteration 6Q (1519.840913 sec): 3 clusters Score: Raw -120447.525829 + Penalty 2217.214152 = -118230.311677 nChanged 11 SP:Iteration 7Q (1519.845874 sec): 3 clusters Score: Raw -120458.676033 + Penalty 2217.214152 = -118241.461881 nChanged 8 SP:Iteration 8Q (1519.850845 sec): 3 clusters Score: Raw -120468.691403 + Penalty 2217.214152 = -118251.477251 nChanged 5 SP:Iteration 9Q (1519.855818 sec): 3 clusters Score: Raw -120472.243146 + Penalty 2217.214152 = -118255.028994 nChanged 5 SP:Iteration 10Q (1519.860780 sec): 3 clusters Score: Raw -120476.904550 + Penalty 2217.214152 = -118259.690398 nChanged 4 SP:Iteration 11Q (1519.865746 sec): 3 clusters Score: Raw -120481.819293 + Penalty 2217.214152 = -118264.605141 nChanged 2 SP:Iteration 12Q (1519.870729 sec): 3 clusters Score: Raw -120483.319607 + Penalty 2217.214152 = -118266.105455 nChanged 2 SP:Iteration 13Q (1519.875693 sec): 3 clusters Score: Raw -120484.686927 + Penalty 2217.214152 = -118267.472775 nChanged 1 SP:Iteration 14Q (1519.880637 sec): 3 clusters Score: Raw -120485.422183 + Penalty 2217.214152 = -118268.208031 nChanged 3 SP:Iteration 15Q (1519.885603 sec): 3 clusters Score: Raw -120487.661638 + Penalty 2217.214152 = -118270.447486 nChanged 3 SP:Iteration 16Q (1519.890560 sec): 3 clusters Score: Raw -120490.101892 + Penalty 2217.214152 = -118272.887740 nChanged 0 SP:Iteration 17F (1519.895547 sec): 3 clusters Score: Raw -120490.101892 + Penalty 2217.214152 = -118272.887740 nChanged 0 Trying to split cluster 7 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1519.907091 sec): 2 clusters Score: Raw -62146.678562 + Penalty 1039.230010 = -61107.448553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1519.910871 sec): 3 clusters Score: Raw -62137.920800 + Penalty 2078.460019 = -60059.460780 nChanged 176 SP:Iteration 1F (1519.914340 sec): 3 clusters Score: Raw -62388.801330 + Penalty 2078.460019 = -60310.341310 nChanged 51 SP:Iteration 2F (1519.917799 sec): 3 clusters Score: Raw -62487.272979 + Penalty 2078.460019 = -60408.812960 nChanged 29 SP:Iteration 3Q (1519.928031 sec): 3 clusters Score: Raw -62539.230200 + Penalty 2078.460019 = -60460.770180 nChanged 19 SP:Iteration 4Q (1519.931429 sec): 3 clusters Score: Raw -62588.419349 + Penalty 2078.460019 = -60509.959329 nChanged 23 SP:Iteration 5Q (1519.934798 sec): 3 clusters Score: Raw -62629.052816 + Penalty 2078.460019 = -60550.592797 nChanged 24 SP:Iteration 6Q (1519.938173 sec): 3 clusters Score: Raw -62669.264557 + Penalty 2078.460019 = -60590.804538 nChanged 24 SP:Iteration 7Q (1519.945986 sec): 3 clusters Score: Raw -62727.025294 + Penalty 2078.460019 = -60648.565275 nChanged 15 SP:Iteration 8Q (1519.949341 sec): 3 clusters Score: Raw -62769.251029 + Penalty 2078.460019 = -60690.791010 nChanged 13 SP:Iteration 9Q (1519.952625 sec): 3 clusters Score: Raw -62863.955184 + Penalty 2078.460019 = -60785.495165 nChanged 19 SP:Iteration 10Q (1519.955962 sec): 3 clusters Score: Raw -62958.486323 + Penalty 2078.460019 = -60880.026303 nChanged 16 SP:Iteration 11Q (1519.959288 sec): 3 clusters Score: Raw -63007.982327 + Penalty 2078.460019 = -60929.522308 nChanged 11 SP:Iteration 12Q (1519.962600 sec): 3 clusters Score: Raw -63075.155664 + Penalty 2078.460019 = -60996.695644 nChanged 8 SP:Iteration 13Q (1519.965867 sec): 3 clusters Score: Raw -63104.354649 + Penalty 2078.460019 = -61025.894629 nChanged 3 SP:Iteration 14Q (1519.969141 sec): 3 clusters Score: Raw -63107.674455 + Penalty 2078.460019 = -61029.214435 nChanged 1 SP:Iteration 15Q (1519.978173 sec): 3 clusters Score: Raw -63108.920996 + Penalty 2078.460019 = -61030.460977 nChanged 1 SP:Iteration 16Q (1519.981466 sec): 3 clusters Score: Raw -63110.759423 + Penalty 2078.460019 = -61032.299403 nChanged 0 SP:Iteration 17F (1519.984907 sec): 3 clusters Score: Raw -63114.132134 + Penalty 2078.460019 = -61035.672115 nChanged 2 SP:Iteration 18Q (1519.988243 sec): 3 clusters Score: Raw -63138.661285 + Penalty 2078.460019 = -61060.201266 nChanged 2 SP:Iteration 19Q (1519.996645 sec): 3 clusters Score: Raw -63143.459629 + Penalty 2078.460019 = -61064.999610 nChanged 3 SP:Iteration 20F (1520.000120 sec): 3 clusters Score: Raw -63151.597242 + Penalty 2078.460019 = -61073.137223 nChanged 5 SP:Iteration 21Q (1520.003420 sec): 3 clusters Score: Raw -63180.543081 + Penalty 2078.460019 = -61102.083062 nChanged 10 SP:Iteration 22Q (1520.006698 sec): 3 clusters Score: Raw -63241.003775 + Penalty 2078.460019 = -61162.543755 nChanged 11 SP:Iteration 23Q (1520.014593 sec): 3 clusters Score: Raw -63288.970188 + Penalty 2078.460019 = -61210.510169 nChanged 10 SP:Iteration 24Q (1520.017864 sec): 3 clusters Score: Raw -63339.903343 + Penalty 2078.460019 = -61261.443323 nChanged 8 SP:Iteration 25Q (1520.025844 sec): 3 clusters Score: Raw -63361.795395 + Penalty 2078.460019 = -61283.335375 nChanged 9 SP:Iteration 26Q (1520.033929 sec): 3 clusters Score: Raw -63385.701047 + Penalty 2078.460019 = -61307.241027 nChanged 7 SP:Iteration 27Q (1520.037176 sec): 3 clusters Score: Raw -63396.682640 + Penalty 2078.460019 = -61318.222620 nChanged 4 SP:Iteration 28Q (1520.040430 sec): 3 clusters Score: Raw -63409.273604 + Penalty 2078.460019 = -61330.813584 nChanged 2 SP:Iteration 29Q (1520.043723 sec): 3 clusters Score: Raw -63420.972757 + Penalty 2078.460019 = -61342.512738 nChanged 3 SP:Iteration 30Q (1520.052288 sec): 3 clusters Score: Raw -63438.555263 + Penalty 2078.460019 = -61360.095244 nChanged 1 SP:Iteration 31Q (1520.055536 sec): 3 clusters Score: Raw -63445.369474 + Penalty 2078.460019 = -61366.909455 nChanged 0 SP:Iteration 32F (1520.058966 sec): 3 clusters Score: Raw -63445.369474 + Penalty 2078.460019 = -61366.909455 nChanged 0 Score: Raw -56484439.276808 + Penalty 48846.438169 = -56435592.838639 Splitting cluster 7 changes total score from -56436417.905909 to -56435592.838639 So it's not getting split. Trying to split cluster 8 (5681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1527.274930 sec): 2 clusters Score: Raw -639368.713444 + Penalty 1404.793415 = -637963.920029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1527.318874 sec): 3 clusters Score: Raw -636416.187996 + Penalty 2809.586830 = -633606.601166 nChanged 2360 SP:Iteration 1F (1527.380064 sec): 3 clusters Score: Raw -637858.321400 + Penalty 2809.586830 = -635048.734570 nChanged 440 SP:Iteration 2F (1527.421989 sec): 3 clusters Score: Raw -638218.052797 + Penalty 2809.586830 = -635408.465968 nChanged 375 SP:Iteration 3F (1527.476280 sec): 3 clusters Score: Raw -638562.682996 + Penalty 2809.586830 = -635753.096166 nChanged 376 SP:Iteration 4F (1527.519227 sec): 3 clusters Score: Raw -638868.655849 + Penalty 2809.586830 = -636059.069020 nChanged 349 SP:Iteration 5F (1527.539966 sec): 3 clusters Score: Raw -639135.129912 + Penalty 2809.586830 = -636325.543082 nChanged 328 SP:Iteration 6F (1527.561987 sec): 3 clusters Score: Raw -639370.982987 + Penalty 2809.586830 = -636561.396158 nChanged 292 SP:Iteration 7F (1527.617570 sec): 3 clusters Score: Raw -639562.064674 + Penalty 2809.586830 = -636752.477845 nChanged 230 SP:Iteration 8Q (1527.670803 sec): 3 clusters Score: Raw -639692.156631 + Penalty 2809.586830 = -636882.569801 nChanged 182 SP:Iteration 9Q (1527.703165 sec): 3 clusters Score: Raw -639798.252332 + Penalty 2809.586830 = -636988.665502 nChanged 142 SP:Iteration 10Q (1527.724845 sec): 3 clusters Score: Raw -639878.291811 + Penalty 2809.586830 = -637068.704981 nChanged 89 SP:Iteration 11Q (1527.746282 sec): 3 clusters Score: Raw -639922.152235 + Penalty 2809.586830 = -637112.565405 nChanged 87 SP:Iteration 12Q (1527.775311 sec): 3 clusters Score: Raw -639966.721301 + Penalty 2809.586830 = -637157.134472 nChanged 77 SP:Iteration 13Q (1527.796717 sec): 3 clusters Score: Raw -639999.669042 + Penalty 2809.586830 = -637190.082213 nChanged 57 SP:Iteration 14Q (1527.822890 sec): 3 clusters Score: Raw -640020.189691 + Penalty 2809.586830 = -637210.602861 nChanged 33 SP:Iteration 15Q (1527.844381 sec): 3 clusters Score: Raw -640032.140546 + Penalty 2809.586830 = -637222.553716 nChanged 27 SP:Iteration 16Q (1527.871270 sec): 3 clusters Score: Raw -640041.651897 + Penalty 2809.586830 = -637232.065067 nChanged 17 SP:Iteration 17Q (1527.892690 sec): 3 clusters Score: Raw -640046.381423 + Penalty 2809.586830 = -637236.794594 nChanged 19 SP:Iteration 18Q (1527.919206 sec): 3 clusters Score: Raw -640052.038140 + Penalty 2809.586830 = -637242.451310 nChanged 15 SP:Iteration 19Q (1527.949220 sec): 3 clusters Score: Raw -640055.740610 + Penalty 2809.586830 = -637246.153781 nChanged 11 SP:Iteration 20F (1528.002096 sec): 3 clusters Score: Raw -640058.238246 + Penalty 2809.586830 = -637248.651416 nChanged 9 SP:Iteration 21Q (1528.022629 sec): 3 clusters Score: Raw -640060.244516 + Penalty 2809.586830 = -637250.657686 nChanged 4 SP:Iteration 22Q (1528.076586 sec): 3 clusters Score: Raw -640061.309606 + Penalty 2809.586830 = -637251.722776 nChanged 2 SP:Iteration 23Q (1528.107382 sec): 3 clusters Score: Raw -640061.697235 + Penalty 2809.586830 = -637252.110405 nChanged 1 SP:Iteration 24Q (1528.165707 sec): 3 clusters Score: Raw -640062.024507 + Penalty 2809.586830 = -637252.437677 nChanged 1 SP:Iteration 25Q (1528.217550 sec): 3 clusters Score: Raw -640062.167608 + Penalty 2809.586830 = -637252.580778 nChanged 0 SP:Iteration 26F (1528.245120 sec): 3 clusters Score: Raw -640062.167608 + Penalty 2809.586830 = -637252.580778 nChanged 0 Trying to split cluster 9 (1549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1528.259086 sec): 2 clusters Score: Raw -178883.820553 + Penalty 1193.621787 = -177690.198767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1528.271953 sec): 3 clusters Score: Raw -178293.982487 + Penalty 2387.243573 = -175906.738914 nChanged 543 SP:Iteration 1F (1528.279755 sec): 3 clusters Score: Raw -178677.037224 + Penalty 2387.243573 = -176289.793651 nChanged 132 SP:Iteration 2F (1528.287528 sec): 3 clusters Score: Raw -178797.197510 + Penalty 2387.243573 = -176409.953937 nChanged 75 SP:Iteration 3Q (1528.295244 sec): 3 clusters Score: Raw -178875.461950 + Penalty 2387.243573 = -176488.218377 nChanged 63 SP:Iteration 4Q (1528.303047 sec): 3 clusters Score: Raw -178936.047871 + Penalty 2387.243573 = -176548.804298 nChanged 51 SP:Iteration 5Q (1528.317355 sec): 3 clusters Score: Raw -178985.207559 + Penalty 2387.243573 = -176597.963986 nChanged 47 SP:Iteration 6Q (1528.325095 sec): 3 clusters Score: Raw -179026.426398 + Penalty 2387.243573 = -176639.182824 nChanged 45 SP:Iteration 7Q (1528.339977 sec): 3 clusters Score: Raw -179067.054250 + Penalty 2387.243573 = -176679.810677 nChanged 36 SP:Iteration 8Q (1528.347752 sec): 3 clusters Score: Raw -179097.129158 + Penalty 2387.243573 = -176709.885584 nChanged 30 SP:Iteration 9Q (1528.362138 sec): 3 clusters Score: Raw -179125.893238 + Penalty 2387.243573 = -176738.649664 nChanged 20 SP:Iteration 10Q (1528.369843 sec): 3 clusters Score: Raw -179146.300361 + Penalty 2387.243573 = -176759.056788 nChanged 16 SP:Iteration 11Q (1528.377531 sec): 3 clusters Score: Raw -179162.697050 + Penalty 2387.243573 = -176775.453477 nChanged 19 SP:Iteration 12Q (1528.385228 sec): 3 clusters Score: Raw -179174.367753 + Penalty 2387.243573 = -176787.124179 nChanged 11 SP:Iteration 13Q (1528.392928 sec): 3 clusters Score: Raw -179182.114398 + Penalty 2387.243573 = -176794.870825 nChanged 10 SP:Iteration 14Q (1528.400618 sec): 3 clusters Score: Raw -179188.921234 + Penalty 2387.243573 = -176801.677661 nChanged 11 SP:Iteration 15Q (1528.408281 sec): 3 clusters Score: Raw -179195.706114 + Penalty 2387.243573 = -176808.462541 nChanged 9 SP:Iteration 16Q (1528.415942 sec): 3 clusters Score: Raw -179202.373543 + Penalty 2387.243573 = -176815.129969 nChanged 11 SP:Iteration 17Q (1528.423611 sec): 3 clusters Score: Raw -179212.367254 + Penalty 2387.243573 = -176825.123681 nChanged 16 SP:Iteration 18Q (1528.431305 sec): 3 clusters Score: Raw -179224.113876 + Penalty 2387.243573 = -176836.870303 nChanged 11 SP:Iteration 19Q (1528.438975 sec): 3 clusters Score: Raw -179229.966840 + Penalty 2387.243573 = -176842.723267 nChanged 5 SP:Iteration 20F (1528.446771 sec): 3 clusters Score: Raw -179232.747546 + Penalty 2387.243573 = -176845.503972 nChanged 6 SP:Iteration 21Q (1528.454431 sec): 3 clusters Score: Raw -179237.009206 + Penalty 2387.243573 = -176849.765633 nChanged 7 SP:Iteration 22Q (1528.462128 sec): 3 clusters Score: Raw -179240.242383 + Penalty 2387.243573 = -176852.998809 nChanged 4 SP:Iteration 23Q (1528.474069 sec): 3 clusters Score: Raw -179243.242242 + Penalty 2387.243573 = -176855.998668 nChanged 2 SP:Iteration 24Q (1528.481725 sec): 3 clusters Score: Raw -179243.653147 + Penalty 2387.243573 = -176856.409574 nChanged 0 SP:Iteration 25F (1528.491986 sec): 3 clusters Score: Raw -179243.653147 + Penalty 2387.243573 = -176856.409574 nChanged 0 Trying to split cluster 10 (9531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1528.515864 sec): 2 clusters Score: Raw -1134689.696120 + Penalty 1488.874550 = -1133200.821570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1528.543109 sec): 3 clusters Score: Raw -1129242.874490 + Penalty 2977.749100 = -1126265.125390 nChanged 4112 SP:Iteration 1F (1528.569716 sec): 3 clusters Score: Raw -1131466.311849 + Penalty 2977.749100 = -1128488.562749 nChanged 575 SP:Iteration 2F (1528.630107 sec): 3 clusters Score: Raw -1131705.899945 + Penalty 2977.749100 = -1128728.150846 nChanged 471 SP:Iteration 3Q (1528.656730 sec): 3 clusters Score: Raw -1131908.787337 + Penalty 2977.749100 = -1128931.038237 nChanged 444 SP:Iteration 4Q (1528.683321 sec): 3 clusters Score: Raw -1132099.211609 + Penalty 2977.749100 = -1129121.462509 nChanged 400 SP:Iteration 5Q (1528.709930 sec): 3 clusters Score: Raw -1132272.928882 + Penalty 2977.749100 = -1129295.179782 nChanged 391 SP:Iteration 6Q (1528.736530 sec): 3 clusters Score: Raw -1132465.697114 + Penalty 2977.749100 = -1129487.948014 nChanged 385 SP:Iteration 7Q (1528.763609 sec): 3 clusters Score: Raw -1132643.071368 + Penalty 2977.749100 = -1129665.322268 nChanged 379 SP:Iteration 8Q (1528.792493 sec): 3 clusters Score: Raw -1132830.320368 + Penalty 2977.749100 = -1129852.571268 nChanged 371 SP:Iteration 9Q (1528.819062 sec): 3 clusters Score: Raw -1133011.455094 + Penalty 2977.749100 = -1130033.705994 nChanged 357 SP:Iteration 10Q (1528.845731 sec): 3 clusters Score: Raw -1133203.440448 + Penalty 2977.749100 = -1130225.691348 nChanged 370 SP:Iteration 11Q (1528.872406 sec): 3 clusters Score: Raw -1133415.989048 + Penalty 2977.749100 = -1130438.239948 nChanged 355 SP:Iteration 12Q (1528.934303 sec): 3 clusters Score: Raw -1133613.137750 + Penalty 2977.749100 = -1130635.388650 nChanged 315 SP:Iteration 13Q (1528.960160 sec): 3 clusters Score: Raw -1133807.366834 + Penalty 2977.749100 = -1130829.617734 nChanged 289 SP:Iteration 14Q (1528.986650 sec): 3 clusters Score: Raw -1133999.334147 + Penalty 2977.749100 = -1131021.585047 nChanged 252 SP:Iteration 15Q (1529.013132 sec): 3 clusters Score: Raw -1134177.202728 + Penalty 2977.749100 = -1131199.453628 nChanged 234 SP:Iteration 16Q (1529.039190 sec): 3 clusters Score: Raw -1134332.780863 + Penalty 2977.749100 = -1131355.031763 nChanged 189 SP:Iteration 17Q (1529.065116 sec): 3 clusters Score: Raw -1134439.173935 + Penalty 2977.749100 = -1131461.424835 nChanged 156 SP:Iteration 18Q (1529.090957 sec): 3 clusters Score: Raw -1134513.591985 + Penalty 2977.749100 = -1131535.842885 nChanged 109 SP:Iteration 19Q (1529.151473 sec): 3 clusters Score: Raw -1134562.028756 + Penalty 2977.749100 = -1131584.279656 nChanged 93 SP:Iteration 20F (1529.206179 sec): 3 clusters Score: Raw -1134598.199869 + Penalty 2977.749100 = -1131620.450769 nChanged 76 SP:Iteration 21Q (1529.273059 sec): 3 clusters Score: Raw -1134624.896725 + Penalty 2977.749100 = -1131647.147625 nChanged 61 SP:Iteration 22Q (1529.302569 sec): 3 clusters Score: Raw -1134648.394254 + Penalty 2977.749100 = -1131670.645154 nChanged 69 SP:Iteration 23Q (1529.327459 sec): 3 clusters Score: Raw -1134672.751405 + Penalty 2977.749100 = -1131695.002305 nChanged 54 SP:Iteration 24Q (1529.352630 sec): 3 clusters Score: Raw -1134689.866212 + Penalty 2977.749100 = -1131712.117112 nChanged 52 SP:Iteration 25Q (1529.384324 sec): 3 clusters Score: Raw -1134707.277331 + Penalty 2977.749100 = -1131729.528231 nChanged 47 SP:Iteration 26Q (1529.409458 sec): 3 clusters Score: Raw -1134721.891942 + Penalty 2977.749100 = -1131744.142842 nChanged 51 SP:Iteration 27Q (1529.434529 sec): 3 clusters Score: Raw -1134739.209646 + Penalty 2977.749100 = -1131761.460546 nChanged 52 SP:Iteration 28Q (1529.460700 sec): 3 clusters Score: Raw -1134753.170587 + Penalty 2977.749100 = -1131775.421487 nChanged 36 SP:Iteration 29Q (1529.485610 sec): 3 clusters Score: Raw -1134763.257538 + Penalty 2977.749100 = -1131785.508438 nChanged 33 SP:Iteration 30Q (1529.524429 sec): 3 clusters Score: Raw -1134771.240376 + Penalty 2977.749100 = -1131793.491276 nChanged 32 SP:Iteration 31Q (1529.549242 sec): 3 clusters Score: Raw -1134779.510392 + Penalty 2977.749100 = -1131801.761292 nChanged 27 SP:Iteration 32Q (1529.574012 sec): 3 clusters Score: Raw -1134787.990195 + Penalty 2977.749100 = -1131810.241096 nChanged 34 SP:Iteration 33Q (1529.598788 sec): 3 clusters Score: Raw -1134798.796993 + Penalty 2977.749100 = -1131821.047893 nChanged 22 SP:Iteration 34Q (1529.623768 sec): 3 clusters Score: Raw -1134805.098687 + Penalty 2977.749100 = -1131827.349587 nChanged 24 SP:Iteration 35Q (1529.648615 sec): 3 clusters Score: Raw -1134812.275101 + Penalty 2977.749100 = -1131834.526001 nChanged 24 SP:Iteration 36Q (1529.673356 sec): 3 clusters Score: Raw -1134819.292569 + Penalty 2977.749100 = -1131841.543469 nChanged 21 SP:Iteration 37Q (1529.698247 sec): 3 clusters Score: Raw -1134825.321314 + Penalty 2977.749100 = -1131847.572214 nChanged 28 SP:Iteration 38Q (1529.727751 sec): 3 clusters Score: Raw -1134833.098207 + Penalty 2977.749100 = -1131855.349107 nChanged 19 SP:Iteration 39Q (1529.774370 sec): 3 clusters Score: Raw -1134838.473122 + Penalty 2977.749100 = -1131860.724022 nChanged 25 SP:Iteration 40F (1529.801102 sec): 3 clusters Score: Raw -1134845.161200 + Penalty 2977.749100 = -1131867.412100 nChanged 28 SP:Iteration 41Q (1529.825686 sec): 3 clusters Score: Raw -1134854.151606 + Penalty 2977.749100 = -1131876.402506 nChanged 21 SP:Iteration 42Q (1529.854418 sec): 3 clusters Score: Raw -1134859.105824 + Penalty 2977.749100 = -1131881.356724 nChanged 13 SP:Iteration 43Q (1529.896265 sec): 3 clusters Score: Raw -1134863.804811 + Penalty 2977.749100 = -1131886.055711 nChanged 16 SP:Iteration 44Q (1529.956259 sec): 3 clusters Score: Raw -1134870.260762 + Penalty 2977.749100 = -1131892.511662 nChanged 16 SP:Iteration 45Q (1530.010188 sec): 3 clusters Score: Raw -1134875.849400 + Penalty 2977.749100 = -1131898.100300 nChanged 17 SP:Iteration 46Q (1530.033337 sec): 3 clusters Score: Raw -1134881.997326 + Penalty 2977.749100 = -1131904.248226 nChanged 15 SP:Iteration 47Q (1530.065676 sec): 3 clusters Score: Raw -1134886.760720 + Penalty 2977.749100 = -1131909.011620 nChanged 14 SP:Iteration 48Q (1530.091420 sec): 3 clusters Score: Raw -1134891.920666 + Penalty 2977.749100 = -1131914.171566 nChanged 11 SP:Iteration 49Q (1530.117337 sec): 3 clusters Score: Raw -1134896.668301 + Penalty 2977.749100 = -1131918.919201 nChanged 7 SP:Iteration 50Q (1530.142639 sec): 3 clusters Score: Raw -1134898.755507 + Penalty 2977.749100 = -1131921.006407 nChanged 9 SP:Iteration 51Q (1530.167100 sec): 3 clusters Score: Raw -1134901.411170 + Penalty 2977.749100 = -1131923.662070 nChanged 14 SP:Iteration 52Q (1530.192391 sec): 3 clusters Score: Raw -1134906.417704 + Penalty 2977.749100 = -1131928.668604 nChanged 13 SP:Iteration 53Q (1530.248838 sec): 3 clusters Score: Raw -1134910.490233 + Penalty 2977.749100 = -1131932.741133 nChanged 8 SP:Iteration 54Q (1530.281474 sec): 3 clusters Score: Raw -1134913.762413 + Penalty 2977.749100 = -1131936.013313 nChanged 9 SP:Iteration 55Q (1530.306818 sec): 3 clusters Score: Raw -1134915.770058 + Penalty 2977.749100 = -1131938.020958 nChanged 5 SP:Iteration 56Q (1530.332586 sec): 3 clusters Score: Raw -1134917.501141 + Penalty 2977.749100 = -1131939.752041 nChanged 4 SP:Iteration 57Q (1530.388281 sec): 3 clusters Score: Raw -1134919.251430 + Penalty 2977.749100 = -1131941.502330 nChanged 4 SP:Iteration 58Q (1530.442027 sec): 3 clusters Score: Raw -1134920.577700 + Penalty 2977.749100 = -1131942.828600 nChanged 4 SP:Iteration 59Q (1530.466537 sec): 3 clusters Score: Raw -1134922.150375 + Penalty 2977.749100 = -1131944.401275 nChanged 2 SP:Iteration 60F (1530.494268 sec): 3 clusters Score: Raw -1134922.644109 + Penalty 2977.749100 = -1131944.895009 nChanged 4 SP:Iteration 61Q (1530.552358 sec): 3 clusters Score: Raw -1134923.917885 + Penalty 2977.749100 = -1131946.168785 nChanged 5 SP:Iteration 62Q (1530.605211 sec): 3 clusters Score: Raw -1134925.377973 + Penalty 2977.749100 = -1131947.628873 nChanged 6 SP:Iteration 63Q (1530.645270 sec): 3 clusters Score: Raw -1134927.066710 + Penalty 2977.749100 = -1131949.317610 nChanged 5 SP:Iteration 64Q (1530.677647 sec): 3 clusters Score: Raw -1134928.444340 + Penalty 2977.749100 = -1131950.695240 nChanged 5 SP:Iteration 65Q (1530.727040 sec): 3 clusters Score: Raw -1134929.982926 + Penalty 2977.749100 = -1131952.233826 nChanged 5 SP:Iteration 66Q (1530.751228 sec): 3 clusters Score: Raw -1134931.256002 + Penalty 2977.749100 = -1131953.506902 nChanged 2 SP:Iteration 67Q (1530.775767 sec): 3 clusters Score: Raw -1134931.690154 + Penalty 2977.749100 = -1131953.941054 nChanged 7 SP:Iteration 68Q (1530.800175 sec): 3 clusters Score: Raw -1134934.071054 + Penalty 2977.749100 = -1131956.321954 nChanged 10 SP:Iteration 69Q (1530.825178 sec): 3 clusters Score: Raw -1134938.474815 + Penalty 2977.749100 = -1131960.725715 nChanged 14 SP:Iteration 70Q (1530.851369 sec): 3 clusters Score: Raw -1134945.297570 + Penalty 2977.749100 = -1131967.548470 nChanged 10 SP:Iteration 71Q (1530.881928 sec): 3 clusters Score: Raw -1134949.950162 + Penalty 2977.749100 = -1131972.201062 nChanged 13 SP:Iteration 72Q (1530.911619 sec): 3 clusters Score: Raw -1134954.719747 + Penalty 2977.749100 = -1131976.970647 nChanged 11 SP:Iteration 73Q (1530.935896 sec): 3 clusters Score: Raw -1134960.418398 + Penalty 2977.749100 = -1131982.669298 nChanged 10 SP:Iteration 74Q (1530.966296 sec): 3 clusters Score: Raw -1134964.196948 + Penalty 2977.749100 = -1131986.447848 nChanged 3 SP:Iteration 75Q (1530.990498 sec): 3 clusters Score: Raw -1134964.784614 + Penalty 2977.749100 = -1131987.035514 nChanged 2 SP:Iteration 76Q (1531.049472 sec): 3 clusters Score: Raw -1134965.060648 + Penalty 2977.749100 = -1131987.311548 nChanged 0 SP:Iteration 77F (1531.080141 sec): 3 clusters Score: Raw -1134965.060648 + Penalty 2977.749100 = -1131987.311548 nChanged 0 Trying to split cluster 11 (139997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1531.271324 sec): 2 clusters Score: Raw -17232567.888874 + Penalty 1925.523644 = -17230642.365230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1531.522993 sec): 3 clusters Score: Raw -17140881.620398 + Penalty 3851.047289 = -17137030.573109 nChanged 67407 SP:Iteration 1F (1531.756012 sec): 3 clusters Score: Raw -17181852.089615 + Penalty 3851.047289 = -17178001.042326 nChanged 6708 SP:Iteration 2Q (1532.009586 sec): 3 clusters Score: Raw -17184707.744191 + Penalty 3851.047289 = -17180856.696902 nChanged 8014 SP:Iteration 3F (1532.246181 sec): 3 clusters Score: Raw -17188679.760419 + Penalty 3851.047289 = -17184828.713130 nChanged 8923 SP:Iteration 4F (1532.485097 sec): 3 clusters Score: Raw -17193411.603707 + Penalty 3851.047289 = -17189560.556418 nChanged 9015 SP:Iteration 5F (1532.719665 sec): 3 clusters Score: Raw -17198391.589650 + Penalty 3851.047289 = -17194540.542362 nChanged 8502 SP:Iteration 6F (1532.952308 sec): 3 clusters Score: Raw -17203365.480751 + Penalty 3851.047289 = -17199514.433462 nChanged 7748 SP:Iteration 7F (1533.215679 sec): 3 clusters Score: Raw -17208247.502766 + Penalty 3851.047289 = -17204396.455477 nChanged 7261 SP:Iteration 8F (1533.468488 sec): 3 clusters Score: Raw -17213269.252717 + Penalty 3851.047289 = -17209418.205428 nChanged 6689 SP:Iteration 9Q (1533.745339 sec): 3 clusters Score: Raw -17218304.736449 + Penalty 3851.047289 = -17214453.689160 nChanged 5861 SP:Iteration 10Q (1533.992213 sec): 3 clusters Score: Raw -17222933.962843 + Penalty 3851.047289 = -17219082.915555 nChanged 4583 SP:Iteration 11Q (1534.228586 sec): 3 clusters Score: Raw -17226572.307913 + Penalty 3851.047289 = -17222721.260624 nChanged 3200 SP:Iteration 12Q (1534.458047 sec): 3 clusters Score: Raw -17229077.575227 + Penalty 3851.047289 = -17225226.527938 nChanged 2054 SP:Iteration 13Q (1534.671065 sec): 3 clusters Score: Raw -17230556.656151 + Penalty 3851.047289 = -17226705.608862 nChanged 1309 SP:Iteration 14Q (1534.871452 sec): 3 clusters Score: Raw -17231412.715321 + Penalty 3851.047289 = -17227561.668032 nChanged 855 SP:Iteration 15Q (1535.082088 sec): 3 clusters Score: Raw -17231921.254754 + Penalty 3851.047289 = -17228070.207466 nChanged 555 SP:Iteration 16Q (1535.301645 sec): 3 clusters Score: Raw -17232230.448209 + Penalty 3851.047289 = -17228379.400920 nChanged 382 SP:Iteration 17Q (1535.498779 sec): 3 clusters Score: Raw -17232417.292930 + Penalty 3851.047289 = -17228566.245642 nChanged 297 SP:Iteration 18Q (1535.701222 sec): 3 clusters Score: Raw -17232559.255187 + Penalty 3851.047289 = -17228708.207899 nChanged 195 SP:Iteration 19Q (1535.894823 sec): 3 clusters Score: Raw -17232649.625720 + Penalty 3851.047289 = -17228798.578431 nChanged 158 SP:Iteration 20F (1536.132249 sec): 3 clusters Score: Raw -17232715.263869 + Penalty 3851.047289 = -17228864.216580 nChanged 125 SP:Iteration 21Q (1536.324490 sec): 3 clusters Score: Raw -17232769.759103 + Penalty 3851.047289 = -17228918.711814 nChanged 103 SP:Iteration 22Q (1536.527064 sec): 3 clusters Score: Raw -17232812.695924 + Penalty 3851.047289 = -17228961.648635 nChanged 86 SP:Iteration 23Q (1536.727584 sec): 3 clusters Score: Raw -17232850.008938 + Penalty 3851.047289 = -17228998.961649 nChanged 63 SP:Iteration 24Q (1536.919380 sec): 3 clusters Score: Raw -17232875.479978 + Penalty 3851.047289 = -17229024.432689 nChanged 48 SP:Iteration 25Q (1537.128192 sec): 3 clusters Score: Raw -17232900.810740 + Penalty 3851.047289 = -17229049.763451 nChanged 36 SP:Iteration 26Q (1537.324257 sec): 3 clusters Score: Raw -17232918.084292 + Penalty 3851.047289 = -17229067.037003 nChanged 34 SP:Iteration 27Q (1537.519528 sec): 3 clusters Score: Raw -17232931.873497 + Penalty 3851.047289 = -17229080.826209 nChanged 31 SP:Iteration 28Q (1537.713913 sec): 3 clusters Score: Raw -17232944.105908 + Penalty 3851.047289 = -17229093.058620 nChanged 25 SP:Iteration 29Q (1537.905038 sec): 3 clusters Score: Raw -17232952.617808 + Penalty 3851.047289 = -17229101.570519 nChanged 18 SP:Iteration 30Q (1538.103659 sec): 3 clusters Score: Raw -17232958.956602 + Penalty 3851.047289 = -17229107.909313 nChanged 21 SP:Iteration 31Q (1538.296609 sec): 3 clusters Score: Raw -17232967.389358 + Penalty 3851.047289 = -17229116.342069 nChanged 16 SP:Iteration 32Q (1538.496572 sec): 3 clusters Score: Raw -17232974.454480 + Penalty 3851.047289 = -17229123.407192 nChanged 11 SP:Iteration 33Q (1538.710059 sec): 3 clusters Score: Raw -17232978.641734 + Penalty 3851.047289 = -17229127.594446 nChanged 10 SP:Iteration 34Q (1538.902376 sec): 3 clusters Score: Raw -17232982.300551 + Penalty 3851.047289 = -17229131.253262 nChanged 11 SP:Iteration 35Q (1539.089623 sec): 3 clusters Score: Raw -17232985.891000 + Penalty 3851.047289 = -17229134.843711 nChanged 3 SP:Iteration 36Q (1539.302061 sec): 3 clusters Score: Raw -17232986.636973 + Penalty 3851.047289 = -17229135.589684 nChanged 2 SP:Iteration 37Q (1539.505698 sec): 3 clusters Score: Raw -17232986.928308 + Penalty 3851.047289 = -17229135.881020 nChanged 1 SP:Iteration 38Q (1539.706796 sec): 3 clusters Score: Raw -17232987.122023 + Penalty 3851.047289 = -17229136.074734 nChanged 0 SP:Iteration 39F (1539.945555 sec): 3 clusters Score: Raw -17232987.122023 + Penalty 3851.047289 = -17229136.074734 nChanged 0 Trying to split cluster 12 (94544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1540.062940 sec): 2 clusters Score: Raw -11449948.236414 + Penalty 1861.733350 = -11448086.503064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1540.271071 sec): 3 clusters Score: Raw -11388637.380766 + Penalty 3723.466699 = -11384913.914067 nChanged 45062 SP:Iteration 1F (1540.456645 sec): 3 clusters Score: Raw -11416402.912327 + Penalty 3723.466699 = -11412679.445628 nChanged 5809 SP:Iteration 2F (1540.620275 sec): 3 clusters Score: Raw -11419843.980538 + Penalty 3723.466699 = -11416120.513838 nChanged 7213 SP:Iteration 3F (1540.785489 sec): 3 clusters Score: Raw -11425189.194133 + Penalty 3723.466699 = -11421465.727434 nChanged 7869 SP:Iteration 4F (1540.941319 sec): 3 clusters Score: Raw -11431496.456618 + Penalty 3723.466699 = -11427772.989918 nChanged 7115 SP:Iteration 5F (1541.128765 sec): 3 clusters Score: Raw -11437068.104168 + Penalty 3723.466699 = -11433344.637468 nChanged 5616 SP:Iteration 6F (1541.300306 sec): 3 clusters Score: Raw -11441350.933399 + Penalty 3723.466699 = -11437627.466700 nChanged 4169 SP:Iteration 7Q (1541.464160 sec): 3 clusters Score: Raw -11444779.668320 + Penalty 3723.466699 = -11441056.201621 nChanged 2964 SP:Iteration 8Q (1541.624074 sec): 3 clusters Score: Raw -11447578.989451 + Penalty 3723.466699 = -11443855.522751 nChanged 1880 SP:Iteration 9Q (1541.777533 sec): 3 clusters Score: Raw -11449534.815821 + Penalty 3723.466699 = -11445811.349121 nChanged 1179 SP:Iteration 10Q (1541.921739 sec): 3 clusters Score: Raw -11450581.788776 + Penalty 3723.466699 = -11446858.322077 nChanged 822 SP:Iteration 11Q (1542.060096 sec): 3 clusters Score: Raw -11451103.270472 + Penalty 3723.466699 = -11447379.803773 nChanged 561 SP:Iteration 12Q (1542.197033 sec): 3 clusters Score: Raw -11451366.061753 + Penalty 3723.466699 = -11447642.595054 nChanged 384 SP:Iteration 13Q (1542.328269 sec): 3 clusters Score: Raw -11451504.781620 + Penalty 3723.466699 = -11447781.314921 nChanged 273 SP:Iteration 14Q (1542.463393 sec): 3 clusters Score: Raw -11451585.440993 + Penalty 3723.466699 = -11447861.974294 nChanged 213 SP:Iteration 15Q (1542.598367 sec): 3 clusters Score: Raw -11451645.360739 + Penalty 3723.466699 = -11447921.894040 nChanged 179 SP:Iteration 16Q (1542.745773 sec): 3 clusters Score: Raw -11451690.953711 + Penalty 3723.466699 = -11447967.487011 nChanged 159 SP:Iteration 17Q (1542.886517 sec): 3 clusters Score: Raw -11451725.674351 + Penalty 3723.466699 = -11448002.207651 nChanged 132 SP:Iteration 18Q (1543.017485 sec): 3 clusters Score: Raw -11451750.333117 + Penalty 3723.466699 = -11448026.866418 nChanged 97 SP:Iteration 19Q (1543.147698 sec): 3 clusters Score: Raw -11451766.601207 + Penalty 3723.466699 = -11448043.134507 nChanged 91 SP:Iteration 20F (1543.310681 sec): 3 clusters Score: Raw -11451781.109706 + Penalty 3723.466699 = -11448057.643007 nChanged 73 SP:Iteration 21Q (1543.444001 sec): 3 clusters Score: Raw -11451792.334384 + Penalty 3723.466699 = -11448068.867685 nChanged 74 SP:Iteration 22Q (1543.578600 sec): 3 clusters Score: Raw -11451804.981696 + Penalty 3723.466699 = -11448081.514996 nChanged 68 SP:Iteration 23Q (1543.713138 sec): 3 clusters Score: Raw -11451816.460543 + Penalty 3723.466699 = -11448092.993844 nChanged 58 SP:Iteration 24Q (1543.842747 sec): 3 clusters Score: Raw -11451826.786098 + Penalty 3723.466699 = -11448103.319398 nChanged 57 SP:Iteration 25Q (1543.972130 sec): 3 clusters Score: Raw -11451835.866662 + Penalty 3723.466699 = -11448112.399962 nChanged 44 SP:Iteration 26Q (1544.101307 sec): 3 clusters Score: Raw -11451841.247745 + Penalty 3723.466699 = -11448117.781046 nChanged 35 SP:Iteration 27Q (1544.236172 sec): 3 clusters Score: Raw -11451845.370827 + Penalty 3723.466699 = -11448121.904128 nChanged 28 SP:Iteration 28Q (1544.371886 sec): 3 clusters Score: Raw -11451848.715156 + Penalty 3723.466699 = -11448125.248457 nChanged 24 SP:Iteration 29Q (1544.499388 sec): 3 clusters Score: Raw -11451851.233843 + Penalty 3723.466699 = -11448127.767144 nChanged 22 SP:Iteration 30Q (1544.627965 sec): 3 clusters Score: Raw -11451853.642633 + Penalty 3723.466699 = -11448130.175933 nChanged 18 SP:Iteration 31Q (1544.756731 sec): 3 clusters Score: Raw -11451854.974509 + Penalty 3723.466699 = -11448131.507810 nChanged 17 SP:Iteration 32Q (1544.892086 sec): 3 clusters Score: Raw -11451856.090701 + Penalty 3723.466699 = -11448132.624001 nChanged 11 SP:Iteration 33Q (1545.044398 sec): 3 clusters Score: Raw -11451857.349775 + Penalty 3723.466699 = -11448133.883076 nChanged 8 SP:Iteration 34Q (1545.177222 sec): 3 clusters Score: Raw -11451858.375378 + Penalty 3723.466699 = -11448134.908678 nChanged 16 SP:Iteration 35Q (1545.306187 sec): 3 clusters Score: Raw -11451859.864902 + Penalty 3723.466699 = -11448136.398203 nChanged 14 SP:Iteration 36Q (1545.433855 sec): 3 clusters Score: Raw -11451861.198059 + Penalty 3723.466699 = -11448137.731359 nChanged 9 SP:Iteration 37Q (1545.563072 sec): 3 clusters Score: Raw -11451862.132272 + Penalty 3723.466699 = -11448138.665572 nChanged 8 SP:Iteration 38Q (1545.691822 sec): 3 clusters Score: Raw -11451862.960989 + Penalty 3723.466699 = -11448139.494290 nChanged 10 SP:Iteration 39Q (1545.820602 sec): 3 clusters Score: Raw -11451863.792147 + Penalty 3723.466699 = -11448140.325447 nChanged 8 SP:Iteration 40F (1545.985159 sec): 3 clusters Score: Raw -11451864.416621 + Penalty 3723.466699 = -11448140.949922 nChanged 9 SP:Iteration 41Q (1546.136716 sec): 3 clusters Score: Raw -11451865.313934 + Penalty 3723.466699 = -11448141.847235 nChanged 10 SP:Iteration 42Q (1546.286389 sec): 3 clusters Score: Raw -11451866.008975 + Penalty 3723.466699 = -11448142.542276 nChanged 4 SP:Iteration 43Q (1546.416026 sec): 3 clusters Score: Raw -11451866.562124 + Penalty 3723.466699 = -11448143.095424 nChanged 4 SP:Iteration 44Q (1546.548196 sec): 3 clusters Score: Raw -11451866.777302 + Penalty 3723.466699 = -11448143.310602 nChanged 3 SP:Iteration 45Q (1546.697231 sec): 3 clusters Score: Raw -11451866.980872 + Penalty 3723.466699 = -11448143.514173 nChanged 1 SP:Iteration 46Q (1546.825868 sec): 3 clusters Score: Raw -11451867.064377 + Penalty 3723.466699 = -11448143.597678 nChanged 0 SP:Iteration 47F (1546.987844 sec): 3 clusters Score: Raw -11451867.064377 + Penalty 3723.466699 = -11448143.597678 nChanged 0 Score: Raw -56485059.413859 + Penalty 48846.438169 = -56436212.975690 Splitting cluster 12 changes total score from -56436417.905909 to -56436212.975690 So it's not getting split. Trying to split cluster 13 (11571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1554.132086 sec): 2 clusters Score: Raw -1354356.250172 + Penalty 1520.391803 = -1352835.858369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1554.167102 sec): 3 clusters Score: Raw -1347699.442351 + Penalty 3040.783605 = -1344658.658746 nChanged 5110 SP:Iteration 1F (1554.221933 sec): 3 clusters Score: Raw -1350635.960197 + Penalty 3040.783605 = -1347595.176592 nChanged 741 SP:Iteration 2F (1554.280329 sec): 3 clusters Score: Raw -1350963.699679 + Penalty 3040.783605 = -1347922.916074 nChanged 647 SP:Iteration 3F (1554.312330 sec): 3 clusters Score: Raw -1351246.805845 + Penalty 3040.783605 = -1348206.022240 nChanged 546 SP:Iteration 4Q (1554.348588 sec): 3 clusters Score: Raw -1351474.875288 + Penalty 3040.783605 = -1348434.091683 nChanged 451 SP:Iteration 5Q (1554.379171 sec): 3 clusters Score: Raw -1351662.847609 + Penalty 3040.783605 = -1348622.064004 nChanged 448 SP:Iteration 6Q (1554.409593 sec): 3 clusters Score: Raw -1351867.212951 + Penalty 3040.783605 = -1348826.429346 nChanged 439 SP:Iteration 7Q (1554.440071 sec): 3 clusters Score: Raw -1352079.879111 + Penalty 3040.783605 = -1349039.095505 nChanged 460 SP:Iteration 8Q (1554.497155 sec): 3 clusters Score: Raw -1352321.396294 + Penalty 3040.783605 = -1349280.612688 nChanged 492 SP:Iteration 9Q (1554.557375 sec): 3 clusters Score: Raw -1352607.105417 + Penalty 3040.783605 = -1349566.321811 nChanged 522 SP:Iteration 10Q (1554.610926 sec): 3 clusters Score: Raw -1352952.958223 + Penalty 3040.783605 = -1349912.174617 nChanged 571 SP:Iteration 11Q (1554.671637 sec): 3 clusters Score: Raw -1353362.563242 + Penalty 3040.783605 = -1350321.779637 nChanged 543 SP:Iteration 12Q (1554.701788 sec): 3 clusters Score: Raw -1353770.022705 + Penalty 3040.783605 = -1350729.239100 nChanged 486 SP:Iteration 13Q (1554.731630 sec): 3 clusters Score: Raw -1354151.945505 + Penalty 3040.783605 = -1351111.161899 nChanged 408 SP:Iteration 14Q (1554.764636 sec): 3 clusters Score: Raw -1354463.435819 + Penalty 3040.783605 = -1351422.652214 nChanged 313 SP:Iteration 15Q (1554.793548 sec): 3 clusters Score: Raw -1354663.224767 + Penalty 3040.783605 = -1351622.441162 nChanged 251 SP:Iteration 16Q (1554.822411 sec): 3 clusters Score: Raw -1354800.344170 + Penalty 3040.783605 = -1351759.560565 nChanged 164 SP:Iteration 17Q (1554.850856 sec): 3 clusters Score: Raw -1354886.040681 + Penalty 3040.783605 = -1351845.257076 nChanged 133 SP:Iteration 18Q (1554.881285 sec): 3 clusters Score: Raw -1354947.823032 + Penalty 3040.783605 = -1351907.039426 nChanged 99 SP:Iteration 19Q (1554.911880 sec): 3 clusters Score: Raw -1354990.842791 + Penalty 3040.783605 = -1351950.059185 nChanged 68 SP:Iteration 20F (1554.949183 sec): 3 clusters Score: Raw -1355018.000038 + Penalty 3040.783605 = -1351977.216433 nChanged 53 SP:Iteration 21Q (1554.976625 sec): 3 clusters Score: Raw -1355039.175916 + Penalty 3040.783605 = -1351998.392311 nChanged 50 SP:Iteration 22Q (1555.004559 sec): 3 clusters Score: Raw -1355057.310427 + Penalty 3040.783605 = -1352016.526821 nChanged 35 SP:Iteration 23Q (1555.032150 sec): 3 clusters Score: Raw -1355069.493660 + Penalty 3040.783605 = -1352028.710055 nChanged 27 SP:Iteration 24Q (1555.059388 sec): 3 clusters Score: Raw -1355077.301058 + Penalty 3040.783605 = -1352036.517453 nChanged 14 SP:Iteration 25Q (1555.093212 sec): 3 clusters Score: Raw -1355080.569776 + Penalty 3040.783605 = -1352039.786171 nChanged 11 SP:Iteration 26Q (1555.127208 sec): 3 clusters Score: Raw -1355083.447198 + Penalty 3040.783605 = -1352042.663593 nChanged 9 SP:Iteration 27Q (1555.156980 sec): 3 clusters Score: Raw -1355085.771530 + Penalty 3040.783605 = -1352044.987925 nChanged 7 SP:Iteration 28Q (1555.184095 sec): 3 clusters Score: Raw -1355087.662687 + Penalty 3040.783605 = -1352046.879082 nChanged 5 SP:Iteration 29Q (1555.215647 sec): 3 clusters Score: Raw -1355088.938927 + Penalty 3040.783605 = -1352048.155322 nChanged 1 SP:Iteration 30Q (1555.270005 sec): 3 clusters Score: Raw -1355089.113816 + Penalty 3040.783605 = -1352048.330211 nChanged 2 SP:Iteration 31Q (1555.298166 sec): 3 clusters Score: Raw -1355089.601732 + Penalty 3040.783605 = -1352048.818126 nChanged 1 SP:Iteration 32Q (1555.325340 sec): 3 clusters Score: Raw -1355090.083130 + Penalty 3040.783605 = -1352049.299525 nChanged 1 SP:Iteration 33Q (1555.370612 sec): 3 clusters Score: Raw -1355090.248320 + Penalty 3040.783605 = -1352049.464715 nChanged 1 SP:Iteration 34Q (1555.397614 sec): 3 clusters Score: Raw -1355090.425565 + Penalty 3040.783605 = -1352049.641960 nChanged 1 SP:Iteration 35Q (1555.442193 sec): 3 clusters Score: Raw -1355090.614501 + Penalty 3040.783605 = -1352049.830896 nChanged 1 SP:Iteration 36Q (1555.469575 sec): 3 clusters Score: Raw -1355090.819431 + Penalty 3040.783605 = -1352050.035826 nChanged 1 SP:Iteration 37Q (1555.503539 sec): 3 clusters Score: Raw -1355090.976741 + Penalty 3040.783605 = -1352050.193136 nChanged 1 SP:Iteration 38Q (1555.566167 sec): 3 clusters Score: Raw -1355091.275728 + Penalty 3040.783605 = -1352050.492123 nChanged 2 SP:Iteration 39Q (1555.601676 sec): 3 clusters Score: Raw -1355091.700373 + Penalty 3040.783605 = -1352050.916768 nChanged 3 SP:Iteration 40F (1555.639225 sec): 3 clusters Score: Raw -1355092.411557 + Penalty 3040.783605 = -1352051.627951 nChanged 7 SP:Iteration 41Q (1555.669991 sec): 3 clusters Score: Raw -1355094.779317 + Penalty 3040.783605 = -1352053.995712 nChanged 6 SP:Iteration 42Q (1555.700292 sec): 3 clusters Score: Raw -1355095.764828 + Penalty 3040.783605 = -1352054.981223 nChanged 3 SP:Iteration 43Q (1555.728721 sec): 3 clusters Score: Raw -1355096.194940 + Penalty 3040.783605 = -1352055.411335 nChanged 1 SP:Iteration 44Q (1555.761919 sec): 3 clusters Score: Raw -1355096.486909 + Penalty 3040.783605 = -1352055.703303 nChanged 1 SP:Iteration 45Q (1555.792599 sec): 3 clusters Score: Raw -1355096.725554 + Penalty 3040.783605 = -1352055.941949 nChanged 2 SP:Iteration 46Q (1555.827625 sec): 3 clusters Score: Raw -1355096.910094 + Penalty 3040.783605 = -1352056.126489 nChanged 0 SP:Iteration 47F (1555.858646 sec): 3 clusters Score: Raw -1355096.910094 + Penalty 3040.783605 = -1352056.126489 nChanged 0 Trying to split cluster 14 (3407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1555.875060 sec): 2 clusters Score: Raw -419972.982799 + Penalty 1321.707955 = -418651.274843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1555.891495 sec): 3 clusters Score: Raw -418327.808790 + Penalty 2643.415911 = -415684.392879 nChanged 1313 SP:Iteration 1F (1555.908148 sec): 3 clusters Score: Raw -419065.078694 + Penalty 2643.415911 = -416421.662783 nChanged 259 SP:Iteration 2F (1555.927789 sec): 3 clusters Score: Raw -419218.062018 + Penalty 2643.415911 = -416574.646107 nChanged 185 SP:Iteration 3F (1555.944414 sec): 3 clusters Score: Raw -419316.503206 + Penalty 2643.415911 = -416673.087295 nChanged 141 SP:Iteration 4Q (1555.960968 sec): 3 clusters Score: Raw -419395.352776 + Penalty 2643.415911 = -416751.936866 nChanged 109 SP:Iteration 5Q (1555.977518 sec): 3 clusters Score: Raw -419461.323665 + Penalty 2643.415911 = -416817.907754 nChanged 106 SP:Iteration 6Q (1555.996372 sec): 3 clusters Score: Raw -419525.722992 + Penalty 2643.415911 = -416882.307081 nChanged 97 SP:Iteration 7Q (1556.028654 sec): 3 clusters Score: Raw -419573.658003 + Penalty 2643.415911 = -416930.242092 nChanged 74 SP:Iteration 8Q (1556.045199 sec): 3 clusters Score: Raw -419609.531520 + Penalty 2643.415911 = -416966.115609 nChanged 59 SP:Iteration 9Q (1556.061621 sec): 3 clusters Score: Raw -419642.449667 + Penalty 2643.415911 = -416999.033756 nChanged 60 SP:Iteration 10Q (1556.078155 sec): 3 clusters Score: Raw -419668.835838 + Penalty 2643.415911 = -417025.419928 nChanged 50 SP:Iteration 11Q (1556.094632 sec): 3 clusters Score: Raw -419691.000890 + Penalty 2643.415911 = -417047.584979 nChanged 47 SP:Iteration 12Q (1556.111138 sec): 3 clusters Score: Raw -419712.725806 + Penalty 2643.415911 = -417069.309895 nChanged 45 SP:Iteration 13Q (1556.127446 sec): 3 clusters Score: Raw -419731.602098 + Penalty 2643.415911 = -417088.186187 nChanged 33 SP:Iteration 14Q (1556.143017 sec): 3 clusters Score: Raw -419748.948427 + Penalty 2643.415911 = -417105.532516 nChanged 30 SP:Iteration 15Q (1556.158876 sec): 3 clusters Score: Raw -419765.953755 + Penalty 2643.415911 = -417122.537844 nChanged 40 SP:Iteration 16Q (1556.175368 sec): 3 clusters Score: Raw -419785.931772 + Penalty 2643.415911 = -417142.515861 nChanged 44 SP:Iteration 17Q (1556.191809 sec): 3 clusters Score: Raw -419811.901591 + Penalty 2643.415911 = -417168.485680 nChanged 50 SP:Iteration 18Q (1556.207617 sec): 3 clusters Score: Raw -419833.941621 + Penalty 2643.415911 = -417190.525710 nChanged 31 SP:Iteration 19Q (1556.225363 sec): 3 clusters Score: Raw -419847.908243 + Penalty 2643.415911 = -417204.492332 nChanged 26 SP:Iteration 20F (1556.243267 sec): 3 clusters Score: Raw -419867.775523 + Penalty 2643.415911 = -417224.359613 nChanged 30 SP:Iteration 21Q (1556.261379 sec): 3 clusters Score: Raw -419884.732695 + Penalty 2643.415911 = -417241.316785 nChanged 34 SP:Iteration 22Q (1556.277726 sec): 3 clusters Score: Raw -419898.184953 + Penalty 2643.415911 = -417254.769042 nChanged 30 SP:Iteration 23Q (1556.293022 sec): 3 clusters Score: Raw -419909.432595 + Penalty 2643.415911 = -417266.016684 nChanged 22 SP:Iteration 24Q (1556.308521 sec): 3 clusters Score: Raw -419918.799278 + Penalty 2643.415911 = -417275.383367 nChanged 21 SP:Iteration 25Q (1556.330708 sec): 3 clusters Score: Raw -419926.113134 + Penalty 2643.415911 = -417282.697223 nChanged 17 SP:Iteration 26Q (1556.349304 sec): 3 clusters Score: Raw -419932.147064 + Penalty 2643.415911 = -417288.731153 nChanged 15 SP:Iteration 27Q (1556.366422 sec): 3 clusters Score: Raw -419938.305025 + Penalty 2643.415911 = -417294.889114 nChanged 13 SP:Iteration 28Q (1556.385256 sec): 3 clusters Score: Raw -419942.391082 + Penalty 2643.415911 = -417298.975172 nChanged 8 SP:Iteration 29Q (1556.402173 sec): 3 clusters Score: Raw -419944.180545 + Penalty 2643.415911 = -417300.764634 nChanged 7 SP:Iteration 30Q (1556.420790 sec): 3 clusters Score: Raw -419946.957942 + Penalty 2643.415911 = -417303.542031 nChanged 7 SP:Iteration 31Q (1556.436383 sec): 3 clusters Score: Raw -419948.496157 + Penalty 2643.415911 = -417305.080246 nChanged 6 SP:Iteration 32Q (1556.454734 sec): 3 clusters Score: Raw -419950.428244 + Penalty 2643.415911 = -417307.012333 nChanged 9 SP:Iteration 33Q (1556.472539 sec): 3 clusters Score: Raw -419953.854776 + Penalty 2643.415911 = -417310.438865 nChanged 8 SP:Iteration 34Q (1556.490558 sec): 3 clusters Score: Raw -419957.205160 + Penalty 2643.415911 = -417313.789250 nChanged 9 SP:Iteration 35Q (1556.507763 sec): 3 clusters Score: Raw -419961.119914 + Penalty 2643.415911 = -417317.704004 nChanged 11 SP:Iteration 36Q (1556.528349 sec): 3 clusters Score: Raw -419966.650484 + Penalty 2643.415911 = -417323.234573 nChanged 14 SP:Iteration 37Q (1556.543774 sec): 3 clusters Score: Raw -419976.128514 + Penalty 2643.415911 = -417332.712604 nChanged 13 SP:Iteration 38Q (1556.566642 sec): 3 clusters Score: Raw -419980.366344 + Penalty 2643.415911 = -417336.950434 nChanged 9 SP:Iteration 39Q (1556.585296 sec): 3 clusters Score: Raw -419982.272714 + Penalty 2643.415911 = -417338.856803 nChanged 7 SP:Iteration 40F (1556.604885 sec): 3 clusters Score: Raw -419983.865904 + Penalty 2643.415911 = -417340.449993 nChanged 5 SP:Iteration 41Q (1556.620266 sec): 3 clusters Score: Raw -419985.751277 + Penalty 2643.415911 = -417342.335367 nChanged 3 SP:Iteration 42Q (1556.638062 sec): 3 clusters Score: Raw -419986.409872 + Penalty 2643.415911 = -417342.993961 nChanged 3 SP:Iteration 43Q (1556.654470 sec): 3 clusters Score: Raw -419986.892548 + Penalty 2643.415911 = -417343.476637 nChanged 1 SP:Iteration 44Q (1556.673177 sec): 3 clusters Score: Raw -419987.109941 + Penalty 2643.415911 = -417343.694030 nChanged 1 SP:Iteration 45Q (1556.690332 sec): 3 clusters Score: Raw -419987.254031 + Penalty 2643.415911 = -417343.838121 nChanged 0 SP:Iteration 46F (1556.708613 sec): 3 clusters Score: Raw -419987.254031 + Penalty 2643.415911 = -417343.838121 nChanged 0 Trying to split cluster 15 (15004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1556.745696 sec): 2 clusters Score: Raw -1814846.357351 + Penalty 1562.611718 = -1813283.745633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1556.801074 sec): 3 clusters Score: Raw -1805968.308503 + Penalty 3125.223436 = -1802843.085067 nChanged 6736 SP:Iteration 1F (1556.841332 sec): 3 clusters Score: Raw -1809728.958208 + Penalty 3125.223436 = -1806603.734772 nChanged 862 SP:Iteration 2F (1556.880621 sec): 3 clusters Score: Raw -1810061.838840 + Penalty 3125.223436 = -1806936.615404 nChanged 706 SP:Iteration 3Q (1556.917202 sec): 3 clusters Score: Raw -1810321.807123 + Penalty 3125.223436 = -1807196.583687 nChanged 649 SP:Iteration 4Q (1556.958843 sec): 3 clusters Score: Raw -1810572.348983 + Penalty 3125.223436 = -1807447.125546 nChanged 618 SP:Iteration 5Q (1557.000935 sec): 3 clusters Score: Raw -1810815.407780 + Penalty 3125.223436 = -1807690.184344 nChanged 622 SP:Iteration 6Q (1557.051729 sec): 3 clusters Score: Raw -1811088.557361 + Penalty 3125.223436 = -1807963.333925 nChanged 642 SP:Iteration 7Q (1557.090902 sec): 3 clusters Score: Raw -1811425.782735 + Penalty 3125.223436 = -1808300.559299 nChanged 671 SP:Iteration 8Q (1557.131839 sec): 3 clusters Score: Raw -1811810.333769 + Penalty 3125.223436 = -1808685.110333 nChanged 692 SP:Iteration 9Q (1557.179166 sec): 3 clusters Score: Raw -1812271.063975 + Penalty 3125.223436 = -1809145.840539 nChanged 704 SP:Iteration 10Q (1557.218124 sec): 3 clusters Score: Raw -1812751.387201 + Penalty 3125.223436 = -1809626.163765 nChanged 621 SP:Iteration 11Q (1557.263630 sec): 3 clusters Score: Raw -1813117.483590 + Penalty 3125.223436 = -1809992.260154 nChanged 478 SP:Iteration 12Q (1557.300343 sec): 3 clusters Score: Raw -1813343.741857 + Penalty 3125.223436 = -1810218.518421 nChanged 337 SP:Iteration 13Q (1557.337625 sec): 3 clusters Score: Raw -1813479.911418 + Penalty 3125.223436 = -1810354.687982 nChanged 270 SP:Iteration 14Q (1557.386124 sec): 3 clusters Score: Raw -1813583.773299 + Penalty 3125.223436 = -1810458.549863 nChanged 227 SP:Iteration 15Q (1557.428661 sec): 3 clusters Score: Raw -1813657.532322 + Penalty 3125.223436 = -1810532.308886 nChanged 182 SP:Iteration 16Q (1557.470853 sec): 3 clusters Score: Raw -1813712.209522 + Penalty 3125.223436 = -1810586.986086 nChanged 157 SP:Iteration 17Q (1557.509949 sec): 3 clusters Score: Raw -1813758.113301 + Penalty 3125.223436 = -1810632.889864 nChanged 156 SP:Iteration 18Q (1557.548923 sec): 3 clusters Score: Raw -1813803.806780 + Penalty 3125.223436 = -1810678.583343 nChanged 152 SP:Iteration 19Q (1557.584179 sec): 3 clusters Score: Raw -1813850.268461 + Penalty 3125.223436 = -1810725.045025 nChanged 142 SP:Iteration 20F (1557.627811 sec): 3 clusters Score: Raw -1813890.500383 + Penalty 3125.223436 = -1810765.276947 nChanged 140 SP:Iteration 21Q (1557.673676 sec): 3 clusters Score: Raw -1813928.471647 + Penalty 3125.223436 = -1810803.248211 nChanged 120 SP:Iteration 22Q (1557.708446 sec): 3 clusters Score: Raw -1813956.367487 + Penalty 3125.223436 = -1810831.144050 nChanged 111 SP:Iteration 23Q (1557.757086 sec): 3 clusters Score: Raw -1813980.143537 + Penalty 3125.223436 = -1810854.920101 nChanged 98 SP:Iteration 24Q (1557.797566 sec): 3 clusters Score: Raw -1814005.787340 + Penalty 3125.223436 = -1810880.563904 nChanged 97 SP:Iteration 25Q (1557.831769 sec): 3 clusters Score: Raw -1814028.651964 + Penalty 3125.223436 = -1810903.428528 nChanged 84 SP:Iteration 26Q (1557.870397 sec): 3 clusters Score: Raw -1814045.338234 + Penalty 3125.223436 = -1810920.114798 nChanged 73 SP:Iteration 27Q (1557.912000 sec): 3 clusters Score: Raw -1814059.634605 + Penalty 3125.223436 = -1810934.411169 nChanged 64 SP:Iteration 28Q (1557.946249 sec): 3 clusters Score: Raw -1814073.521294 + Penalty 3125.223436 = -1810948.297858 nChanged 69 SP:Iteration 29Q (1557.980970 sec): 3 clusters Score: Raw -1814088.369671 + Penalty 3125.223436 = -1810963.146234 nChanged 71 SP:Iteration 30Q (1558.015250 sec): 3 clusters Score: Raw -1814102.481394 + Penalty 3125.223436 = -1810977.257958 nChanged 68 SP:Iteration 31Q (1558.050166 sec): 3 clusters Score: Raw -1814119.103515 + Penalty 3125.223436 = -1810993.880079 nChanged 75 SP:Iteration 32Q (1558.088371 sec): 3 clusters Score: Raw -1814137.306063 + Penalty 3125.223436 = -1811012.082627 nChanged 82 SP:Iteration 33Q (1558.137590 sec): 3 clusters Score: Raw -1814154.738985 + Penalty 3125.223436 = -1811029.515549 nChanged 74 SP:Iteration 34Q (1558.171780 sec): 3 clusters Score: Raw -1814174.933003 + Penalty 3125.223436 = -1811049.709567 nChanged 89 SP:Iteration 35Q (1558.238016 sec): 3 clusters Score: Raw -1814198.514469 + Penalty 3125.223436 = -1811073.291033 nChanged 91 SP:Iteration 36Q (1558.278424 sec): 3 clusters Score: Raw -1814219.985658 + Penalty 3125.223436 = -1811094.762221 nChanged 71 SP:Iteration 37Q (1558.318014 sec): 3 clusters Score: Raw -1814236.368669 + Penalty 3125.223436 = -1811111.145233 nChanged 86 SP:Iteration 38Q (1558.355258 sec): 3 clusters Score: Raw -1814257.485741 + Penalty 3125.223436 = -1811132.262305 nChanged 86 SP:Iteration 39Q (1558.395628 sec): 3 clusters Score: Raw -1814281.427799 + Penalty 3125.223436 = -1811156.204363 nChanged 90 SP:Iteration 40F (1558.436584 sec): 3 clusters Score: Raw -1814302.874342 + Penalty 3125.223436 = -1811177.650906 nChanged 80 SP:Iteration 41Q (1558.470476 sec): 3 clusters Score: Raw -1814321.518654 + Penalty 3125.223436 = -1811196.295218 nChanged 83 SP:Iteration 42Q (1558.507095 sec): 3 clusters Score: Raw -1814341.662749 + Penalty 3125.223436 = -1811216.439313 nChanged 77 SP:Iteration 43Q (1558.546789 sec): 3 clusters Score: Raw -1814362.984118 + Penalty 3125.223436 = -1811237.760681 nChanged 83 SP:Iteration 44Q (1558.603658 sec): 3 clusters Score: Raw -1814383.819112 + Penalty 3125.223436 = -1811258.595675 nChanged 59 SP:Iteration 45Q (1558.642526 sec): 3 clusters Score: Raw -1814397.088484 + Penalty 3125.223436 = -1811271.865048 nChanged 57 SP:Iteration 46Q (1558.675953 sec): 3 clusters Score: Raw -1814408.251752 + Penalty 3125.223436 = -1811283.028316 nChanged 54 SP:Iteration 47Q (1558.717677 sec): 3 clusters Score: Raw -1814417.628914 + Penalty 3125.223436 = -1811292.405478 nChanged 48 SP:Iteration 48Q (1558.750974 sec): 3 clusters Score: Raw -1814427.452367 + Penalty 3125.223436 = -1811302.228930 nChanged 49 SP:Iteration 49Q (1558.800029 sec): 3 clusters Score: Raw -1814435.288894 + Penalty 3125.223436 = -1811310.065458 nChanged 39 SP:Iteration 50Q (1558.833588 sec): 3 clusters Score: Raw -1814442.349824 + Penalty 3125.223436 = -1811317.126388 nChanged 41 SP:Iteration 51Q (1558.868229 sec): 3 clusters Score: Raw -1814448.495436 + Penalty 3125.223436 = -1811323.272000 nChanged 44 SP:Iteration 52Q (1558.908417 sec): 3 clusters Score: Raw -1814456.135643 + Penalty 3125.223436 = -1811330.912207 nChanged 48 SP:Iteration 53Q (1558.949204 sec): 3 clusters Score: Raw -1814465.835015 + Penalty 3125.223436 = -1811340.611579 nChanged 54 SP:Iteration 54Q (1559.005208 sec): 3 clusters Score: Raw -1814476.161822 + Penalty 3125.223436 = -1811350.938386 nChanged 58 SP:Iteration 55Q (1559.038324 sec): 3 clusters Score: Raw -1814489.474655 + Penalty 3125.223436 = -1811364.251219 nChanged 68 SP:Iteration 56Q (1559.076324 sec): 3 clusters Score: Raw -1814504.286538 + Penalty 3125.223436 = -1811379.063102 nChanged 64 SP:Iteration 57Q (1559.125625 sec): 3 clusters Score: Raw -1814519.023495 + Penalty 3125.223436 = -1811393.800059 nChanged 62 SP:Iteration 58Q (1559.165088 sec): 3 clusters Score: Raw -1814533.952292 + Penalty 3125.223436 = -1811408.728856 nChanged 55 SP:Iteration 59Q (1559.197748 sec): 3 clusters Score: Raw -1814542.963089 + Penalty 3125.223436 = -1811417.739653 nChanged 38 SP:Iteration 60F (1559.237687 sec): 3 clusters Score: Raw -1814549.715779 + Penalty 3125.223436 = -1811424.492343 nChanged 37 SP:Iteration 61Q (1559.270951 sec): 3 clusters Score: Raw -1814556.191107 + Penalty 3125.223436 = -1811430.967671 nChanged 53 SP:Iteration 62Q (1559.303936 sec): 3 clusters Score: Raw -1814566.711431 + Penalty 3125.223436 = -1811441.487994 nChanged 63 SP:Iteration 63Q (1559.359101 sec): 3 clusters Score: Raw -1814581.064073 + Penalty 3125.223436 = -1811455.840637 nChanged 67 SP:Iteration 64Q (1559.391788 sec): 3 clusters Score: Raw -1814596.516622 + Penalty 3125.223436 = -1811471.293186 nChanged 52 SP:Iteration 65Q (1559.430302 sec): 3 clusters Score: Raw -1814605.961346 + Penalty 3125.223436 = -1811480.737910 nChanged 51 SP:Iteration 66Q (1559.464549 sec): 3 clusters Score: Raw -1814613.413100 + Penalty 3125.223436 = -1811488.189663 nChanged 38 SP:Iteration 67Q (1559.497307 sec): 3 clusters Score: Raw -1814620.412169 + Penalty 3125.223436 = -1811495.188732 nChanged 38 SP:Iteration 68Q (1559.534527 sec): 3 clusters Score: Raw -1814627.781227 + Penalty 3125.223436 = -1811502.557791 nChanged 39 SP:Iteration 69Q (1559.568570 sec): 3 clusters Score: Raw -1814635.697072 + Penalty 3125.223436 = -1811510.473636 nChanged 29 SP:Iteration 70Q (1559.601354 sec): 3 clusters Score: Raw -1814640.852918 + Penalty 3125.223436 = -1811515.629482 nChanged 37 SP:Iteration 71Q (1559.633700 sec): 3 clusters Score: Raw -1814648.374719 + Penalty 3125.223436 = -1811523.151283 nChanged 46 SP:Iteration 72Q (1559.667762 sec): 3 clusters Score: Raw -1814657.138476 + Penalty 3125.223436 = -1811531.915039 nChanged 41 SP:Iteration 73Q (1559.699857 sec): 3 clusters Score: Raw -1814665.212891 + Penalty 3125.223436 = -1811539.989455 nChanged 47 SP:Iteration 74Q (1559.754301 sec): 3 clusters Score: Raw -1814676.022953 + Penalty 3125.223436 = -1811550.799517 nChanged 43 SP:Iteration 75Q (1559.787867 sec): 3 clusters Score: Raw -1814686.916655 + Penalty 3125.223436 = -1811561.693219 nChanged 42 SP:Iteration 76Q (1559.828720 sec): 3 clusters Score: Raw -1814696.086077 + Penalty 3125.223436 = -1811570.862641 nChanged 44 SP:Iteration 77Q (1559.893229 sec): 3 clusters Score: Raw -1814705.605271 + Penalty 3125.223436 = -1811580.381834 nChanged 46 SP:Iteration 78Q (1559.931669 sec): 3 clusters Score: Raw -1814715.710728 + Penalty 3125.223436 = -1811590.487292 nChanged 37 SP:Iteration 79Q (1559.985407 sec): 3 clusters Score: Raw -1814724.289915 + Penalty 3125.223436 = -1811599.066479 nChanged 42 SP:Iteration 80F (1560.021897 sec): 3 clusters Score: Raw -1814733.262645 + Penalty 3125.223436 = -1811608.039209 nChanged 33 SP:Iteration 81Q (1560.061419 sec): 3 clusters Score: Raw -1814739.950551 + Penalty 3125.223436 = -1811614.727115 nChanged 35 SP:Iteration 82Q (1560.110577 sec): 3 clusters Score: Raw -1814747.787963 + Penalty 3125.223436 = -1811622.564527 nChanged 31 SP:Iteration 83Q (1560.142244 sec): 3 clusters Score: Raw -1814754.008120 + Penalty 3125.223436 = -1811628.784684 nChanged 33 SP:Iteration 84Q (1560.175525 sec): 3 clusters Score: Raw -1814760.793676 + Penalty 3125.223436 = -1811635.570240 nChanged 30 SP:Iteration 85Q (1560.208237 sec): 3 clusters Score: Raw -1814766.087333 + Penalty 3125.223436 = -1811640.863897 nChanged 25 SP:Iteration 86Q (1560.242580 sec): 3 clusters Score: Raw -1814770.907772 + Penalty 3125.223436 = -1811645.684336 nChanged 23 SP:Iteration 87Q (1560.282048 sec): 3 clusters Score: Raw -1814773.895495 + Penalty 3125.223436 = -1811648.672059 nChanged 14 SP:Iteration 88Q (1560.314641 sec): 3 clusters Score: Raw -1814775.750484 + Penalty 3125.223436 = -1811650.527048 nChanged 9 SP:Iteration 89Q (1560.346557 sec): 3 clusters Score: Raw -1814776.995219 + Penalty 3125.223436 = -1811651.771783 nChanged 12 SP:Iteration 90Q (1560.382813 sec): 3 clusters Score: Raw -1814778.346087 + Penalty 3125.223436 = -1811653.122651 nChanged 8 SP:Iteration 91Q (1560.418860 sec): 3 clusters Score: Raw -1814779.222348 + Penalty 3125.223436 = -1811653.998912 nChanged 12 SP:Iteration 92Q (1560.482806 sec): 3 clusters Score: Raw -1814780.285013 + Penalty 3125.223436 = -1811655.061577 nChanged 6 SP:Iteration 93Q (1560.516664 sec): 3 clusters Score: Raw -1814781.118891 + Penalty 3125.223436 = -1811655.895455 nChanged 6 SP:Iteration 94Q (1560.549089 sec): 3 clusters Score: Raw -1814781.853151 + Penalty 3125.223436 = -1811656.629715 nChanged 2 SP:Iteration 95Q (1560.605212 sec): 3 clusters Score: Raw -1814782.100744 + Penalty 3125.223436 = -1811656.877307 nChanged 2 SP:Iteration 96Q (1560.637007 sec): 3 clusters Score: Raw -1814782.285968 + Penalty 3125.223436 = -1811657.062532 nChanged 1 SP:Iteration 97Q (1560.668901 sec): 3 clusters Score: Raw -1814782.346195 + Penalty 3125.223436 = -1811657.122759 nChanged 1 SP:Iteration 98Q (1560.727818 sec): 3 clusters Score: Raw -1814782.415627 + Penalty 3125.223436 = -1811657.192191 nChanged 1 SP:Iteration 99Q (1560.760350 sec): 3 clusters Score: Raw -1814782.492202 + Penalty 3125.223436 = -1811657.268766 nChanged 2 SP:Iteration 100F (1560.807101 sec): 3 clusters Score: Raw -1814782.683525 + Penalty 3125.223436 = -1811657.460089 nChanged 1 SP:Iteration 101Q (1560.844768 sec): 3 clusters Score: Raw -1814782.720413 + Penalty 3125.223436 = -1811657.496977 nChanged 0 SP:Iteration 102F (1560.884921 sec): 3 clusters Score: Raw -1814782.720413 + Penalty 3125.223436 = -1811657.496977 nChanged 0 Trying to split cluster 16 (1417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1560.898831 sec): 2 clusters Score: Raw -157514.602315 + Penalty 1179.148301 = -156335.454014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1560.906528 sec): 3 clusters Score: Raw -157035.375708 + Penalty 2358.296603 = -154677.079105 nChanged 469 SP:Iteration 1F (1560.913821 sec): 3 clusters Score: Raw -157495.472763 + Penalty 2358.296603 = -155137.176160 nChanged 117 SP:Iteration 2F (1560.921025 sec): 3 clusters Score: Raw -157626.926923 + Penalty 2358.296603 = -155268.630320 nChanged 83 SP:Iteration 3F (1560.928283 sec): 3 clusters Score: Raw -157720.523582 + Penalty 2358.296603 = -155362.226979 nChanged 55 SP:Iteration 4Q (1560.935458 sec): 3 clusters Score: Raw -157793.363207 + Penalty 2358.296603 = -155435.066604 nChanged 60 SP:Iteration 5Q (1560.942740 sec): 3 clusters Score: Raw -157866.038941 + Penalty 2358.296603 = -155507.742338 nChanged 46 SP:Iteration 6Q (1560.949833 sec): 3 clusters Score: Raw -157916.285063 + Penalty 2358.296603 = -155557.988460 nChanged 40 SP:Iteration 7Q (1560.956935 sec): 3 clusters Score: Raw -157959.959142 + Penalty 2358.296603 = -155601.662539 nChanged 28 SP:Iteration 8Q (1560.971538 sec): 3 clusters Score: Raw -157990.949150 + Penalty 2358.296603 = -155632.652547 nChanged 33 SP:Iteration 9Q (1560.978656 sec): 3 clusters Score: Raw -158026.740406 + Penalty 2358.296603 = -155668.443803 nChanged 28 SP:Iteration 10Q (1560.989831 sec): 3 clusters Score: Raw -158049.394797 + Penalty 2358.296603 = -155691.098194 nChanged 18 SP:Iteration 11Q (1560.996883 sec): 3 clusters Score: Raw -158066.848099 + Penalty 2358.296603 = -155708.551496 nChanged 16 SP:Iteration 12Q (1561.007443 sec): 3 clusters Score: Raw -158083.415650 + Penalty 2358.296603 = -155725.119047 nChanged 13 SP:Iteration 13Q (1561.014472 sec): 3 clusters Score: Raw -158097.911535 + Penalty 2358.296603 = -155739.614932 nChanged 16 SP:Iteration 14Q (1561.021486 sec): 3 clusters Score: Raw -158118.199058 + Penalty 2358.296603 = -155759.902455 nChanged 21 SP:Iteration 15Q (1561.033715 sec): 3 clusters Score: Raw -158139.386447 + Penalty 2358.296603 = -155781.089844 nChanged 15 SP:Iteration 16Q (1561.040704 sec): 3 clusters Score: Raw -158154.493849 + Penalty 2358.296603 = -155796.197246 nChanged 14 SP:Iteration 17Q (1561.047677 sec): 3 clusters Score: Raw -158166.606751 + Penalty 2358.296603 = -155808.310148 nChanged 13 SP:Iteration 18Q (1561.059565 sec): 3 clusters Score: Raw -158177.799416 + Penalty 2358.296603 = -155819.502813 nChanged 17 SP:Iteration 19Q (1561.066519 sec): 3 clusters Score: Raw -158196.537208 + Penalty 2358.296603 = -155838.240605 nChanged 23 SP:Iteration 20F (1561.077423 sec): 3 clusters Score: Raw -158224.402991 + Penalty 2358.296603 = -155866.106388 nChanged 17 SP:Iteration 21Q (1561.084371 sec): 3 clusters Score: Raw -158239.867614 + Penalty 2358.296603 = -155881.571011 nChanged 10 SP:Iteration 22Q (1561.091280 sec): 3 clusters Score: Raw -158248.780432 + Penalty 2358.296603 = -155890.483830 nChanged 4 SP:Iteration 23Q (1561.104490 sec): 3 clusters Score: Raw -158252.601254 + Penalty 2358.296603 = -155894.304651 nChanged 7 SP:Iteration 24Q (1561.111314 sec): 3 clusters Score: Raw -158257.402898 + Penalty 2358.296603 = -155899.106295 nChanged 10 SP:Iteration 25Q (1561.122259 sec): 3 clusters Score: Raw -158271.938578 + Penalty 2358.296603 = -155913.641975 nChanged 10 SP:Iteration 26Q (1561.129050 sec): 3 clusters Score: Raw -158286.630538 + Penalty 2358.296603 = -155928.333936 nChanged 8 SP:Iteration 27Q (1561.139873 sec): 3 clusters Score: Raw -158295.051777 + Penalty 2358.296603 = -155936.755174 nChanged 6 SP:Iteration 28Q (1561.146691 sec): 3 clusters Score: Raw -158300.559587 + Penalty 2358.296603 = -155942.262984 nChanged 1 SP:Iteration 29Q (1561.157933 sec): 3 clusters Score: Raw -158301.509468 + Penalty 2358.296603 = -155943.212866 nChanged 0 SP:Iteration 30F (1561.165112 sec): 3 clusters Score: Raw -158301.509468 + Penalty 2358.296603 = -155943.212866 nChanged 0 Trying to split cluster 17 (52083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1561.244559 sec): 2 clusters Score: Raw -6331346.114143 + Penalty 1764.846505 = -6329581.267638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1561.344918 sec): 3 clusters Score: Raw -6298321.104955 + Penalty 3529.693011 = -6294791.411945 nChanged 24436 SP:Iteration 1F (1561.437962 sec): 3 clusters Score: Raw -6312245.386624 + Penalty 3529.693011 = -6308715.693613 nChanged 2287 SP:Iteration 2Q (1561.538117 sec): 3 clusters Score: Raw -6313159.433079 + Penalty 3529.693011 = -6309629.740069 nChanged 2521 SP:Iteration 3Q (1561.643036 sec): 3 clusters Score: Raw -6314398.005186 + Penalty 3529.693011 = -6310868.312175 nChanged 2754 SP:Iteration 4F (1561.739043 sec): 3 clusters Score: Raw -6315870.309738 + Penalty 3529.693011 = -6312340.616728 nChanged 2931 SP:Iteration 5F (1561.842230 sec): 3 clusters Score: Raw -6317605.480903 + Penalty 3529.693011 = -6314075.787892 nChanged 2965 SP:Iteration 6F (1561.938508 sec): 3 clusters Score: Raw -6319542.816251 + Penalty 3529.693011 = -6316013.123241 nChanged 2979 SP:Iteration 7F (1562.033693 sec): 3 clusters Score: Raw -6321479.446819 + Penalty 3529.693011 = -6317949.753808 nChanged 2720 SP:Iteration 8F (1562.131393 sec): 3 clusters Score: Raw -6323198.914302 + Penalty 3529.693011 = -6319669.221291 nChanged 2436 SP:Iteration 9Q (1562.234992 sec): 3 clusters Score: Raw -6324600.077497 + Penalty 3529.693011 = -6321070.384486 nChanged 2092 SP:Iteration 10Q (1562.334940 sec): 3 clusters Score: Raw -6325734.329106 + Penalty 3529.693011 = -6322204.636095 nChanged 1733 SP:Iteration 11Q (1562.451599 sec): 3 clusters Score: Raw -6326639.192160 + Penalty 3529.693011 = -6323109.499150 nChanged 1436 SP:Iteration 12Q (1562.544018 sec): 3 clusters Score: Raw -6327310.378707 + Penalty 3529.693011 = -6323780.685697 nChanged 1178 SP:Iteration 13Q (1562.634466 sec): 3 clusters Score: Raw -6327855.774129 + Penalty 3529.693011 = -6324326.081118 nChanged 1043 SP:Iteration 14Q (1562.722959 sec): 3 clusters Score: Raw -6328361.134084 + Penalty 3529.693011 = -6324831.441074 nChanged 907 SP:Iteration 15Q (1562.811846 sec): 3 clusters Score: Raw -6328836.272692 + Penalty 3529.693011 = -6325306.579681 nChanged 814 SP:Iteration 16Q (1562.904348 sec): 3 clusters Score: Raw -6329238.964939 + Penalty 3529.693011 = -6325709.271929 nChanged 728 SP:Iteration 17Q (1562.992481 sec): 3 clusters Score: Raw -6329566.271832 + Penalty 3529.693011 = -6326036.578821 nChanged 639 SP:Iteration 18Q (1563.078715 sec): 3 clusters Score: Raw -6329809.862261 + Penalty 3529.693011 = -6326280.169250 nChanged 544 SP:Iteration 19Q (1563.162383 sec): 3 clusters Score: Raw -6329993.743663 + Penalty 3529.693011 = -6326464.050653 nChanged 468 SP:Iteration 20F (1563.258075 sec): 3 clusters Score: Raw -6330130.675687 + Penalty 3529.693011 = -6326600.982677 nChanged 439 SP:Iteration 21Q (1563.347163 sec): 3 clusters Score: Raw -6330267.183791 + Penalty 3529.693011 = -6326737.490780 nChanged 405 SP:Iteration 22Q (1563.431257 sec): 3 clusters Score: Raw -6330390.482069 + Penalty 3529.693011 = -6326860.789059 nChanged 396 SP:Iteration 23Q (1563.543413 sec): 3 clusters Score: Raw -6330515.157464 + Penalty 3529.693011 = -6326985.464453 nChanged 355 SP:Iteration 24Q (1563.630062 sec): 3 clusters Score: Raw -6330625.741724 + Penalty 3529.693011 = -6327096.048713 nChanged 350 SP:Iteration 25Q (1563.709465 sec): 3 clusters Score: Raw -6330724.414824 + Penalty 3529.693011 = -6327194.721813 nChanged 298 SP:Iteration 26Q (1563.791247 sec): 3 clusters Score: Raw -6330816.800477 + Penalty 3529.693011 = -6327287.107466 nChanged 292 SP:Iteration 27Q (1563.877362 sec): 3 clusters Score: Raw -6330919.384396 + Penalty 3529.693011 = -6327389.691386 nChanged 288 SP:Iteration 28Q (1563.961349 sec): 3 clusters Score: Raw -6331011.515099 + Penalty 3529.693011 = -6327481.822088 nChanged 260 SP:Iteration 29Q (1564.039657 sec): 3 clusters Score: Raw -6331088.668585 + Penalty 3529.693011 = -6327558.975574 nChanged 230 SP:Iteration 30Q (1564.118471 sec): 3 clusters Score: Raw -6331162.033375 + Penalty 3529.693011 = -6327632.340365 nChanged 217 SP:Iteration 31Q (1564.196239 sec): 3 clusters Score: Raw -6331231.498172 + Penalty 3529.693011 = -6327701.805161 nChanged 205 SP:Iteration 32Q (1564.277301 sec): 3 clusters Score: Raw -6331292.102222 + Penalty 3529.693011 = -6327762.409211 nChanged 186 SP:Iteration 33Q (1564.355937 sec): 3 clusters Score: Raw -6331343.818896 + Penalty 3529.693011 = -6327814.125886 nChanged 144 SP:Iteration 34Q (1564.437213 sec): 3 clusters Score: Raw -6331383.751708 + Penalty 3529.693011 = -6327854.058697 nChanged 135 SP:Iteration 35Q (1564.522086 sec): 3 clusters Score: Raw -6331417.919079 + Penalty 3529.693011 = -6327888.226068 nChanged 109 SP:Iteration 36Q (1564.607811 sec): 3 clusters Score: Raw -6331443.196494 + Penalty 3529.693011 = -6327913.503484 nChanged 90 SP:Iteration 37Q (1564.683086 sec): 3 clusters Score: Raw -6331468.887849 + Penalty 3529.693011 = -6327939.194839 nChanged 76 SP:Iteration 38Q (1564.768319 sec): 3 clusters Score: Raw -6331489.037949 + Penalty 3529.693011 = -6327959.344939 nChanged 85 SP:Iteration 39Q (1564.842779 sec): 3 clusters Score: Raw -6331513.690061 + Penalty 3529.693011 = -6327983.997050 nChanged 72 SP:Iteration 40F (1564.940871 sec): 3 clusters Score: Raw -6331533.975446 + Penalty 3529.693011 = -6328004.282435 nChanged 67 SP:Iteration 41Q (1565.014846 sec): 3 clusters Score: Raw -6331553.299986 + Penalty 3529.693011 = -6328023.606975 nChanged 68 SP:Iteration 42Q (1565.111231 sec): 3 clusters Score: Raw -6331575.203907 + Penalty 3529.693011 = -6328045.510896 nChanged 52 SP:Iteration 43Q (1565.190523 sec): 3 clusters Score: Raw -6331588.232676 + Penalty 3529.693011 = -6328058.539665 nChanged 41 SP:Iteration 44Q (1565.266919 sec): 3 clusters Score: Raw -6331597.196355 + Penalty 3529.693011 = -6328067.503344 nChanged 38 SP:Iteration 45Q (1565.341906 sec): 3 clusters Score: Raw -6331606.857896 + Penalty 3529.693011 = -6328077.164885 nChanged 38 SP:Iteration 46Q (1565.417716 sec): 3 clusters Score: Raw -6331616.795524 + Penalty 3529.693011 = -6328087.102514 nChanged 40 SP:Iteration 47Q (1565.490855 sec): 3 clusters Score: Raw -6331627.524305 + Penalty 3529.693011 = -6328097.831294 nChanged 41 SP:Iteration 48Q (1565.595846 sec): 3 clusters Score: Raw -6331637.297368 + Penalty 3529.693011 = -6328107.604358 nChanged 31 SP:Iteration 49Q (1565.671291 sec): 3 clusters Score: Raw -6331645.522633 + Penalty 3529.693011 = -6328115.829623 nChanged 33 SP:Iteration 50Q (1565.746043 sec): 3 clusters Score: Raw -6331656.271907 + Penalty 3529.693011 = -6328126.578896 nChanged 32 SP:Iteration 51Q (1565.819949 sec): 3 clusters Score: Raw -6331666.514617 + Penalty 3529.693011 = -6328136.821606 nChanged 38 SP:Iteration 52Q (1565.900264 sec): 3 clusters Score: Raw -6331677.306750 + Penalty 3529.693011 = -6328147.613740 nChanged 33 SP:Iteration 53Q (1565.976090 sec): 3 clusters Score: Raw -6331687.819674 + Penalty 3529.693011 = -6328158.126663 nChanged 33 SP:Iteration 54Q (1566.048255 sec): 3 clusters Score: Raw -6331697.956436 + Penalty 3529.693011 = -6328168.263425 nChanged 34 SP:Iteration 55Q (1566.124344 sec): 3 clusters Score: Raw -6331708.125765 + Penalty 3529.693011 = -6328178.432754 nChanged 31 SP:Iteration 56Q (1566.200981 sec): 3 clusters Score: Raw -6331715.530618 + Penalty 3529.693011 = -6328185.837608 nChanged 22 SP:Iteration 57Q (1566.276929 sec): 3 clusters Score: Raw -6331721.142440 + Penalty 3529.693011 = -6328191.449429 nChanged 22 SP:Iteration 58Q (1566.352480 sec): 3 clusters Score: Raw -6331725.868691 + Penalty 3529.693011 = -6328196.175680 nChanged 23 SP:Iteration 59Q (1566.424686 sec): 3 clusters Score: Raw -6331731.751647 + Penalty 3529.693011 = -6328202.058636 nChanged 16 SP:Iteration 60F (1566.530409 sec): 3 clusters Score: Raw -6331736.867717 + Penalty 3529.693011 = -6328207.174707 nChanged 23 SP:Iteration 61Q (1566.603335 sec): 3 clusters Score: Raw -6331744.764574 + Penalty 3529.693011 = -6328215.071563 nChanged 22 SP:Iteration 62Q (1566.683128 sec): 3 clusters Score: Raw -6331751.834154 + Penalty 3529.693011 = -6328222.141143 nChanged 15 SP:Iteration 63Q (1566.755593 sec): 3 clusters Score: Raw -6331755.821968 + Penalty 3529.693011 = -6328226.128958 nChanged 14 SP:Iteration 64Q (1566.829053 sec): 3 clusters Score: Raw -6331758.730300 + Penalty 3529.693011 = -6328229.037290 nChanged 12 SP:Iteration 65Q (1566.900257 sec): 3 clusters Score: Raw -6331761.554542 + Penalty 3529.693011 = -6328231.861532 nChanged 12 SP:Iteration 66Q (1566.972947 sec): 3 clusters Score: Raw -6331764.164951 + Penalty 3529.693011 = -6328234.471941 nChanged 4 SP:Iteration 67Q (1567.050293 sec): 3 clusters Score: Raw -6331765.581708 + Penalty 3529.693011 = -6328235.888697 nChanged 5 SP:Iteration 68Q (1567.123273 sec): 3 clusters Score: Raw -6331766.978729 + Penalty 3529.693011 = -6328237.285719 nChanged 14 SP:Iteration 69Q (1567.200578 sec): 3 clusters Score: Raw -6331770.427901 + Penalty 3529.693011 = -6328240.734890 nChanged 14 SP:Iteration 70Q (1567.279481 sec): 3 clusters Score: Raw -6331773.561163 + Penalty 3529.693011 = -6328243.868152 nChanged 9 SP:Iteration 71Q (1567.355005 sec): 3 clusters Score: Raw -6331775.404005 + Penalty 3529.693011 = -6328245.710994 nChanged 4 SP:Iteration 72Q (1567.427811 sec): 3 clusters Score: Raw -6331776.058659 + Penalty 3529.693011 = -6328246.365649 nChanged 4 SP:Iteration 73Q (1567.500478 sec): 3 clusters Score: Raw -6331776.801212 + Penalty 3529.693011 = -6328247.108201 nChanged 3 SP:Iteration 74Q (1567.576410 sec): 3 clusters Score: Raw -6331777.304171 + Penalty 3529.693011 = -6328247.611160 nChanged 2 SP:Iteration 75Q (1567.659466 sec): 3 clusters Score: Raw -6331777.609471 + Penalty 3529.693011 = -6328247.916460 nChanged 3 SP:Iteration 76Q (1567.736599 sec): 3 clusters Score: Raw -6331778.454883 + Penalty 3529.693011 = -6328248.761872 nChanged 4 SP:Iteration 77Q (1567.822092 sec): 3 clusters Score: Raw -6331779.045153 + Penalty 3529.693011 = -6328249.352142 nChanged 1 SP:Iteration 78Q (1567.896071 sec): 3 clusters Score: Raw -6331779.164911 + Penalty 3529.693011 = -6328249.471900 nChanged 0 SP:Iteration 79F (1567.990306 sec): 3 clusters Score: Raw -6331779.164911 + Penalty 3529.693011 = -6328249.471900 nChanged 0 Trying to split cluster 18 (28446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1568.025528 sec): 2 clusters Score: Raw -3329316.723148 + Penalty 1666.561460 = -3327650.161688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1568.102240 sec): 3 clusters Score: Raw -3311881.723274 + Penalty 3333.122920 = -3308548.600354 nChanged 12974 SP:Iteration 1F (1568.164696 sec): 3 clusters Score: Raw -3319125.120626 + Penalty 3333.122920 = -3315791.997706 nChanged 1308 SP:Iteration 2Q (1568.221047 sec): 3 clusters Score: Raw -3319580.541520 + Penalty 3333.122920 = -3316247.418600 nChanged 1251 SP:Iteration 3Q (1568.280158 sec): 3 clusters Score: Raw -3320038.145779 + Penalty 3333.122920 = -3316705.022859 nChanged 1271 SP:Iteration 4Q (1568.336402 sec): 3 clusters Score: Raw -3320544.066699 + Penalty 3333.122920 = -3317210.943778 nChanged 1255 SP:Iteration 5Q (1568.396322 sec): 3 clusters Score: Raw -3321095.313136 + Penalty 3333.122920 = -3317762.190216 nChanged 1336 SP:Iteration 6Q (1568.452330 sec): 3 clusters Score: Raw -3321731.058922 + Penalty 3333.122920 = -3318397.936001 nChanged 1425 SP:Iteration 7F (1568.506244 sec): 3 clusters Score: Raw -3322511.151080 + Penalty 3333.122920 = -3319178.028159 nChanged 1514 SP:Iteration 8F (1568.565741 sec): 3 clusters Score: Raw -3323546.605370 + Penalty 3333.122920 = -3320213.482449 nChanged 1517 SP:Iteration 9F (1568.627184 sec): 3 clusters Score: Raw -3324721.467228 + Penalty 3333.122920 = -3321388.344308 nChanged 1368 SP:Iteration 10Q (1568.692602 sec): 3 clusters Score: Raw -3325796.210143 + Penalty 3333.122920 = -3322463.087223 nChanged 1166 SP:Iteration 11Q (1568.746419 sec): 3 clusters Score: Raw -3326638.811153 + Penalty 3333.122920 = -3323305.688233 nChanged 900 SP:Iteration 12Q (1568.799428 sec): 3 clusters Score: Raw -3327229.357776 + Penalty 3333.122920 = -3323896.234855 nChanged 661 SP:Iteration 13Q (1568.857701 sec): 3 clusters Score: Raw -3327619.344092 + Penalty 3333.122920 = -3324286.221171 nChanged 519 SP:Iteration 14Q (1568.917423 sec): 3 clusters Score: Raw -3327958.676646 + Penalty 3333.122920 = -3324625.553725 nChanged 432 SP:Iteration 15Q (1568.971398 sec): 3 clusters Score: Raw -3328282.508201 + Penalty 3333.122920 = -3324949.385280 nChanged 404 SP:Iteration 16Q (1569.026047 sec): 3 clusters Score: Raw -3328564.631050 + Penalty 3333.122920 = -3325231.508129 nChanged 342 SP:Iteration 17Q (1569.086208 sec): 3 clusters Score: Raw -3328788.411776 + Penalty 3333.122920 = -3325455.288856 nChanged 295 SP:Iteration 18Q (1569.137822 sec): 3 clusters Score: Raw -3328960.121243 + Penalty 3333.122920 = -3325626.998322 nChanged 259 SP:Iteration 19Q (1569.194338 sec): 3 clusters Score: Raw -3329100.990882 + Penalty 3333.122920 = -3325767.867961 nChanged 218 SP:Iteration 20F (1569.273329 sec): 3 clusters Score: Raw -3329202.150947 + Penalty 3333.122920 = -3325869.028026 nChanged 180 SP:Iteration 21Q (1569.320566 sec): 3 clusters Score: Raw -3329273.696864 + Penalty 3333.122920 = -3325940.573943 nChanged 151 SP:Iteration 22Q (1569.375480 sec): 3 clusters Score: Raw -3329336.434376 + Penalty 3333.122920 = -3326003.311455 nChanged 129 SP:Iteration 23Q (1569.434672 sec): 3 clusters Score: Raw -3329384.006682 + Penalty 3333.122920 = -3326050.883761 nChanged 115 SP:Iteration 24Q (1569.488977 sec): 3 clusters Score: Raw -3329424.382282 + Penalty 3333.122920 = -3326091.259362 nChanged 98 SP:Iteration 25Q (1569.542720 sec): 3 clusters Score: Raw -3329454.736386 + Penalty 3333.122920 = -3326121.613465 nChanged 86 SP:Iteration 26Q (1569.589629 sec): 3 clusters Score: Raw -3329475.379444 + Penalty 3333.122920 = -3326142.256523 nChanged 65 SP:Iteration 27Q (1569.644004 sec): 3 clusters Score: Raw -3329488.307409 + Penalty 3333.122920 = -3326155.184488 nChanged 45 SP:Iteration 28Q (1569.697506 sec): 3 clusters Score: Raw -3329497.545869 + Penalty 3333.122920 = -3326164.422949 nChanged 41 SP:Iteration 29Q (1569.777896 sec): 3 clusters Score: Raw -3329504.511546 + Penalty 3333.122920 = -3326171.388626 nChanged 33 SP:Iteration 30Q (1569.830651 sec): 3 clusters Score: Raw -3329510.468620 + Penalty 3333.122920 = -3326177.345700 nChanged 23 SP:Iteration 31Q (1569.884211 sec): 3 clusters Score: Raw -3329514.988248 + Penalty 3333.122920 = -3326181.865327 nChanged 27 SP:Iteration 32Q (1569.958575 sec): 3 clusters Score: Raw -3329520.222420 + Penalty 3333.122920 = -3326187.099500 nChanged 25 SP:Iteration 33Q (1570.004077 sec): 3 clusters Score: Raw -3329524.012364 + Penalty 3333.122920 = -3326190.889443 nChanged 21 SP:Iteration 34Q (1570.081112 sec): 3 clusters Score: Raw -3329527.106635 + Penalty 3333.122920 = -3326193.983715 nChanged 16 SP:Iteration 35Q (1570.128745 sec): 3 clusters Score: Raw -3329529.652924 + Penalty 3333.122920 = -3326196.530003 nChanged 17 SP:Iteration 36Q (1570.175115 sec): 3 clusters Score: Raw -3329531.624629 + Penalty 3333.122920 = -3326198.501709 nChanged 12 SP:Iteration 37Q (1570.221598 sec): 3 clusters Score: Raw -3329533.017819 + Penalty 3333.122920 = -3326199.894899 nChanged 9 SP:Iteration 38Q (1570.267947 sec): 3 clusters Score: Raw -3329533.993008 + Penalty 3333.122920 = -3326200.870088 nChanged 5 SP:Iteration 39Q (1570.314706 sec): 3 clusters Score: Raw -3329534.467962 + Penalty 3333.122920 = -3326201.345042 nChanged 3 SP:Iteration 40F (1570.369034 sec): 3 clusters Score: Raw -3329534.701246 + Penalty 3333.122920 = -3326201.578325 nChanged 1 SP:Iteration 41Q (1570.415366 sec): 3 clusters Score: Raw -3329534.861508 + Penalty 3333.122920 = -3326201.738588 nChanged 3 SP:Iteration 42Q (1570.465977 sec): 3 clusters Score: Raw -3329535.322377 + Penalty 3333.122920 = -3326202.199457 nChanged 2 SP:Iteration 43Q (1570.512051 sec): 3 clusters Score: Raw -3329535.639923 + Penalty 3333.122920 = -3326202.517003 nChanged 1 SP:Iteration 44Q (1570.567597 sec): 3 clusters Score: Raw -3329535.786453 + Penalty 3333.122920 = -3326202.663533 nChanged 1 SP:Iteration 45Q (1570.613789 sec): 3 clusters Score: Raw -3329535.901491 + Penalty 3333.122920 = -3326202.778570 nChanged 1 SP:Iteration 46Q (1570.662495 sec): 3 clusters Score: Raw -3329535.922203 + Penalty 3333.122920 = -3326202.799283 nChanged 0 SP:Iteration 47F (1570.716276 sec): 3 clusters Score: Raw -3329535.922203 + Penalty 3333.122920 = -3326202.799283 nChanged 0 Trying to split cluster 19 (9377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1570.736319 sec): 2 clusters Score: Raw -1138698.204904 + Penalty 1486.227464 = -1137211.977441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1570.764449 sec): 3 clusters Score: Raw -1133399.924982 + Penalty 2972.454927 = -1130427.470054 nChanged 4030 SP:Iteration 1F (1570.799340 sec): 3 clusters Score: Raw -1135640.788192 + Penalty 2972.454927 = -1132668.333265 nChanged 589 SP:Iteration 2F (1570.829318 sec): 3 clusters Score: Raw -1135900.087502 + Penalty 2972.454927 = -1132927.632574 nChanged 473 SP:Iteration 3F (1570.881870 sec): 3 clusters Score: Raw -1136115.766291 + Penalty 2972.454927 = -1133143.311363 nChanged 420 SP:Iteration 4Q (1570.913497 sec): 3 clusters Score: Raw -1136321.959171 + Penalty 2972.454927 = -1133349.504244 nChanged 426 SP:Iteration 5Q (1570.962573 sec): 3 clusters Score: Raw -1136528.435912 + Penalty 2972.454927 = -1133555.980985 nChanged 421 SP:Iteration 6Q (1571.003613 sec): 3 clusters Score: Raw -1136761.022784 + Penalty 2972.454927 = -1133788.567856 nChanged 442 SP:Iteration 7Q (1571.067341 sec): 3 clusters Score: Raw -1137015.526482 + Penalty 2972.454927 = -1134043.071555 nChanged 445 SP:Iteration 8Q (1571.100458 sec): 3 clusters Score: Raw -1137280.544966 + Penalty 2972.454927 = -1134308.090038 nChanged 430 SP:Iteration 9Q (1571.131342 sec): 3 clusters Score: Raw -1137572.433408 + Penalty 2972.454927 = -1134599.978481 nChanged 394 SP:Iteration 10Q (1571.158593 sec): 3 clusters Score: Raw -1137845.259831 + Penalty 2972.454927 = -1134872.804904 nChanged 332 SP:Iteration 11Q (1571.185636 sec): 3 clusters Score: Raw -1138071.245487 + Penalty 2972.454927 = -1135098.790559 nChanged 274 SP:Iteration 12Q (1571.224936 sec): 3 clusters Score: Raw -1138258.120992 + Penalty 2972.454927 = -1135285.666064 nChanged 223 SP:Iteration 13Q (1571.266701 sec): 3 clusters Score: Raw -1138393.277153 + Penalty 2972.454927 = -1135420.822225 nChanged 157 SP:Iteration 14Q (1571.293161 sec): 3 clusters Score: Raw -1138484.375130 + Penalty 2972.454927 = -1135511.920202 nChanged 127 SP:Iteration 15Q (1571.320857 sec): 3 clusters Score: Raw -1138556.258419 + Penalty 2972.454927 = -1135583.803492 nChanged 123 SP:Iteration 16Q (1571.346701 sec): 3 clusters Score: Raw -1138628.084722 + Penalty 2972.454927 = -1135655.629794 nChanged 90 SP:Iteration 17Q (1571.372504 sec): 3 clusters Score: Raw -1138678.833781 + Penalty 2972.454927 = -1135706.378853 nChanged 78 SP:Iteration 18Q (1571.398152 sec): 3 clusters Score: Raw -1138718.856779 + Penalty 2972.454927 = -1135746.401851 nChanged 52 SP:Iteration 19Q (1571.423687 sec): 3 clusters Score: Raw -1138740.099415 + Penalty 2972.454927 = -1135767.644487 nChanged 44 SP:Iteration 20F (1571.451131 sec): 3 clusters Score: Raw -1138759.112525 + Penalty 2972.454927 = -1135786.657598 nChanged 44 SP:Iteration 21Q (1571.476676 sec): 3 clusters Score: Raw -1138774.710424 + Penalty 2972.454927 = -1135802.255497 nChanged 29 SP:Iteration 22Q (1571.501888 sec): 3 clusters Score: Raw -1138783.212862 + Penalty 2972.454927 = -1135810.757934 nChanged 23 SP:Iteration 23Q (1571.533818 sec): 3 clusters Score: Raw -1138791.676322 + Penalty 2972.454927 = -1135819.221395 nChanged 25 SP:Iteration 24Q (1571.563698 sec): 3 clusters Score: Raw -1138797.652599 + Penalty 2972.454927 = -1135825.197672 nChanged 18 SP:Iteration 25Q (1571.588866 sec): 3 clusters Score: Raw -1138802.507871 + Penalty 2972.454927 = -1135830.052943 nChanged 14 SP:Iteration 26Q (1571.621396 sec): 3 clusters Score: Raw -1138806.765517 + Penalty 2972.454927 = -1135834.310590 nChanged 16 SP:Iteration 27Q (1571.649504 sec): 3 clusters Score: Raw -1138811.494040 + Penalty 2972.454927 = -1135839.039113 nChanged 16 SP:Iteration 28Q (1571.680076 sec): 3 clusters Score: Raw -1138814.916415 + Penalty 2972.454927 = -1135842.461488 nChanged 11 SP:Iteration 29Q (1571.721563 sec): 3 clusters Score: Raw -1138817.665197 + Penalty 2972.454927 = -1135845.210270 nChanged 14 SP:Iteration 30Q (1571.752818 sec): 3 clusters Score: Raw -1138821.863350 + Penalty 2972.454927 = -1135849.408422 nChanged 11 SP:Iteration 31Q (1571.787793 sec): 3 clusters Score: Raw -1138824.818619 + Penalty 2972.454927 = -1135852.363691 nChanged 15 SP:Iteration 32Q (1571.813464 sec): 3 clusters Score: Raw -1138830.208740 + Penalty 2972.454927 = -1135857.753813 nChanged 13 SP:Iteration 33Q (1571.838716 sec): 3 clusters Score: Raw -1138835.155387 + Penalty 2972.454927 = -1135862.700460 nChanged 12 SP:Iteration 34Q (1571.863957 sec): 3 clusters Score: Raw -1138837.927912 + Penalty 2972.454927 = -1135865.472985 nChanged 6 SP:Iteration 35Q (1571.895741 sec): 3 clusters Score: Raw -1138839.243045 + Penalty 2972.454927 = -1135866.788118 nChanged 8 SP:Iteration 36Q (1571.925901 sec): 3 clusters Score: Raw -1138842.476951 + Penalty 2972.454927 = -1135870.022024 nChanged 12 SP:Iteration 37Q (1571.953815 sec): 3 clusters Score: Raw -1138847.481287 + Penalty 2972.454927 = -1135875.026359 nChanged 10 SP:Iteration 38Q (1571.981113 sec): 3 clusters Score: Raw -1138851.192509 + Penalty 2972.454927 = -1135878.737582 nChanged 10 SP:Iteration 39Q (1572.008783 sec): 3 clusters Score: Raw -1138854.697629 + Penalty 2972.454927 = -1135882.242702 nChanged 13 SP:Iteration 40F (1572.040251 sec): 3 clusters Score: Raw -1138858.540669 + Penalty 2972.454927 = -1135886.085741 nChanged 9 SP:Iteration 41Q (1572.065541 sec): 3 clusters Score: Raw -1138860.841239 + Penalty 2972.454927 = -1135888.386311 nChanged 7 SP:Iteration 42Q (1572.091644 sec): 3 clusters Score: Raw -1138863.578811 + Penalty 2972.454927 = -1135891.123883 nChanged 9 SP:Iteration 43Q (1572.118511 sec): 3 clusters Score: Raw -1138866.940152 + Penalty 2972.454927 = -1135894.485224 nChanged 6 SP:Iteration 44Q (1572.146089 sec): 3 clusters Score: Raw -1138870.726240 + Penalty 2972.454927 = -1135898.271312 nChanged 12 SP:Iteration 45Q (1572.172116 sec): 3 clusters Score: Raw -1138874.893162 + Penalty 2972.454927 = -1135902.438234 nChanged 10 SP:Iteration 46Q (1572.231475 sec): 3 clusters Score: Raw -1138878.965529 + Penalty 2972.454927 = -1135906.510602 nChanged 10 SP:Iteration 47Q (1572.256383 sec): 3 clusters Score: Raw -1138881.718211 + Penalty 2972.454927 = -1135909.263283 nChanged 4 SP:Iteration 48Q (1572.307880 sec): 3 clusters Score: Raw -1138882.836496 + Penalty 2972.454927 = -1135910.381569 nChanged 1 SP:Iteration 49Q (1572.337728 sec): 3 clusters Score: Raw -1138883.261288 + Penalty 2972.454927 = -1135910.806360 nChanged 1 SP:Iteration 50Q (1572.365235 sec): 3 clusters Score: Raw -1138883.727356 + Penalty 2972.454927 = -1135911.272428 nChanged 1 SP:Iteration 51Q (1572.392072 sec): 3 clusters Score: Raw -1138884.306157 + Penalty 2972.454927 = -1135911.851229 nChanged 1 SP:Iteration 52Q (1572.420384 sec): 3 clusters Score: Raw -1138884.550499 + Penalty 2972.454927 = -1135912.095571 nChanged 2 SP:Iteration 53Q (1572.446825 sec): 3 clusters Score: Raw -1138885.096567 + Penalty 2972.454927 = -1135912.641639 nChanged 3 SP:Iteration 54Q (1572.473224 sec): 3 clusters Score: Raw -1138886.246508 + Penalty 2972.454927 = -1135913.791581 nChanged 2 SP:Iteration 55Q (1572.500797 sec): 3 clusters Score: Raw -1138886.944466 + Penalty 2972.454927 = -1135914.489538 nChanged 0 SP:Iteration 56F (1572.531162 sec): 3 clusters Score: Raw -1138886.944466 + Penalty 2972.454927 = -1135914.489538 nChanged 0 Trying to split cluster 20 (7694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1572.551938 sec): 2 clusters Score: Raw -935143.623001 + Penalty 1454.081864 = -933689.541138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1572.576671 sec): 3 clusters Score: Raw -930911.445872 + Penalty 2908.163727 = -928003.282145 nChanged 3225 SP:Iteration 1F (1572.632412 sec): 3 clusters Score: Raw -932809.579669 + Penalty 2908.163727 = -929901.415942 nChanged 637 SP:Iteration 2F (1572.661837 sec): 3 clusters Score: Raw -933225.677570 + Penalty 2908.163727 = -930317.513843 nChanged 536 SP:Iteration 3F (1572.692392 sec): 3 clusters Score: Raw -933586.274032 + Penalty 2908.163727 = -930678.110305 nChanged 475 SP:Iteration 4F (1572.721263 sec): 3 clusters Score: Raw -933908.858171 + Penalty 2908.163727 = -931000.694444 nChanged 422 SP:Iteration 5F (1572.752436 sec): 3 clusters Score: Raw -934216.831034 + Penalty 2908.163727 = -931308.667307 nChanged 389 SP:Iteration 6F (1572.780777 sec): 3 clusters Score: Raw -934478.054185 + Penalty 2908.163727 = -931569.890458 nChanged 330 SP:Iteration 7Q (1572.809110 sec): 3 clusters Score: Raw -934663.682000 + Penalty 2908.163727 = -931755.518273 nChanged 264 SP:Iteration 8Q (1572.854179 sec): 3 clusters Score: Raw -934795.632067 + Penalty 2908.163727 = -931887.468340 nChanged 221 SP:Iteration 9Q (1572.879702 sec): 3 clusters Score: Raw -934893.007237 + Penalty 2908.163727 = -931984.843510 nChanged 177 SP:Iteration 10Q (1572.909202 sec): 3 clusters Score: Raw -934952.461678 + Penalty 2908.163727 = -932044.297951 nChanged 127 SP:Iteration 11Q (1572.937239 sec): 3 clusters Score: Raw -934992.372880 + Penalty 2908.163727 = -932084.209153 nChanged 98 SP:Iteration 12Q (1572.994526 sec): 3 clusters Score: Raw -935019.255633 + Penalty 2908.163727 = -932111.091905 nChanged 72 SP:Iteration 13Q (1573.033083 sec): 3 clusters Score: Raw -935039.771515 + Penalty 2908.163727 = -932131.607788 nChanged 71 SP:Iteration 14Q (1573.066562 sec): 3 clusters Score: Raw -935058.962489 + Penalty 2908.163727 = -932150.798762 nChanged 71 SP:Iteration 15Q (1573.090367 sec): 3 clusters Score: Raw -935079.465588 + Penalty 2908.163727 = -932171.301861 nChanged 58 SP:Iteration 16Q (1573.120328 sec): 3 clusters Score: Raw -935096.363148 + Penalty 2908.163727 = -932188.199421 nChanged 58 SP:Iteration 17Q (1573.149376 sec): 3 clusters Score: Raw -935114.148276 + Penalty 2908.163727 = -932205.984549 nChanged 65 SP:Iteration 18Q (1573.173238 sec): 3 clusters Score: Raw -935135.739872 + Penalty 2908.163727 = -932227.576145 nChanged 66 SP:Iteration 19Q (1573.201404 sec): 3 clusters Score: Raw -935158.084338 + Penalty 2908.163727 = -932249.920611 nChanged 50 SP:Iteration 20F (1573.230843 sec): 3 clusters Score: Raw -935173.718519 + Penalty 2908.163727 = -932265.554792 nChanged 45 SP:Iteration 21Q (1573.254672 sec): 3 clusters Score: Raw -935188.364986 + Penalty 2908.163727 = -932280.201259 nChanged 50 SP:Iteration 22Q (1573.281898 sec): 3 clusters Score: Raw -935203.582493 + Penalty 2908.163727 = -932295.418766 nChanged 47 SP:Iteration 23Q (1573.310309 sec): 3 clusters Score: Raw -935220.086977 + Penalty 2908.163727 = -932311.923250 nChanged 54 SP:Iteration 24Q (1573.338415 sec): 3 clusters Score: Raw -935243.045350 + Penalty 2908.163727 = -932334.881623 nChanged 50 SP:Iteration 25Q (1573.367382 sec): 3 clusters Score: Raw -935260.175363 + Penalty 2908.163727 = -932352.011636 nChanged 52 SP:Iteration 26Q (1573.396437 sec): 3 clusters Score: Raw -935279.116396 + Penalty 2908.163727 = -932370.952669 nChanged 48 SP:Iteration 27Q (1573.439937 sec): 3 clusters Score: Raw -935293.149625 + Penalty 2908.163727 = -932384.985898 nChanged 43 SP:Iteration 28Q (1573.468663 sec): 3 clusters Score: Raw -935305.107910 + Penalty 2908.163727 = -932396.944183 nChanged 28 SP:Iteration 29Q (1573.496482 sec): 3 clusters Score: Raw -935313.232395 + Penalty 2908.163727 = -932405.068668 nChanged 30 SP:Iteration 30Q (1573.555086 sec): 3 clusters Score: Raw -935325.552337 + Penalty 2908.163727 = -932417.388610 nChanged 35 SP:Iteration 31Q (1573.578339 sec): 3 clusters Score: Raw -935343.552153 + Penalty 2908.163727 = -932435.388426 nChanged 38 SP:Iteration 32Q (1573.616622 sec): 3 clusters Score: Raw -935356.150889 + Penalty 2908.163727 = -932447.987162 nChanged 30 SP:Iteration 33Q (1573.639915 sec): 3 clusters Score: Raw -935365.033100 + Penalty 2908.163727 = -932456.869373 nChanged 30 SP:Iteration 34Q (1573.663255 sec): 3 clusters Score: Raw -935375.620089 + Penalty 2908.163727 = -932467.456362 nChanged 29 SP:Iteration 35Q (1573.686401 sec): 3 clusters Score: Raw -935386.402897 + Penalty 2908.163727 = -932478.239170 nChanged 26 SP:Iteration 36Q (1573.715602 sec): 3 clusters Score: Raw -935396.893539 + Penalty 2908.163727 = -932488.729812 nChanged 28 SP:Iteration 37Q (1573.745414 sec): 3 clusters Score: Raw -935406.691076 + Penalty 2908.163727 = -932498.527349 nChanged 21 SP:Iteration 38Q (1573.768595 sec): 3 clusters Score: Raw -935411.869117 + Penalty 2908.163727 = -932503.705390 nChanged 13 SP:Iteration 39Q (1573.807729 sec): 3 clusters Score: Raw -935415.253472 + Penalty 2908.163727 = -932507.089745 nChanged 9 SP:Iteration 40F (1573.841262 sec): 3 clusters Score: Raw -935418.511041 + Penalty 2908.163727 = -932510.347314 nChanged 11 SP:Iteration 41Q (1573.899973 sec): 3 clusters Score: Raw -935422.524118 + Penalty 2908.163727 = -932514.360391 nChanged 10 SP:Iteration 42Q (1573.926270 sec): 3 clusters Score: Raw -935425.091318 + Penalty 2908.163727 = -932516.927591 nChanged 10 SP:Iteration 43Q (1573.973066 sec): 3 clusters Score: Raw -935427.017149 + Penalty 2908.163727 = -932518.853422 nChanged 4 SP:Iteration 44Q (1574.020839 sec): 3 clusters Score: Raw -935428.330508 + Penalty 2908.163727 = -932520.166781 nChanged 5 SP:Iteration 45Q (1574.065383 sec): 3 clusters Score: Raw -935429.325889 + Penalty 2908.163727 = -932521.162162 nChanged 5 SP:Iteration 46Q (1574.096583 sec): 3 clusters Score: Raw -935430.244347 + Penalty 2908.163727 = -932522.080620 nChanged 3 SP:Iteration 47Q (1574.124093 sec): 3 clusters Score: Raw -935430.915456 + Penalty 2908.163727 = -932522.751729 nChanged 1 SP:Iteration 48Q (1574.181147 sec): 3 clusters Score: Raw -935431.159767 + Penalty 2908.163727 = -932522.996040 nChanged 1 SP:Iteration 49Q (1574.208765 sec): 3 clusters Score: Raw -935431.378357 + Penalty 2908.163727 = -932523.214630 nChanged 0 SP:Iteration 50F (1574.233338 sec): 3 clusters Score: Raw -935431.378357 + Penalty 2908.163727 = -932523.214630 nChanged 0 Trying to split cluster 21 (15927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1574.263419 sec): 2 clusters Score: Raw -1924272.272185 + Penalty 1572.312797 = -1922699.959387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1574.321428 sec): 3 clusters Score: Raw -1914924.613479 + Penalty 3144.625595 = -1911779.987884 nChanged 7047 SP:Iteration 1F (1574.361232 sec): 3 clusters Score: Raw -1918629.493403 + Penalty 3144.625595 = -1915484.867808 nChanged 890 SP:Iteration 2F (1574.403848 sec): 3 clusters Score: Raw -1919054.717024 + Penalty 3144.625595 = -1915910.091429 nChanged 912 SP:Iteration 3F (1574.445242 sec): 3 clusters Score: Raw -1919551.044040 + Penalty 3144.625595 = -1916406.418445 nChanged 941 SP:Iteration 4F (1574.486295 sec): 3 clusters Score: Raw -1920161.507849 + Penalty 3144.625595 = -1917016.882254 nChanged 1063 SP:Iteration 5F (1574.555371 sec): 3 clusters Score: Raw -1920907.433361 + Penalty 3144.625595 = -1917762.807766 nChanged 998 SP:Iteration 6F (1574.595973 sec): 3 clusters Score: Raw -1921560.844711 + Penalty 3144.625595 = -1918416.219116 nChanged 981 SP:Iteration 7F (1574.632140 sec): 3 clusters Score: Raw -1922283.596152 + Penalty 3144.625595 = -1919138.970557 nChanged 910 SP:Iteration 8F (1574.668417 sec): 3 clusters Score: Raw -1922953.691891 + Penalty 3144.625595 = -1919809.066296 nChanged 797 SP:Iteration 9F (1574.737240 sec): 3 clusters Score: Raw -1923519.092005 + Penalty 3144.625595 = -1920374.466410 nChanged 671 SP:Iteration 10Q (1574.776364 sec): 3 clusters Score: Raw -1923987.736303 + Penalty 3144.625595 = -1920843.110708 nChanged 590 SP:Iteration 11Q (1574.815412 sec): 3 clusters Score: Raw -1924393.784295 + Penalty 3144.625595 = -1921249.158700 nChanged 480 SP:Iteration 12Q (1574.857011 sec): 3 clusters Score: Raw -1924719.863963 + Penalty 3144.625595 = -1921575.238368 nChanged 386 SP:Iteration 13Q (1574.897559 sec): 3 clusters Score: Raw -1924989.424650 + Penalty 3144.625595 = -1921844.799055 nChanged 383 SP:Iteration 14Q (1574.937424 sec): 3 clusters Score: Raw -1925258.476764 + Penalty 3144.625595 = -1922113.851170 nChanged 323 SP:Iteration 15Q (1575.000172 sec): 3 clusters Score: Raw -1925473.824727 + Penalty 3144.625595 = -1922329.199132 nChanged 258 SP:Iteration 16Q (1575.043239 sec): 3 clusters Score: Raw -1925656.584177 + Penalty 3144.625595 = -1922511.958582 nChanged 235 SP:Iteration 17Q (1575.076427 sec): 3 clusters Score: Raw -1925828.344615 + Penalty 3144.625595 = -1922683.719020 nChanged 208 SP:Iteration 18Q (1575.140009 sec): 3 clusters Score: Raw -1925951.376733 + Penalty 3144.625595 = -1922806.751138 nChanged 163 SP:Iteration 19Q (1575.172763 sec): 3 clusters Score: Raw -1926037.572789 + Penalty 3144.625595 = -1922892.947194 nChanged 140 SP:Iteration 20F (1575.213580 sec): 3 clusters Score: Raw -1926097.885781 + Penalty 3144.625595 = -1922953.260187 nChanged 127 SP:Iteration 21Q (1575.246156 sec): 3 clusters Score: Raw -1926151.547048 + Penalty 3144.625595 = -1923006.921453 nChanged 119 SP:Iteration 22Q (1575.278620 sec): 3 clusters Score: Raw -1926196.507088 + Penalty 3144.625595 = -1923051.881493 nChanged 94 SP:Iteration 23Q (1575.345718 sec): 3 clusters Score: Raw -1926229.862441 + Penalty 3144.625595 = -1923085.236846 nChanged 80 SP:Iteration 24Q (1575.410854 sec): 3 clusters Score: Raw -1926251.248085 + Penalty 3144.625595 = -1923106.622490 nChanged 55 SP:Iteration 25Q (1575.452108 sec): 3 clusters Score: Raw -1926262.319680 + Penalty 3144.625595 = -1923117.694085 nChanged 44 SP:Iteration 26Q (1575.488615 sec): 3 clusters Score: Raw -1926271.069980 + Penalty 3144.625595 = -1923126.444385 nChanged 30 SP:Iteration 27Q (1575.520573 sec): 3 clusters Score: Raw -1926276.213863 + Penalty 3144.625595 = -1923131.588268 nChanged 29 SP:Iteration 28Q (1575.552543 sec): 3 clusters Score: Raw -1926280.120205 + Penalty 3144.625595 = -1923135.494610 nChanged 23 SP:Iteration 29Q (1575.617465 sec): 3 clusters Score: Raw -1926282.881595 + Penalty 3144.625595 = -1923138.256000 nChanged 14 SP:Iteration 30Q (1575.655568 sec): 3 clusters Score: Raw -1926284.489501 + Penalty 3144.625595 = -1923139.863906 nChanged 11 SP:Iteration 31Q (1575.687665 sec): 3 clusters Score: Raw -1926285.936706 + Penalty 3144.625595 = -1923141.311111 nChanged 13 SP:Iteration 32Q (1575.719648 sec): 3 clusters Score: Raw -1926287.462574 + Penalty 3144.625595 = -1923142.836979 nChanged 11 SP:Iteration 33Q (1575.751536 sec): 3 clusters Score: Raw -1926288.653612 + Penalty 3144.625595 = -1923144.028017 nChanged 7 SP:Iteration 34Q (1575.784879 sec): 3 clusters Score: Raw -1926289.107114 + Penalty 3144.625595 = -1923144.481519 nChanged 3 SP:Iteration 35Q (1575.816768 sec): 3 clusters Score: Raw -1926289.339502 + Penalty 3144.625595 = -1923144.713907 nChanged 3 SP:Iteration 36Q (1575.854490 sec): 3 clusters Score: Raw -1926289.638813 + Penalty 3144.625595 = -1923145.013219 nChanged 4 SP:Iteration 37Q (1575.886401 sec): 3 clusters Score: Raw -1926289.943617 + Penalty 3144.625595 = -1923145.318022 nChanged 6 SP:Iteration 38Q (1575.918468 sec): 3 clusters Score: Raw -1926290.564891 + Penalty 3144.625595 = -1923145.939296 nChanged 4 SP:Iteration 39Q (1575.950154 sec): 3 clusters Score: Raw -1926291.269458 + Penalty 3144.625595 = -1923146.643863 nChanged 9 SP:Iteration 40F (1575.986268 sec): 3 clusters Score: Raw -1926292.364235 + Penalty 3144.625595 = -1923147.738641 nChanged 13 SP:Iteration 41Q (1576.018724 sec): 3 clusters Score: Raw -1926294.334726 + Penalty 3144.625595 = -1923149.709131 nChanged 11 SP:Iteration 42Q (1576.052042 sec): 3 clusters Score: Raw -1926295.583482 + Penalty 3144.625595 = -1923150.957887 nChanged 7 SP:Iteration 43Q (1576.084439 sec): 3 clusters Score: Raw -1926296.588269 + Penalty 3144.625595 = -1923151.962674 nChanged 9 SP:Iteration 44Q (1576.116428 sec): 3 clusters Score: Raw -1926298.340568 + Penalty 3144.625595 = -1923153.714973 nChanged 10 SP:Iteration 45Q (1576.148668 sec): 3 clusters Score: Raw -1926299.676230 + Penalty 3144.625595 = -1923155.050635 nChanged 4 SP:Iteration 46Q (1576.201516 sec): 3 clusters Score: Raw -1926300.439494 + Penalty 3144.625595 = -1923155.813899 nChanged 8 SP:Iteration 47Q (1576.257923 sec): 3 clusters Score: Raw -1926302.038577 + Penalty 3144.625595 = -1923157.412982 nChanged 12 SP:Iteration 48Q (1576.317876 sec): 3 clusters Score: Raw -1926304.232483 + Penalty 3144.625595 = -1923159.606888 nChanged 10 SP:Iteration 49Q (1576.350795 sec): 3 clusters Score: Raw -1926306.017920 + Penalty 3144.625595 = -1923161.392325 nChanged 15 SP:Iteration 50Q (1576.384246 sec): 3 clusters Score: Raw -1926308.745322 + Penalty 3144.625595 = -1923164.119727 nChanged 15 SP:Iteration 51Q (1576.416983 sec): 3 clusters Score: Raw -1926311.264338 + Penalty 3144.625595 = -1923166.638743 nChanged 13 SP:Iteration 52Q (1576.448904 sec): 3 clusters Score: Raw -1926313.321596 + Penalty 3144.625595 = -1923168.696001 nChanged 9 SP:Iteration 53Q (1576.480705 sec): 3 clusters Score: Raw -1926315.019780 + Penalty 3144.625595 = -1923170.394185 nChanged 9 SP:Iteration 54Q (1576.519139 sec): 3 clusters Score: Raw -1926315.911003 + Penalty 3144.625595 = -1923171.285408 nChanged 5 SP:Iteration 55Q (1576.551270 sec): 3 clusters Score: Raw -1926316.723092 + Penalty 3144.625595 = -1923172.097497 nChanged 6 SP:Iteration 56Q (1576.607841 sec): 3 clusters Score: Raw -1926317.713433 + Penalty 3144.625595 = -1923173.087838 nChanged 5 SP:Iteration 57Q (1576.645170 sec): 3 clusters Score: Raw -1926318.222357 + Penalty 3144.625595 = -1923173.596762 nChanged 6 SP:Iteration 58Q (1576.677112 sec): 3 clusters Score: Raw -1926318.771534 + Penalty 3144.625595 = -1923174.145939 nChanged 6 SP:Iteration 59Q (1576.708808 sec): 3 clusters Score: Raw -1926319.317136 + Penalty 3144.625595 = -1923174.691541 nChanged 3 SP:Iteration 60F (1576.750638 sec): 3 clusters Score: Raw -1926319.492801 + Penalty 3144.625595 = -1923174.867206 nChanged 2 SP:Iteration 61Q (1576.787635 sec): 3 clusters Score: Raw -1926319.812854 + Penalty 3144.625595 = -1923175.187259 nChanged 5 SP:Iteration 62Q (1576.819600 sec): 3 clusters Score: Raw -1926320.385904 + Penalty 3144.625595 = -1923175.760309 nChanged 7 SP:Iteration 63Q (1576.855825 sec): 3 clusters Score: Raw -1926321.420472 + Penalty 3144.625595 = -1923176.794877 nChanged 4 SP:Iteration 64Q (1576.887816 sec): 3 clusters Score: Raw -1926321.962075 + Penalty 3144.625595 = -1923177.336480 nChanged 3 SP:Iteration 65Q (1576.919622 sec): 3 clusters Score: Raw -1926322.320149 + Penalty 3144.625595 = -1923177.694554 nChanged 1 SP:Iteration 66Q (1576.951883 sec): 3 clusters Score: Raw -1926322.446986 + Penalty 3144.625595 = -1923177.821392 nChanged 2 SP:Iteration 67Q (1576.983697 sec): 3 clusters Score: Raw -1926322.619720 + Penalty 3144.625595 = -1923177.994125 nChanged 0 SP:Iteration 68F (1577.026459 sec): 3 clusters Score: Raw -1926322.619720 + Penalty 3144.625595 = -1923177.994125 nChanged 0 Score: Raw -56485190.933431 + Penalty 48846.438169 = -56436344.495263 Splitting cluster 21 changes total score from -56436417.905909 to -56436344.495263 So it's not getting split. Trying to split cluster 22 (7787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1584.077720 sec): 2 clusters Score: Raw -912567.002182 + Penalty 1456.034280 = -911110.967901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1584.134743 sec): 3 clusters Score: Raw -908238.937050 + Penalty 2912.068561 = -905326.868490 nChanged 3337 SP:Iteration 1F (1584.206434 sec): 3 clusters Score: Raw -910061.390809 + Penalty 2912.068561 = -907149.322248 nChanged 479 SP:Iteration 2F (1584.258236 sec): 3 clusters Score: Raw -910289.384930 + Penalty 2912.068561 = -907377.316369 nChanged 399 SP:Iteration 3F (1584.318856 sec): 3 clusters Score: Raw -910454.309646 + Penalty 2912.068561 = -907542.241085 nChanged 325 SP:Iteration 4Q (1584.376071 sec): 3 clusters Score: Raw -910575.580912 + Penalty 2912.068561 = -907663.512351 nChanged 249 SP:Iteration 5Q (1584.436269 sec): 3 clusters Score: Raw -910662.086655 + Penalty 2912.068561 = -907750.018095 nChanged 218 SP:Iteration 6Q (1584.486803 sec): 3 clusters Score: Raw -910740.507185 + Penalty 2912.068561 = -907828.438624 nChanged 214 SP:Iteration 7Q (1584.550941 sec): 3 clusters Score: Raw -910827.994135 + Penalty 2912.068561 = -907915.925575 nChanged 238 SP:Iteration 8Q (1584.610969 sec): 3 clusters Score: Raw -910916.265681 + Penalty 2912.068561 = -908004.197121 nChanged 220 SP:Iteration 9Q (1584.670895 sec): 3 clusters Score: Raw -911005.655089 + Penalty 2912.068561 = -908093.586529 nChanged 201 SP:Iteration 10Q (1584.731616 sec): 3 clusters Score: Raw -911090.091179 + Penalty 2912.068561 = -908178.022619 nChanged 206 SP:Iteration 11Q (1584.780088 sec): 3 clusters Score: Raw -911184.226691 + Penalty 2912.068561 = -908272.158130 nChanged 219 SP:Iteration 12Q (1584.840938 sec): 3 clusters Score: Raw -911280.223485 + Penalty 2912.068561 = -908368.154924 nChanged 225 SP:Iteration 13Q (1584.898965 sec): 3 clusters Score: Raw -911384.175426 + Penalty 2912.068561 = -908472.106865 nChanged 222 SP:Iteration 14Q (1584.964160 sec): 3 clusters Score: Raw -911479.909067 + Penalty 2912.068561 = -908567.840507 nChanged 196 SP:Iteration 15Q (1585.011645 sec): 3 clusters Score: Raw -911566.451851 + Penalty 2912.068561 = -908654.383290 nChanged 197 SP:Iteration 16Q (1585.066482 sec): 3 clusters Score: Raw -911655.103877 + Penalty 2912.068561 = -908743.035316 nChanged 200 SP:Iteration 17Q (1585.116282 sec): 3 clusters Score: Raw -911756.718813 + Penalty 2912.068561 = -908844.650252 nChanged 189 SP:Iteration 18Q (1585.176106 sec): 3 clusters Score: Raw -911848.246825 + Penalty 2912.068561 = -908936.178265 nChanged 189 SP:Iteration 19Q (1585.232471 sec): 3 clusters Score: Raw -911930.616518 + Penalty 2912.068561 = -909018.547958 nChanged 148 SP:Iteration 20F (1585.291853 sec): 3 clusters Score: Raw -911989.130303 + Penalty 2912.068561 = -909077.061742 nChanged 144 SP:Iteration 21Q (1585.353139 sec): 3 clusters Score: Raw -912044.780827 + Penalty 2912.068561 = -909132.712266 nChanged 124 SP:Iteration 22Q (1585.414502 sec): 3 clusters Score: Raw -912099.389232 + Penalty 2912.068561 = -909187.320671 nChanged 116 SP:Iteration 23Q (1585.465433 sec): 3 clusters Score: Raw -912149.656826 + Penalty 2912.068561 = -909237.588265 nChanged 104 SP:Iteration 24Q (1585.523135 sec): 3 clusters Score: Raw -912186.546153 + Penalty 2912.068561 = -909274.477593 nChanged 98 SP:Iteration 25Q (1585.579429 sec): 3 clusters Score: Raw -912221.149275 + Penalty 2912.068561 = -909309.080715 nChanged 91 SP:Iteration 26Q (1585.633524 sec): 3 clusters Score: Raw -912253.035841 + Penalty 2912.068561 = -909340.967280 nChanged 91 SP:Iteration 27Q (1585.688249 sec): 3 clusters Score: Raw -912281.201172 + Penalty 2912.068561 = -909369.132611 nChanged 81 SP:Iteration 28Q (1585.738597 sec): 3 clusters Score: Raw -912306.867124 + Penalty 2912.068561 = -909394.798563 nChanged 83 SP:Iteration 29Q (1585.800339 sec): 3 clusters Score: Raw -912332.948028 + Penalty 2912.068561 = -909420.879467 nChanged 70 SP:Iteration 30Q (1585.861737 sec): 3 clusters Score: Raw -912356.449080 + Penalty 2912.068561 = -909444.380520 nChanged 75 SP:Iteration 31Q (1585.923969 sec): 3 clusters Score: Raw -912381.597103 + Penalty 2912.068561 = -909469.528542 nChanged 80 SP:Iteration 32Q (1585.982610 sec): 3 clusters Score: Raw -912409.184411 + Penalty 2912.068561 = -909497.115851 nChanged 82 SP:Iteration 33Q (1586.042623 sec): 3 clusters Score: Raw -912437.191433 + Penalty 2912.068561 = -909525.122873 nChanged 68 SP:Iteration 34Q (1586.098485 sec): 3 clusters Score: Raw -912458.939654 + Penalty 2912.068561 = -909546.871093 nChanged 83 SP:Iteration 35Q (1586.158663 sec): 3 clusters Score: Raw -912492.359787 + Penalty 2912.068561 = -909580.291226 nChanged 82 SP:Iteration 36Q (1586.212539 sec): 3 clusters Score: Raw -912521.307746 + Penalty 2912.068561 = -909609.239186 nChanged 81 SP:Iteration 37Q (1586.269305 sec): 3 clusters Score: Raw -912550.594345 + Penalty 2912.068561 = -909638.525784 nChanged 89 SP:Iteration 38Q (1586.331201 sec): 3 clusters Score: Raw -912577.881525 + Penalty 2912.068561 = -909665.812965 nChanged 75 SP:Iteration 39Q (1586.390156 sec): 3 clusters Score: Raw -912599.597887 + Penalty 2912.068561 = -909687.529327 nChanged 58 SP:Iteration 40F (1586.441550 sec): 3 clusters Score: Raw -912612.578308 + Penalty 2912.068561 = -909700.509747 nChanged 51 SP:Iteration 41Q (1586.502882 sec): 3 clusters Score: Raw -912625.275897 + Penalty 2912.068561 = -909713.207336 nChanged 41 SP:Iteration 42Q (1586.558662 sec): 3 clusters Score: Raw -912633.742855 + Penalty 2912.068561 = -909721.674295 nChanged 28 SP:Iteration 43Q (1586.613981 sec): 3 clusters Score: Raw -912640.508213 + Penalty 2912.068561 = -909728.439653 nChanged 37 SP:Iteration 44Q (1586.671544 sec): 3 clusters Score: Raw -912647.841183 + Penalty 2912.068561 = -909735.772623 nChanged 34 SP:Iteration 45Q (1586.731635 sec): 3 clusters Score: Raw -912654.456702 + Penalty 2912.068561 = -909742.388142 nChanged 24 SP:Iteration 46Q (1586.777990 sec): 3 clusters Score: Raw -912658.787266 + Penalty 2912.068561 = -909746.718706 nChanged 22 SP:Iteration 47Q (1586.831156 sec): 3 clusters Score: Raw -912663.232494 + Penalty 2912.068561 = -909751.163934 nChanged 17 SP:Iteration 48Q (1586.893053 sec): 3 clusters Score: Raw -912666.322395 + Penalty 2912.068561 = -909754.253834 nChanged 20 SP:Iteration 49Q (1586.941320 sec): 3 clusters Score: Raw -912671.175279 + Penalty 2912.068561 = -909759.106718 nChanged 21 SP:Iteration 50Q (1587.000902 sec): 3 clusters Score: Raw -912676.066142 + Penalty 2912.068561 = -909763.997582 nChanged 25 SP:Iteration 51Q (1587.061534 sec): 3 clusters Score: Raw -912680.563679 + Penalty 2912.068561 = -909768.495119 nChanged 22 SP:Iteration 52Q (1587.123622 sec): 3 clusters Score: Raw -912684.355367 + Penalty 2912.068561 = -909772.286806 nChanged 21 SP:Iteration 53Q (1587.175574 sec): 3 clusters Score: Raw -912688.322933 + Penalty 2912.068561 = -909776.254372 nChanged 21 SP:Iteration 54Q (1587.234810 sec): 3 clusters Score: Raw -912693.944956 + Penalty 2912.068561 = -909781.876395 nChanged 32 SP:Iteration 55Q (1587.295858 sec): 3 clusters Score: Raw -912701.366171 + Penalty 2912.068561 = -909789.297611 nChanged 32 SP:Iteration 56Q (1587.350982 sec): 3 clusters Score: Raw -912710.122186 + Penalty 2912.068561 = -909798.053625 nChanged 40 SP:Iteration 57Q (1587.411134 sec): 3 clusters Score: Raw -912719.983094 + Penalty 2912.068561 = -909807.914534 nChanged 35 SP:Iteration 58Q (1587.469629 sec): 3 clusters Score: Raw -912727.294306 + Penalty 2912.068561 = -909815.225745 nChanged 21 SP:Iteration 59Q (1587.529965 sec): 3 clusters Score: Raw -912732.092215 + Penalty 2912.068561 = -909820.023654 nChanged 28 SP:Iteration 60F (1587.586572 sec): 3 clusters Score: Raw -912738.343234 + Penalty 2912.068561 = -909826.274673 nChanged 26 SP:Iteration 61Q (1587.644714 sec): 3 clusters Score: Raw -912744.637638 + Penalty 2912.068561 = -909832.569078 nChanged 26 SP:Iteration 62Q (1587.706992 sec): 3 clusters Score: Raw -912750.844219 + Penalty 2912.068561 = -909838.775659 nChanged 28 SP:Iteration 63Q (1587.762096 sec): 3 clusters Score: Raw -912757.906998 + Penalty 2912.068561 = -909845.838438 nChanged 29 SP:Iteration 64Q (1587.812602 sec): 3 clusters Score: Raw -912764.170141 + Penalty 2912.068561 = -909852.101580 nChanged 32 SP:Iteration 65Q (1587.867525 sec): 3 clusters Score: Raw -912773.040648 + Penalty 2912.068561 = -909860.972087 nChanged 38 SP:Iteration 66Q (1587.925398 sec): 3 clusters Score: Raw -912783.964802 + Penalty 2912.068561 = -909871.896242 nChanged 34 SP:Iteration 67Q (1587.973364 sec): 3 clusters Score: Raw -912792.590747 + Penalty 2912.068561 = -909880.522187 nChanged 35 SP:Iteration 68Q (1588.033559 sec): 3 clusters Score: Raw -912801.370503 + Penalty 2912.068561 = -909889.301943 nChanged 40 SP:Iteration 69Q (1588.090592 sec): 3 clusters Score: Raw -912812.185480 + Penalty 2912.068561 = -909900.116920 nChanged 35 SP:Iteration 70Q (1588.160350 sec): 3 clusters Score: Raw -912819.677078 + Penalty 2912.068561 = -909907.608517 nChanged 29 SP:Iteration 71Q (1588.221576 sec): 3 clusters Score: Raw -912826.543107 + Penalty 2912.068561 = -909914.474547 nChanged 29 SP:Iteration 72Q (1588.261577 sec): 3 clusters Score: Raw -912834.726477 + Penalty 2912.068561 = -909922.657917 nChanged 38 SP:Iteration 73Q (1588.320506 sec): 3 clusters Score: Raw -912845.324731 + Penalty 2912.068561 = -909933.256170 nChanged 41 SP:Iteration 74Q (1588.389822 sec): 3 clusters Score: Raw -912857.057479 + Penalty 2912.068561 = -909944.988918 nChanged 45 SP:Iteration 75Q (1588.436049 sec): 3 clusters Score: Raw -912873.592215 + Penalty 2912.068561 = -909961.523654 nChanged 51 SP:Iteration 76Q (1588.496915 sec): 3 clusters Score: Raw -912887.086732 + Penalty 2912.068561 = -909975.018171 nChanged 47 SP:Iteration 77Q (1588.548659 sec): 3 clusters Score: Raw -912904.234818 + Penalty 2912.068561 = -909992.166257 nChanged 47 SP:Iteration 78Q (1588.603518 sec): 3 clusters Score: Raw -912920.556111 + Penalty 2912.068561 = -910008.487550 nChanged 54 SP:Iteration 79Q (1588.641162 sec): 3 clusters Score: Raw -912942.661653 + Penalty 2912.068561 = -910030.593092 nChanged 56 SP:Iteration 80F (1588.705978 sec): 3 clusters Score: Raw -912965.215576 + Penalty 2912.068561 = -910053.147015 nChanged 52 SP:Iteration 81Q (1588.761272 sec): 3 clusters Score: Raw -912983.984688 + Penalty 2912.068561 = -910071.916128 nChanged 36 SP:Iteration 82Q (1588.818327 sec): 3 clusters Score: Raw -912996.364970 + Penalty 2912.068561 = -910084.296409 nChanged 35 SP:Iteration 83Q (1588.862510 sec): 3 clusters Score: Raw -913007.559385 + Penalty 2912.068561 = -910095.490825 nChanged 22 SP:Iteration 84Q (1588.922373 sec): 3 clusters Score: Raw -913013.888387 + Penalty 2912.068561 = -910101.819826 nChanged 21 SP:Iteration 85Q (1588.970791 sec): 3 clusters Score: Raw -913018.802927 + Penalty 2912.068561 = -910106.734366 nChanged 19 SP:Iteration 86Q (1589.024187 sec): 3 clusters Score: Raw -913024.431420 + Penalty 2912.068561 = -910112.362859 nChanged 24 SP:Iteration 87Q (1589.083461 sec): 3 clusters Score: Raw -913032.681884 + Penalty 2912.068561 = -910120.613323 nChanged 27 SP:Iteration 88Q (1589.143392 sec): 3 clusters Score: Raw -913042.678839 + Penalty 2912.068561 = -910130.610278 nChanged 26 SP:Iteration 89Q (1589.196931 sec): 3 clusters Score: Raw -913049.631973 + Penalty 2912.068561 = -910137.563413 nChanged 16 SP:Iteration 90Q (1589.255989 sec): 3 clusters Score: Raw -913052.678402 + Penalty 2912.068561 = -910140.609841 nChanged 8 SP:Iteration 91Q (1589.307982 sec): 3 clusters Score: Raw -913054.072705 + Penalty 2912.068561 = -910142.004144 nChanged 6 SP:Iteration 92Q (1589.353863 sec): 3 clusters Score: Raw -913055.798131 + Penalty 2912.068561 = -910143.729570 nChanged 10 SP:Iteration 93Q (1589.414562 sec): 3 clusters Score: Raw -913058.021340 + Penalty 2912.068561 = -910145.952779 nChanged 9 SP:Iteration 94Q (1589.472180 sec): 3 clusters Score: Raw -913060.578414 + Penalty 2912.068561 = -910148.509854 nChanged 8 SP:Iteration 95Q (1589.519133 sec): 3 clusters Score: Raw -913062.381991 + Penalty 2912.068561 = -910150.313431 nChanged 8 SP:Iteration 96Q (1589.570905 sec): 3 clusters Score: Raw -913064.833009 + Penalty 2912.068561 = -910152.764448 nChanged 7 SP:Iteration 97Q (1589.613816 sec): 3 clusters Score: Raw -913067.062973 + Penalty 2912.068561 = -910154.994412 nChanged 5 SP:Iteration 98Q (1589.674663 sec): 3 clusters Score: Raw -913068.107376 + Penalty 2912.068561 = -910156.038816 nChanged 5 SP:Iteration 99Q (1589.718811 sec): 3 clusters Score: Raw -913069.148804 + Penalty 2912.068561 = -910157.080243 nChanged 8 SP:Iteration 100F (1589.774983 sec): 3 clusters Score: Raw -913071.120579 + Penalty 2912.068561 = -910159.052019 nChanged 8 SP:Iteration 101Q (1589.824363 sec): 3 clusters Score: Raw -913073.610251 + Penalty 2912.068561 = -910161.541690 nChanged 11 SP:Iteration 102Q (1589.878564 sec): 3 clusters Score: Raw -913075.935581 + Penalty 2912.068561 = -910163.867020 nChanged 8 SP:Iteration 103Q (1589.943240 sec): 3 clusters Score: Raw -913077.763774 + Penalty 2912.068561 = -910165.695213 nChanged 9 SP:Iteration 104Q (1589.999473 sec): 3 clusters Score: Raw -913079.664542 + Penalty 2912.068561 = -910167.595981 nChanged 7 SP:Iteration 105Q (1590.043874 sec): 3 clusters Score: Raw -913081.271183 + Penalty 2912.068561 = -910169.202623 nChanged 9 SP:Iteration 106Q (1590.099389 sec): 3 clusters Score: Raw -913083.458580 + Penalty 2912.068561 = -910171.390019 nChanged 6 SP:Iteration 107Q (1590.155075 sec): 3 clusters Score: Raw -913084.430970 + Penalty 2912.068561 = -910172.362409 nChanged 4 SP:Iteration 108Q (1590.197951 sec): 3 clusters Score: Raw -913084.961856 + Penalty 2912.068561 = -910172.893295 nChanged 4 SP:Iteration 109Q (1590.244043 sec): 3 clusters Score: Raw -913085.753197 + Penalty 2912.068561 = -910173.684636 nChanged 3 SP:Iteration 110Q (1590.304166 sec): 3 clusters Score: Raw -913086.250828 + Penalty 2912.068561 = -910174.182267 nChanged 3 SP:Iteration 111Q (1590.365537 sec): 3 clusters Score: Raw -913086.979026 + Penalty 2912.068561 = -910174.910465 nChanged 4 SP:Iteration 112Q (1590.425024 sec): 3 clusters Score: Raw -913087.900461 + Penalty 2912.068561 = -910175.831901 nChanged 4 SP:Iteration 113Q (1590.478546 sec): 3 clusters Score: Raw -913088.365106 + Penalty 2912.068561 = -910176.296546 nChanged 5 SP:Iteration 114Q (1590.523754 sec): 3 clusters Score: Raw -913089.328097 + Penalty 2912.068561 = -910177.259537 nChanged 3 SP:Iteration 115Q (1590.578757 sec): 3 clusters Score: Raw -913090.207427 + Penalty 2912.068561 = -910178.138866 nChanged 5 SP:Iteration 116Q (1590.639003 sec): 3 clusters Score: Raw -913092.126609 + Penalty 2912.068561 = -910180.058049 nChanged 4 SP:Iteration 117Q (1590.709072 sec): 3 clusters Score: Raw -913094.249784 + Penalty 2912.068561 = -910182.181223 nChanged 7 SP:Iteration 118Q (1590.749231 sec): 3 clusters Score: Raw -913096.323667 + Penalty 2912.068561 = -910184.255106 nChanged 14 SP:Iteration 119Q (1590.806665 sec): 3 clusters Score: Raw -913099.728743 + Penalty 2912.068561 = -910187.660182 nChanged 9 SP:Iteration 120F (1590.869316 sec): 3 clusters Score: Raw -913101.406218 + Penalty 2912.068561 = -910189.337658 nChanged 6 SP:Iteration 121Q (1590.925479 sec): 3 clusters Score: Raw -913103.051446 + Penalty 2912.068561 = -910190.982885 nChanged 4 SP:Iteration 122Q (1590.984999 sec): 3 clusters Score: Raw -913103.958806 + Penalty 2912.068561 = -910191.890246 nChanged 5 SP:Iteration 123Q (1591.045621 sec): 3 clusters Score: Raw -913105.658119 + Penalty 2912.068561 = -910193.589558 nChanged 4 SP:Iteration 124Q (1591.105867 sec): 3 clusters Score: Raw -913106.358316 + Penalty 2912.068561 = -910194.289755 nChanged 3 SP:Iteration 125Q (1591.166760 sec): 3 clusters Score: Raw -913107.225829 + Penalty 2912.068561 = -910195.157268 nChanged 4 SP:Iteration 126Q (1591.215786 sec): 3 clusters Score: Raw -913109.683819 + Penalty 2912.068561 = -910197.615259 nChanged 9 SP:Iteration 127Q (1591.273070 sec): 3 clusters Score: Raw -913113.093979 + Penalty 2912.068561 = -910201.025418 nChanged 8 SP:Iteration 128Q (1591.323871 sec): 3 clusters Score: Raw -913114.787401 + Penalty 2912.068561 = -910202.718840 nChanged 4 SP:Iteration 129Q (1591.385442 sec): 3 clusters Score: Raw -913115.575815 + Penalty 2912.068561 = -910203.507254 nChanged 3 SP:Iteration 130Q (1591.445089 sec): 3 clusters Score: Raw -913116.555417 + Penalty 2912.068561 = -910204.486856 nChanged 3 SP:Iteration 131Q (1591.505496 sec): 3 clusters Score: Raw -913117.335823 + Penalty 2912.068561 = -910205.267262 nChanged 1 SP:Iteration 132Q (1591.562778 sec): 3 clusters Score: Raw -913117.626790 + Penalty 2912.068561 = -910205.558230 nChanged 1 SP:Iteration 133Q (1591.621403 sec): 3 clusters Score: Raw -913117.802539 + Penalty 2912.068561 = -910205.733979 nChanged 3 SP:Iteration 134Q (1591.682590 sec): 3 clusters Score: Raw -913118.368613 + Penalty 2912.068561 = -910206.300052 nChanged 2 SP:Iteration 135Q (1591.741611 sec): 3 clusters Score: Raw -913118.657009 + Penalty 2912.068561 = -910206.588448 nChanged 3 SP:Iteration 136Q (1591.794337 sec): 3 clusters Score: Raw -913119.492322 + Penalty 2912.068561 = -910207.423762 nChanged 6 SP:Iteration 137Q (1591.843555 sec): 3 clusters Score: Raw -913120.842922 + Penalty 2912.068561 = -910208.774362 nChanged 4 SP:Iteration 138Q (1591.897394 sec): 3 clusters Score: Raw -913121.493985 + Penalty 2912.068561 = -910209.425425 nChanged 3 SP:Iteration 139Q (1591.953104 sec): 3 clusters Score: Raw -913122.333181 + Penalty 2912.068561 = -910210.264620 nChanged 6 SP:Iteration 140F (1592.014133 sec): 3 clusters Score: Raw -913123.342750 + Penalty 2912.068561 = -910211.274189 nChanged 2 SP:Iteration 141Q (1592.066123 sec): 3 clusters Score: Raw -913123.968430 + Penalty 2912.068561 = -910211.899869 nChanged 4 SP:Iteration 142Q (1592.124138 sec): 3 clusters Score: Raw -913125.745371 + Penalty 2912.068561 = -910213.676811 nChanged 6 SP:Iteration 143Q (1592.177154 sec): 3 clusters Score: Raw -913127.534203 + Penalty 2912.068561 = -910215.465642 nChanged 0 SP:Iteration 144F (1592.238103 sec): 3 clusters Score: Raw -913127.534203 + Penalty 2912.068561 = -910215.465642 nChanged 0 Time taken for this iteration:1586.885099 seconds. 20->23 Clusters: Score -56436417.905909, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 474151 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 19 (10404 points): Lose 691.438976 but Gain 2123.758181 Iteration 0F (1599.046169 sec): 20 clusters Score: Raw -53817940.411393 + Penalty 40351.405444 = -53777589.005949 nChanged 449075 Iteration 1F (1605.422174 sec): 20 clusters Score: Raw -54897113.080867 + Penalty 40351.405444 = -54856761.675423 nChanged 193429 Iteration 2F (1611.707769 sec): 20 clusters Score: Raw -55470676.709683 + Penalty 40351.405444 = -55430325.304240 nChanged 154262 Deleting Class 15 (660 points): Lose 711.910377 but Gain 2123.758181 Iteration 3F (1617.981039 sec): 19 clusters Score: Raw -55895603.584285 + Penalty 38227.647262 = -55857375.937023 nChanged 91627 Deleting Class 1 (1536 points): Lose 1733.967863 but Gain 2123.758181 Iteration 4F (1623.994696 sec): 18 clusters Score: Raw -56058215.256220 + Penalty 36103.889081 = -56022111.367139 nChanged 54255 Deleting Class 8 (1500 points): Lose 2102.898248 but Gain 2123.758181 Iteration 5F (1629.683212 sec): 17 clusters Score: Raw -56145897.305201 + Penalty 33980.130900 = -56111917.174302 nChanged 37566 Deleting Class 6 (1281 points): Lose 1931.735144 but Gain 2123.758181 Iteration 6F (1635.076940 sec): 16 clusters Score: Raw -56207840.940992 + Penalty 31856.372719 = -56175984.568273 nChanged 28544 Iteration 7F (1640.239070 sec): 16 clusters Score: Raw -56248454.919565 + Penalty 31856.372719 = -56216598.546847 nChanged 22267 Iteration 8Q (1642.829821 sec): 16 clusters Score: Raw -56280363.869604 + Penalty 31856.372719 = -56248507.496886 nChanged 20269 Iteration 9Q (1645.444302 sec): 16 clusters Score: Raw -56330514.011531 + Penalty 31856.372719 = -56298657.638812 nChanged 18831 Iteration 10Q (1647.970175 sec): 16 clusters Score: Raw -56350101.074237 + Penalty 31856.372719 = -56318244.701518 nChanged 14368 Iteration 11Q (1650.564407 sec): 16 clusters Score: Raw -56363805.731145 + Penalty 31856.372719 = -56331949.358426 nChanged 12278 Iteration 12Q (1652.720410 sec): 16 clusters Score: Raw -56385137.043529 + Penalty 31856.372719 = -56353280.670811 nChanged 9576 Iteration 13Q (1654.861872 sec): 16 clusters Score: Raw -56399767.088056 + Penalty 31856.372719 = -56367910.715337 nChanged 8088 Iteration 14Q (1656.771520 sec): 16 clusters Score: Raw -56407389.871770 + Penalty 31856.372719 = -56375533.499052 nChanged 6729 Iteration 15Q (1659.107899 sec): 16 clusters Score: Raw -56410560.428906 + Penalty 31856.372719 = -56378704.056187 nChanged 5390 Iteration 16Q (1661.463155 sec): 16 clusters Score: Raw -56412413.843935 + Penalty 31856.372719 = -56380557.471217 nChanged 4347 Iteration 17Q (1663.829185 sec): 16 clusters Score: Raw -56413637.376011 + Penalty 31856.372719 = -56381781.003293 nChanged 3503 Iteration 18Q (1666.179048 sec): 16 clusters Score: Raw -56414495.469148 + Penalty 31856.372719 = -56382639.096429 nChanged 2936 Iteration 19Q (1668.561171 sec): 16 clusters Score: Raw -56415143.261286 + Penalty 31856.372719 = -56383286.888567 nChanged 2553 Writing temp clu file Because OldScore, -56382639.096429, is greater than current (better) Score,-56383286.888567 Compute initial score before splitting: Score: Raw -56415143.261286 + Penalty 31856.372719 = -56383286.888567 Trying to split cluster 2 (9250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1668.693402 sec): 2 clusters Score: Raw -1087601.267337 + Penalty 1484.011560 = -1086117.255777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1668.755634 sec): 3 clusters Score: Raw -1082360.004983 + Penalty 2968.023120 = -1079391.981864 nChanged 4030 SP:Iteration 1F (1668.802280 sec): 3 clusters Score: Raw -1084417.960274 + Penalty 2968.023120 = -1081449.937154 nChanged 549 SP:Iteration 2F (1668.858227 sec): 3 clusters Score: Raw -1084640.902889 + Penalty 2968.023120 = -1081672.879769 nChanged 448 SP:Iteration 3Q (1668.918416 sec): 3 clusters Score: Raw -1084825.447596 + Penalty 2968.023120 = -1081857.424476 nChanged 394 SP:Iteration 4Q (1668.978581 sec): 3 clusters Score: Raw -1084986.623507 + Penalty 2968.023120 = -1082018.600387 nChanged 361 SP:Iteration 5Q (1669.034332 sec): 3 clusters Score: Raw -1085136.357797 + Penalty 2968.023120 = -1082168.334677 nChanged 331 SP:Iteration 6Q (1669.094750 sec): 3 clusters Score: Raw -1085277.130414 + Penalty 2968.023120 = -1082309.107294 nChanged 336 SP:Iteration 7Q (1669.159319 sec): 3 clusters Score: Raw -1085421.254926 + Penalty 2968.023120 = -1082453.231806 nChanged 308 SP:Iteration 8Q (1669.216512 sec): 3 clusters Score: Raw -1085565.557212 + Penalty 2968.023120 = -1082597.534092 nChanged 302 SP:Iteration 9Q (1669.281152 sec): 3 clusters Score: Raw -1085716.695787 + Penalty 2968.023120 = -1082748.672667 nChanged 310 SP:Iteration 10Q (1669.347052 sec): 3 clusters Score: Raw -1085888.240438 + Penalty 2968.023120 = -1082920.217318 nChanged 326 SP:Iteration 11Q (1669.404286 sec): 3 clusters Score: Raw -1086072.841742 + Penalty 2968.023120 = -1083104.818622 nChanged 323 SP:Iteration 12Q (1669.452567 sec): 3 clusters Score: Raw -1086286.333436 + Penalty 2968.023120 = -1083318.310316 nChanged 344 SP:Iteration 13Q (1669.509409 sec): 3 clusters Score: Raw -1086508.074806 + Penalty 2968.023120 = -1083540.051686 nChanged 308 SP:Iteration 14Q (1669.569184 sec): 3 clusters Score: Raw -1086693.531418 + Penalty 2968.023120 = -1083725.508298 nChanged 234 SP:Iteration 15Q (1669.627003 sec): 3 clusters Score: Raw -1086830.959910 + Penalty 2968.023120 = -1083862.936790 nChanged 202 SP:Iteration 16Q (1669.683631 sec): 3 clusters Score: Raw -1086940.011194 + Penalty 2968.023120 = -1083971.988074 nChanged 152 SP:Iteration 17Q (1669.741990 sec): 3 clusters Score: Raw -1087016.811228 + Penalty 2968.023120 = -1084048.788108 nChanged 135 SP:Iteration 18Q (1669.805662 sec): 3 clusters Score: Raw -1087086.545695 + Penalty 2968.023120 = -1084118.522575 nChanged 118 SP:Iteration 19Q (1669.879188 sec): 3 clusters Score: Raw -1087152.131077 + Penalty 2968.023120 = -1084184.107958 nChanged 108 SP:Iteration 20F (1669.916290 sec): 3 clusters Score: Raw -1087210.651353 + Penalty 2968.023120 = -1084242.628233 nChanged 109 SP:Iteration 21Q (1669.983408 sec): 3 clusters Score: Raw -1087265.071126 + Penalty 2968.023120 = -1084297.048006 nChanged 97 SP:Iteration 22Q (1670.035212 sec): 3 clusters Score: Raw -1087310.983656 + Penalty 2968.023120 = -1084342.960536 nChanged 78 SP:Iteration 23Q (1670.096746 sec): 3 clusters Score: Raw -1087350.407934 + Penalty 2968.023120 = -1084382.384814 nChanged 67 SP:Iteration 24Q (1670.151198 sec): 3 clusters Score: Raw -1087376.843711 + Penalty 2968.023120 = -1084408.820591 nChanged 46 SP:Iteration 25Q (1670.214119 sec): 3 clusters Score: Raw -1087398.891831 + Penalty 2968.023120 = -1084430.868711 nChanged 52 SP:Iteration 26Q (1670.285727 sec): 3 clusters Score: Raw -1087423.798550 + Penalty 2968.023120 = -1084455.775430 nChanged 50 SP:Iteration 27Q (1670.337364 sec): 3 clusters Score: Raw -1087446.776682 + Penalty 2968.023120 = -1084478.753562 nChanged 46 SP:Iteration 28Q (1670.408398 sec): 3 clusters Score: Raw -1087469.627738 + Penalty 2968.023120 = -1084501.604618 nChanged 47 SP:Iteration 29Q (1670.436697 sec): 3 clusters Score: Raw -1087494.863016 + Penalty 2968.023120 = -1084526.839896 nChanged 52 SP:Iteration 30Q (1670.499055 sec): 3 clusters Score: Raw -1087519.988151 + Penalty 2968.023120 = -1084551.965031 nChanged 43 SP:Iteration 31Q (1670.538424 sec): 3 clusters Score: Raw -1087539.282677 + Penalty 2968.023120 = -1084571.259557 nChanged 46 SP:Iteration 32Q (1670.601295 sec): 3 clusters Score: Raw -1087562.612558 + Penalty 2968.023120 = -1084594.589438 nChanged 43 SP:Iteration 33Q (1670.647056 sec): 3 clusters Score: Raw -1087586.791265 + Penalty 2968.023120 = -1084618.768145 nChanged 44 SP:Iteration 34Q (1670.702134 sec): 3 clusters Score: Raw -1087611.949652 + Penalty 2968.023120 = -1084643.926532 nChanged 35 SP:Iteration 35Q (1670.766100 sec): 3 clusters Score: Raw -1087631.016471 + Penalty 2968.023120 = -1084662.993351 nChanged 28 SP:Iteration 36Q (1670.811179 sec): 3 clusters Score: Raw -1087648.209956 + Penalty 2968.023120 = -1084680.186836 nChanged 28 SP:Iteration 37Q (1670.865627 sec): 3 clusters Score: Raw -1087664.614800 + Penalty 2968.023120 = -1084696.591680 nChanged 27 SP:Iteration 38Q (1670.924987 sec): 3 clusters Score: Raw -1087681.772108 + Penalty 2968.023120 = -1084713.748988 nChanged 36 SP:Iteration 39Q (1670.970744 sec): 3 clusters Score: Raw -1087707.392033 + Penalty 2968.023120 = -1084739.368913 nChanged 29 SP:Iteration 40F (1671.037680 sec): 3 clusters Score: Raw -1087736.052739 + Penalty 2968.023120 = -1084768.029619 nChanged 37 SP:Iteration 41Q (1671.083592 sec): 3 clusters Score: Raw -1087767.051467 + Penalty 2968.023120 = -1084799.028347 nChanged 20 SP:Iteration 42Q (1671.146779 sec): 3 clusters Score: Raw -1087783.297517 + Penalty 2968.023120 = -1084815.274397 nChanged 12 SP:Iteration 43Q (1671.191614 sec): 3 clusters Score: Raw -1087791.151609 + Penalty 2968.023120 = -1084823.128489 nChanged 10 SP:Iteration 44Q (1671.241235 sec): 3 clusters Score: Raw -1087800.291705 + Penalty 2968.023120 = -1084832.268585 nChanged 11 SP:Iteration 45Q (1671.294551 sec): 3 clusters Score: Raw -1087807.421159 + Penalty 2968.023120 = -1084839.398039 nChanged 8 SP:Iteration 46Q (1671.355377 sec): 3 clusters Score: Raw -1087810.966343 + Penalty 2968.023120 = -1084842.943223 nChanged 3 SP:Iteration 47Q (1671.409519 sec): 3 clusters Score: Raw -1087814.328596 + Penalty 2968.023120 = -1084846.305476 nChanged 3 SP:Iteration 48Q (1671.477821 sec): 3 clusters Score: Raw -1087815.804126 + Penalty 2968.023120 = -1084847.781006 nChanged 0 SP:Iteration 49F (1671.531302 sec): 3 clusters Score: Raw -1087815.804126 + Penalty 2968.023120 = -1084847.781006 nChanged 0 Trying to split cluster 3 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1671.566635 sec): 2 clusters Score: Raw -68245.715145 + Penalty 1055.725936 = -67189.989209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1671.597116 sec): 3 clusters Score: Raw -68138.965264 + Penalty 2111.451872 = -66027.513392 nChanged 190 SP:Iteration 1F (1671.647426 sec): 3 clusters Score: Raw -68388.692973 + Penalty 2111.451872 = -66277.241102 nChanged 46 SP:Iteration 2F (1671.691107 sec): 3 clusters Score: Raw -68476.114964 + Penalty 2111.451872 = -66364.663092 nChanged 26 SP:Iteration 3Q (1671.724487 sec): 3 clusters Score: Raw -68519.242187 + Penalty 2111.451872 = -66407.790315 nChanged 23 SP:Iteration 4Q (1671.774407 sec): 3 clusters Score: Raw -68555.370416 + Penalty 2111.451872 = -66443.918545 nChanged 28 SP:Iteration 5Q (1671.815839 sec): 3 clusters Score: Raw -68628.960264 + Penalty 2111.451872 = -66517.508392 nChanged 32 SP:Iteration 6Q (1671.860867 sec): 3 clusters Score: Raw -68726.328729 + Penalty 2111.451872 = -66614.876857 nChanged 31 SP:Iteration 7Q (1671.895044 sec): 3 clusters Score: Raw -68859.757890 + Penalty 2111.451872 = -66748.306018 nChanged 33 SP:Iteration 8Q (1671.943031 sec): 3 clusters Score: Raw -68983.394950 + Penalty 2111.451872 = -66871.943078 nChanged 38 SP:Iteration 9F (1671.982577 sec): 3 clusters Score: Raw -69141.934603 + Penalty 2111.451872 = -67030.482731 nChanged 32 SP:Iteration 10Q (1672.032039 sec): 3 clusters Score: Raw -69331.615516 + Penalty 2111.451872 = -67220.163644 nChanged 28 SP:Iteration 11Q (1672.074439 sec): 3 clusters Score: Raw -69467.749499 + Penalty 2111.451872 = -67356.297627 nChanged 13 SP:Iteration 12Q (1672.115522 sec): 3 clusters Score: Raw -69503.959658 + Penalty 2111.451872 = -67392.507786 nChanged 5 SP:Iteration 13Q (1672.153694 sec): 3 clusters Score: Raw -69562.394262 + Penalty 2111.451872 = -67450.942390 nChanged 7 SP:Iteration 14Q (1672.191318 sec): 3 clusters Score: Raw -69575.973228 + Penalty 2111.451872 = -67464.521356 nChanged 1 SP:Iteration 15Q (1672.231707 sec): 3 clusters Score: Raw -69577.076392 + Penalty 2111.451872 = -67465.624520 nChanged 0 SP:Iteration 16F (1672.281845 sec): 3 clusters Score: Raw -69577.076392 + Penalty 2111.451872 = -67465.624520 nChanged 0 Score: Raw -56416755.875490 + Penalty 33980.130900 = -56382775.744590 Splitting cluster 3 changes total score from -56383286.888567 to -56382775.744590 So it's not getting split. Trying to split cluster 4 (22713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1677.349884 sec): 2 clusters Score: Raw -2579168.126824 + Penalty 1629.987568 = -2577538.139256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1677.433187 sec): 3 clusters Score: Raw -2565391.290263 + Penalty 3259.975136 = -2562131.315127 nChanged 10420 SP:Iteration 1F (1677.511148 sec): 3 clusters Score: Raw -2571076.077889 + Penalty 3259.975136 = -2567816.102753 nChanged 1233 SP:Iteration 2F (1677.595390 sec): 3 clusters Score: Raw -2571766.644828 + Penalty 3259.975136 = -2568506.669692 nChanged 1399 SP:Iteration 3F (1677.667706 sec): 3 clusters Score: Raw -2573060.571705 + Penalty 3259.975136 = -2569800.596569 nChanged 1854 SP:Iteration 4F (1677.732728 sec): 3 clusters Score: Raw -2575961.171503 + Penalty 3259.975136 = -2572701.196367 nChanged 2317 SP:Iteration 5F (1677.807297 sec): 3 clusters Score: Raw -2579647.668120 + Penalty 3259.975136 = -2576387.692983 nChanged 2334 SP:Iteration 6F (1677.885673 sec): 3 clusters Score: Raw -2581736.367568 + Penalty 3259.975136 = -2578476.392432 nChanged 1659 SP:Iteration 7F (1677.963471 sec): 3 clusters Score: Raw -2582791.016321 + Penalty 3259.975136 = -2579531.041185 nChanged 1003 SP:Iteration 8Q (1678.044421 sec): 3 clusters Score: Raw -2583246.772396 + Penalty 3259.975136 = -2579986.797260 nChanged 612 SP:Iteration 9Q (1678.123649 sec): 3 clusters Score: Raw -2583472.993598 + Penalty 3259.975136 = -2580213.018462 nChanged 448 SP:Iteration 10Q (1678.203864 sec): 3 clusters Score: Raw -2583618.282230 + Penalty 3259.975136 = -2580358.307093 nChanged 314 SP:Iteration 11Q (1678.283938 sec): 3 clusters Score: Raw -2583708.469275 + Penalty 3259.975136 = -2580448.494139 nChanged 256 SP:Iteration 12Q (1678.356478 sec): 3 clusters Score: Raw -2583775.382348 + Penalty 3259.975136 = -2580515.407211 nChanged 229 SP:Iteration 13Q (1678.437314 sec): 3 clusters Score: Raw -2583832.450292 + Penalty 3259.975136 = -2580572.475155 nChanged 193 SP:Iteration 14Q (1678.515517 sec): 3 clusters Score: Raw -2583877.481796 + Penalty 3259.975136 = -2580617.506660 nChanged 183 SP:Iteration 15Q (1678.603834 sec): 3 clusters Score: Raw -2583920.375433 + Penalty 3259.975136 = -2580660.400296 nChanged 184 SP:Iteration 16Q (1678.682549 sec): 3 clusters Score: Raw -2583962.709707 + Penalty 3259.975136 = -2580702.734571 nChanged 149 SP:Iteration 17Q (1678.766727 sec): 3 clusters Score: Raw -2583993.200259 + Penalty 3259.975136 = -2580733.225123 nChanged 126 SP:Iteration 18Q (1678.840938 sec): 3 clusters Score: Raw -2584017.599193 + Penalty 3259.975136 = -2580757.624057 nChanged 125 SP:Iteration 19Q (1678.915937 sec): 3 clusters Score: Raw -2584041.883791 + Penalty 3259.975136 = -2580781.908655 nChanged 111 SP:Iteration 20F (1678.992230 sec): 3 clusters Score: Raw -2584063.238737 + Penalty 3259.975136 = -2580803.263601 nChanged 94 SP:Iteration 21Q (1679.067211 sec): 3 clusters Score: Raw -2584080.965565 + Penalty 3259.975136 = -2580820.990429 nChanged 97 SP:Iteration 22Q (1679.141733 sec): 3 clusters Score: Raw -2584098.530459 + Penalty 3259.975136 = -2580838.555323 nChanged 84 SP:Iteration 23Q (1679.227144 sec): 3 clusters Score: Raw -2584114.808974 + Penalty 3259.975136 = -2580854.833838 nChanged 86 SP:Iteration 24Q (1679.312865 sec): 3 clusters Score: Raw -2584131.724363 + Penalty 3259.975136 = -2580871.749227 nChanged 72 SP:Iteration 25Q (1679.398429 sec): 3 clusters Score: Raw -2584144.744865 + Penalty 3259.975136 = -2580884.769728 nChanged 77 SP:Iteration 26Q (1679.471421 sec): 3 clusters Score: Raw -2584157.355676 + Penalty 3259.975136 = -2580897.380540 nChanged 66 SP:Iteration 27Q (1679.541457 sec): 3 clusters Score: Raw -2584170.889536 + Penalty 3259.975136 = -2580910.914400 nChanged 70 SP:Iteration 28Q (1679.626794 sec): 3 clusters Score: Raw -2584186.428081 + Penalty 3259.975136 = -2580926.452945 nChanged 71 SP:Iteration 29Q (1679.711303 sec): 3 clusters Score: Raw -2584200.543267 + Penalty 3259.975136 = -2580940.568130 nChanged 63 SP:Iteration 30Q (1679.798442 sec): 3 clusters Score: Raw -2584215.193202 + Penalty 3259.975136 = -2580955.218065 nChanged 71 SP:Iteration 31Q (1679.859747 sec): 3 clusters Score: Raw -2584236.222439 + Penalty 3259.975136 = -2580976.247303 nChanged 72 SP:Iteration 32Q (1679.934391 sec): 3 clusters Score: Raw -2584259.141884 + Penalty 3259.975136 = -2580999.166747 nChanged 69 SP:Iteration 33Q (1680.019789 sec): 3 clusters Score: Raw -2584278.777069 + Penalty 3259.975136 = -2581018.801932 nChanged 54 SP:Iteration 34Q (1680.094753 sec): 3 clusters Score: Raw -2584294.353927 + Penalty 3259.975136 = -2581034.378790 nChanged 60 SP:Iteration 35Q (1680.179793 sec): 3 clusters Score: Raw -2584309.753476 + Penalty 3259.975136 = -2581049.778340 nChanged 54 SP:Iteration 36Q (1680.264522 sec): 3 clusters Score: Raw -2584324.046278 + Penalty 3259.975136 = -2581064.071142 nChanged 49 SP:Iteration 37Q (1680.334817 sec): 3 clusters Score: Raw -2584334.234496 + Penalty 3259.975136 = -2581074.259359 nChanged 46 SP:Iteration 38Q (1680.414518 sec): 3 clusters Score: Raw -2584343.176365 + Penalty 3259.975136 = -2581083.201229 nChanged 45 SP:Iteration 39Q (1680.493334 sec): 3 clusters Score: Raw -2584349.563842 + Penalty 3259.975136 = -2581089.588706 nChanged 26 SP:Iteration 40F (1680.568530 sec): 3 clusters Score: Raw -2584353.953242 + Penalty 3259.975136 = -2581093.978106 nChanged 21 SP:Iteration 41Q (1680.652958 sec): 3 clusters Score: Raw -2584357.332792 + Penalty 3259.975136 = -2581097.357655 nChanged 15 SP:Iteration 42Q (1680.728878 sec): 3 clusters Score: Raw -2584360.154550 + Penalty 3259.975136 = -2581100.179414 nChanged 10 SP:Iteration 43Q (1680.803617 sec): 3 clusters Score: Raw -2584361.174496 + Penalty 3259.975136 = -2581101.199360 nChanged 9 SP:Iteration 44Q (1680.888322 sec): 3 clusters Score: Raw -2584361.931842 + Penalty 3259.975136 = -2581101.956706 nChanged 4 SP:Iteration 45Q (1680.975170 sec): 3 clusters Score: Raw -2584362.395835 + Penalty 3259.975136 = -2581102.420699 nChanged 6 SP:Iteration 46Q (1681.056551 sec): 3 clusters Score: Raw -2584362.913685 + Penalty 3259.975136 = -2581102.938548 nChanged 4 SP:Iteration 47Q (1681.128400 sec): 3 clusters Score: Raw -2584363.294488 + Penalty 3259.975136 = -2581103.319352 nChanged 2 SP:Iteration 48Q (1681.189271 sec): 3 clusters Score: Raw -2584363.478829 + Penalty 3259.975136 = -2581103.503693 nChanged 0 SP:Iteration 49F (1681.269502 sec): 3 clusters Score: Raw -2584363.478829 + Penalty 3259.975136 = -2581103.503693 nChanged 0 Score: Raw -56420619.866248 + Penalty 33980.130900 = -56386639.735348 Splitting cluster 4 changes total score from -56383286.888567 to -56386639.735348 So it's getting split into cluster 1. Trying to split cluster 5 (2020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1686.248530 sec): 2 clusters Score: Raw -235810.866272 + Penalty 1236.763578 = -234574.102694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1686.299763 sec): 3 clusters Score: Raw -234947.788815 + Penalty 2473.527157 = -232474.261658 nChanged 704 SP:Iteration 1F (1686.351134 sec): 3 clusters Score: Raw -235371.886440 + Penalty 2473.527157 = -232898.359283 nChanged 161 SP:Iteration 2F (1686.402457 sec): 3 clusters Score: Raw -235509.793638 + Penalty 2473.527157 = -233036.266481 nChanged 115 SP:Iteration 3F (1686.444067 sec): 3 clusters Score: Raw -235644.332914 + Penalty 2473.527157 = -233170.805757 nChanged 125 SP:Iteration 4F (1686.495518 sec): 3 clusters Score: Raw -235825.128414 + Penalty 2473.527157 = -233351.601257 nChanged 132 SP:Iteration 5F (1686.533669 sec): 3 clusters Score: Raw -236194.250954 + Penalty 2473.527157 = -233720.723797 nChanged 135 SP:Iteration 6F (1686.584630 sec): 3 clusters Score: Raw -236602.874112 + Penalty 2473.527157 = -234129.346955 nChanged 162 SP:Iteration 7F (1686.636014 sec): 3 clusters Score: Raw -236829.920586 + Penalty 2473.527157 = -234356.393429 nChanged 108 SP:Iteration 8F (1686.683116 sec): 3 clusters Score: Raw -236955.409737 + Penalty 2473.527157 = -234481.882581 nChanged 66 SP:Iteration 9Q (1686.723228 sec): 3 clusters Score: Raw -237031.580722 + Penalty 2473.527157 = -234558.053565 nChanged 58 SP:Iteration 10Q (1686.764427 sec): 3 clusters Score: Raw -237109.135918 + Penalty 2473.527157 = -234635.608761 nChanged 42 SP:Iteration 11Q (1686.815523 sec): 3 clusters Score: Raw -237158.214462 + Penalty 2473.527157 = -234684.687305 nChanged 23 SP:Iteration 12Q (1686.860030 sec): 3 clusters Score: Raw -237178.864370 + Penalty 2473.527157 = -234705.337213 nChanged 11 SP:Iteration 13Q (1686.903521 sec): 3 clusters Score: Raw -237193.843508 + Penalty 2473.527157 = -234720.316351 nChanged 7 SP:Iteration 14Q (1686.943385 sec): 3 clusters Score: Raw -237199.287683 + Penalty 2473.527157 = -234725.760526 nChanged 10 SP:Iteration 15Q (1686.986668 sec): 3 clusters Score: Raw -237208.752394 + Penalty 2473.527157 = -234735.225237 nChanged 12 SP:Iteration 16Q (1687.037862 sec): 3 clusters Score: Raw -237223.337686 + Penalty 2473.527157 = -234749.810529 nChanged 13 SP:Iteration 17Q (1687.084067 sec): 3 clusters Score: Raw -237240.857432 + Penalty 2473.527157 = -234767.330275 nChanged 13 SP:Iteration 18Q (1687.125363 sec): 3 clusters Score: Raw -237254.527084 + Penalty 2473.527157 = -234780.999927 nChanged 6 SP:Iteration 19Q (1687.165445 sec): 3 clusters Score: Raw -237261.456953 + Penalty 2473.527157 = -234787.929796 nChanged 1 SP:Iteration 20F (1687.214738 sec): 3 clusters Score: Raw -237262.779989 + Penalty 2473.527157 = -234789.252832 nChanged 2 SP:Iteration 21Q (1687.257598 sec): 3 clusters Score: Raw -237264.809567 + Penalty 2473.527157 = -234791.282411 nChanged 1 SP:Iteration 22Q (1687.300610 sec): 3 clusters Score: Raw -237265.692614 + Penalty 2473.527157 = -234792.165457 nChanged 3 SP:Iteration 23Q (1687.334471 sec): 3 clusters Score: Raw -237269.873394 + Penalty 2473.527157 = -234796.346237 nChanged 1 SP:Iteration 24Q (1687.377382 sec): 3 clusters Score: Raw -237271.621677 + Penalty 2473.527157 = -234798.094520 nChanged 3 SP:Iteration 25Q (1687.420372 sec): 3 clusters Score: Raw -237274.327442 + Penalty 2473.527157 = -234800.800285 nChanged 6 SP:Iteration 26Q (1687.463291 sec): 3 clusters Score: Raw -237284.073709 + Penalty 2473.527157 = -234810.546552 nChanged 6 SP:Iteration 27Q (1687.506318 sec): 3 clusters Score: Raw -237294.773305 + Penalty 2473.527157 = -234821.246148 nChanged 6 SP:Iteration 28Q (1687.544713 sec): 3 clusters Score: Raw -237299.830107 + Penalty 2473.527157 = -234826.302951 nChanged 3 SP:Iteration 29Q (1687.585981 sec): 3 clusters Score: Raw -237302.286726 + Penalty 2473.527157 = -234828.759569 nChanged 3 SP:Iteration 30Q (1687.628902 sec): 3 clusters Score: Raw -237306.722315 + Penalty 2473.527157 = -234833.195158 nChanged 5 SP:Iteration 31Q (1687.661396 sec): 3 clusters Score: Raw -237310.364721 + Penalty 2473.527157 = -234836.837565 nChanged 3 SP:Iteration 32Q (1687.704379 sec): 3 clusters Score: Raw -237313.281287 + Penalty 2473.527157 = -234839.754130 nChanged 2 SP:Iteration 33Q (1687.743333 sec): 3 clusters Score: Raw -237317.685777 + Penalty 2473.527157 = -234844.158620 nChanged 3 SP:Iteration 34Q (1687.786212 sec): 3 clusters Score: Raw -237321.984754 + Penalty 2473.527157 = -234848.457598 nChanged 7 SP:Iteration 35Q (1687.821319 sec): 3 clusters Score: Raw -237330.757369 + Penalty 2473.527157 = -234857.230212 nChanged 3 SP:Iteration 36Q (1687.867905 sec): 3 clusters Score: Raw -237335.263579 + Penalty 2473.527157 = -234861.736422 nChanged 6 SP:Iteration 37Q (1687.911943 sec): 3 clusters Score: Raw -237348.533134 + Penalty 2473.527157 = -234875.005977 nChanged 4 SP:Iteration 38Q (1687.962325 sec): 3 clusters Score: Raw -237370.190194 + Penalty 2473.527157 = -234896.663037 nChanged 8 SP:Iteration 39Q (1688.012771 sec): 3 clusters Score: Raw -237431.982077 + Penalty 2473.527157 = -234958.454920 nChanged 10 SP:Iteration 40F (1688.063994 sec): 3 clusters Score: Raw -237489.322176 + Penalty 2473.527157 = -235015.795019 nChanged 7 SP:Iteration 41Q (1688.113347 sec): 3 clusters Score: Raw -237516.191938 + Penalty 2473.527157 = -235042.664781 nChanged 2 SP:Iteration 42Q (1688.163505 sec): 3 clusters Score: Raw -237522.342473 + Penalty 2473.527157 = -235048.815316 nChanged 1 SP:Iteration 43Q (1688.215254 sec): 3 clusters Score: Raw -237525.520575 + Penalty 2473.527157 = -235051.993418 nChanged 0 SP:Iteration 44F (1688.266651 sec): 3 clusters Score: Raw -237525.520575 + Penalty 2473.527157 = -235051.993418 nChanged 0 Score: Raw -56422334.520550 + Penalty 36103.889081 = -56386230.631469 Splitting cluster 5 changes total score from -56383286.888567 to -56386230.631469 So it's getting split into cluster 6. Trying to split cluster 7 (38009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1693.969389 sec): 2 clusters Score: Raw -4654850.421974 + Penalty 1713.656466 = -4653136.765508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1694.079021 sec): 3 clusters Score: Raw -4631154.826090 + Penalty 3427.312932 = -4627727.513158 nChanged 17574 SP:Iteration 1F (1694.177684 sec): 3 clusters Score: Raw -4640979.842433 + Penalty 3427.312932 = -4637552.529501 nChanged 1649 SP:Iteration 2Q (1694.289155 sec): 3 clusters Score: Raw -4641558.237306 + Penalty 3427.312932 = -4638130.924374 nChanged 1637 SP:Iteration 3Q (1694.396004 sec): 3 clusters Score: Raw -4642185.374689 + Penalty 3427.312932 = -4638758.061757 nChanged 1743 SP:Iteration 4Q (1694.496284 sec): 3 clusters Score: Raw -4642877.753116 + Penalty 3427.312932 = -4639450.440184 nChanged 1766 SP:Iteration 5Q (1694.607219 sec): 3 clusters Score: Raw -4643637.034007 + Penalty 3427.312932 = -4640209.721075 nChanged 1855 SP:Iteration 6Q (1694.718340 sec): 3 clusters Score: Raw -4644496.297693 + Penalty 3427.312932 = -4641068.984761 nChanged 1874 SP:Iteration 7Q (1694.819100 sec): 3 clusters Score: Raw -4645541.107189 + Penalty 3427.312932 = -4642113.794257 nChanged 2042 SP:Iteration 8F (1694.923453 sec): 3 clusters Score: Raw -4646760.914413 + Penalty 3427.312932 = -4643333.601481 nChanged 2111 SP:Iteration 9F (1695.031578 sec): 3 clusters Score: Raw -4648082.750559 + Penalty 3427.312932 = -4644655.437626 nChanged 2010 SP:Iteration 10F (1695.136691 sec): 3 clusters Score: Raw -4649368.023226 + Penalty 3427.312932 = -4645940.710294 nChanged 1855 SP:Iteration 11Q (1695.246755 sec): 3 clusters Score: Raw -4650509.823655 + Penalty 3427.312932 = -4647082.510723 nChanged 1765 SP:Iteration 12Q (1695.349483 sec): 3 clusters Score: Raw -4651536.960680 + Penalty 3427.312932 = -4648109.647748 nChanged 1479 SP:Iteration 13Q (1695.462189 sec): 3 clusters Score: Raw -4652328.753818 + Penalty 3427.312932 = -4648901.440886 nChanged 1277 SP:Iteration 14Q (1695.571066 sec): 3 clusters Score: Raw -4653008.798268 + Penalty 3427.312932 = -4649581.485336 nChanged 1137 SP:Iteration 15Q (1695.669043 sec): 3 clusters Score: Raw -4653580.053529 + Penalty 3427.312932 = -4650152.740597 nChanged 989 SP:Iteration 16Q (1695.766347 sec): 3 clusters Score: Raw -4654044.086018 + Penalty 3427.312932 = -4650616.773086 nChanged 907 SP:Iteration 17Q (1695.879402 sec): 3 clusters Score: Raw -4654355.242894 + Penalty 3427.312932 = -4650927.929962 nChanged 706 SP:Iteration 18Q (1695.983134 sec): 3 clusters Score: Raw -4654527.029924 + Penalty 3427.312932 = -4651099.716992 nChanged 543 SP:Iteration 19Q (1696.078594 sec): 3 clusters Score: Raw -4654634.666731 + Penalty 3427.312932 = -4651207.353799 nChanged 426 SP:Iteration 20F (1696.186158 sec): 3 clusters Score: Raw -4654709.891082 + Penalty 3427.312932 = -4651282.578150 nChanged 374 SP:Iteration 21Q (1696.301166 sec): 3 clusters Score: Raw -4654769.708102 + Penalty 3427.312932 = -4651342.395170 nChanged 319 SP:Iteration 22Q (1696.413660 sec): 3 clusters Score: Raw -4654816.704326 + Penalty 3427.312932 = -4651389.391394 nChanged 280 SP:Iteration 23Q (1696.526248 sec): 3 clusters Score: Raw -4654857.670186 + Penalty 3427.312932 = -4651430.357253 nChanged 241 SP:Iteration 24Q (1696.641065 sec): 3 clusters Score: Raw -4654891.931222 + Penalty 3427.312932 = -4651464.618290 nChanged 233 SP:Iteration 25Q (1696.748391 sec): 3 clusters Score: Raw -4654924.755188 + Penalty 3427.312932 = -4651497.442256 nChanged 219 SP:Iteration 26Q (1696.841404 sec): 3 clusters Score: Raw -4654952.920668 + Penalty 3427.312932 = -4651525.607736 nChanged 200 SP:Iteration 27Q (1696.949405 sec): 3 clusters Score: Raw -4654976.091173 + Penalty 3427.312932 = -4651548.778241 nChanged 176 SP:Iteration 28Q (1697.064611 sec): 3 clusters Score: Raw -4654996.273627 + Penalty 3427.312932 = -4651568.960694 nChanged 170 SP:Iteration 29Q (1697.179499 sec): 3 clusters Score: Raw -4655015.289003 + Penalty 3427.312932 = -4651587.976071 nChanged 149 SP:Iteration 30Q (1697.286743 sec): 3 clusters Score: Raw -4655032.003078 + Penalty 3427.312932 = -4651604.690146 nChanged 154 SP:Iteration 31Q (1697.401524 sec): 3 clusters Score: Raw -4655048.715247 + Penalty 3427.312932 = -4651621.402315 nChanged 168 SP:Iteration 32Q (1697.515721 sec): 3 clusters Score: Raw -4655067.930796 + Penalty 3427.312932 = -4651640.617864 nChanged 146 SP:Iteration 33Q (1697.627396 sec): 3 clusters Score: Raw -4655083.330321 + Penalty 3427.312932 = -4651656.017389 nChanged 146 SP:Iteration 34Q (1697.729340 sec): 3 clusters Score: Raw -4655096.099397 + Penalty 3427.312932 = -4651668.786465 nChanged 125 SP:Iteration 35Q (1697.828480 sec): 3 clusters Score: Raw -4655105.897703 + Penalty 3427.312932 = -4651678.584770 nChanged 113 SP:Iteration 36Q (1697.921191 sec): 3 clusters Score: Raw -4655114.316728 + Penalty 3427.312932 = -4651687.003796 nChanged 114 SP:Iteration 37Q (1698.020604 sec): 3 clusters Score: Raw -4655123.130702 + Penalty 3427.312932 = -4651695.817770 nChanged 107 SP:Iteration 38Q (1698.125241 sec): 3 clusters Score: Raw -4655131.792647 + Penalty 3427.312932 = -4651704.479714 nChanged 108 SP:Iteration 39Q (1698.221697 sec): 3 clusters Score: Raw -4655140.785410 + Penalty 3427.312932 = -4651713.472477 nChanged 107 SP:Iteration 40F (1698.317030 sec): 3 clusters Score: Raw -4655150.401773 + Penalty 3427.312932 = -4651723.088841 nChanged 115 SP:Iteration 41Q (1698.424990 sec): 3 clusters Score: Raw -4655160.950821 + Penalty 3427.312932 = -4651733.637889 nChanged 110 SP:Iteration 42Q (1698.525775 sec): 3 clusters Score: Raw -4655169.978764 + Penalty 3427.312932 = -4651742.665831 nChanged 103 SP:Iteration 43Q (1698.633187 sec): 3 clusters Score: Raw -4655179.420389 + Penalty 3427.312932 = -4651752.107457 nChanged 107 SP:Iteration 44Q (1698.740055 sec): 3 clusters Score: Raw -4655188.718820 + Penalty 3427.312932 = -4651761.405888 nChanged 100 SP:Iteration 45Q (1698.849062 sec): 3 clusters Score: Raw -4655196.995412 + Penalty 3427.312932 = -4651769.682480 nChanged 116 SP:Iteration 46Q (1698.949733 sec): 3 clusters Score: Raw -4655207.349583 + Penalty 3427.312932 = -4651780.036650 nChanged 102 SP:Iteration 47Q (1699.047071 sec): 3 clusters Score: Raw -4655215.804380 + Penalty 3427.312932 = -4651788.491448 nChanged 102 SP:Iteration 48Q (1699.155738 sec): 3 clusters Score: Raw -4655225.202978 + Penalty 3427.312932 = -4651797.890046 nChanged 93 SP:Iteration 49Q (1699.264529 sec): 3 clusters Score: Raw -4655232.923087 + Penalty 3427.312932 = -4651805.610155 nChanged 103 SP:Iteration 50Q (1699.363266 sec): 3 clusters Score: Raw -4655242.099502 + Penalty 3427.312932 = -4651814.786569 nChanged 108 SP:Iteration 51Q (1699.456214 sec): 3 clusters Score: Raw -4655252.560732 + Penalty 3427.312932 = -4651825.247800 nChanged 108 SP:Iteration 52Q (1699.557424 sec): 3 clusters Score: Raw -4655264.635415 + Penalty 3427.312932 = -4651837.322483 nChanged 113 SP:Iteration 53Q (1699.656279 sec): 3 clusters Score: Raw -4655275.437706 + Penalty 3427.312932 = -4651848.124774 nChanged 100 SP:Iteration 54Q (1699.758300 sec): 3 clusters Score: Raw -4655285.326659 + Penalty 3427.312932 = -4651858.013727 nChanged 103 SP:Iteration 55Q (1699.858188 sec): 3 clusters Score: Raw -4655295.152011 + Penalty 3427.312932 = -4651867.839079 nChanged 117 SP:Iteration 56Q (1699.957438 sec): 3 clusters Score: Raw -4655306.134543 + Penalty 3427.312932 = -4651878.821611 nChanged 108 SP:Iteration 57Q (1700.065702 sec): 3 clusters Score: Raw -4655315.450043 + Penalty 3427.312932 = -4651888.137111 nChanged 99 SP:Iteration 58Q (1700.174479 sec): 3 clusters Score: Raw -4655323.558452 + Penalty 3427.312932 = -4651896.245519 nChanged 94 SP:Iteration 59Q (1700.279656 sec): 3 clusters Score: Raw -4655330.902103 + Penalty 3427.312932 = -4651903.589171 nChanged 96 SP:Iteration 60F (1700.383898 sec): 3 clusters Score: Raw -4655339.030121 + Penalty 3427.312932 = -4651911.717189 nChanged 98 SP:Iteration 61Q (1700.493373 sec): 3 clusters Score: Raw -4655347.428011 + Penalty 3427.312932 = -4651920.115079 nChanged 103 SP:Iteration 62Q (1700.597513 sec): 3 clusters Score: Raw -4655354.938783 + Penalty 3427.312932 = -4651927.625851 nChanged 94 SP:Iteration 63Q (1700.706836 sec): 3 clusters Score: Raw -4655362.853697 + Penalty 3427.312932 = -4651935.540765 nChanged 98 SP:Iteration 64Q (1700.817520 sec): 3 clusters Score: Raw -4655370.034573 + Penalty 3427.312932 = -4651942.721641 nChanged 87 SP:Iteration 65Q (1700.924366 sec): 3 clusters Score: Raw -4655375.784680 + Penalty 3427.312932 = -4651948.471748 nChanged 78 SP:Iteration 66Q (1701.034733 sec): 3 clusters Score: Raw -4655381.678464 + Penalty 3427.312932 = -4651954.365532 nChanged 82 SP:Iteration 67Q (1701.141270 sec): 3 clusters Score: Raw -4655387.494208 + Penalty 3427.312932 = -4651960.181276 nChanged 65 SP:Iteration 68Q (1701.250218 sec): 3 clusters Score: Raw -4655392.118800 + Penalty 3427.312932 = -4651964.805868 nChanged 59 SP:Iteration 69Q (1701.350233 sec): 3 clusters Score: Raw -4655395.836667 + Penalty 3427.312932 = -4651968.523735 nChanged 55 SP:Iteration 70Q (1701.448619 sec): 3 clusters Score: Raw -4655399.099912 + Penalty 3427.312932 = -4651971.786980 nChanged 50 SP:Iteration 71Q (1701.560411 sec): 3 clusters Score: Raw -4655401.370510 + Penalty 3427.312932 = -4651974.057578 nChanged 42 SP:Iteration 72Q (1701.654996 sec): 3 clusters Score: Raw -4655402.972264 + Penalty 3427.312932 = -4651975.659332 nChanged 30 SP:Iteration 73Q (1701.800088 sec): 3 clusters Score: Raw -4655404.487916 + Penalty 3427.312932 = -4651977.174983 nChanged 26 SP:Iteration 74Q (1701.900720 sec): 3 clusters Score: Raw -4655405.743469 + Penalty 3427.312932 = -4651978.430537 nChanged 32 SP:Iteration 75Q (1701.996139 sec): 3 clusters Score: Raw -4655407.061120 + Penalty 3427.312932 = -4651979.748188 nChanged 25 SP:Iteration 76Q (1702.095891 sec): 3 clusters Score: Raw -4655407.868323 + Penalty 3427.312932 = -4651980.555391 nChanged 20 SP:Iteration 77Q (1702.196643 sec): 3 clusters Score: Raw -4655408.666893 + Penalty 3427.312932 = -4651981.353961 nChanged 16 SP:Iteration 78Q (1702.296728 sec): 3 clusters Score: Raw -4655409.190739 + Penalty 3427.312932 = -4651981.877807 nChanged 19 SP:Iteration 79Q (1702.398872 sec): 3 clusters Score: Raw -4655409.849132 + Penalty 3427.312932 = -4651982.536199 nChanged 21 SP:Iteration 80F (1702.493229 sec): 3 clusters Score: Raw -4655410.593563 + Penalty 3427.312932 = -4651983.280630 nChanged 14 SP:Iteration 81Q (1702.595918 sec): 3 clusters Score: Raw -4655411.033412 + Penalty 3427.312932 = -4651983.720480 nChanged 14 SP:Iteration 82Q (1702.701699 sec): 3 clusters Score: Raw -4655411.470092 + Penalty 3427.312932 = -4651984.157160 nChanged 11 SP:Iteration 83Q (1702.812101 sec): 3 clusters Score: Raw -4655411.801381 + Penalty 3427.312932 = -4651984.488449 nChanged 11 SP:Iteration 84Q (1702.910962 sec): 3 clusters Score: Raw -4655412.108864 + Penalty 3427.312932 = -4651984.795932 nChanged 12 SP:Iteration 85Q (1703.020088 sec): 3 clusters Score: Raw -4655412.539397 + Penalty 3427.312932 = -4651985.226465 nChanged 10 SP:Iteration 86Q (1703.128537 sec): 3 clusters Score: Raw -4655413.080919 + Penalty 3427.312932 = -4651985.767987 nChanged 21 SP:Iteration 87Q (1703.229313 sec): 3 clusters Score: Raw -4655414.304577 + Penalty 3427.312932 = -4651986.991645 nChanged 29 SP:Iteration 88Q (1703.334272 sec): 3 clusters Score: Raw -4655415.789388 + Penalty 3427.312932 = -4651988.476456 nChanged 28 SP:Iteration 89Q (1703.445547 sec): 3 clusters Score: Raw -4655416.865084 + Penalty 3427.312932 = -4651989.552152 nChanged 21 SP:Iteration 90Q (1703.553645 sec): 3 clusters Score: Raw -4655417.760632 + Penalty 3427.312932 = -4651990.447700 nChanged 24 SP:Iteration 91Q (1703.658465 sec): 3 clusters Score: Raw -4655418.989915 + Penalty 3427.312932 = -4651991.676983 nChanged 33 SP:Iteration 92Q (1703.756283 sec): 3 clusters Score: Raw -4655420.850179 + Penalty 3427.312932 = -4651993.537247 nChanged 44 SP:Iteration 93Q (1703.858193 sec): 3 clusters Score: Raw -4655423.458679 + Penalty 3427.312932 = -4651996.145747 nChanged 46 SP:Iteration 94Q (1703.965177 sec): 3 clusters Score: Raw -4655425.758586 + Penalty 3427.312932 = -4651998.445654 nChanged 54 SP:Iteration 95Q (1704.069699 sec): 3 clusters Score: Raw -4655428.701187 + Penalty 3427.312932 = -4652001.388255 nChanged 49 SP:Iteration 96Q (1704.170787 sec): 3 clusters Score: Raw -4655431.011137 + Penalty 3427.312932 = -4652003.698205 nChanged 34 SP:Iteration 97Q (1704.271747 sec): 3 clusters Score: Raw -4655432.596368 + Penalty 3427.312932 = -4652005.283436 nChanged 30 SP:Iteration 98Q (1704.372729 sec): 3 clusters Score: Raw -4655434.030729 + Penalty 3427.312932 = -4652006.717797 nChanged 39 SP:Iteration 99Q (1704.474674 sec): 3 clusters Score: Raw -4655435.739416 + Penalty 3427.312932 = -4652008.426484 nChanged 33 SP:Iteration 100F (1704.575972 sec): 3 clusters Score: Raw -4655437.326293 + Penalty 3427.312932 = -4652010.013361 nChanged 37 SP:Iteration 101Q (1704.677560 sec): 3 clusters Score: Raw -4655439.282174 + Penalty 3427.312932 = -4652011.969242 nChanged 34 SP:Iteration 102Q (1704.778394 sec): 3 clusters Score: Raw -4655441.039234 + Penalty 3427.312932 = -4652013.726302 nChanged 33 SP:Iteration 103Q (1704.877001 sec): 3 clusters Score: Raw -4655442.546352 + Penalty 3427.312932 = -4652015.233420 nChanged 34 SP:Iteration 104Q (1704.974793 sec): 3 clusters Score: Raw -4655443.892156 + Penalty 3427.312932 = -4652016.579224 nChanged 21 SP:Iteration 105Q (1705.074217 sec): 3 clusters Score: Raw -4655444.908656 + Penalty 3427.312932 = -4652017.595724 nChanged 16 SP:Iteration 106Q (1705.172726 sec): 3 clusters Score: Raw -4655445.540461 + Penalty 3427.312932 = -4652018.227529 nChanged 17 SP:Iteration 107Q (1705.274515 sec): 3 clusters Score: Raw -4655445.992543 + Penalty 3427.312932 = -4652018.679611 nChanged 12 SP:Iteration 108Q (1705.375861 sec): 3 clusters Score: Raw -4655446.489736 + Penalty 3427.312932 = -4652019.176803 nChanged 13 SP:Iteration 109Q (1705.477869 sec): 3 clusters Score: Raw -4655446.867670 + Penalty 3427.312932 = -4652019.554738 nChanged 8 SP:Iteration 110Q (1705.579693 sec): 3 clusters Score: Raw -4655447.110453 + Penalty 3427.312932 = -4652019.797521 nChanged 17 SP:Iteration 111Q (1705.681817 sec): 3 clusters Score: Raw -4655447.510030 + Penalty 3427.312932 = -4652020.197098 nChanged 11 SP:Iteration 112Q (1705.782360 sec): 3 clusters Score: Raw -4655447.885845 + Penalty 3427.312932 = -4652020.572913 nChanged 10 SP:Iteration 113Q (1705.883330 sec): 3 clusters Score: Raw -4655448.103205 + Penalty 3427.312932 = -4652020.790273 nChanged 7 SP:Iteration 114Q (1705.983843 sec): 3 clusters Score: Raw -4655448.212679 + Penalty 3427.312932 = -4652020.899746 nChanged 8 SP:Iteration 115Q (1706.084189 sec): 3 clusters Score: Raw -4655448.395264 + Penalty 3427.312932 = -4652021.082332 nChanged 13 SP:Iteration 116Q (1706.185292 sec): 3 clusters Score: Raw -4655448.816653 + Penalty 3427.312932 = -4652021.503720 nChanged 14 SP:Iteration 117Q (1706.295026 sec): 3 clusters Score: Raw -4655449.170193 + Penalty 3427.312932 = -4652021.857261 nChanged 16 SP:Iteration 118Q (1706.405973 sec): 3 clusters Score: Raw -4655449.602947 + Penalty 3427.312932 = -4652022.290015 nChanged 14 SP:Iteration 119Q (1706.507744 sec): 3 clusters Score: Raw -4655450.116630 + Penalty 3427.312932 = -4652022.803698 nChanged 17 SP:Iteration 120F (1706.606837 sec): 3 clusters Score: Raw -4655450.760776 + Penalty 3427.312932 = -4652023.447844 nChanged 19 SP:Iteration 121Q (1706.716274 sec): 3 clusters Score: Raw -4655451.310586 + Penalty 3427.312932 = -4652023.997654 nChanged 21 SP:Iteration 122Q (1706.826840 sec): 3 clusters Score: Raw -4655451.949200 + Penalty 3427.312932 = -4652024.636268 nChanged 18 SP:Iteration 123Q (1706.927224 sec): 3 clusters Score: Raw -4655452.512516 + Penalty 3427.312932 = -4652025.199583 nChanged 13 SP:Iteration 124Q (1707.025616 sec): 3 clusters Score: Raw -4655452.905060 + Penalty 3427.312932 = -4652025.592128 nChanged 11 SP:Iteration 125Q (1707.132633 sec): 3 clusters Score: Raw -4655453.294870 + Penalty 3427.312932 = -4652025.981938 nChanged 13 SP:Iteration 126Q (1707.244351 sec): 3 clusters Score: Raw -4655453.713986 + Penalty 3427.312932 = -4652026.401053 nChanged 10 SP:Iteration 127Q (1707.350982 sec): 3 clusters Score: Raw -4655453.993467 + Penalty 3427.312932 = -4652026.680535 nChanged 4 SP:Iteration 128Q (1707.420413 sec): 3 clusters Score: Raw -4655454.089311 + Penalty 3427.312932 = -4652026.776378 nChanged 3 SP:Iteration 129Q (1707.489675 sec): 3 clusters Score: Raw -4655454.139959 + Penalty 3427.312932 = -4652026.827027 nChanged 0 SP:Iteration 130F (1707.557815 sec): 3 clusters Score: Raw -4655454.139959 + Penalty 3427.312932 = -4652026.827027 nChanged 0 Trying to split cluster 9 (87590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1707.663104 sec): 2 clusters Score: Raw -10518402.851478 + Penalty 1849.318594 = -10516553.532884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1707.815916 sec): 3 clusters Score: Raw -10461669.443695 + Penalty 3698.637187 = -10457970.806508 nChanged 41586 SP:Iteration 1F (1707.967074 sec): 3 clusters Score: Raw -10485866.130203 + Penalty 3698.637187 = -10482167.493016 nChanged 3485 SP:Iteration 2Q (1708.127645 sec): 3 clusters Score: Raw -10487070.508070 + Penalty 3698.637187 = -10483371.870883 nChanged 3964 SP:Iteration 3Q (1708.288383 sec): 3 clusters Score: Raw -10488928.248251 + Penalty 3698.637187 = -10485229.611063 nChanged 4966 SP:Iteration 4F (1708.439162 sec): 3 clusters Score: Raw -10492196.174694 + Penalty 3698.637187 = -10488497.537506 nChanged 6045 SP:Iteration 5F (1708.590651 sec): 3 clusters Score: Raw -10497116.004465 + Penalty 3698.637187 = -10493417.367278 nChanged 6697 SP:Iteration 6F (1708.741743 sec): 3 clusters Score: Raw -10502942.348212 + Penalty 3698.637187 = -10499243.711024 nChanged 6335 SP:Iteration 7F (1708.893118 sec): 3 clusters Score: Raw -10507624.427325 + Penalty 3698.637187 = -10503925.790138 nChanged 4886 SP:Iteration 8F (1709.044603 sec): 3 clusters Score: Raw -10510271.860299 + Penalty 3698.637187 = -10506573.223112 nChanged 3276 SP:Iteration 9Q (1709.200053 sec): 3 clusters Score: Raw -10511717.144892 + Penalty 3698.637187 = -10508018.507704 nChanged 2503 SP:Iteration 10Q (1709.354450 sec): 3 clusters Score: Raw -10512835.926983 + Penalty 3698.637187 = -10509137.289796 nChanged 2277 SP:Iteration 11Q (1709.508156 sec): 3 clusters Score: Raw -10513964.665160 + Penalty 3698.637187 = -10510266.027973 nChanged 2211 SP:Iteration 12Q (1709.660990 sec): 3 clusters Score: Raw -10515100.382122 + Penalty 3698.637187 = -10511401.744935 nChanged 2205 SP:Iteration 13Q (1709.813504 sec): 3 clusters Score: Raw -10516197.891470 + Penalty 3698.637187 = -10512499.254282 nChanged 2002 SP:Iteration 14Q (1709.965535 sec): 3 clusters Score: Raw -10517092.247967 + Penalty 3698.637187 = -10513393.610780 nChanged 1795 SP:Iteration 15Q (1710.116927 sec): 3 clusters Score: Raw -10517865.830446 + Penalty 3698.637187 = -10514167.193258 nChanged 1604 SP:Iteration 16Q (1710.267378 sec): 3 clusters Score: Raw -10518547.013334 + Penalty 3698.637187 = -10514848.376146 nChanged 1426 SP:Iteration 17Q (1710.418243 sec): 3 clusters Score: Raw -10519239.761723 + Penalty 3698.637187 = -10515541.124536 nChanged 1342 SP:Iteration 18Q (1710.568133 sec): 3 clusters Score: Raw -10520001.237658 + Penalty 3698.637187 = -10516302.600470 nChanged 1242 SP:Iteration 19Q (1710.716670 sec): 3 clusters Score: Raw -10520754.732439 + Penalty 3698.637187 = -10517056.095252 nChanged 1134 SP:Iteration 20F (1710.867844 sec): 3 clusters Score: Raw -10521335.296690 + Penalty 3698.637187 = -10517636.659502 nChanged 970 SP:Iteration 21Q (1711.015325 sec): 3 clusters Score: Raw -10521708.943476 + Penalty 3698.637187 = -10518010.306288 nChanged 785 SP:Iteration 22Q (1711.161284 sec): 3 clusters Score: Raw -10521943.124071 + Penalty 3698.637187 = -10518244.486883 nChanged 653 SP:Iteration 23Q (1711.305768 sec): 3 clusters Score: Raw -10522103.436041 + Penalty 3698.637187 = -10518404.798854 nChanged 557 SP:Iteration 24Q (1711.449469 sec): 3 clusters Score: Raw -10522221.040595 + Penalty 3698.637187 = -10518522.403408 nChanged 485 SP:Iteration 25Q (1711.592076 sec): 3 clusters Score: Raw -10522309.972306 + Penalty 3698.637187 = -10518611.335119 nChanged 403 SP:Iteration 26Q (1711.733706 sec): 3 clusters Score: Raw -10522371.686234 + Penalty 3698.637187 = -10518673.049047 nChanged 343 SP:Iteration 27Q (1711.874656 sec): 3 clusters Score: Raw -10522418.636799 + Penalty 3698.637187 = -10518719.999612 nChanged 281 SP:Iteration 28Q (1712.014827 sec): 3 clusters Score: Raw -10522451.856504 + Penalty 3698.637187 = -10518753.219317 nChanged 237 SP:Iteration 29Q (1712.155028 sec): 3 clusters Score: Raw -10522477.989273 + Penalty 3698.637187 = -10518779.352085 nChanged 231 SP:Iteration 30Q (1712.294038 sec): 3 clusters Score: Raw -10522501.031189 + Penalty 3698.637187 = -10518802.394002 nChanged 196 SP:Iteration 31Q (1712.431651 sec): 3 clusters Score: Raw -10522517.761427 + Penalty 3698.637187 = -10518819.124239 nChanged 173 SP:Iteration 32Q (1712.570081 sec): 3 clusters Score: Raw -10522531.002566 + Penalty 3698.637187 = -10518832.365378 nChanged 144 SP:Iteration 33Q (1712.707960 sec): 3 clusters Score: Raw -10522541.832832 + Penalty 3698.637187 = -10518843.195645 nChanged 125 SP:Iteration 34Q (1712.851267 sec): 3 clusters Score: Raw -10522549.544282 + Penalty 3698.637187 = -10518850.907094 nChanged 111 SP:Iteration 35Q (1712.989252 sec): 3 clusters Score: Raw -10522555.877603 + Penalty 3698.637187 = -10518857.240416 nChanged 99 SP:Iteration 36Q (1713.144301 sec): 3 clusters Score: Raw -10522561.433112 + Penalty 3698.637187 = -10518862.795924 nChanged 86 SP:Iteration 37Q (1713.281210 sec): 3 clusters Score: Raw -10522565.480115 + Penalty 3698.637187 = -10518866.842927 nChanged 77 SP:Iteration 38Q (1713.429825 sec): 3 clusters Score: Raw -10522569.042984 + Penalty 3698.637187 = -10518870.405797 nChanged 68 SP:Iteration 39Q (1713.574813 sec): 3 clusters Score: Raw -10522572.853321 + Penalty 3698.637187 = -10518874.216133 nChanged 77 SP:Iteration 40F (1713.734345 sec): 3 clusters Score: Raw -10522577.172037 + Penalty 3698.637187 = -10518878.534849 nChanged 73 SP:Iteration 41Q (1713.894676 sec): 3 clusters Score: Raw -10522580.602441 + Penalty 3698.637187 = -10518881.965253 nChanged 74 SP:Iteration 42Q (1714.034431 sec): 3 clusters Score: Raw -10522584.239409 + Penalty 3698.637187 = -10518885.602221 nChanged 71 SP:Iteration 43Q (1714.181926 sec): 3 clusters Score: Raw -10522587.435427 + Penalty 3698.637187 = -10518888.798239 nChanged 64 SP:Iteration 44Q (1714.325294 sec): 3 clusters Score: Raw -10522590.171973 + Penalty 3698.637187 = -10518891.534786 nChanged 58 SP:Iteration 45Q (1714.463277 sec): 3 clusters Score: Raw -10522592.611501 + Penalty 3698.637187 = -10518893.974313 nChanged 48 SP:Iteration 46Q (1714.599668 sec): 3 clusters Score: Raw -10522594.435858 + Penalty 3698.637187 = -10518895.798671 nChanged 37 SP:Iteration 47Q (1714.741303 sec): 3 clusters Score: Raw -10522595.798112 + Penalty 3698.637187 = -10518897.160924 nChanged 32 SP:Iteration 48Q (1714.881332 sec): 3 clusters Score: Raw -10522596.795376 + Penalty 3698.637187 = -10518898.158189 nChanged 25 SP:Iteration 49Q (1715.015821 sec): 3 clusters Score: Raw -10522597.684872 + Penalty 3698.637187 = -10518899.047685 nChanged 27 SP:Iteration 50Q (1715.160641 sec): 3 clusters Score: Raw -10522598.533058 + Penalty 3698.637187 = -10518899.895871 nChanged 27 SP:Iteration 51Q (1715.299778 sec): 3 clusters Score: Raw -10522599.373385 + Penalty 3698.637187 = -10518900.736197 nChanged 24 SP:Iteration 52Q (1715.447648 sec): 3 clusters Score: Raw -10522600.099878 + Penalty 3698.637187 = -10518901.462691 nChanged 20 SP:Iteration 53Q (1715.585604 sec): 3 clusters Score: Raw -10522600.621743 + Penalty 3698.637187 = -10518901.984556 nChanged 21 SP:Iteration 54Q (1715.726063 sec): 3 clusters Score: Raw -10522601.195338 + Penalty 3698.637187 = -10518902.558150 nChanged 21 SP:Iteration 55Q (1715.864124 sec): 3 clusters Score: Raw -10522601.902097 + Penalty 3698.637187 = -10518903.264910 nChanged 17 SP:Iteration 56Q (1716.001579 sec): 3 clusters Score: Raw -10522602.305906 + Penalty 3698.637187 = -10518903.668719 nChanged 7 SP:Iteration 57Q (1716.139096 sec): 3 clusters Score: Raw -10522602.475253 + Penalty 3698.637187 = -10518903.838066 nChanged 8 SP:Iteration 58Q (1716.278081 sec): 3 clusters Score: Raw -10522602.612676 + Penalty 3698.637187 = -10518903.975488 nChanged 9 SP:Iteration 59Q (1716.414167 sec): 3 clusters Score: Raw -10522602.814666 + Penalty 3698.637187 = -10518904.177479 nChanged 11 SP:Iteration 60F (1716.565017 sec): 3 clusters Score: Raw -10522603.080423 + Penalty 3698.637187 = -10518904.443236 nChanged 8 SP:Iteration 61Q (1716.703077 sec): 3 clusters Score: Raw -10522603.247357 + Penalty 3698.637187 = -10518904.610170 nChanged 11 SP:Iteration 62Q (1716.840548 sec): 3 clusters Score: Raw -10522603.579426 + Penalty 3698.637187 = -10518904.942239 nChanged 14 SP:Iteration 63Q (1716.992529 sec): 3 clusters Score: Raw -10522603.913408 + Penalty 3698.637187 = -10518905.276220 nChanged 10 SP:Iteration 64Q (1717.147857 sec): 3 clusters Score: Raw -10522604.145852 + Penalty 3698.637187 = -10518905.508664 nChanged 12 SP:Iteration 65Q (1717.285814 sec): 3 clusters Score: Raw -10522604.405320 + Penalty 3698.637187 = -10518905.768132 nChanged 12 SP:Iteration 66Q (1717.429275 sec): 3 clusters Score: Raw -10522604.612405 + Penalty 3698.637187 = -10518905.975218 nChanged 11 SP:Iteration 67Q (1717.568607 sec): 3 clusters Score: Raw -10522604.873866 + Penalty 3698.637187 = -10518906.236679 nChanged 7 SP:Iteration 68Q (1717.706213 sec): 3 clusters Score: Raw -10522605.001091 + Penalty 3698.637187 = -10518906.363903 nChanged 3 SP:Iteration 69Q (1717.854166 sec): 3 clusters Score: Raw -10522605.075694 + Penalty 3698.637187 = -10518906.438507 nChanged 3 SP:Iteration 70Q (1717.991910 sec): 3 clusters Score: Raw -10522605.136215 + Penalty 3698.637187 = -10518906.499027 nChanged 5 SP:Iteration 71Q (1718.129398 sec): 3 clusters Score: Raw -10522605.222810 + Penalty 3698.637187 = -10518906.585622 nChanged 7 SP:Iteration 72Q (1718.266730 sec): 3 clusters Score: Raw -10522605.352007 + Penalty 3698.637187 = -10518906.714820 nChanged 7 SP:Iteration 73Q (1718.413262 sec): 3 clusters Score: Raw -10522605.529851 + Penalty 3698.637187 = -10518906.892664 nChanged 6 SP:Iteration 74Q (1718.553046 sec): 3 clusters Score: Raw -10522605.635910 + Penalty 3698.637187 = -10518906.998722 nChanged 6 SP:Iteration 75Q (1718.696105 sec): 3 clusters Score: Raw -10522605.735898 + Penalty 3698.637187 = -10518907.098710 nChanged 3 SP:Iteration 76Q (1718.854972 sec): 3 clusters Score: Raw -10522605.776135 + Penalty 3698.637187 = -10518907.138947 nChanged 5 SP:Iteration 77Q (1718.991940 sec): 3 clusters Score: Raw -10522605.870436 + Penalty 3698.637187 = -10518907.233249 nChanged 3 SP:Iteration 78Q (1719.134991 sec): 3 clusters Score: Raw -10522605.935304 + Penalty 3698.637187 = -10518907.298117 nChanged 9 SP:Iteration 79Q (1719.270736 sec): 3 clusters Score: Raw -10522606.157804 + Penalty 3698.637187 = -10518907.520616 nChanged 5 SP:Iteration 80F (1719.422334 sec): 3 clusters Score: Raw -10522606.257156 + Penalty 3698.637187 = -10518907.619969 nChanged 4 SP:Iteration 81Q (1719.562250 sec): 3 clusters Score: Raw -10522606.362820 + Penalty 3698.637187 = -10518907.725633 nChanged 3 SP:Iteration 82Q (1719.696464 sec): 3 clusters Score: Raw -10522606.397017 + Penalty 3698.637187 = -10518907.759830 nChanged 3 SP:Iteration 83Q (1719.850386 sec): 3 clusters Score: Raw -10522606.421269 + Penalty 3698.637187 = -10518907.784082 nChanged 3 SP:Iteration 84Q (1719.988298 sec): 3 clusters Score: Raw -10522606.470635 + Penalty 3698.637187 = -10518907.833448 nChanged 2 SP:Iteration 85Q (1720.125461 sec): 3 clusters Score: Raw -10522606.498536 + Penalty 3698.637187 = -10518907.861348 nChanged 3 SP:Iteration 86Q (1720.266180 sec): 3 clusters Score: Raw -10522606.534021 + Penalty 3698.637187 = -10518907.896834 nChanged 0 SP:Iteration 87F (1720.418703 sec): 3 clusters Score: Raw -10522606.534021 + Penalty 3698.637187 = -10518907.896834 nChanged 0 Score: Raw -56426538.203094 + Penalty 38227.647262 = -56388310.555832 Splitting cluster 9 changes total score from -56383286.888567 to -56388310.555832 So it's getting split into cluster 8. Trying to split cluster 10 (5592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1726.046542 sec): 2 clusters Score: Raw -656572.238656 + Penalty 1402.227496 = -655170.011160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1726.104894 sec): 3 clusters Score: Raw -653585.517155 + Penalty 2804.454992 = -650781.062163 nChanged 2284 SP:Iteration 1F (1726.159113 sec): 3 clusters Score: Raw -654864.105635 + Penalty 2804.454992 = -652059.650642 nChanged 387 SP:Iteration 2F (1726.205313 sec): 3 clusters Score: Raw -655084.100590 + Penalty 2804.454992 = -652279.645598 nChanged 300 SP:Iteration 3F (1726.258938 sec): 3 clusters Score: Raw -655258.628816 + Penalty 2804.454992 = -652454.173824 nChanged 287 SP:Iteration 4F (1726.295529 sec): 3 clusters Score: Raw -655418.192755 + Penalty 2804.454992 = -652613.737763 nChanged 272 SP:Iteration 5Q (1726.316768 sec): 3 clusters Score: Raw -655579.460613 + Penalty 2804.454992 = -652775.005620 nChanged 318 SP:Iteration 6F (1726.338042 sec): 3 clusters Score: Raw -655800.492694 + Penalty 2804.454992 = -652996.037702 nChanged 353 SP:Iteration 7F (1726.359352 sec): 3 clusters Score: Raw -656064.479611 + Penalty 2804.454992 = -653260.024618 nChanged 369 SP:Iteration 8F (1726.380822 sec): 3 clusters Score: Raw -656387.106598 + Penalty 2804.454992 = -653582.651606 nChanged 341 SP:Iteration 9F (1726.401786 sec): 3 clusters Score: Raw -656688.897332 + Penalty 2804.454992 = -653884.442340 nChanged 268 SP:Iteration 10Q (1726.428112 sec): 3 clusters Score: Raw -656910.427539 + Penalty 2804.454992 = -654105.972546 nChanged 200 SP:Iteration 11Q (1726.449128 sec): 3 clusters Score: Raw -657055.362281 + Penalty 2804.454992 = -654250.907288 nChanged 145 SP:Iteration 12Q (1726.475930 sec): 3 clusters Score: Raw -657171.630738 + Penalty 2804.454992 = -654367.175746 nChanged 118 SP:Iteration 13Q (1726.496676 sec): 3 clusters Score: Raw -657270.886526 + Penalty 2804.454992 = -654466.431534 nChanged 99 SP:Iteration 14Q (1726.523053 sec): 3 clusters Score: Raw -657365.604876 + Penalty 2804.454992 = -654561.149884 nChanged 63 SP:Iteration 15Q (1726.543904 sec): 3 clusters Score: Raw -657409.069026 + Penalty 2804.454992 = -654604.614034 nChanged 39 SP:Iteration 16Q (1726.570830 sec): 3 clusters Score: Raw -657434.053463 + Penalty 2804.454992 = -654629.598471 nChanged 23 SP:Iteration 17Q (1726.591264 sec): 3 clusters Score: Raw -657451.107764 + Penalty 2804.454992 = -654646.652772 nChanged 22 SP:Iteration 18Q (1726.611757 sec): 3 clusters Score: Raw -657462.747427 + Penalty 2804.454992 = -654658.292435 nChanged 12 SP:Iteration 19Q (1726.632773 sec): 3 clusters Score: Raw -657468.709444 + Penalty 2804.454992 = -654664.254451 nChanged 7 SP:Iteration 20F (1726.659692 sec): 3 clusters Score: Raw -657471.748360 + Penalty 2804.454992 = -654667.293368 nChanged 7 SP:Iteration 21Q (1726.680410 sec): 3 clusters Score: Raw -657474.457225 + Penalty 2804.454992 = -654670.002232 nChanged 4 SP:Iteration 22Q (1726.700762 sec): 3 clusters Score: Raw -657477.099536 + Penalty 2804.454992 = -654672.644544 nChanged 3 SP:Iteration 23Q (1726.728382 sec): 3 clusters Score: Raw -657478.520644 + Penalty 2804.454992 = -654674.065652 nChanged 3 SP:Iteration 24Q (1726.748744 sec): 3 clusters Score: Raw -657480.169013 + Penalty 2804.454992 = -654675.714021 nChanged 1 SP:Iteration 25Q (1726.775327 sec): 3 clusters Score: Raw -657480.534242 + Penalty 2804.454992 = -654676.079250 nChanged 2 SP:Iteration 26Q (1726.796009 sec): 3 clusters Score: Raw -657481.628701 + Penalty 2804.454992 = -654677.173709 nChanged 1 SP:Iteration 27Q (1726.817073 sec): 3 clusters Score: Raw -657483.373495 + Penalty 2804.454992 = -654678.918502 nChanged 1 SP:Iteration 28Q (1726.837969 sec): 3 clusters Score: Raw -657484.493643 + Penalty 2804.454992 = -654680.038651 nChanged 2 SP:Iteration 29Q (1726.858828 sec): 3 clusters Score: Raw -657485.512272 + Penalty 2804.454992 = -654681.057280 nChanged 1 SP:Iteration 30Q (1726.879474 sec): 3 clusters Score: Raw -657486.183720 + Penalty 2804.454992 = -654681.728728 nChanged 0 SP:Iteration 31F (1726.901188 sec): 3 clusters Score: Raw -657486.183720 + Penalty 2804.454992 = -654681.728728 nChanged 0 Trying to split cluster 11 (6071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1726.932515 sec): 2 clusters Score: Raw -743134.166027 + Penalty 1415.582775 = -741718.583252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1726.962831 sec): 3 clusters Score: Raw -739884.802229 + Penalty 2831.165550 = -737053.636679 nChanged 2488 SP:Iteration 1F (1726.990713 sec): 3 clusters Score: Raw -741177.994193 + Penalty 2831.165550 = -738346.828643 nChanged 426 SP:Iteration 2F (1727.012734 sec): 3 clusters Score: Raw -741382.682077 + Penalty 2831.165550 = -738551.516527 nChanged 331 SP:Iteration 3F (1727.068295 sec): 3 clusters Score: Raw -741532.039238 + Penalty 2831.165550 = -738700.873688 nChanged 246 SP:Iteration 4Q (1727.090712 sec): 3 clusters Score: Raw -741628.701084 + Penalty 2831.165550 = -738797.535534 nChanged 204 SP:Iteration 5Q (1727.113392 sec): 3 clusters Score: Raw -741697.447483 + Penalty 2831.165550 = -738866.281933 nChanged 148 SP:Iteration 6Q (1727.135648 sec): 3 clusters Score: Raw -741750.067501 + Penalty 2831.165550 = -738918.901951 nChanged 140 SP:Iteration 7Q (1727.158093 sec): 3 clusters Score: Raw -741803.108907 + Penalty 2831.165550 = -738971.943357 nChanged 139 SP:Iteration 8Q (1727.184664 sec): 3 clusters Score: Raw -741859.799385 + Penalty 2831.165550 = -739028.633835 nChanged 138 SP:Iteration 9Q (1727.213675 sec): 3 clusters Score: Raw -741915.631859 + Penalty 2831.165550 = -739084.466309 nChanged 128 SP:Iteration 10Q (1727.235822 sec): 3 clusters Score: Raw -741981.467374 + Penalty 2831.165550 = -739150.301824 nChanged 152 SP:Iteration 11Q (1727.264386 sec): 3 clusters Score: Raw -742062.200663 + Penalty 2831.165550 = -739231.035113 nChanged 169 SP:Iteration 12Q (1727.314989 sec): 3 clusters Score: Raw -742154.165699 + Penalty 2831.165550 = -739323.000150 nChanged 165 SP:Iteration 13Q (1727.357101 sec): 3 clusters Score: Raw -742238.492435 + Penalty 2831.165550 = -739407.326885 nChanged 141 SP:Iteration 14Q (1727.379031 sec): 3 clusters Score: Raw -742311.293909 + Penalty 2831.165550 = -739480.128359 nChanged 141 SP:Iteration 15Q (1727.401374 sec): 3 clusters Score: Raw -742382.732189 + Penalty 2831.165550 = -739551.566639 nChanged 127 SP:Iteration 16Q (1727.423781 sec): 3 clusters Score: Raw -742450.613764 + Penalty 2831.165550 = -739619.448215 nChanged 136 SP:Iteration 17Q (1727.446049 sec): 3 clusters Score: Raw -742522.415252 + Penalty 2831.165550 = -739691.249702 nChanged 124 SP:Iteration 18Q (1727.468317 sec): 3 clusters Score: Raw -742588.855904 + Penalty 2831.165550 = -739757.690354 nChanged 135 SP:Iteration 19Q (1727.497396 sec): 3 clusters Score: Raw -742662.929558 + Penalty 2831.165550 = -739831.764008 nChanged 108 SP:Iteration 20F (1727.524621 sec): 3 clusters Score: Raw -742718.849677 + Penalty 2831.165550 = -739887.684127 nChanged 99 SP:Iteration 21Q (1727.546280 sec): 3 clusters Score: Raw -742765.065645 + Penalty 2831.165550 = -739933.900095 nChanged 79 SP:Iteration 22Q (1727.574729 sec): 3 clusters Score: Raw -742802.400235 + Penalty 2831.165550 = -739971.234686 nChanged 79 SP:Iteration 23Q (1727.603271 sec): 3 clusters Score: Raw -742840.299852 + Penalty 2831.165550 = -740009.134302 nChanged 89 SP:Iteration 24Q (1727.624652 sec): 3 clusters Score: Raw -742889.322395 + Penalty 2831.165550 = -740058.156845 nChanged 89 SP:Iteration 25Q (1727.645897 sec): 3 clusters Score: Raw -742938.992434 + Penalty 2831.165550 = -740107.826884 nChanged 88 SP:Iteration 26Q (1727.667344 sec): 3 clusters Score: Raw -742982.326924 + Penalty 2831.165550 = -740151.161374 nChanged 83 SP:Iteration 27Q (1727.688460 sec): 3 clusters Score: Raw -743026.089895 + Penalty 2831.165550 = -740194.924345 nChanged 82 SP:Iteration 28Q (1727.723222 sec): 3 clusters Score: Raw -743072.863313 + Penalty 2831.165550 = -740241.697763 nChanged 69 SP:Iteration 29Q (1727.744177 sec): 3 clusters Score: Raw -743111.995074 + Penalty 2831.165550 = -740280.829524 nChanged 62 SP:Iteration 30Q (1727.769398 sec): 3 clusters Score: Raw -743149.862546 + Penalty 2831.165550 = -740318.696996 nChanged 53 SP:Iteration 31Q (1727.790212 sec): 3 clusters Score: Raw -743181.024469 + Penalty 2831.165550 = -740349.858919 nChanged 46 SP:Iteration 32Q (1727.817155 sec): 3 clusters Score: Raw -743207.109930 + Penalty 2831.165550 = -740375.944380 nChanged 43 SP:Iteration 33Q (1727.837810 sec): 3 clusters Score: Raw -743234.124488 + Penalty 2831.165550 = -740402.958938 nChanged 32 SP:Iteration 34Q (1727.864118 sec): 3 clusters Score: Raw -743249.091096 + Penalty 2831.165550 = -740417.925547 nChanged 21 SP:Iteration 35Q (1727.892203 sec): 3 clusters Score: Raw -743258.599447 + Penalty 2831.165550 = -740427.433897 nChanged 11 SP:Iteration 36Q (1727.912922 sec): 3 clusters Score: Raw -743263.170593 + Penalty 2831.165550 = -740432.005043 nChanged 11 SP:Iteration 37Q (1727.940589 sec): 3 clusters Score: Raw -743269.460958 + Penalty 2831.165550 = -740438.295408 nChanged 5 SP:Iteration 38Q (1727.961336 sec): 3 clusters Score: Raw -743272.765729 + Penalty 2831.165550 = -740441.600179 nChanged 7 SP:Iteration 39Q (1727.987743 sec): 3 clusters Score: Raw -743277.179797 + Penalty 2831.165550 = -740446.014247 nChanged 8 SP:Iteration 40F (1728.009780 sec): 3 clusters Score: Raw -743281.293528 + Penalty 2831.165550 = -740450.127978 nChanged 9 SP:Iteration 41Q (1728.035259 sec): 3 clusters Score: Raw -743290.177081 + Penalty 2831.165550 = -740459.011531 nChanged 11 SP:Iteration 42Q (1728.055684 sec): 3 clusters Score: Raw -743300.650381 + Penalty 2831.165550 = -740469.484831 nChanged 8 SP:Iteration 43Q (1728.076417 sec): 3 clusters Score: Raw -743309.407495 + Penalty 2831.165550 = -740478.241946 nChanged 13 SP:Iteration 44Q (1728.097294 sec): 3 clusters Score: Raw -743317.488959 + Penalty 2831.165550 = -740486.323409 nChanged 11 SP:Iteration 45Q (1728.118232 sec): 3 clusters Score: Raw -743323.951557 + Penalty 2831.165550 = -740492.786007 nChanged 6 SP:Iteration 46Q (1728.138934 sec): 3 clusters Score: Raw -743327.885279 + Penalty 2831.165550 = -740496.719729 nChanged 9 SP:Iteration 47Q (1728.159596 sec): 3 clusters Score: Raw -743334.020262 + Penalty 2831.165550 = -740502.854712 nChanged 9 SP:Iteration 48Q (1728.180388 sec): 3 clusters Score: Raw -743340.811839 + Penalty 2831.165550 = -740509.646289 nChanged 11 SP:Iteration 49Q (1728.200949 sec): 3 clusters Score: Raw -743347.440715 + Penalty 2831.165550 = -740516.275165 nChanged 6 SP:Iteration 50Q (1728.238862 sec): 3 clusters Score: Raw -743352.236336 + Penalty 2831.165550 = -740521.070786 nChanged 6 SP:Iteration 51Q (1728.262985 sec): 3 clusters Score: Raw -743356.454997 + Penalty 2831.165550 = -740525.289447 nChanged 6 SP:Iteration 52Q (1728.283268 sec): 3 clusters Score: Raw -743362.221389 + Penalty 2831.165550 = -740531.055839 nChanged 5 SP:Iteration 53Q (1728.308279 sec): 3 clusters Score: Raw -743366.211186 + Penalty 2831.165550 = -740535.045637 nChanged 4 SP:Iteration 54Q (1728.328426 sec): 3 clusters Score: Raw -743370.085429 + Penalty 2831.165550 = -740538.919879 nChanged 2 SP:Iteration 55Q (1728.366913 sec): 3 clusters Score: Raw -743371.211268 + Penalty 2831.165550 = -740540.045718 nChanged 1 SP:Iteration 56Q (1728.387194 sec): 3 clusters Score: Raw -743372.866574 + Penalty 2831.165550 = -740541.701024 nChanged 1 SP:Iteration 57Q (1728.413482 sec): 3 clusters Score: Raw -743373.877644 + Penalty 2831.165550 = -740542.712094 nChanged 4 SP:Iteration 58Q (1728.438420 sec): 3 clusters Score: Raw -743376.819477 + Penalty 2831.165550 = -740545.653927 nChanged 4 SP:Iteration 59Q (1728.458759 sec): 3 clusters Score: Raw -743380.134754 + Penalty 2831.165550 = -740548.969204 nChanged 4 SP:Iteration 60F (1728.504822 sec): 3 clusters Score: Raw -743382.569973 + Penalty 2831.165550 = -740551.404423 nChanged 1 SP:Iteration 61Q (1728.527404 sec): 3 clusters Score: Raw -743384.198951 + Penalty 2831.165550 = -740553.033401 nChanged 1 SP:Iteration 62Q (1728.547710 sec): 3 clusters Score: Raw -743385.401081 + Penalty 2831.165550 = -740554.235532 nChanged 2 SP:Iteration 63Q (1728.568060 sec): 3 clusters Score: Raw -743386.245592 + Penalty 2831.165550 = -740555.080042 nChanged 0 SP:Iteration 64F (1728.596540 sec): 3 clusters Score: Raw -743386.245592 + Penalty 2831.165550 = -740555.080042 nChanged 0 Trying to split cluster 12 (145891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1728.786202 sec): 2 clusters Score: Raw -17923302.281412 + Penalty 1932.224945 = -17921370.056467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1729.030700 sec): 3 clusters Score: Raw -17827501.066471 + Penalty 3864.449890 = -17823636.616581 nChanged 70345 SP:Iteration 1F (1729.281810 sec): 3 clusters Score: Raw -17869389.956183 + Penalty 3864.449890 = -17865525.506293 nChanged 6430 SP:Iteration 2Q (1729.528791 sec): 3 clusters Score: Raw -17872031.588208 + Penalty 3864.449890 = -17868167.138318 nChanged 8568 SP:Iteration 3F (1729.757541 sec): 3 clusters Score: Raw -17876617.798712 + Penalty 3864.449890 = -17872753.348822 nChanged 10590 SP:Iteration 4F (1729.986411 sec): 3 clusters Score: Raw -17883722.076806 + Penalty 3864.449890 = -17879857.626916 nChanged 11949 SP:Iteration 5F (1730.237990 sec): 3 clusters Score: Raw -17892696.549824 + Penalty 3864.449890 = -17888832.099934 nChanged 10872 SP:Iteration 6F (1730.464060 sec): 3 clusters Score: Raw -17900876.504729 + Penalty 3864.449890 = -17897012.054839 nChanged 8322 SP:Iteration 7F (1730.693203 sec): 3 clusters Score: Raw -17907033.892182 + Penalty 3864.449890 = -17903169.442292 nChanged 5840 SP:Iteration 8Q (1730.938835 sec): 3 clusters Score: Raw -17911786.312897 + Penalty 3864.449890 = -17907921.863007 nChanged 4184 SP:Iteration 9Q (1731.178904 sec): 3 clusters Score: Raw -17915751.897091 + Penalty 3864.449890 = -17911887.447200 nChanged 3125 SP:Iteration 10Q (1731.411652 sec): 3 clusters Score: Raw -17918553.498420 + Penalty 3864.449890 = -17914689.048530 nChanged 2207 SP:Iteration 11Q (1731.647065 sec): 3 clusters Score: Raw -17920095.590933 + Penalty 3864.449890 = -17916231.141043 nChanged 1583 SP:Iteration 12Q (1731.858372 sec): 3 clusters Score: Raw -17920950.044393 + Penalty 3864.449890 = -17917085.594503 nChanged 1299 SP:Iteration 13Q (1732.062015 sec): 3 clusters Score: Raw -17921551.542739 + Penalty 3864.449890 = -17917687.092849 nChanged 1148 SP:Iteration 14Q (1732.269053 sec): 3 clusters Score: Raw -17922009.328475 + Penalty 3864.449890 = -17918144.878585 nChanged 973 SP:Iteration 15Q (1732.486887 sec): 3 clusters Score: Raw -17922378.910429 + Penalty 3864.449890 = -17918514.460539 nChanged 860 SP:Iteration 16Q (1732.690793 sec): 3 clusters Score: Raw -17922684.247361 + Penalty 3864.449890 = -17918819.797471 nChanged 783 SP:Iteration 17Q (1732.911243 sec): 3 clusters Score: Raw -17922945.067889 + Penalty 3864.449890 = -17919080.617998 nChanged 724 SP:Iteration 18Q (1733.107663 sec): 3 clusters Score: Raw -17923165.871952 + Penalty 3864.449890 = -17919301.422062 nChanged 599 SP:Iteration 19Q (1733.322813 sec): 3 clusters Score: Raw -17923333.056367 + Penalty 3864.449890 = -17919468.606477 nChanged 537 SP:Iteration 20F (1733.551834 sec): 3 clusters Score: Raw -17923483.886319 + Penalty 3864.449890 = -17919619.436429 nChanged 513 SP:Iteration 21Q (1733.751155 sec): 3 clusters Score: Raw -17923630.745205 + Penalty 3864.449890 = -17919766.295315 nChanged 452 SP:Iteration 22Q (1733.946937 sec): 3 clusters Score: Raw -17923749.332076 + Penalty 3864.449890 = -17919884.882186 nChanged 377 SP:Iteration 23Q (1734.139959 sec): 3 clusters Score: Raw -17923845.438508 + Penalty 3864.449890 = -17919980.988618 nChanged 314 SP:Iteration 24Q (1734.335003 sec): 3 clusters Score: Raw -17923919.471107 + Penalty 3864.449890 = -17920055.021216 nChanged 291 SP:Iteration 25Q (1734.531328 sec): 3 clusters Score: Raw -17923980.719934 + Penalty 3864.449890 = -17920116.270044 nChanged 245 SP:Iteration 26Q (1734.742783 sec): 3 clusters Score: Raw -17924028.998264 + Penalty 3864.449890 = -17920164.548374 nChanged 218 SP:Iteration 27Q (1734.935931 sec): 3 clusters Score: Raw -17924069.255357 + Penalty 3864.449890 = -17920204.805467 nChanged 187 SP:Iteration 28Q (1735.130088 sec): 3 clusters Score: Raw -17924104.466817 + Penalty 3864.449890 = -17920240.016926 nChanged 183 SP:Iteration 29Q (1735.327497 sec): 3 clusters Score: Raw -17924134.502693 + Penalty 3864.449890 = -17920270.052803 nChanged 133 SP:Iteration 30Q (1735.517659 sec): 3 clusters Score: Raw -17924157.597023 + Penalty 3864.449890 = -17920293.147133 nChanged 144 SP:Iteration 31Q (1735.709500 sec): 3 clusters Score: Raw -17924181.476209 + Penalty 3864.449890 = -17920317.026319 nChanged 152 SP:Iteration 32Q (1735.908561 sec): 3 clusters Score: Raw -17924206.821123 + Penalty 3864.449890 = -17920342.371233 nChanged 117 SP:Iteration 33Q (1736.096969 sec): 3 clusters Score: Raw -17924224.877992 + Penalty 3864.449890 = -17920360.428102 nChanged 98 SP:Iteration 34Q (1736.290881 sec): 3 clusters Score: Raw -17924238.198708 + Penalty 3864.449890 = -17920373.748818 nChanged 78 SP:Iteration 35Q (1736.479013 sec): 3 clusters Score: Raw -17924250.117698 + Penalty 3864.449890 = -17920385.667808 nChanged 83 SP:Iteration 36Q (1736.665140 sec): 3 clusters Score: Raw -17924262.954329 + Penalty 3864.449890 = -17920398.504439 nChanged 82 SP:Iteration 37Q (1736.856563 sec): 3 clusters Score: Raw -17924276.157154 + Penalty 3864.449890 = -17920411.707264 nChanged 71 SP:Iteration 38Q (1737.041638 sec): 3 clusters Score: Raw -17924286.245541 + Penalty 3864.449890 = -17920421.795651 nChanged 50 SP:Iteration 39Q (1737.227331 sec): 3 clusters Score: Raw -17924293.099663 + Penalty 3864.449890 = -17920428.649773 nChanged 57 SP:Iteration 40F (1737.472818 sec): 3 clusters Score: Raw -17924300.268561 + Penalty 3864.449890 = -17920435.818670 nChanged 41 SP:Iteration 41Q (1737.657578 sec): 3 clusters Score: Raw -17924303.605053 + Penalty 3864.449890 = -17920439.155163 nChanged 28 SP:Iteration 42Q (1737.863350 sec): 3 clusters Score: Raw -17924306.614423 + Penalty 3864.449890 = -17920442.164533 nChanged 27 SP:Iteration 43Q (1738.073733 sec): 3 clusters Score: Raw -17924309.117877 + Penalty 3864.449890 = -17920444.667986 nChanged 17 SP:Iteration 44Q (1738.270316 sec): 3 clusters Score: Raw -17924310.518546 + Penalty 3864.449890 = -17920446.068656 nChanged 15 SP:Iteration 45Q (1738.464302 sec): 3 clusters Score: Raw -17924312.008963 + Penalty 3864.449890 = -17920447.559073 nChanged 16 SP:Iteration 46Q (1738.654297 sec): 3 clusters Score: Raw -17924313.239049 + Penalty 3864.449890 = -17920448.789159 nChanged 12 SP:Iteration 47Q (1738.872186 sec): 3 clusters Score: Raw -17924314.028789 + Penalty 3864.449890 = -17920449.578899 nChanged 14 SP:Iteration 48Q (1739.059786 sec): 3 clusters Score: Raw -17924314.875349 + Penalty 3864.449890 = -17920450.425459 nChanged 7 SP:Iteration 49Q (1739.246413 sec): 3 clusters Score: Raw -17924315.455925 + Penalty 3864.449890 = -17920451.006035 nChanged 7 SP:Iteration 50Q (1739.428848 sec): 3 clusters Score: Raw -17924315.981769 + Penalty 3864.449890 = -17920451.531879 nChanged 9 SP:Iteration 51Q (1739.615567 sec): 3 clusters Score: Raw -17924316.599152 + Penalty 3864.449890 = -17920452.149262 nChanged 10 SP:Iteration 52Q (1739.810241 sec): 3 clusters Score: Raw -17924317.489127 + Penalty 3864.449890 = -17920453.039237 nChanged 7 SP:Iteration 53Q (1740.006282 sec): 3 clusters Score: Raw -17924318.181605 + Penalty 3864.449890 = -17920453.731714 nChanged 10 SP:Iteration 54Q (1740.211453 sec): 3 clusters Score: Raw -17924318.766241 + Penalty 3864.449890 = -17920454.316351 nChanged 6 SP:Iteration 55Q (1740.410107 sec): 3 clusters Score: Raw -17924319.152308 + Penalty 3864.449890 = -17920454.702418 nChanged 9 SP:Iteration 56Q (1740.614128 sec): 3 clusters Score: Raw -17924319.792117 + Penalty 3864.449890 = -17920455.342227 nChanged 11 SP:Iteration 57Q (1740.801588 sec): 3 clusters Score: Raw -17924320.547492 + Penalty 3864.449890 = -17920456.097602 nChanged 12 SP:Iteration 58Q (1740.990153 sec): 3 clusters Score: Raw -17924321.395344 + Penalty 3864.449890 = -17920456.945454 nChanged 14 SP:Iteration 59Q (1741.176442 sec): 3 clusters Score: Raw -17924322.538061 + Penalty 3864.449890 = -17920458.088171 nChanged 8 SP:Iteration 60F (1741.405635 sec): 3 clusters Score: Raw -17924323.061516 + Penalty 3864.449890 = -17920458.611626 nChanged 7 SP:Iteration 61Q (1741.637138 sec): 3 clusters Score: Raw -17924323.503927 + Penalty 3864.449890 = -17920459.054037 nChanged 6 SP:Iteration 62Q (1741.866642 sec): 3 clusters Score: Raw -17924324.018660 + Penalty 3864.449890 = -17920459.568770 nChanged 11 SP:Iteration 63Q (1742.091785 sec): 3 clusters Score: Raw -17924325.029519 + Penalty 3864.449890 = -17920460.579629 nChanged 12 SP:Iteration 64Q (1742.320815 sec): 3 clusters Score: Raw -17924325.969182 + Penalty 3864.449890 = -17920461.519292 nChanged 13 SP:Iteration 65Q (1742.546437 sec): 3 clusters Score: Raw -17924327.052550 + Penalty 3864.449890 = -17920462.602660 nChanged 13 SP:Iteration 66Q (1742.754329 sec): 3 clusters Score: Raw -17924328.080723 + Penalty 3864.449890 = -17920463.630833 nChanged 13 SP:Iteration 67Q (1742.955770 sec): 3 clusters Score: Raw -17924329.468620 + Penalty 3864.449890 = -17920465.018730 nChanged 12 SP:Iteration 68Q (1743.185837 sec): 3 clusters Score: Raw -17924330.423688 + Penalty 3864.449890 = -17920465.973798 nChanged 9 SP:Iteration 69Q (1743.426977 sec): 3 clusters Score: Raw -17924331.277848 + Penalty 3864.449890 = -17920466.827958 nChanged 10 SP:Iteration 70Q (1743.632551 sec): 3 clusters Score: Raw -17924331.935992 + Penalty 3864.449890 = -17920467.486102 nChanged 12 SP:Iteration 71Q (1743.825388 sec): 3 clusters Score: Raw -17924332.852336 + Penalty 3864.449890 = -17920468.402446 nChanged 8 SP:Iteration 72Q (1744.032121 sec): 3 clusters Score: Raw -17924333.386490 + Penalty 3864.449890 = -17920468.936600 nChanged 7 SP:Iteration 73Q (1744.217478 sec): 3 clusters Score: Raw -17924333.877092 + Penalty 3864.449890 = -17920469.427202 nChanged 4 SP:Iteration 74Q (1744.406220 sec): 3 clusters Score: Raw -17924334.139266 + Penalty 3864.449890 = -17920469.689376 nChanged 4 SP:Iteration 75Q (1744.593222 sec): 3 clusters Score: Raw -17924334.463020 + Penalty 3864.449890 = -17920470.013130 nChanged 3 SP:Iteration 76Q (1744.779292 sec): 3 clusters Score: Raw -17924334.615774 + Penalty 3864.449890 = -17920470.165884 nChanged 1 SP:Iteration 77Q (1744.966423 sec): 3 clusters Score: Raw -17924334.658487 + Penalty 3864.449890 = -17920470.208597 nChanged 1 SP:Iteration 78Q (1745.153260 sec): 3 clusters Score: Raw -17924334.789724 + Penalty 3864.449890 = -17920470.339834 nChanged 3 SP:Iteration 79Q (1745.349562 sec): 3 clusters Score: Raw -17924335.105352 + Penalty 3864.449890 = -17920470.655462 nChanged 5 SP:Iteration 80F (1745.580129 sec): 3 clusters Score: Raw -17924335.392360 + Penalty 3864.449890 = -17920470.942469 nChanged 2 SP:Iteration 81Q (1745.772594 sec): 3 clusters Score: Raw -17924335.583580 + Penalty 3864.449890 = -17920471.133690 nChanged 5 SP:Iteration 82Q (1745.964652 sec): 3 clusters Score: Raw -17924335.904040 + Penalty 3864.449890 = -17920471.454150 nChanged 3 SP:Iteration 83Q (1746.171175 sec): 3 clusters Score: Raw -17924336.043924 + Penalty 3864.449890 = -17920471.594034 nChanged 3 SP:Iteration 84Q (1746.379311 sec): 3 clusters Score: Raw -17924336.218905 + Penalty 3864.449890 = -17920471.769015 nChanged 3 SP:Iteration 85Q (1746.568593 sec): 3 clusters Score: Raw -17924336.366207 + Penalty 3864.449890 = -17920471.916317 nChanged 2 SP:Iteration 86Q (1746.757750 sec): 3 clusters Score: Raw -17924336.514048 + Penalty 3864.449890 = -17920472.064158 nChanged 1 SP:Iteration 87Q (1746.945162 sec): 3 clusters Score: Raw -17924336.607844 + Penalty 3864.449890 = -17920472.157953 nChanged 1 SP:Iteration 88Q (1747.160717 sec): 3 clusters Score: Raw -17924336.632421 + Penalty 3864.449890 = -17920472.182531 nChanged 1 SP:Iteration 89Q (1747.351019 sec): 3 clusters Score: Raw -17924336.722346 + Penalty 3864.449890 = -17920472.272455 nChanged 2 SP:Iteration 90Q (1747.536920 sec): 3 clusters Score: Raw -17924336.800910 + Penalty 3864.449890 = -17920472.351020 nChanged 0 SP:Iteration 91F (1747.768582 sec): 3 clusters Score: Raw -17924336.800910 + Penalty 3864.449890 = -17920472.351020 nChanged 0 Trying to split cluster 13 (7885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1747.794427 sec): 2 clusters Score: Raw -910611.963238 + Penalty 1458.066594 = -909153.896644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1747.827123 sec): 3 clusters Score: Raw -906184.090272 + Penalty 2916.133187 = -903267.957084 nChanged 3429 SP:Iteration 1F (1747.855394 sec): 3 clusters Score: Raw -908141.895663 + Penalty 2916.133187 = -905225.762476 nChanged 567 SP:Iteration 2F (1747.886010 sec): 3 clusters Score: Raw -908494.182988 + Penalty 2916.133187 = -905578.049800 nChanged 538 SP:Iteration 3F (1747.939237 sec): 3 clusters Score: Raw -908844.514862 + Penalty 2916.133187 = -905928.381675 nChanged 478 SP:Iteration 4F (1747.971972 sec): 3 clusters Score: Raw -909186.017959 + Penalty 2916.133187 = -906269.884772 nChanged 429 SP:Iteration 5F (1748.000108 sec): 3 clusters Score: Raw -909478.190609 + Penalty 2916.133187 = -906562.057421 nChanged 378 SP:Iteration 6Q (1748.029308 sec): 3 clusters Score: Raw -909761.533431 + Penalty 2916.133187 = -906845.400244 nChanged 332 SP:Iteration 7Q (1748.053885 sec): 3 clusters Score: Raw -910024.981901 + Penalty 2916.133187 = -907108.848714 nChanged 296 SP:Iteration 8Q (1748.078414 sec): 3 clusters Score: Raw -910272.564438 + Penalty 2916.133187 = -907356.431251 nChanged 257 SP:Iteration 9Q (1748.102863 sec): 3 clusters Score: Raw -910503.832677 + Penalty 2916.133187 = -907587.699490 nChanged 214 SP:Iteration 10Q (1748.140909 sec): 3 clusters Score: Raw -910704.557339 + Penalty 2916.133187 = -907788.424152 nChanged 167 SP:Iteration 11Q (1748.169048 sec): 3 clusters Score: Raw -910845.277831 + Penalty 2916.133187 = -907929.144643 nChanged 129 SP:Iteration 12Q (1748.202700 sec): 3 clusters Score: Raw -910953.896707 + Penalty 2916.133187 = -908037.763520 nChanged 102 SP:Iteration 13Q (1748.225812 sec): 3 clusters Score: Raw -911035.848254 + Penalty 2916.133187 = -908119.715066 nChanged 85 SP:Iteration 14Q (1748.249252 sec): 3 clusters Score: Raw -911100.107748 + Penalty 2916.133187 = -908183.974560 nChanged 60 SP:Iteration 15Q (1748.278533 sec): 3 clusters Score: Raw -911149.220705 + Penalty 2916.133187 = -908233.087518 nChanged 61 SP:Iteration 16Q (1748.302000 sec): 3 clusters Score: Raw -911193.614133 + Penalty 2916.133187 = -908277.480946 nChanged 49 SP:Iteration 17Q (1748.330603 sec): 3 clusters Score: Raw -911228.105647 + Penalty 2916.133187 = -908311.972460 nChanged 39 SP:Iteration 18Q (1748.353617 sec): 3 clusters Score: Raw -911257.108600 + Penalty 2916.133187 = -908340.975413 nChanged 50 SP:Iteration 19Q (1748.376122 sec): 3 clusters Score: Raw -911290.142357 + Penalty 2916.133187 = -908374.009170 nChanged 41 SP:Iteration 20F (1748.400860 sec): 3 clusters Score: Raw -911314.464718 + Penalty 2916.133187 = -908398.331531 nChanged 37 SP:Iteration 21Q (1748.423311 sec): 3 clusters Score: Raw -911333.226051 + Penalty 2916.133187 = -908417.092864 nChanged 26 SP:Iteration 22Q (1748.445548 sec): 3 clusters Score: Raw -911346.385353 + Penalty 2916.133187 = -908430.252166 nChanged 18 SP:Iteration 23Q (1748.468358 sec): 3 clusters Score: Raw -911359.042811 + Penalty 2916.133187 = -908442.909624 nChanged 21 SP:Iteration 24Q (1748.490584 sec): 3 clusters Score: Raw -911367.662046 + Penalty 2916.133187 = -908451.528859 nChanged 19 SP:Iteration 25Q (1748.512890 sec): 3 clusters Score: Raw -911374.897123 + Penalty 2916.133187 = -908458.763936 nChanged 15 SP:Iteration 26Q (1748.535131 sec): 3 clusters Score: Raw -911382.093126 + Penalty 2916.133187 = -908465.959939 nChanged 18 SP:Iteration 27Q (1748.557286 sec): 3 clusters Score: Raw -911391.412306 + Penalty 2916.133187 = -908475.279118 nChanged 14 SP:Iteration 28Q (1748.586566 sec): 3 clusters Score: Raw -911398.279534 + Penalty 2916.133187 = -908482.146347 nChanged 16 SP:Iteration 29Q (1748.614525 sec): 3 clusters Score: Raw -911408.003345 + Penalty 2916.133187 = -908491.870157 nChanged 17 SP:Iteration 30Q (1748.636654 sec): 3 clusters Score: Raw -911419.092723 + Penalty 2916.133187 = -908502.959535 nChanged 13 SP:Iteration 31Q (1748.658847 sec): 3 clusters Score: Raw -911426.838646 + Penalty 2916.133187 = -908510.705459 nChanged 12 SP:Iteration 32Q (1748.681037 sec): 3 clusters Score: Raw -911436.907987 + Penalty 2916.133187 = -908520.774800 nChanged 10 SP:Iteration 33Q (1748.709556 sec): 3 clusters Score: Raw -911442.426960 + Penalty 2916.133187 = -908526.293773 nChanged 9 SP:Iteration 34Q (1748.734081 sec): 3 clusters Score: Raw -911446.741647 + Penalty 2916.133187 = -908530.608460 nChanged 6 SP:Iteration 35Q (1748.763009 sec): 3 clusters Score: Raw -911451.833436 + Penalty 2916.133187 = -908535.700249 nChanged 8 SP:Iteration 36Q (1748.811702 sec): 3 clusters Score: Raw -911458.827278 + Penalty 2916.133187 = -908542.694091 nChanged 9 SP:Iteration 37Q (1748.838124 sec): 3 clusters Score: Raw -911463.436327 + Penalty 2916.133187 = -908547.303140 nChanged 11 SP:Iteration 38Q (1748.860513 sec): 3 clusters Score: Raw -911467.943240 + Penalty 2916.133187 = -908551.810053 nChanged 7 SP:Iteration 39Q (1748.883013 sec): 3 clusters Score: Raw -911469.946967 + Penalty 2916.133187 = -908553.813780 nChanged 4 SP:Iteration 40F (1748.907724 sec): 3 clusters Score: Raw -911470.843213 + Penalty 2916.133187 = -908554.710025 nChanged 1 SP:Iteration 41Q (1748.929776 sec): 3 clusters Score: Raw -911471.183815 + Penalty 2916.133187 = -908555.050628 nChanged 1 SP:Iteration 42Q (1748.952494 sec): 3 clusters Score: Raw -911471.372753 + Penalty 2916.133187 = -908555.239566 nChanged 0 SP:Iteration 43F (1748.980919 sec): 3 clusters Score: Raw -911471.372753 + Penalty 2916.133187 = -908555.239566 nChanged 0 Trying to split cluster 14 (11651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1749.006298 sec): 2 clusters Score: Raw -1376089.269224 + Penalty 1521.511435 = -1374567.757789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1749.041868 sec): 3 clusters Score: Raw -1369337.229209 + Penalty 3043.022870 = -1366294.206339 nChanged 5117 SP:Iteration 1F (1749.079705 sec): 3 clusters Score: Raw -1372182.976061 + Penalty 3043.022870 = -1369139.953191 nChanged 700 SP:Iteration 2F (1749.117715 sec): 3 clusters Score: Raw -1372475.622772 + Penalty 3043.022870 = -1369432.599902 nChanged 591 SP:Iteration 3F (1749.184771 sec): 3 clusters Score: Raw -1372689.367644 + Penalty 3043.022870 = -1369646.344774 nChanged 504 SP:Iteration 4Q (1749.236727 sec): 3 clusters Score: Raw -1372871.908168 + Penalty 3043.022870 = -1369828.885298 nChanged 463 SP:Iteration 5Q (1749.299664 sec): 3 clusters Score: Raw -1373052.938130 + Penalty 3043.022870 = -1370009.915260 nChanged 441 SP:Iteration 6Q (1749.364352 sec): 3 clusters Score: Raw -1373245.366161 + Penalty 3043.022870 = -1370202.343291 nChanged 451 SP:Iteration 7Q (1749.396857 sec): 3 clusters Score: Raw -1373451.059980 + Penalty 3043.022870 = -1370408.037110 nChanged 463 SP:Iteration 8Q (1749.432714 sec): 3 clusters Score: Raw -1373672.361772 + Penalty 3043.022870 = -1370629.338902 nChanged 439 SP:Iteration 9Q (1749.463681 sec): 3 clusters Score: Raw -1373877.929890 + Penalty 3043.022870 = -1370834.907020 nChanged 413 SP:Iteration 10Q (1749.494053 sec): 3 clusters Score: Raw -1374089.724037 + Penalty 3043.022870 = -1371046.701167 nChanged 436 SP:Iteration 11Q (1749.527019 sec): 3 clusters Score: Raw -1374312.335771 + Penalty 3043.022870 = -1371269.312901 nChanged 411 SP:Iteration 12Q (1749.558362 sec): 3 clusters Score: Raw -1374529.781085 + Penalty 3043.022870 = -1371486.758215 nChanged 359 SP:Iteration 13Q (1749.594206 sec): 3 clusters Score: Raw -1374721.853862 + Penalty 3043.022870 = -1371678.830992 nChanged 327 SP:Iteration 14Q (1749.624376 sec): 3 clusters Score: Raw -1374899.643388 + Penalty 3043.022870 = -1371856.620518 nChanged 296 SP:Iteration 15Q (1749.654043 sec): 3 clusters Score: Raw -1375043.492883 + Penalty 3043.022870 = -1372000.470013 nChanged 262 SP:Iteration 16Q (1749.719524 sec): 3 clusters Score: Raw -1375162.507790 + Penalty 3043.022870 = -1372119.484920 nChanged 203 SP:Iteration 17Q (1749.781274 sec): 3 clusters Score: Raw -1375257.076230 + Penalty 3043.022870 = -1372214.053360 nChanged 179 SP:Iteration 18Q (1749.842756 sec): 3 clusters Score: Raw -1375336.269258 + Penalty 3043.022870 = -1372293.246388 nChanged 166 SP:Iteration 19Q (1749.878230 sec): 3 clusters Score: Raw -1375405.433139 + Penalty 3043.022870 = -1372362.410269 nChanged 142 SP:Iteration 20F (1749.915023 sec): 3 clusters Score: Raw -1375465.381256 + Penalty 3043.022870 = -1372422.358386 nChanged 127 SP:Iteration 21Q (1749.948046 sec): 3 clusters Score: Raw -1375519.228462 + Penalty 3043.022870 = -1372476.205592 nChanged 129 SP:Iteration 22Q (1749.977565 sec): 3 clusters Score: Raw -1375574.733085 + Penalty 3043.022870 = -1372531.710215 nChanged 125 SP:Iteration 23Q (1750.009936 sec): 3 clusters Score: Raw -1375628.486134 + Penalty 3043.022870 = -1372585.463264 nChanged 108 SP:Iteration 24Q (1750.038483 sec): 3 clusters Score: Raw -1375679.407468 + Penalty 3043.022870 = -1372636.384598 nChanged 107 SP:Iteration 25Q (1750.067826 sec): 3 clusters Score: Raw -1375723.645495 + Penalty 3043.022870 = -1372680.622625 nChanged 98 SP:Iteration 26Q (1750.095666 sec): 3 clusters Score: Raw -1375765.409229 + Penalty 3043.022870 = -1372722.386359 nChanged 90 SP:Iteration 27Q (1750.123540 sec): 3 clusters Score: Raw -1375809.638669 + Penalty 3043.022870 = -1372766.615799 nChanged 100 SP:Iteration 28Q (1750.158080 sec): 3 clusters Score: Raw -1375853.699003 + Penalty 3043.022870 = -1372810.676133 nChanged 83 SP:Iteration 29Q (1750.185674 sec): 3 clusters Score: Raw -1375888.206588 + Penalty 3043.022870 = -1372845.183718 nChanged 67 SP:Iteration 30Q (1750.213759 sec): 3 clusters Score: Raw -1375911.859697 + Penalty 3043.022870 = -1372868.836827 nChanged 48 SP:Iteration 31Q (1750.244976 sec): 3 clusters Score: Raw -1375926.341139 + Penalty 3043.022870 = -1372883.318269 nChanged 38 SP:Iteration 32Q (1750.272339 sec): 3 clusters Score: Raw -1375939.683229 + Penalty 3043.022870 = -1372896.660359 nChanged 38 SP:Iteration 33Q (1750.302792 sec): 3 clusters Score: Raw -1375952.233262 + Penalty 3043.022870 = -1372909.210392 nChanged 40 SP:Iteration 34Q (1750.329848 sec): 3 clusters Score: Raw -1375965.400343 + Penalty 3043.022870 = -1372922.377473 nChanged 31 SP:Iteration 35Q (1750.382905 sec): 3 clusters Score: Raw -1375976.320829 + Penalty 3043.022870 = -1372933.297959 nChanged 40 SP:Iteration 36Q (1750.444885 sec): 3 clusters Score: Raw -1375987.273443 + Penalty 3043.022870 = -1372944.250573 nChanged 30 SP:Iteration 37Q (1750.475377 sec): 3 clusters Score: Raw -1375997.205532 + Penalty 3043.022870 = -1372954.182662 nChanged 30 SP:Iteration 38Q (1750.551415 sec): 3 clusters Score: Raw -1376009.656379 + Penalty 3043.022870 = -1372966.633509 nChanged 35 SP:Iteration 39Q (1750.571926 sec): 3 clusters Score: Raw -1376023.673995 + Penalty 3043.022870 = -1372980.651125 nChanged 31 SP:Iteration 40F (1750.606675 sec): 3 clusters Score: Raw -1376039.261363 + Penalty 3043.022870 = -1372996.238493 nChanged 38 SP:Iteration 41Q (1750.640559 sec): 3 clusters Score: Raw -1376057.483808 + Penalty 3043.022870 = -1373014.460938 nChanged 30 SP:Iteration 42Q (1750.667249 sec): 3 clusters Score: Raw -1376072.124834 + Penalty 3043.022870 = -1373029.101964 nChanged 32 SP:Iteration 43Q (1750.694273 sec): 3 clusters Score: Raw -1376088.384463 + Penalty 3043.022870 = -1373045.361593 nChanged 37 SP:Iteration 44Q (1750.721096 sec): 3 clusters Score: Raw -1376103.365072 + Penalty 3043.022870 = -1373060.342202 nChanged 28 SP:Iteration 45Q (1750.747958 sec): 3 clusters Score: Raw -1376116.816378 + Penalty 3043.022870 = -1373073.793508 nChanged 22 SP:Iteration 46Q (1750.774675 sec): 3 clusters Score: Raw -1376125.596930 + Penalty 3043.022870 = -1373082.574060 nChanged 21 SP:Iteration 47Q (1750.836723 sec): 3 clusters Score: Raw -1376133.376101 + Penalty 3043.022870 = -1373090.353231 nChanged 19 SP:Iteration 48Q (1750.898486 sec): 3 clusters Score: Raw -1376143.688381 + Penalty 3043.022870 = -1373100.665511 nChanged 14 SP:Iteration 49Q (1750.940482 sec): 3 clusters Score: Raw -1376149.566839 + Penalty 3043.022870 = -1373106.543969 nChanged 13 SP:Iteration 50Q (1750.969603 sec): 3 clusters Score: Raw -1376154.606772 + Penalty 3043.022870 = -1373111.583902 nChanged 13 SP:Iteration 51Q (1751.001088 sec): 3 clusters Score: Raw -1376160.246370 + Penalty 3043.022870 = -1373117.223500 nChanged 8 SP:Iteration 52Q (1751.028474 sec): 3 clusters Score: Raw -1376164.327790 + Penalty 3043.022870 = -1373121.304920 nChanged 9 SP:Iteration 53Q (1751.061946 sec): 3 clusters Score: Raw -1376166.815688 + Penalty 3043.022870 = -1373123.792819 nChanged 3 SP:Iteration 54Q (1751.089646 sec): 3 clusters Score: Raw -1376169.885267 + Penalty 3043.022870 = -1373126.862397 nChanged 8 SP:Iteration 55Q (1751.116056 sec): 3 clusters Score: Raw -1376173.802101 + Penalty 3043.022870 = -1373130.779231 nChanged 9 SP:Iteration 56Q (1751.146822 sec): 3 clusters Score: Raw -1376179.410186 + Penalty 3043.022870 = -1373136.387316 nChanged 9 SP:Iteration 57Q (1751.177802 sec): 3 clusters Score: Raw -1376184.127565 + Penalty 3043.022870 = -1373141.104695 nChanged 6 SP:Iteration 58Q (1751.206678 sec): 3 clusters Score: Raw -1376185.811226 + Penalty 3043.022870 = -1373142.788356 nChanged 5 SP:Iteration 59Q (1751.236796 sec): 3 clusters Score: Raw -1376188.258274 + Penalty 3043.022870 = -1373145.235404 nChanged 7 SP:Iteration 60F (1751.266751 sec): 3 clusters Score: Raw -1376191.443525 + Penalty 3043.022870 = -1373148.420655 nChanged 6 SP:Iteration 61Q (1751.299941 sec): 3 clusters Score: Raw -1376193.031950 + Penalty 3043.022870 = -1373150.009080 nChanged 5 SP:Iteration 62Q (1751.326161 sec): 3 clusters Score: Raw -1376195.001324 + Penalty 3043.022870 = -1373151.978454 nChanged 4 SP:Iteration 63Q (1751.352697 sec): 3 clusters Score: Raw -1376196.724541 + Penalty 3043.022870 = -1373153.701671 nChanged 5 SP:Iteration 64Q (1751.383965 sec): 3 clusters Score: Raw -1376198.899624 + Penalty 3043.022870 = -1373155.876754 nChanged 5 SP:Iteration 65Q (1751.416873 sec): 3 clusters Score: Raw -1376203.565398 + Penalty 3043.022870 = -1373160.542528 nChanged 7 SP:Iteration 66Q (1751.443000 sec): 3 clusters Score: Raw -1376207.980499 + Penalty 3043.022870 = -1373164.957629 nChanged 11 SP:Iteration 67Q (1751.473957 sec): 3 clusters Score: Raw -1376215.568473 + Penalty 3043.022870 = -1373172.545603 nChanged 12 SP:Iteration 68Q (1751.503302 sec): 3 clusters Score: Raw -1376220.355431 + Penalty 3043.022870 = -1373177.332561 nChanged 5 SP:Iteration 69Q (1751.529578 sec): 3 clusters Score: Raw -1376221.951850 + Penalty 3043.022870 = -1373178.928980 nChanged 3 SP:Iteration 70Q (1751.561697 sec): 3 clusters Score: Raw -1376223.170031 + Penalty 3043.022870 = -1373180.147161 nChanged 4 SP:Iteration 71Q (1751.591242 sec): 3 clusters Score: Raw -1376224.079220 + Penalty 3043.022870 = -1373181.056350 nChanged 5 SP:Iteration 72Q (1751.617429 sec): 3 clusters Score: Raw -1376225.988213 + Penalty 3043.022870 = -1373182.965343 nChanged 4 SP:Iteration 73Q (1751.648774 sec): 3 clusters Score: Raw -1376227.993149 + Penalty 3043.022870 = -1373184.970279 nChanged 3 SP:Iteration 74Q (1751.677627 sec): 3 clusters Score: Raw -1376229.686009 + Penalty 3043.022870 = -1373186.663139 nChanged 4 SP:Iteration 75Q (1751.703814 sec): 3 clusters Score: Raw -1376232.092109 + Penalty 3043.022870 = -1373189.069239 nChanged 3 SP:Iteration 76Q (1751.734310 sec): 3 clusters Score: Raw -1376233.417133 + Penalty 3043.022870 = -1373190.394263 nChanged 3 SP:Iteration 77Q (1751.763977 sec): 3 clusters Score: Raw -1376234.553443 + Penalty 3043.022870 = -1373191.530573 nChanged 5 SP:Iteration 78Q (1751.796656 sec): 3 clusters Score: Raw -1376236.523217 + Penalty 3043.022870 = -1373193.500347 nChanged 5 SP:Iteration 79Q (1751.827037 sec): 3 clusters Score: Raw -1376238.289616 + Penalty 3043.022870 = -1373195.266746 nChanged 5 SP:Iteration 80F (1751.861228 sec): 3 clusters Score: Raw -1376240.641436 + Penalty 3043.022870 = -1373197.618566 nChanged 5 SP:Iteration 81Q (1751.890661 sec): 3 clusters Score: Raw -1376242.765909 + Penalty 3043.022870 = -1373199.743039 nChanged 7 SP:Iteration 82Q (1751.916974 sec): 3 clusters Score: Raw -1376246.683257 + Penalty 3043.022870 = -1373203.660387 nChanged 11 SP:Iteration 83Q (1751.969278 sec): 3 clusters Score: Raw -1376250.945192 + Penalty 3043.022870 = -1373207.922322 nChanged 9 SP:Iteration 84Q (1751.995155 sec): 3 clusters Score: Raw -1376255.058209 + Penalty 3043.022870 = -1373212.035339 nChanged 9 SP:Iteration 85Q (1752.024056 sec): 3 clusters Score: Raw -1376258.468279 + Penalty 3043.022870 = -1373215.445409 nChanged 8 SP:Iteration 86Q (1752.050547 sec): 3 clusters Score: Raw -1376261.652557 + Penalty 3043.022870 = -1373218.629687 nChanged 2 SP:Iteration 87Q (1752.083453 sec): 3 clusters Score: Raw -1376263.424014 + Penalty 3043.022870 = -1373220.401144 nChanged 6 SP:Iteration 88Q (1752.116661 sec): 3 clusters Score: Raw -1376267.352596 + Penalty 3043.022870 = -1373224.329726 nChanged 10 SP:Iteration 89Q (1752.142755 sec): 3 clusters Score: Raw -1376274.008110 + Penalty 3043.022870 = -1373230.985240 nChanged 10 SP:Iteration 90Q (1752.173218 sec): 3 clusters Score: Raw -1376279.112713 + Penalty 3043.022870 = -1373236.089843 nChanged 5 SP:Iteration 91Q (1752.207088 sec): 3 clusters Score: Raw -1376281.530793 + Penalty 3043.022870 = -1373238.507923 nChanged 6 SP:Iteration 92Q (1752.233225 sec): 3 clusters Score: Raw -1376285.777425 + Penalty 3043.022870 = -1373242.754555 nChanged 4 SP:Iteration 93Q (1752.259550 sec): 3 clusters Score: Raw -1376289.422178 + Penalty 3043.022870 = -1373246.399308 nChanged 6 SP:Iteration 94Q (1752.285815 sec): 3 clusters Score: Raw -1376292.867358 + Penalty 3043.022870 = -1373249.844488 nChanged 7 SP:Iteration 95Q (1752.317363 sec): 3 clusters Score: Raw -1376295.881178 + Penalty 3043.022870 = -1373252.858308 nChanged 2 SP:Iteration 96Q (1752.350092 sec): 3 clusters Score: Raw -1376296.711797 + Penalty 3043.022870 = -1373253.688927 nChanged 4 SP:Iteration 97Q (1752.379673 sec): 3 clusters Score: Raw -1376298.210351 + Penalty 3043.022870 = -1373255.187481 nChanged 2 SP:Iteration 98Q (1752.405784 sec): 3 clusters Score: Raw -1376299.283553 + Penalty 3043.022870 = -1373256.260683 nChanged 2 SP:Iteration 99Q (1752.437098 sec): 3 clusters Score: Raw -1376300.456699 + Penalty 3043.022870 = -1373257.433829 nChanged 3 SP:Iteration 100F (1752.501847 sec): 3 clusters Score: Raw -1376301.735490 + Penalty 3043.022870 = -1373258.712620 nChanged 4 SP:Iteration 101Q (1752.532121 sec): 3 clusters Score: Raw -1376303.190013 + Penalty 3043.022870 = -1373260.167143 nChanged 2 SP:Iteration 102Q (1752.564375 sec): 3 clusters Score: Raw -1376303.984100 + Penalty 3043.022870 = -1373260.961230 nChanged 1 SP:Iteration 103Q (1752.590207 sec): 3 clusters Score: Raw -1376304.788515 + Penalty 3043.022870 = -1373261.765645 nChanged 1 SP:Iteration 104Q (1752.619332 sec): 3 clusters Score: Raw -1376305.752950 + Penalty 3043.022870 = -1373262.730080 nChanged 2 SP:Iteration 105Q (1752.681553 sec): 3 clusters Score: Raw -1376307.327160 + Penalty 3043.022870 = -1373264.304290 nChanged 2 SP:Iteration 106Q (1752.724384 sec): 3 clusters Score: Raw -1376307.933676 + Penalty 3043.022870 = -1373264.910806 nChanged 0 SP:Iteration 107F (1752.761733 sec): 3 clusters Score: Raw -1376307.933676 + Penalty 3043.022870 = -1373264.910806 nChanged 0 Trying to split cluster 16 (2674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1752.777936 sec): 2 clusters Score: Raw -306570.678242 + Penalty 1282.341248 = -305288.336994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1752.791735 sec): 3 clusters Score: Raw -305378.660630 + Penalty 2564.682496 = -302813.978134 nChanged 993 SP:Iteration 1F (1752.807173 sec): 3 clusters Score: Raw -306122.221615 + Penalty 2564.682496 = -303557.539119 nChanged 273 SP:Iteration 2F (1752.824858 sec): 3 clusters Score: Raw -306336.812062 + Penalty 2564.682496 = -303772.129566 nChanged 193 SP:Iteration 3F (1752.842989 sec): 3 clusters Score: Raw -306503.882309 + Penalty 2564.682496 = -303939.199813 nChanged 177 SP:Iteration 4F (1752.860675 sec): 3 clusters Score: Raw -306700.228785 + Penalty 2564.682496 = -304135.546289 nChanged 172 SP:Iteration 5F (1752.877623 sec): 3 clusters Score: Raw -306946.313740 + Penalty 2564.682496 = -304381.631244 nChanged 203 SP:Iteration 6F (1752.895450 sec): 3 clusters Score: Raw -307389.498664 + Penalty 2564.682496 = -304824.816168 nChanged 217 SP:Iteration 7F (1752.912267 sec): 3 clusters Score: Raw -308094.211697 + Penalty 2564.682496 = -305529.529201 nChanged 173 SP:Iteration 8F (1752.930566 sec): 3 clusters Score: Raw -308428.215776 + Penalty 2564.682496 = -305863.533280 nChanged 110 SP:Iteration 9Q (1752.947178 sec): 3 clusters Score: Raw -308588.204130 + Penalty 2564.682496 = -306023.521634 nChanged 76 SP:Iteration 10Q (1752.965145 sec): 3 clusters Score: Raw -308701.615604 + Penalty 2564.682496 = -306136.933108 nChanged 49 SP:Iteration 11Q (1752.982519 sec): 3 clusters Score: Raw -308764.889316 + Penalty 2564.682496 = -306200.206820 nChanged 29 SP:Iteration 12Q (1753.000625 sec): 3 clusters Score: Raw -308787.117834 + Penalty 2564.682496 = -306222.435338 nChanged 18 SP:Iteration 13Q (1753.017558 sec): 3 clusters Score: Raw -308797.384811 + Penalty 2564.682496 = -306232.702315 nChanged 10 SP:Iteration 14Q (1753.035636 sec): 3 clusters Score: Raw -308802.073568 + Penalty 2564.682496 = -306237.391071 nChanged 3 SP:Iteration 15Q (1753.053203 sec): 3 clusters Score: Raw -308803.608216 + Penalty 2564.682496 = -306238.925720 nChanged 4 SP:Iteration 16Q (1753.065756 sec): 3 clusters Score: Raw -308804.902605 + Penalty 2564.682496 = -306240.220109 nChanged 4 SP:Iteration 17Q (1753.078329 sec): 3 clusters Score: Raw -308806.110495 + Penalty 2564.682496 = -306241.427998 nChanged 1 SP:Iteration 18Q (1753.090871 sec): 3 clusters Score: Raw -308806.380615 + Penalty 2564.682496 = -306241.698119 nChanged 0 SP:Iteration 19F (1753.104014 sec): 3 clusters Score: Raw -308806.380615 + Penalty 2564.682496 = -306241.698119 nChanged 0 Score: Raw -56428773.905467 + Penalty 40351.405444 = -56388422.500024 Splitting cluster 16 changes total score from -56383286.888567 to -56388422.500024 So it's getting split into cluster 15. Trying to split cluster 17 (25409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1758.639316 sec): 2 clusters Score: Raw -3152711.945300 + Penalty 1648.214542 = -3151063.730758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1758.702466 sec): 3 clusters Score: Raw -3137214.109663 + Penalty 3296.429084 = -3133917.680578 nChanged 11651 SP:Iteration 1F (1758.752361 sec): 3 clusters Score: Raw -3143423.490974 + Penalty 3296.429084 = -3140127.061890 nChanged 1081 SP:Iteration 2Q (1758.830721 sec): 3 clusters Score: Raw -3143739.475589 + Penalty 3296.429084 = -3140443.046505 nChanged 1008 SP:Iteration 3Q (1758.881175 sec): 3 clusters Score: Raw -3144070.546122 + Penalty 3296.429084 = -3140774.117038 nChanged 1023 SP:Iteration 4Q (1758.932103 sec): 3 clusters Score: Raw -3144456.993098 + Penalty 3296.429084 = -3141160.564013 nChanged 1250 SP:Iteration 5Q (1758.990200 sec): 3 clusters Score: Raw -3145086.174786 + Penalty 3296.429084 = -3141789.745702 nChanged 1602 SP:Iteration 6F (1759.050435 sec): 3 clusters Score: Raw -3146112.126988 + Penalty 3296.429084 = -3142815.697903 nChanged 1952 SP:Iteration 7F (1759.099811 sec): 3 clusters Score: Raw -3147592.125969 + Penalty 3296.429084 = -3144295.696885 nChanged 1983 SP:Iteration 8F (1759.154487 sec): 3 clusters Score: Raw -3149226.196491 + Penalty 3296.429084 = -3145929.767407 nChanged 1669 SP:Iteration 9F (1759.204658 sec): 3 clusters Score: Raw -3150546.363014 + Penalty 3296.429084 = -3147249.933929 nChanged 1165 SP:Iteration 10Q (1759.267862 sec): 3 clusters Score: Raw -3151314.015672 + Penalty 3296.429084 = -3148017.586588 nChanged 785 SP:Iteration 11Q (1759.319228 sec): 3 clusters Score: Raw -3151774.123085 + Penalty 3296.429084 = -3148477.694000 nChanged 561 SP:Iteration 12Q (1759.370247 sec): 3 clusters Score: Raw -3152073.517046 + Penalty 3296.429084 = -3148777.087962 nChanged 398 SP:Iteration 13Q (1759.421123 sec): 3 clusters Score: Raw -3152271.020131 + Penalty 3296.429084 = -3148974.591047 nChanged 303 SP:Iteration 14Q (1759.471547 sec): 3 clusters Score: Raw -3152418.762604 + Penalty 3296.429084 = -3149122.333519 nChanged 237 SP:Iteration 15Q (1759.521529 sec): 3 clusters Score: Raw -3152543.884677 + Penalty 3296.429084 = -3149247.455593 nChanged 193 SP:Iteration 16Q (1759.570706 sec): 3 clusters Score: Raw -3152639.089655 + Penalty 3296.429084 = -3149342.660571 nChanged 144 SP:Iteration 17Q (1759.627312 sec): 3 clusters Score: Raw -3152707.548169 + Penalty 3296.429084 = -3149411.119085 nChanged 105 SP:Iteration 18Q (1759.674883 sec): 3 clusters Score: Raw -3152749.189862 + Penalty 3296.429084 = -3149452.760778 nChanged 70 SP:Iteration 19Q (1759.722023 sec): 3 clusters Score: Raw -3152775.356180 + Penalty 3296.429084 = -3149478.927095 nChanged 64 SP:Iteration 20F (1759.782434 sec): 3 clusters Score: Raw -3152804.002521 + Penalty 3296.429084 = -3149507.573437 nChanged 56 SP:Iteration 21Q (1759.829360 sec): 3 clusters Score: Raw -3152827.793360 + Penalty 3296.429084 = -3149531.364276 nChanged 43 SP:Iteration 22Q (1759.909099 sec): 3 clusters Score: Raw -3152843.855251 + Penalty 3296.429084 = -3149547.426167 nChanged 30 SP:Iteration 23Q (1759.993494 sec): 3 clusters Score: Raw -3152854.577943 + Penalty 3296.429084 = -3149558.148859 nChanged 30 SP:Iteration 24Q (1760.077510 sec): 3 clusters Score: Raw -3152865.719900 + Penalty 3296.429084 = -3149569.290815 nChanged 28 SP:Iteration 25Q (1760.154683 sec): 3 clusters Score: Raw -3152877.449385 + Penalty 3296.429084 = -3149581.020300 nChanged 38 SP:Iteration 26Q (1760.231831 sec): 3 clusters Score: Raw -3152893.364688 + Penalty 3296.429084 = -3149596.935604 nChanged 25 SP:Iteration 27Q (1760.318454 sec): 3 clusters Score: Raw -3152906.242125 + Penalty 3296.429084 = -3149609.813041 nChanged 18 SP:Iteration 28Q (1760.397234 sec): 3 clusters Score: Raw -3152914.829096 + Penalty 3296.429084 = -3149618.400012 nChanged 18 SP:Iteration 29Q (1760.480640 sec): 3 clusters Score: Raw -3152923.246883 + Penalty 3296.429084 = -3149626.817798 nChanged 21 SP:Iteration 30Q (1760.552736 sec): 3 clusters Score: Raw -3152933.258315 + Penalty 3296.429084 = -3149636.829231 nChanged 19 SP:Iteration 31Q (1760.633071 sec): 3 clusters Score: Raw -3152944.468652 + Penalty 3296.429084 = -3149648.039568 nChanged 12 SP:Iteration 32Q (1760.702719 sec): 3 clusters Score: Raw -3152949.284952 + Penalty 3296.429084 = -3149652.855867 nChanged 3 SP:Iteration 33Q (1760.784483 sec): 3 clusters Score: Raw -3152950.654832 + Penalty 3296.429084 = -3149654.225748 nChanged 5 SP:Iteration 34Q (1760.856173 sec): 3 clusters Score: Raw -3152952.697644 + Penalty 3296.429084 = -3149656.268560 nChanged 7 SP:Iteration 35Q (1760.943135 sec): 3 clusters Score: Raw -3152955.218714 + Penalty 3296.429084 = -3149658.789630 nChanged 6 SP:Iteration 36Q (1761.013068 sec): 3 clusters Score: Raw -3152956.868466 + Penalty 3296.429084 = -3149660.439382 nChanged 3 SP:Iteration 37Q (1761.093502 sec): 3 clusters Score: Raw -3152957.432019 + Penalty 3296.429084 = -3149661.002935 nChanged 2 SP:Iteration 38Q (1761.167260 sec): 3 clusters Score: Raw -3152958.569991 + Penalty 3296.429084 = -3149662.140907 nChanged 3 SP:Iteration 39Q (1761.245328 sec): 3 clusters Score: Raw -3152959.669773 + Penalty 3296.429084 = -3149663.240688 nChanged 1 SP:Iteration 40F (1761.332118 sec): 3 clusters Score: Raw -3152960.012087 + Penalty 3296.429084 = -3149663.583003 nChanged 0 Trying to split cluster 18 (37745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1761.398227 sec): 2 clusters Score: Raw -4626406.266135 + Penalty 1712.523848 = -4624693.742287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1761.500116 sec): 3 clusters Score: Raw -4602850.382302 + Penalty 3425.047696 = -4599425.334606 nChanged 17572 SP:Iteration 1F (1761.592584 sec): 3 clusters Score: Raw -4612663.372285 + Penalty 3425.047696 = -4609238.324589 nChanged 1640 SP:Iteration 2Q (1761.695099 sec): 3 clusters Score: Raw -4613287.701332 + Penalty 3425.047696 = -4609862.653636 nChanged 1799 SP:Iteration 3Q (1761.806200 sec): 3 clusters Score: Raw -4614267.419245 + Penalty 3425.047696 = -4610842.371549 nChanged 2152 SP:Iteration 4F (1761.913359 sec): 3 clusters Score: Raw -4615790.199684 + Penalty 3425.047696 = -4612365.151988 nChanged 2755 SP:Iteration 5F (1762.017189 sec): 3 clusters Score: Raw -4618072.545329 + Penalty 3425.047696 = -4614647.497633 nChanged 3309 SP:Iteration 6F (1762.114628 sec): 3 clusters Score: Raw -4621021.165066 + Penalty 3425.047696 = -4617596.117370 nChanged 3397 SP:Iteration 7F (1762.212952 sec): 3 clusters Score: Raw -4624123.668689 + Penalty 3425.047696 = -4620698.620993 nChanged 2706 SP:Iteration 8F (1762.311635 sec): 3 clusters Score: Raw -4626429.115139 + Penalty 3425.047696 = -4623004.067443 nChanged 1859 SP:Iteration 9Q (1762.410007 sec): 3 clusters Score: Raw -4627890.906609 + Penalty 3425.047696 = -4624465.858913 nChanged 1269 SP:Iteration 10Q (1762.518131 sec): 3 clusters Score: Raw -4628720.853122 + Penalty 3425.047696 = -4625295.805426 nChanged 826 SP:Iteration 11Q (1762.625536 sec): 3 clusters Score: Raw -4629117.811995 + Penalty 3425.047696 = -4625692.764299 nChanged 565 SP:Iteration 12Q (1762.718799 sec): 3 clusters Score: Raw -4629361.815314 + Penalty 3425.047696 = -4625936.767618 nChanged 434 SP:Iteration 13Q (1762.816634 sec): 3 clusters Score: Raw -4629526.345916 + Penalty 3425.047696 = -4626101.298220 nChanged 378 SP:Iteration 14Q (1762.921911 sec): 3 clusters Score: Raw -4629653.516765 + Penalty 3425.047696 = -4626228.469069 nChanged 305 SP:Iteration 15Q (1763.023506 sec): 3 clusters Score: Raw -4629744.419019 + Penalty 3425.047696 = -4626319.371323 nChanged 285 SP:Iteration 16Q (1763.126818 sec): 3 clusters Score: Raw -4629833.488743 + Penalty 3425.047696 = -4626408.441046 nChanged 246 SP:Iteration 17Q (1763.227692 sec): 3 clusters Score: Raw -4629896.302030 + Penalty 3425.047696 = -4626471.254334 nChanged 214 SP:Iteration 18Q (1763.330426 sec): 3 clusters Score: Raw -4629946.593106 + Penalty 3425.047696 = -4626521.545410 nChanged 183 SP:Iteration 19Q (1763.427216 sec): 3 clusters Score: Raw -4629984.262082 + Penalty 3425.047696 = -4626559.214386 nChanged 161 SP:Iteration 20F (1763.515303 sec): 3 clusters Score: Raw -4630016.533313 + Penalty 3425.047696 = -4626591.485617 nChanged 153 SP:Iteration 21Q (1763.606891 sec): 3 clusters Score: Raw -4630049.755902 + Penalty 3425.047696 = -4626624.708206 nChanged 138 SP:Iteration 22Q (1763.693191 sec): 3 clusters Score: Raw -4630078.931823 + Penalty 3425.047696 = -4626653.884127 nChanged 134 SP:Iteration 23Q (1763.782521 sec): 3 clusters Score: Raw -4630105.425751 + Penalty 3425.047696 = -4626680.378055 nChanged 117 SP:Iteration 24Q (1763.876288 sec): 3 clusters Score: Raw -4630122.822089 + Penalty 3425.047696 = -4626697.774393 nChanged 101 SP:Iteration 25Q (1763.973032 sec): 3 clusters Score: Raw -4630137.764717 + Penalty 3425.047696 = -4626712.717021 nChanged 105 SP:Iteration 26Q (1764.073606 sec): 3 clusters Score: Raw -4630155.244784 + Penalty 3425.047696 = -4626730.197088 nChanged 108 SP:Iteration 27Q (1764.173658 sec): 3 clusters Score: Raw -4630173.560047 + Penalty 3425.047696 = -4626748.512351 nChanged 99 SP:Iteration 28Q (1764.266357 sec): 3 clusters Score: Raw -4630189.783827 + Penalty 3425.047696 = -4626764.736131 nChanged 98 SP:Iteration 29Q (1764.368195 sec): 3 clusters Score: Raw -4630203.928049 + Penalty 3425.047696 = -4626778.880353 nChanged 79 SP:Iteration 30Q (1764.464994 sec): 3 clusters Score: Raw -4630216.976129 + Penalty 3425.047696 = -4626791.928433 nChanged 61 SP:Iteration 31Q (1764.559582 sec): 3 clusters Score: Raw -4630227.168656 + Penalty 3425.047696 = -4626802.120960 nChanged 59 SP:Iteration 32Q (1764.659451 sec): 3 clusters Score: Raw -4630236.219408 + Penalty 3425.047696 = -4626811.171712 nChanged 61 SP:Iteration 33Q (1764.760140 sec): 3 clusters Score: Raw -4630244.069754 + Penalty 3425.047696 = -4626819.022058 nChanged 54 SP:Iteration 34Q (1764.859763 sec): 3 clusters Score: Raw -4630250.726099 + Penalty 3425.047696 = -4626825.678403 nChanged 55 SP:Iteration 35Q (1764.960832 sec): 3 clusters Score: Raw -4630256.414024 + Penalty 3425.047696 = -4626831.366328 nChanged 40 SP:Iteration 36Q (1765.058446 sec): 3 clusters Score: Raw -4630260.686387 + Penalty 3425.047696 = -4626835.638691 nChanged 38 SP:Iteration 37Q (1765.159508 sec): 3 clusters Score: Raw -4630263.920363 + Penalty 3425.047696 = -4626838.872667 nChanged 33 SP:Iteration 38Q (1765.256786 sec): 3 clusters Score: Raw -4630266.642457 + Penalty 3425.047696 = -4626841.594761 nChanged 33 SP:Iteration 39Q (1765.357368 sec): 3 clusters Score: Raw -4630269.404850 + Penalty 3425.047696 = -4626844.357154 nChanged 32 SP:Iteration 40F (1765.454838 sec): 3 clusters Score: Raw -4630272.366077 + Penalty 3425.047696 = -4626847.318381 nChanged 33 SP:Iteration 41Q (1765.545198 sec): 3 clusters Score: Raw -4630275.081951 + Penalty 3425.047696 = -4626850.034255 nChanged 32 SP:Iteration 42Q (1765.630477 sec): 3 clusters Score: Raw -4630278.161502 + Penalty 3425.047696 = -4626853.113806 nChanged 40 SP:Iteration 43Q (1765.723390 sec): 3 clusters Score: Raw -4630281.556937 + Penalty 3425.047696 = -4626856.509240 nChanged 31 SP:Iteration 44Q (1765.816465 sec): 3 clusters Score: Raw -4630284.282809 + Penalty 3425.047696 = -4626859.235112 nChanged 30 SP:Iteration 45Q (1765.912099 sec): 3 clusters Score: Raw -4630287.391766 + Penalty 3425.047696 = -4626862.344070 nChanged 34 SP:Iteration 46Q (1766.001660 sec): 3 clusters Score: Raw -4630290.329628 + Penalty 3425.047696 = -4626865.281932 nChanged 32 SP:Iteration 47Q (1766.094314 sec): 3 clusters Score: Raw -4630292.893415 + Penalty 3425.047696 = -4626867.845719 nChanged 38 SP:Iteration 48Q (1766.187211 sec): 3 clusters Score: Raw -4630295.995302 + Penalty 3425.047696 = -4626870.947606 nChanged 30 SP:Iteration 49Q (1766.275008 sec): 3 clusters Score: Raw -4630298.602895 + Penalty 3425.047696 = -4626873.555199 nChanged 31 SP:Iteration 50Q (1766.364938 sec): 3 clusters Score: Raw -4630301.160543 + Penalty 3425.047696 = -4626876.112847 nChanged 27 SP:Iteration 51Q (1766.466914 sec): 3 clusters Score: Raw -4630303.368449 + Penalty 3425.047696 = -4626878.320753 nChanged 26 SP:Iteration 52Q (1766.551787 sec): 3 clusters Score: Raw -4630305.278449 + Penalty 3425.047696 = -4626880.230753 nChanged 19 SP:Iteration 53Q (1766.644582 sec): 3 clusters Score: Raw -4630306.862234 + Penalty 3425.047696 = -4626881.814538 nChanged 17 SP:Iteration 54Q (1766.741105 sec): 3 clusters Score: Raw -4630308.215803 + Penalty 3425.047696 = -4626883.168107 nChanged 16 SP:Iteration 55Q (1766.842242 sec): 3 clusters Score: Raw -4630309.472473 + Penalty 3425.047696 = -4626884.424777 nChanged 19 SP:Iteration 56Q (1766.938758 sec): 3 clusters Score: Raw -4630311.053285 + Penalty 3425.047696 = -4626886.005589 nChanged 23 SP:Iteration 57Q (1767.037388 sec): 3 clusters Score: Raw -4630313.011927 + Penalty 3425.047696 = -4626887.964231 nChanged 25 SP:Iteration 58Q (1767.138044 sec): 3 clusters Score: Raw -4630315.717297 + Penalty 3425.047696 = -4626890.669601 nChanged 29 SP:Iteration 59Q (1767.233316 sec): 3 clusters Score: Raw -4630318.406542 + Penalty 3425.047696 = -4626893.358846 nChanged 30 SP:Iteration 60F (1767.328614 sec): 3 clusters Score: Raw -4630321.751054 + Penalty 3425.047696 = -4626896.703358 nChanged 25 SP:Iteration 61Q (1767.423200 sec): 3 clusters Score: Raw -4630324.521561 + Penalty 3425.047696 = -4626899.473865 nChanged 26 SP:Iteration 62Q (1767.523542 sec): 3 clusters Score: Raw -4630326.377551 + Penalty 3425.047696 = -4626901.329855 nChanged 22 SP:Iteration 63Q (1767.623449 sec): 3 clusters Score: Raw -4630328.148935 + Penalty 3425.047696 = -4626903.101239 nChanged 21 SP:Iteration 64Q (1767.724611 sec): 3 clusters Score: Raw -4630329.507295 + Penalty 3425.047696 = -4626904.459599 nChanged 15 SP:Iteration 65Q (1767.824806 sec): 3 clusters Score: Raw -4630330.614270 + Penalty 3425.047696 = -4626905.566574 nChanged 12 SP:Iteration 66Q (1767.924797 sec): 3 clusters Score: Raw -4630331.193108 + Penalty 3425.047696 = -4626906.145412 nChanged 13 SP:Iteration 67Q (1768.025526 sec): 3 clusters Score: Raw -4630332.087753 + Penalty 3425.047696 = -4626907.040057 nChanged 13 SP:Iteration 68Q (1768.125883 sec): 3 clusters Score: Raw -4630332.860289 + Penalty 3425.047696 = -4626907.812593 nChanged 10 SP:Iteration 69Q (1768.224934 sec): 3 clusters Score: Raw -4630333.591667 + Penalty 3425.047696 = -4626908.543971 nChanged 14 SP:Iteration 70Q (1768.322441 sec): 3 clusters Score: Raw -4630334.763267 + Penalty 3425.047696 = -4626909.715571 nChanged 12 SP:Iteration 71Q (1768.423060 sec): 3 clusters Score: Raw -4630335.419260 + Penalty 3425.047696 = -4626910.371564 nChanged 6 SP:Iteration 72Q (1768.515022 sec): 3 clusters Score: Raw -4630335.693276 + Penalty 3425.047696 = -4626910.645580 nChanged 5 SP:Iteration 73Q (1768.616031 sec): 3 clusters Score: Raw -4630336.068501 + Penalty 3425.047696 = -4626911.020805 nChanged 4 SP:Iteration 74Q (1768.708435 sec): 3 clusters Score: Raw -4630336.267795 + Penalty 3425.047696 = -4626911.220099 nChanged 5 SP:Iteration 75Q (1768.809028 sec): 3 clusters Score: Raw -4630336.428582 + Penalty 3425.047696 = -4626911.380886 nChanged 3 SP:Iteration 76Q (1768.906084 sec): 3 clusters Score: Raw -4630336.562354 + Penalty 3425.047696 = -4626911.514658 nChanged 3 SP:Iteration 77Q (1768.998529 sec): 3 clusters Score: Raw -4630336.719104 + Penalty 3425.047696 = -4626911.671408 nChanged 2 SP:Iteration 78Q (1769.093627 sec): 3 clusters Score: Raw -4630336.815695 + Penalty 3425.047696 = -4626911.767999 nChanged 2 SP:Iteration 79Q (1769.190554 sec): 3 clusters Score: Raw -4630336.855641 + Penalty 3425.047696 = -4626911.807945 nChanged 1 SP:Iteration 80F (1769.287249 sec): 3 clusters Score: Raw -4630336.912023 + Penalty 3425.047696 = -4626911.864327 nChanged 1 SP:Iteration 81Q (1769.386997 sec): 3 clusters Score: Raw -4630336.983349 + Penalty 3425.047696 = -4626911.935653 nChanged 0 SP:Iteration 82F (1769.480590 sec): 3 clusters Score: Raw -4630336.983349 + Penalty 3425.047696 = -4626911.935653 nChanged 0 Score: Raw -56432704.622682 + Penalty 42475.163625 = -56390229.459057 Splitting cluster 18 changes total score from -56383286.888567 to -56390229.459057 So it's getting split into cluster 19. Trying to split cluster 20 (70928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1775.994388 sec): 2 clusters Score: Raw -8558338.116925 + Penalty 1815.030841 = -8556523.086085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1776.150786 sec): 3 clusters Score: Raw -8512813.754606 + Penalty 3630.061681 = -8509183.692925 nChanged 33762 SP:Iteration 1F (1776.302668 sec): 3 clusters Score: Raw -8535105.499322 + Penalty 3630.061681 = -8531475.437641 nChanged 4940 SP:Iteration 2F (1776.459388 sec): 3 clusters Score: Raw -8539316.480808 + Penalty 3630.061681 = -8535686.419127 nChanged 6056 SP:Iteration 3F (1776.613682 sec): 3 clusters Score: Raw -8545326.215011 + Penalty 3630.061681 = -8541696.153330 nChanged 6772 SP:Iteration 4F (1776.771519 sec): 3 clusters Score: Raw -8552792.083507 + Penalty 3630.061681 = -8549162.021826 nChanged 6205 SP:Iteration 5F (1776.921731 sec): 3 clusters Score: Raw -8559253.281527 + Penalty 3630.061681 = -8555623.219846 nChanged 4426 SP:Iteration 6F (1777.065752 sec): 3 clusters Score: Raw -8562864.046163 + Penalty 3630.061681 = -8559233.984482 nChanged 2773 SP:Iteration 7Q (1777.213526 sec): 3 clusters Score: Raw -8564508.473834 + Penalty 3630.061681 = -8560878.412153 nChanged 1753 SP:Iteration 8Q (1777.360636 sec): 3 clusters Score: Raw -8565384.467160 + Penalty 3630.061681 = -8561754.405479 nChanged 1349 SP:Iteration 9Q (1777.505202 sec): 3 clusters Score: Raw -8565988.288739 + Penalty 3630.061681 = -8562358.227057 nChanged 1134 SP:Iteration 10Q (1777.648496 sec): 3 clusters Score: Raw -8566415.423424 + Penalty 3630.061681 = -8562785.361743 nChanged 908 SP:Iteration 11Q (1777.795041 sec): 3 clusters Score: Raw -8566694.140614 + Penalty 3630.061681 = -8563064.078933 nChanged 748 SP:Iteration 12Q (1777.941266 sec): 3 clusters Score: Raw -8566888.668081 + Penalty 3630.061681 = -8563258.606400 nChanged 646 SP:Iteration 13Q (1778.095565 sec): 3 clusters Score: Raw -8567041.682084 + Penalty 3630.061681 = -8563411.620403 nChanged 580 SP:Iteration 14Q (1778.247695 sec): 3 clusters Score: Raw -8567158.356977 + Penalty 3630.061681 = -8563528.295296 nChanged 448 SP:Iteration 15Q (1778.391916 sec): 3 clusters Score: Raw -8567234.501992 + Penalty 3630.061681 = -8563604.440311 nChanged 387 SP:Iteration 16Q (1778.541079 sec): 3 clusters Score: Raw -8567291.823748 + Penalty 3630.061681 = -8563661.762067 nChanged 329 SP:Iteration 17Q (1778.685625 sec): 3 clusters Score: Raw -8567333.176145 + Penalty 3630.061681 = -8563703.114464 nChanged 271 SP:Iteration 18Q (1778.829834 sec): 3 clusters Score: Raw -8567361.589418 + Penalty 3630.061681 = -8563731.527737 nChanged 234 SP:Iteration 19Q (1778.970842 sec): 3 clusters Score: Raw -8567383.057664 + Penalty 3630.061681 = -8563752.995983 nChanged 170 SP:Iteration 20F (1779.123029 sec): 3 clusters Score: Raw -8567396.532025 + Penalty 3630.061681 = -8563766.470344 nChanged 139 SP:Iteration 21Q (1779.273258 sec): 3 clusters Score: Raw -8567406.044614 + Penalty 3630.061681 = -8563775.982933 nChanged 121 SP:Iteration 22Q (1779.412773 sec): 3 clusters Score: Raw -8567413.594630 + Penalty 3630.061681 = -8563783.532949 nChanged 97 SP:Iteration 23Q (1779.562594 sec): 3 clusters Score: Raw -8567419.246743 + Penalty 3630.061681 = -8563789.185062 nChanged 79 SP:Iteration 24Q (1779.707569 sec): 3 clusters Score: Raw -8567423.596742 + Penalty 3630.061681 = -8563793.535061 nChanged 73 SP:Iteration 25Q (1779.852311 sec): 3 clusters Score: Raw -8567427.430926 + Penalty 3630.061681 = -8563797.369245 nChanged 70 SP:Iteration 26Q (1780.000442 sec): 3 clusters Score: Raw -8567430.638417 + Penalty 3630.061681 = -8563800.576736 nChanged 50 SP:Iteration 27Q (1780.150803 sec): 3 clusters Score: Raw -8567432.879400 + Penalty 3630.061681 = -8563802.817719 nChanged 47 SP:Iteration 28Q (1780.295820 sec): 3 clusters Score: Raw -8567434.868046 + Penalty 3630.061681 = -8563804.806365 nChanged 34 SP:Iteration 29Q (1780.446217 sec): 3 clusters Score: Raw -8567435.787931 + Penalty 3630.061681 = -8563805.726250 nChanged 23 SP:Iteration 30Q (1780.589869 sec): 3 clusters Score: Raw -8567436.531799 + Penalty 3630.061681 = -8563806.470118 nChanged 25 SP:Iteration 31Q (1780.740771 sec): 3 clusters Score: Raw -8567437.328461 + Penalty 3630.061681 = -8563807.266780 nChanged 27 SP:Iteration 32Q (1780.886889 sec): 3 clusters Score: Raw -8567438.235276 + Penalty 3630.061681 = -8563808.173595 nChanged 23 SP:Iteration 33Q (1781.037552 sec): 3 clusters Score: Raw -8567438.937721 + Penalty 3630.061681 = -8563808.876040 nChanged 27 SP:Iteration 34Q (1781.186556 sec): 3 clusters Score: Raw -8567439.975420 + Penalty 3630.061681 = -8563809.913739 nChanged 22 SP:Iteration 35Q (1781.319022 sec): 3 clusters Score: Raw -8567440.673365 + Penalty 3630.061681 = -8563810.611684 nChanged 24 SP:Iteration 36Q (1781.459269 sec): 3 clusters Score: Raw -8567441.406132 + Penalty 3630.061681 = -8563811.344451 nChanged 20 SP:Iteration 37Q (1781.608090 sec): 3 clusters Score: Raw -8567441.981177 + Penalty 3630.061681 = -8563811.919496 nChanged 18 SP:Iteration 38Q (1781.748965 sec): 3 clusters Score: Raw -8567442.426159 + Penalty 3630.061681 = -8563812.364478 nChanged 19 SP:Iteration 39Q (1781.897387 sec): 3 clusters Score: Raw -8567442.986260 + Penalty 3630.061681 = -8563812.924579 nChanged 13 SP:Iteration 40F (1782.054650 sec): 3 clusters Score: Raw -8567443.496180 + Penalty 3630.061681 = -8563813.434499 nChanged 16 SP:Iteration 41Q (1782.205012 sec): 3 clusters Score: Raw -8567443.907596 + Penalty 3630.061681 = -8563813.845915 nChanged 15 SP:Iteration 42Q (1782.343890 sec): 3 clusters Score: Raw -8567444.231175 + Penalty 3630.061681 = -8563814.169494 nChanged 11 SP:Iteration 43Q (1782.483654 sec): 3 clusters Score: Raw -8567444.496484 + Penalty 3630.061681 = -8563814.434803 nChanged 10 SP:Iteration 44Q (1782.640693 sec): 3 clusters Score: Raw -8567444.735000 + Penalty 3630.061681 = -8563814.673319 nChanged 5 SP:Iteration 45Q (1782.794126 sec): 3 clusters Score: Raw -8567444.843932 + Penalty 3630.061681 = -8563814.782251 nChanged 8 SP:Iteration 46Q (1782.955566 sec): 3 clusters Score: Raw -8567445.108127 + Penalty 3630.061681 = -8563815.046446 nChanged 10 SP:Iteration 47Q (1783.117459 sec): 3 clusters Score: Raw -8567445.318355 + Penalty 3630.061681 = -8563815.256674 nChanged 5 SP:Iteration 48Q (1783.278360 sec): 3 clusters Score: Raw -8567445.401875 + Penalty 3630.061681 = -8563815.340194 nChanged 3 SP:Iteration 49Q (1783.431407 sec): 3 clusters Score: Raw -8567445.451579 + Penalty 3630.061681 = -8563815.389898 nChanged 2 SP:Iteration 50Q (1783.583051 sec): 3 clusters Score: Raw -8567445.464640 + Penalty 3630.061681 = -8563815.402959 nChanged 3 SP:Iteration 51Q (1783.744525 sec): 3 clusters Score: Raw -8567445.522829 + Penalty 3630.061681 = -8563815.461148 nChanged 4 SP:Iteration 52Q (1783.896466 sec): 3 clusters Score: Raw -8567445.580997 + Penalty 3630.061681 = -8563815.519316 nChanged 3 SP:Iteration 53Q (1784.050440 sec): 3 clusters Score: Raw -8567445.657556 + Penalty 3630.061681 = -8563815.595875 nChanged 5 SP:Iteration 54Q (1784.211511 sec): 3 clusters Score: Raw -8567445.785257 + Penalty 3630.061681 = -8563815.723576 nChanged 6 SP:Iteration 55Q (1784.373108 sec): 3 clusters Score: Raw -8567445.904752 + Penalty 3630.061681 = -8563815.843071 nChanged 5 SP:Iteration 56Q (1784.517514 sec): 3 clusters Score: Raw -8567446.127390 + Penalty 3630.061681 = -8563816.065709 nChanged 5 SP:Iteration 57Q (1784.662838 sec): 3 clusters Score: Raw -8567446.241542 + Penalty 3630.061681 = -8563816.179861 nChanged 5 SP:Iteration 58Q (1784.796983 sec): 3 clusters Score: Raw -8567446.316827 + Penalty 3630.061681 = -8563816.255146 nChanged 5 SP:Iteration 59Q (1784.940989 sec): 3 clusters Score: Raw -8567446.463727 + Penalty 3630.061681 = -8563816.402046 nChanged 4 SP:Iteration 60F (1785.086019 sec): 3 clusters Score: Raw -8567446.567559 + Penalty 3630.061681 = -8563816.505878 nChanged 3 SP:Iteration 61Q (1785.235277 sec): 3 clusters Score: Raw -8567446.668111 + Penalty 3630.061681 = -8563816.606430 nChanged 0 SP:Iteration 62F (1785.386018 sec): 3 clusters Score: Raw -8567446.668111 + Penalty 3630.061681 = -8563816.606430 nChanged 0 Score: Raw -56441813.173868 + Penalty 44598.921806 = -56397214.252062 Splitting cluster 20 changes total score from -56383286.888567 to -56397214.252062 So it's getting split into cluster 21. Deleting Class 5 (387 points): Lose 991.781385 but Gain 2123.758181 Iteration 20F (1798.356405 sec): 21 clusters Score: Raw -56447469.675571 + Penalty 42475.163625 = -56404994.511946 nChanged 12006 Iteration 21Q (1801.393512 sec): 21 clusters Score: Raw -56452069.996555 + Penalty 42475.163625 = -56409594.832930 nChanged 5869 Iteration 22Q (1804.418720 sec): 21 clusters Score: Raw -56453898.829441 + Penalty 42475.163625 = -56411423.665816 nChanged 4297 Iteration 23Q (1807.397508 sec): 21 clusters Score: Raw -56455027.298032 + Penalty 42475.163625 = -56412552.134407 nChanged 3549 Iteration 24Q (1810.403421 sec): 21 clusters Score: Raw -56455877.399058 + Penalty 42475.163625 = -56413402.235434 nChanged 3093 Iteration 25Q (1813.365848 sec): 21 clusters Score: Raw -56456583.785988 + Penalty 42475.163625 = -56414108.622364 nChanged 2880 Iteration 26Q (1816.342448 sec): 21 clusters Score: Raw -56457213.667507 + Penalty 42475.163625 = -56414738.503882 nChanged 2608 Iteration 27Q (1819.257265 sec): 21 clusters Score: Raw -56457775.210429 + Penalty 42475.163625 = -56415300.046805 nChanged 2442 Iteration 28Q (1822.179720 sec): 21 clusters Score: Raw -56458289.798920 + Penalty 42475.163625 = -56415814.635295 nChanged 2342 Iteration 29Q (1825.144271 sec): 21 clusters Score: Raw -56458770.984171 + Penalty 42475.163625 = -56416295.820546 nChanged 2177 Iteration 30Q (1827.840803 sec): 21 clusters Score: Raw -56459170.058032 + Penalty 42475.163625 = -56416694.894407 nChanged 1962 Iteration 31Q (1830.505822 sec): 21 clusters Score: Raw -56459493.849784 + Penalty 42475.163625 = -56417018.686159 nChanged 1756 Iteration 32Q (1833.276160 sec): 21 clusters Score: Raw -56459767.176315 + Penalty 42475.163625 = -56417292.012690 nChanged 1605 Iteration 33Q (1835.509069 sec): 21 clusters Score: Raw -56460008.849796 + Penalty 42475.163625 = -56417533.686171 nChanged 1498 Iteration 34Q (1838.362361 sec): 21 clusters Score: Raw -56460227.688375 + Penalty 42475.163625 = -56417752.524750 nChanged 1363 Iteration 35Q (1841.064489 sec): 21 clusters Score: Raw -56460407.949650 + Penalty 42475.163625 = -56417932.786025 nChanged 1220 Iteration 36Q (1843.619726 sec): 21 clusters Score: Raw -56460566.569280 + Penalty 42475.163625 = -56418091.405655 nChanged 1146 Iteration 37Q (1846.117353 sec): 21 clusters Score: Raw -56460702.797583 + Penalty 42475.163625 = -56418227.633958 nChanged 1053 Iteration 38Q (1848.673715 sec): 21 clusters Score: Raw -56460825.279550 + Penalty 42475.163625 = -56418350.115925 nChanged 943 Iteration 39Q (1851.259358 sec): 21 clusters Score: Raw -56460928.589233 + Penalty 42475.163625 = -56418453.425609 nChanged 868 Iteration 40F (1857.074258 sec): 21 clusters Score: Raw -56461073.722405 + Penalty 42475.163625 = -56418598.558780 nChanged 841 Iteration 41Q (1859.661181 sec): 21 clusters Score: Raw -56461215.297503 + Penalty 42475.163625 = -56418740.133879 nChanged 827 Iteration 42Q (1862.498120 sec): 21 clusters Score: Raw -56461311.943601 + Penalty 42475.163625 = -56418836.779976 nChanged 773 Iteration 43Q (1865.415334 sec): 21 clusters Score: Raw -56461404.781525 + Penalty 42475.163625 = -56418929.617900 nChanged 727 Iteration 44Q (1868.244291 sec): 21 clusters Score: Raw -56461504.047927 + Penalty 42475.163625 = -56419028.884302 nChanged 725 Iteration 45Q (1870.921838 sec): 21 clusters Score: Raw -56461611.966896 + Penalty 42475.163625 = -56419136.803271 nChanged 683 Iteration 46Q (1873.496252 sec): 21 clusters Score: Raw -56461732.744575 + Penalty 42475.163625 = -56419257.580950 nChanged 633 Iteration 47Q (1876.279768 sec): 21 clusters Score: Raw -56461864.398210 + Penalty 42475.163625 = -56419389.234585 nChanged 617 Iteration 48Q (1878.859498 sec): 21 clusters Score: Raw -56461977.812490 + Penalty 42475.163625 = -56419502.648865 nChanged 594 Iteration 49Q (1881.717512 sec): 21 clusters Score: Raw -56462105.802740 + Penalty 42475.163625 = -56419630.639116 nChanged 623 Iteration 50Q (1884.361175 sec): 21 clusters Score: Raw -56462237.235325 + Penalty 42475.163625 = -56419762.071700 nChanged 588 Iteration 51Q (1887.254745 sec): 21 clusters Score: Raw -56462360.253931 + Penalty 42475.163625 = -56419885.090306 nChanged 593 Iteration 52Q (1889.958789 sec): 21 clusters Score: Raw -56462479.561870 + Penalty 42475.163625 = -56420004.398245 nChanged 579 Iteration 53Q (1893.060567 sec): 21 clusters Score: Raw -56462610.284858 + Penalty 42475.163625 = -56420135.121233 nChanged 610 Iteration 54Q (1895.675565 sec): 21 clusters Score: Raw -56462759.731756 + Penalty 42475.163625 = -56420284.568131 nChanged 670 Iteration 55Q (1898.404911 sec): 21 clusters Score: Raw -56462921.475951 + Penalty 42475.163625 = -56420446.312326 nChanged 648 Iteration 56Q (1901.251473 sec): 21 clusters Score: Raw -56463084.702926 + Penalty 42475.163625 = -56420609.539302 nChanged 679 Iteration 57Q (1903.988324 sec): 21 clusters Score: Raw -56463270.088253 + Penalty 42475.163625 = -56420794.924628 nChanged 722 Iteration 58Q (1906.840970 sec): 21 clusters Score: Raw -56463508.404749 + Penalty 42475.163625 = -56421033.241124 nChanged 766 Writing temp clu file Because OldScore, -56420794.924628, is greater than current (better) Score,-56421033.241124 Compute initial score before splitting: Score: Raw -56463508.404749 + Penalty 42475.163625 = -56421033.241124 Trying to split cluster 1 (1853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1907.031576 sec): 2 clusters Score: Raw -204809.031186 + Penalty 1222.741199 = -203586.289987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1907.084597 sec): 3 clusters Score: Raw -204052.740183 + Penalty 2445.482399 = -201607.257784 nChanged 629 SP:Iteration 1F (1907.136948 sec): 3 clusters Score: Raw -204497.429625 + Penalty 2445.482399 = -202051.947227 nChanged 158 SP:Iteration 2F (1907.179330 sec): 3 clusters Score: Raw -204637.849016 + Penalty 2445.482399 = -202192.366617 nChanged 96 SP:Iteration 3F (1907.227667 sec): 3 clusters Score: Raw -204705.125080 + Penalty 2445.482399 = -202259.642682 nChanged 58 SP:Iteration 4Q (1907.268717 sec): 3 clusters Score: Raw -204759.000209 + Penalty 2445.482399 = -202313.517811 nChanged 53 SP:Iteration 5Q (1907.307990 sec): 3 clusters Score: Raw -204811.915893 + Penalty 2445.482399 = -202366.433495 nChanged 52 SP:Iteration 6Q (1907.356956 sec): 3 clusters Score: Raw -204855.439908 + Penalty 2445.482399 = -202409.957510 nChanged 47 SP:Iteration 7Q (1907.403159 sec): 3 clusters Score: Raw -204900.843691 + Penalty 2445.482399 = -202455.361292 nChanged 50 SP:Iteration 8Q (1907.444677 sec): 3 clusters Score: Raw -204943.415898 + Penalty 2445.482399 = -202497.933499 nChanged 46 SP:Iteration 9Q (1907.485318 sec): 3 clusters Score: Raw -204984.618973 + Penalty 2445.482399 = -202539.136575 nChanged 45 SP:Iteration 10Q (1907.531968 sec): 3 clusters Score: Raw -205017.321906 + Penalty 2445.482399 = -202571.839508 nChanged 33 SP:Iteration 11Q (1907.574269 sec): 3 clusters Score: Raw -205039.887864 + Penalty 2445.482399 = -202594.405466 nChanged 31 SP:Iteration 12Q (1907.608994 sec): 3 clusters Score: Raw -205066.521590 + Penalty 2445.482399 = -202621.039191 nChanged 31 SP:Iteration 13Q (1907.646707 sec): 3 clusters Score: Raw -205086.047774 + Penalty 2445.482399 = -202640.565376 nChanged 27 SP:Iteration 14Q (1907.684586 sec): 3 clusters Score: Raw -205104.537283 + Penalty 2445.482399 = -202659.054885 nChanged 19 SP:Iteration 15Q (1907.722953 sec): 3 clusters Score: Raw -205117.080880 + Penalty 2445.482399 = -202671.598482 nChanged 12 SP:Iteration 16Q (1907.771630 sec): 3 clusters Score: Raw -205122.794423 + Penalty 2445.482399 = -202677.312024 nChanged 15 SP:Iteration 17Q (1907.811376 sec): 3 clusters Score: Raw -205130.358755 + Penalty 2445.482399 = -202684.876356 nChanged 13 SP:Iteration 18Q (1907.852112 sec): 3 clusters Score: Raw -205137.982687 + Penalty 2445.482399 = -202692.500289 nChanged 17 SP:Iteration 19Q (1907.886996 sec): 3 clusters Score: Raw -205146.308800 + Penalty 2445.482399 = -202700.826402 nChanged 12 SP:Iteration 20F (1907.933631 sec): 3 clusters Score: Raw -205154.451786 + Penalty 2445.482399 = -202708.969388 nChanged 10 SP:Iteration 21Q (1907.982664 sec): 3 clusters Score: Raw -205160.916634 + Penalty 2445.482399 = -202715.434235 nChanged 7 SP:Iteration 22Q (1908.030124 sec): 3 clusters Score: Raw -205164.467010 + Penalty 2445.482399 = -202718.984612 nChanged 3 SP:Iteration 23Q (1908.074331 sec): 3 clusters Score: Raw -205165.322379 + Penalty 2445.482399 = -202719.839980 nChanged 1 SP:Iteration 24Q (1908.118452 sec): 3 clusters Score: Raw -205165.443531 + Penalty 2445.482399 = -202719.961133 nChanged 1 SP:Iteration 25Q (1908.162537 sec): 3 clusters Score: Raw -205165.649049 + Penalty 2445.482399 = -202720.166651 nChanged 0 SP:Iteration 26F (1908.208944 sec): 3 clusters Score: Raw -205165.649049 + Penalty 2445.482399 = -202720.166651 nChanged 0 Trying to split cluster 2 (7509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1908.243455 sec): 2 clusters Score: Raw -868118.069416 + Penalty 1450.126857 = -866667.942559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1908.303141 sec): 3 clusters Score: Raw -863971.135191 + Penalty 2900.253714 = -861070.881478 nChanged 3206 SP:Iteration 1F (1908.352211 sec): 3 clusters Score: Raw -865754.983165 + Penalty 2900.253714 = -862854.729452 nChanged 547 SP:Iteration 2F (1908.409408 sec): 3 clusters Score: Raw -866064.955212 + Penalty 2900.253714 = -863164.701499 nChanged 461 SP:Iteration 3F (1908.474167 sec): 3 clusters Score: Raw -866381.557378 + Penalty 2900.253714 = -863481.303665 nChanged 487 SP:Iteration 4F (1908.527399 sec): 3 clusters Score: Raw -866872.948932 + Penalty 2900.253714 = -863972.695219 nChanged 667 SP:Iteration 5F (1908.574196 sec): 3 clusters Score: Raw -867952.173421 + Penalty 2900.253714 = -865051.919707 nChanged 793 SP:Iteration 6F (1908.630796 sec): 3 clusters Score: Raw -869793.357357 + Penalty 2900.253714 = -866893.103643 nChanged 741 SP:Iteration 7F (1908.687525 sec): 3 clusters Score: Raw -871798.501464 + Penalty 2900.253714 = -868898.247750 nChanged 401 SP:Iteration 8F (1908.744435 sec): 3 clusters Score: Raw -872439.942539 + Penalty 2900.253714 = -869539.688826 nChanged 181 SP:Iteration 9Q (1908.800682 sec): 3 clusters Score: Raw -872550.810080 + Penalty 2900.253714 = -869650.556367 nChanged 68 SP:Iteration 10Q (1908.860634 sec): 3 clusters Score: Raw -872591.661700 + Penalty 2900.253714 = -869691.407986 nChanged 49 SP:Iteration 11Q (1908.924482 sec): 3 clusters Score: Raw -872618.529824 + Penalty 2900.253714 = -869718.276111 nChanged 37 SP:Iteration 12Q (1908.977464 sec): 3 clusters Score: Raw -872633.746970 + Penalty 2900.253714 = -869733.493257 nChanged 31 SP:Iteration 13Q (1909.040870 sec): 3 clusters Score: Raw -872645.286566 + Penalty 2900.253714 = -869745.032852 nChanged 23 SP:Iteration 14Q (1909.096616 sec): 3 clusters Score: Raw -872650.998541 + Penalty 2900.253714 = -869750.744828 nChanged 10 SP:Iteration 15Q (1909.164741 sec): 3 clusters Score: Raw -872653.949289 + Penalty 2900.253714 = -869753.695576 nChanged 7 SP:Iteration 16Q (1909.213921 sec): 3 clusters Score: Raw -872655.388528 + Penalty 2900.253714 = -869755.134814 nChanged 4 SP:Iteration 17Q (1909.281007 sec): 3 clusters Score: Raw -872656.348564 + Penalty 2900.253714 = -869756.094851 nChanged 4 SP:Iteration 18Q (1909.325646 sec): 3 clusters Score: Raw -872657.217638 + Penalty 2900.253714 = -869756.963924 nChanged 2 SP:Iteration 19Q (1909.393872 sec): 3 clusters Score: Raw -872657.415341 + Penalty 2900.253714 = -869757.161627 nChanged 0 SP:Iteration 20F (1909.452238 sec): 3 clusters Score: Raw -872657.415341 + Penalty 2900.253714 = -869757.161627 nChanged 0 Score: Raw -56468208.315210 + Penalty 44598.921806 = -56423609.393404 Splitting cluster 2 changes total score from -56421033.241124 to -56423609.393404 So it's getting split into cluster 5. Trying to split cluster 3 (625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1915.822954 sec): 2 clusters Score: Raw -64357.529439 + Penalty 1046.134643 = -63311.394796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1915.858912 sec): 3 clusters Score: Raw -64357.534509 + Penalty 2092.269286 = -62265.265223 nChanged 185 SP:Iteration 1F (1915.918800 sec): 3 clusters Score: Raw -64670.092134 + Penalty 2092.269286 = -62577.822848 nChanged 57 SP:Iteration 2F (1915.955086 sec): 3 clusters Score: Raw -64846.366189 + Penalty 2092.269286 = -62754.096903 nChanged 48 SP:Iteration 3F (1916.011837 sec): 3 clusters Score: Raw -65085.274297 + Penalty 2092.269286 = -62993.005011 nChanged 58 SP:Iteration 4F (1916.055296 sec): 3 clusters Score: Raw -65240.330018 + Penalty 2092.269286 = -63148.060731 nChanged 37 SP:Iteration 5F (1916.088624 sec): 3 clusters Score: Raw -65317.865320 + Penalty 2092.269286 = -63225.596033 nChanged 21 SP:Iteration 6Q (1916.139818 sec): 3 clusters Score: Raw -65345.977713 + Penalty 2092.269286 = -63253.708427 nChanged 12 SP:Iteration 7Q (1916.184277 sec): 3 clusters Score: Raw -65364.302690 + Penalty 2092.269286 = -63272.033404 nChanged 6 SP:Iteration 8Q (1916.218312 sec): 3 clusters Score: Raw -65371.954486 + Penalty 2092.269286 = -63279.685200 nChanged 2 SP:Iteration 9Q (1916.271417 sec): 3 clusters Score: Raw -65381.703412 + Penalty 2092.269286 = -63289.434126 nChanged 0 SP:Iteration 10F (1916.304892 sec): 3 clusters Score: Raw -65381.703412 + Penalty 2092.269286 = -63289.434126 nChanged 0 Trying to split cluster 4 (15443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1916.348442 sec): 2 clusters Score: Raw -1780190.513520 + Penalty 1567.298055 = -1778623.215466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1916.418300 sec): 3 clusters Score: Raw -1771097.600399 + Penalty 3134.596109 = -1767963.004290 nChanged 6808 SP:Iteration 1F (1916.486421 sec): 3 clusters Score: Raw -1774953.897520 + Penalty 3134.596109 = -1771819.301411 nChanged 878 SP:Iteration 2F (1916.554687 sec): 3 clusters Score: Raw -1775347.061805 + Penalty 3134.596109 = -1772212.465696 nChanged 861 SP:Iteration 3F (1916.616346 sec): 3 clusters Score: Raw -1775805.251573 + Penalty 3134.596109 = -1772670.655464 nChanged 953 SP:Iteration 4F (1916.686187 sec): 3 clusters Score: Raw -1776427.814216 + Penalty 3134.596109 = -1773293.218107 nChanged 1025 SP:Iteration 5F (1916.759241 sec): 3 clusters Score: Raw -1777224.283276 + Penalty 3134.596109 = -1774089.687167 nChanged 979 SP:Iteration 6F (1916.818933 sec): 3 clusters Score: Raw -1778099.826741 + Penalty 3134.596109 = -1774965.230632 nChanged 873 SP:Iteration 7F (1916.887526 sec): 3 clusters Score: Raw -1778926.153882 + Penalty 3134.596109 = -1775791.557772 nChanged 651 SP:Iteration 8Q (1916.969435 sec): 3 clusters Score: Raw -1779483.533744 + Penalty 3134.596109 = -1776348.937635 nChanged 487 SP:Iteration 9Q (1917.030069 sec): 3 clusters Score: Raw -1779776.309960 + Penalty 3134.596109 = -1776641.713851 nChanged 313 SP:Iteration 10Q (1917.090611 sec): 3 clusters Score: Raw -1779910.527779 + Penalty 3134.596109 = -1776775.931670 nChanged 205 SP:Iteration 11Q (1917.167957 sec): 3 clusters Score: Raw -1779985.761220 + Penalty 3134.596109 = -1776851.165111 nChanged 160 SP:Iteration 12Q (1917.231472 sec): 3 clusters Score: Raw -1780034.933671 + Penalty 3134.596109 = -1776900.337562 nChanged 125 SP:Iteration 13Q (1917.306798 sec): 3 clusters Score: Raw -1780069.297549 + Penalty 3134.596109 = -1776934.701440 nChanged 124 SP:Iteration 14Q (1917.380882 sec): 3 clusters Score: Raw -1780108.226085 + Penalty 3134.596109 = -1776973.629976 nChanged 136 SP:Iteration 15Q (1917.452518 sec): 3 clusters Score: Raw -1780155.554438 + Penalty 3134.596109 = -1777020.958329 nChanged 130 SP:Iteration 16Q (1917.514577 sec): 3 clusters Score: Raw -1780203.792855 + Penalty 3134.596109 = -1777069.196746 nChanged 124 SP:Iteration 17Q (1917.595293 sec): 3 clusters Score: Raw -1780253.213344 + Penalty 3134.596109 = -1777118.617235 nChanged 109 SP:Iteration 18Q (1917.670502 sec): 3 clusters Score: Raw -1780290.623541 + Penalty 3134.596109 = -1777156.027432 nChanged 88 SP:Iteration 19Q (1917.733922 sec): 3 clusters Score: Raw -1780322.268319 + Penalty 3134.596109 = -1777187.672210 nChanged 78 SP:Iteration 20F (1917.816830 sec): 3 clusters Score: Raw -1780352.331524 + Penalty 3134.596109 = -1777217.735415 nChanged 71 SP:Iteration 21Q (1917.882901 sec): 3 clusters Score: Raw -1780380.378166 + Penalty 3134.596109 = -1777245.782056 nChanged 71 SP:Iteration 22Q (1917.956179 sec): 3 clusters Score: Raw -1780406.262398 + Penalty 3134.596109 = -1777271.666289 nChanged 66 SP:Iteration 23Q (1918.028572 sec): 3 clusters Score: Raw -1780427.773668 + Penalty 3134.596109 = -1777293.177559 nChanged 67 SP:Iteration 24Q (1918.102039 sec): 3 clusters Score: Raw -1780451.950710 + Penalty 3134.596109 = -1777317.354601 nChanged 62 SP:Iteration 25Q (1918.175520 sec): 3 clusters Score: Raw -1780475.914855 + Penalty 3134.596109 = -1777341.318746 nChanged 61 SP:Iteration 26Q (1918.255129 sec): 3 clusters Score: Raw -1780495.694711 + Penalty 3134.596109 = -1777361.098601 nChanged 45 SP:Iteration 27Q (1918.328175 sec): 3 clusters Score: Raw -1780508.827032 + Penalty 3134.596109 = -1777374.230923 nChanged 34 SP:Iteration 28Q (1918.400030 sec): 3 clusters Score: Raw -1780520.344106 + Penalty 3134.596109 = -1777385.747997 nChanged 40 SP:Iteration 29Q (1918.472139 sec): 3 clusters Score: Raw -1780531.771013 + Penalty 3134.596109 = -1777397.174904 nChanged 31 SP:Iteration 30Q (1918.545233 sec): 3 clusters Score: Raw -1780539.504489 + Penalty 3134.596109 = -1777404.908380 nChanged 27 SP:Iteration 31Q (1918.614850 sec): 3 clusters Score: Raw -1780546.109019 + Penalty 3134.596109 = -1777411.512910 nChanged 24 SP:Iteration 32Q (1918.685753 sec): 3 clusters Score: Raw -1780551.117660 + Penalty 3134.596109 = -1777416.521550 nChanged 17 SP:Iteration 33Q (1918.755743 sec): 3 clusters Score: Raw -1780555.229292 + Penalty 3134.596109 = -1777420.633183 nChanged 17 SP:Iteration 34Q (1918.809981 sec): 3 clusters Score: Raw -1780560.957886 + Penalty 3134.596109 = -1777426.361777 nChanged 24 SP:Iteration 35Q (1918.886320 sec): 3 clusters Score: Raw -1780569.360448 + Penalty 3134.596109 = -1777434.764339 nChanged 18 SP:Iteration 36Q (1918.944196 sec): 3 clusters Score: Raw -1780574.544070 + Penalty 3134.596109 = -1777439.947961 nChanged 19 SP:Iteration 37Q (1918.998785 sec): 3 clusters Score: Raw -1780578.690365 + Penalty 3134.596109 = -1777444.094256 nChanged 22 SP:Iteration 38Q (1919.067278 sec): 3 clusters Score: Raw -1780582.650109 + Penalty 3134.596109 = -1777448.054000 nChanged 9 SP:Iteration 39Q (1919.133612 sec): 3 clusters Score: Raw -1780584.724763 + Penalty 3134.596109 = -1777450.128654 nChanged 4 SP:Iteration 40F (1919.195553 sec): 3 clusters Score: Raw -1780585.361726 + Penalty 3134.596109 = -1777450.765617 nChanged 1 SP:Iteration 41Q (1919.264605 sec): 3 clusters Score: Raw -1780585.485888 + Penalty 3134.596109 = -1777450.889779 nChanged 3 SP:Iteration 42Q (1919.334320 sec): 3 clusters Score: Raw -1780585.701276 + Penalty 3134.596109 = -1777451.105167 nChanged 3 SP:Iteration 43Q (1919.394395 sec): 3 clusters Score: Raw -1780586.008108 + Penalty 3134.596109 = -1777451.411999 nChanged 5 SP:Iteration 44Q (1919.459073 sec): 3 clusters Score: Raw -1780587.027737 + Penalty 3134.596109 = -1777452.431628 nChanged 3 SP:Iteration 45Q (1919.522960 sec): 3 clusters Score: Raw -1780587.517476 + Penalty 3134.596109 = -1777452.921367 nChanged 2 SP:Iteration 46Q (1919.587577 sec): 3 clusters Score: Raw -1780587.796533 + Penalty 3134.596109 = -1777453.200423 nChanged 3 SP:Iteration 47Q (1919.642300 sec): 3 clusters Score: Raw -1780588.095438 + Penalty 3134.596109 = -1777453.499329 nChanged 1 SP:Iteration 48Q (1919.707592 sec): 3 clusters Score: Raw -1780588.145615 + Penalty 3134.596109 = -1777453.549506 nChanged 1 SP:Iteration 49Q (1919.769801 sec): 3 clusters Score: Raw -1780588.320433 + Penalty 3134.596109 = -1777453.724323 nChanged 2 SP:Iteration 50Q (1919.833923 sec): 3 clusters Score: Raw -1780588.609007 + Penalty 3134.596109 = -1777454.012898 nChanged 5 SP:Iteration 51Q (1919.898730 sec): 3 clusters Score: Raw -1780589.258605 + Penalty 3134.596109 = -1777454.662495 nChanged 1 SP:Iteration 52Q (1919.963636 sec): 3 clusters Score: Raw -1780589.384971 + Penalty 3134.596109 = -1777454.788862 nChanged 0 SP:Iteration 53F (1920.035288 sec): 3 clusters Score: Raw -1780589.384971 + Penalty 3134.596109 = -1777454.788862 nChanged 0 Trying to split cluster 6 (4167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1920.064603 sec): 2 clusters Score: Raw -494186.035751 + Penalty 1354.429640 = -492831.606111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1920.096353 sec): 3 clusters Score: Raw -492126.439557 + Penalty 2708.859280 = -489417.580277 nChanged 1691 SP:Iteration 1F (1920.145739 sec): 3 clusters Score: Raw -493105.089040 + Penalty 2708.859280 = -490396.229760 nChanged 364 SP:Iteration 2F (1920.178776 sec): 3 clusters Score: Raw -493345.000825 + Penalty 2708.859280 = -490636.141544 nChanged 264 SP:Iteration 3F (1920.216881 sec): 3 clusters Score: Raw -493505.968057 + Penalty 2708.859280 = -490797.108777 nChanged 215 SP:Iteration 4F (1920.274817 sec): 3 clusters Score: Raw -493638.132301 + Penalty 2708.859280 = -490929.273021 nChanged 191 SP:Iteration 5Q (1920.315415 sec): 3 clusters Score: Raw -493753.636170 + Penalty 2708.859280 = -491044.776889 nChanged 158 SP:Iteration 6Q (1920.378218 sec): 3 clusters Score: Raw -493831.753653 + Penalty 2708.859280 = -491122.894373 nChanged 102 SP:Iteration 7Q (1920.425725 sec): 3 clusters Score: Raw -493889.153962 + Penalty 2708.859280 = -491180.294682 nChanged 101 SP:Iteration 8Q (1920.469545 sec): 3 clusters Score: Raw -493939.874019 + Penalty 2708.859280 = -491231.014738 nChanged 93 SP:Iteration 9Q (1920.528941 sec): 3 clusters Score: Raw -493982.846124 + Penalty 2708.859280 = -491273.986844 nChanged 72 SP:Iteration 10Q (1920.583578 sec): 3 clusters Score: Raw -494018.401290 + Penalty 2708.859280 = -491309.542010 nChanged 79 SP:Iteration 11Q (1920.633866 sec): 3 clusters Score: Raw -494061.581187 + Penalty 2708.859280 = -491352.721907 nChanged 85 SP:Iteration 12Q (1920.675221 sec): 3 clusters Score: Raw -494110.479264 + Penalty 2708.859280 = -491401.619984 nChanged 65 SP:Iteration 13Q (1920.736806 sec): 3 clusters Score: Raw -494147.714489 + Penalty 2708.859280 = -491438.855209 nChanged 47 SP:Iteration 14Q (1920.779737 sec): 3 clusters Score: Raw -494174.393929 + Penalty 2708.859280 = -491465.534648 nChanged 43 SP:Iteration 15Q (1920.842041 sec): 3 clusters Score: Raw -494197.601159 + Penalty 2708.859280 = -491488.741878 nChanged 53 SP:Iteration 16Q (1920.886134 sec): 3 clusters Score: Raw -494228.362504 + Penalty 2708.859280 = -491519.503224 nChanged 44 SP:Iteration 17Q (1920.937762 sec): 3 clusters Score: Raw -494258.599725 + Penalty 2708.859280 = -491549.740445 nChanged 39 SP:Iteration 18Q (1920.988305 sec): 3 clusters Score: Raw -494278.269308 + Penalty 2708.859280 = -491569.410028 nChanged 30 SP:Iteration 19Q (1921.040057 sec): 3 clusters Score: Raw -494295.295449 + Penalty 2708.859280 = -491586.436169 nChanged 29 SP:Iteration 20F (1921.092461 sec): 3 clusters Score: Raw -494310.477105 + Penalty 2708.859280 = -491601.617825 nChanged 20 SP:Iteration 21Q (1921.148542 sec): 3 clusters Score: Raw -494320.620963 + Penalty 2708.859280 = -491611.761683 nChanged 15 SP:Iteration 22Q (1921.203412 sec): 3 clusters Score: Raw -494327.295253 + Penalty 2708.859280 = -491618.435973 nChanged 14 SP:Iteration 23Q (1921.255938 sec): 3 clusters Score: Raw -494333.657604 + Penalty 2708.859280 = -491624.798324 nChanged 16 SP:Iteration 24Q (1921.319989 sec): 3 clusters Score: Raw -494340.475796 + Penalty 2708.859280 = -491631.616515 nChanged 13 SP:Iteration 25Q (1921.370671 sec): 3 clusters Score: Raw -494346.083151 + Penalty 2708.859280 = -491637.223871 nChanged 6 SP:Iteration 26Q (1921.418397 sec): 3 clusters Score: Raw -494349.512480 + Penalty 2708.859280 = -491640.653200 nChanged 5 SP:Iteration 27Q (1921.479171 sec): 3 clusters Score: Raw -494351.878915 + Penalty 2708.859280 = -491643.019635 nChanged 5 SP:Iteration 28Q (1921.523253 sec): 3 clusters Score: Raw -494354.966744 + Penalty 2708.859280 = -491646.107464 nChanged 5 SP:Iteration 29Q (1921.584256 sec): 3 clusters Score: Raw -494358.499693 + Penalty 2708.859280 = -491649.640413 nChanged 5 SP:Iteration 30Q (1921.631520 sec): 3 clusters Score: Raw -494362.541875 + Penalty 2708.859280 = -491653.682595 nChanged 7 SP:Iteration 31Q (1921.691102 sec): 3 clusters Score: Raw -494367.263285 + Penalty 2708.859280 = -491658.404004 nChanged 10 SP:Iteration 32Q (1921.742897 sec): 3 clusters Score: Raw -494372.461344 + Penalty 2708.859280 = -491663.602064 nChanged 9 SP:Iteration 33Q (1921.791350 sec): 3 clusters Score: Raw -494377.582246 + Penalty 2708.859280 = -491668.722966 nChanged 9 SP:Iteration 34Q (1921.831336 sec): 3 clusters Score: Raw -494383.343501 + Penalty 2708.859280 = -491674.484221 nChanged 9 SP:Iteration 35Q (1921.875936 sec): 3 clusters Score: Raw -494387.962335 + Penalty 2708.859280 = -491679.103055 nChanged 5 SP:Iteration 36Q (1921.932983 sec): 3 clusters Score: Raw -494390.245825 + Penalty 2708.859280 = -491681.386545 nChanged 3 SP:Iteration 37Q (1921.980287 sec): 3 clusters Score: Raw -494391.420050 + Penalty 2708.859280 = -491682.560769 nChanged 0 SP:Iteration 38F (1922.018522 sec): 3 clusters Score: Raw -494391.420050 + Penalty 2708.859280 = -491682.560769 nChanged 0 Trying to split cluster 7 (34870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1922.098809 sec): 2 clusters Score: Raw -4288065.961476 + Penalty 1699.649598 = -4286366.311879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1922.199015 sec): 3 clusters Score: Raw -4266487.133728 + Penalty 3399.299195 = -4263087.834533 nChanged 16094 SP:Iteration 1F (1922.292691 sec): 3 clusters Score: Raw -4275796.094205 + Penalty 3399.299195 = -4272396.795009 nChanged 1666 SP:Iteration 2Q (1922.393662 sec): 3 clusters Score: Raw -4276479.637391 + Penalty 3399.299195 = -4273080.338195 nChanged 1789 SP:Iteration 3F (1922.491841 sec): 3 clusters Score: Raw -4277399.578221 + Penalty 3399.299195 = -4274000.279025 nChanged 1993 SP:Iteration 4F (1922.583614 sec): 3 clusters Score: Raw -4278613.912707 + Penalty 3399.299195 = -4275214.613512 nChanged 2173 SP:Iteration 5F (1922.680588 sec): 3 clusters Score: Raw -4280087.579454 + Penalty 3399.299195 = -4276688.280259 nChanged 2299 SP:Iteration 6F (1922.776967 sec): 3 clusters Score: Raw -4281754.204357 + Penalty 3399.299195 = -4278354.905161 nChanged 2140 SP:Iteration 7F (1922.864676 sec): 3 clusters Score: Raw -4283430.997248 + Penalty 3399.299195 = -4280031.698053 nChanged 1858 SP:Iteration 8F (1922.967430 sec): 3 clusters Score: Raw -4284956.896619 + Penalty 3399.299195 = -4281557.597423 nChanged 1456 SP:Iteration 9Q (1923.083191 sec): 3 clusters Score: Raw -4286133.972469 + Penalty 3399.299195 = -4282734.673274 nChanged 1110 SP:Iteration 10Q (1923.182712 sec): 3 clusters Score: Raw -4286993.210198 + Penalty 3399.299195 = -4283593.911002 nChanged 786 SP:Iteration 11Q (1923.286388 sec): 3 clusters Score: Raw -4287555.639071 + Penalty 3399.299195 = -4284156.339875 nChanged 554 SP:Iteration 12Q (1923.386075 sec): 3 clusters Score: Raw -4287920.636151 + Penalty 3399.299195 = -4284521.336956 nChanged 407 SP:Iteration 13Q (1923.479060 sec): 3 clusters Score: Raw -4288160.986805 + Penalty 3399.299195 = -4284761.687610 nChanged 304 SP:Iteration 14Q (1923.575061 sec): 3 clusters Score: Raw -4288334.291091 + Penalty 3399.299195 = -4284934.991896 nChanged 270 SP:Iteration 15Q (1923.660142 sec): 3 clusters Score: Raw -4288482.671253 + Penalty 3399.299195 = -4285083.372058 nChanged 194 SP:Iteration 16Q (1923.751056 sec): 3 clusters Score: Raw -4288578.403441 + Penalty 3399.299195 = -4285179.104246 nChanged 137 SP:Iteration 17Q (1923.838603 sec): 3 clusters Score: Raw -4288639.083537 + Penalty 3399.299195 = -4285239.784342 nChanged 92 SP:Iteration 18Q (1923.936082 sec): 3 clusters Score: Raw -4288670.321017 + Penalty 3399.299195 = -4285271.021822 nChanged 89 SP:Iteration 19Q (1924.034935 sec): 3 clusters Score: Raw -4288693.953681 + Penalty 3399.299195 = -4285294.654485 nChanged 53 SP:Iteration 20F (1924.141750 sec): 3 clusters Score: Raw -4288706.475368 + Penalty 3399.299195 = -4285307.176173 nChanged 45 SP:Iteration 21Q (1924.237198 sec): 3 clusters Score: Raw -4288717.558785 + Penalty 3399.299195 = -4285318.259589 nChanged 37 SP:Iteration 22Q (1924.334468 sec): 3 clusters Score: Raw -4288726.984344 + Penalty 3399.299195 = -4285327.685148 nChanged 38 SP:Iteration 23Q (1924.433596 sec): 3 clusters Score: Raw -4288734.553296 + Penalty 3399.299195 = -4285335.254100 nChanged 27 SP:Iteration 24Q (1924.534952 sec): 3 clusters Score: Raw -4288740.770412 + Penalty 3399.299195 = -4285341.471216 nChanged 20 SP:Iteration 25Q (1924.618506 sec): 3 clusters Score: Raw -4288745.033005 + Penalty 3399.299195 = -4285345.733810 nChanged 23 SP:Iteration 26Q (1924.708255 sec): 3 clusters Score: Raw -4288752.094751 + Penalty 3399.299195 = -4285352.795556 nChanged 20 SP:Iteration 27Q (1924.798224 sec): 3 clusters Score: Raw -4288756.492067 + Penalty 3399.299195 = -4285357.192871 nChanged 23 SP:Iteration 28Q (1924.885247 sec): 3 clusters Score: Raw -4288761.228231 + Penalty 3399.299195 = -4285361.929036 nChanged 14 SP:Iteration 29Q (1924.971563 sec): 3 clusters Score: Raw -4288763.883599 + Penalty 3399.299195 = -4285364.584404 nChanged 13 SP:Iteration 30Q (1925.058112 sec): 3 clusters Score: Raw -4288767.024721 + Penalty 3399.299195 = -4285367.725525 nChanged 13 SP:Iteration 31Q (1925.144535 sec): 3 clusters Score: Raw -4288769.400515 + Penalty 3399.299195 = -4285370.101320 nChanged 14 SP:Iteration 32Q (1925.230933 sec): 3 clusters Score: Raw -4288771.719968 + Penalty 3399.299195 = -4285372.420772 nChanged 13 SP:Iteration 33Q (1925.318265 sec): 3 clusters Score: Raw -4288773.452237 + Penalty 3399.299195 = -4285374.153042 nChanged 8 SP:Iteration 34Q (1925.404547 sec): 3 clusters Score: Raw -4288774.392317 + Penalty 3399.299195 = -4285375.093121 nChanged 5 SP:Iteration 35Q (1925.505557 sec): 3 clusters Score: Raw -4288774.922213 + Penalty 3399.299195 = -4285375.623018 nChanged 2 SP:Iteration 36Q (1925.590908 sec): 3 clusters Score: Raw -4288775.154456 + Penalty 3399.299195 = -4285375.855261 nChanged 3 SP:Iteration 37Q (1925.689405 sec): 3 clusters Score: Raw -4288775.966440 + Penalty 3399.299195 = -4285376.667244 nChanged 7 SP:Iteration 38Q (1925.783250 sec): 3 clusters Score: Raw -4288777.392180 + Penalty 3399.299195 = -4285378.092985 nChanged 5 SP:Iteration 39Q (1925.889276 sec): 3 clusters Score: Raw -4288778.650278 + Penalty 3399.299195 = -4285379.351083 nChanged 11 SP:Iteration 40F (1925.995173 sec): 3 clusters Score: Raw -4288780.569270 + Penalty 3399.299195 = -4285381.270074 nChanged 9 SP:Iteration 41Q (1926.082488 sec): 3 clusters Score: Raw -4288782.027242 + Penalty 3399.299195 = -4285382.728046 nChanged 5 SP:Iteration 42Q (1926.169383 sec): 3 clusters Score: Raw -4288782.626080 + Penalty 3399.299195 = -4285383.326884 nChanged 2 SP:Iteration 43Q (1926.261594 sec): 3 clusters Score: Raw -4288782.822828 + Penalty 3399.299195 = -4285383.523633 nChanged 2 SP:Iteration 44Q (1926.344766 sec): 3 clusters Score: Raw -4288783.119749 + Penalty 3399.299195 = -4285383.820553 nChanged 2 SP:Iteration 45Q (1926.442383 sec): 3 clusters Score: Raw -4288783.264944 + Penalty 3399.299195 = -4285383.965748 nChanged 2 SP:Iteration 46Q (1926.536356 sec): 3 clusters Score: Raw -4288783.398732 + Penalty 3399.299195 = -4285384.099536 nChanged 2 SP:Iteration 47Q (1926.637327 sec): 3 clusters Score: Raw -4288783.654429 + Penalty 3399.299195 = -4285384.355233 nChanged 4 SP:Iteration 48Q (1926.735682 sec): 3 clusters Score: Raw -4288784.433687 + Penalty 3399.299195 = -4285385.134492 nChanged 4 SP:Iteration 49Q (1926.819667 sec): 3 clusters Score: Raw -4288785.449592 + Penalty 3399.299195 = -4285386.150396 nChanged 8 SP:Iteration 50Q (1926.902890 sec): 3 clusters Score: Raw -4288786.963804 + Penalty 3399.299195 = -4285387.664609 nChanged 6 SP:Iteration 51Q (1926.996604 sec): 3 clusters Score: Raw -4288788.025593 + Penalty 3399.299195 = -4285388.726398 nChanged 4 SP:Iteration 52Q (1927.077034 sec): 3 clusters Score: Raw -4288788.271119 + Penalty 3399.299195 = -4285388.971923 nChanged 1 SP:Iteration 53Q (1927.160661 sec): 3 clusters Score: Raw -4288788.324861 + Penalty 3399.299195 = -4285389.025665 nChanged 0 SP:Iteration 54F (1927.247889 sec): 3 clusters Score: Raw -4288788.324861 + Penalty 3399.299195 = -4285389.025665 nChanged 0 Trying to split cluster 8 (22208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1927.307840 sec): 2 clusters Score: Raw -2643843.038223 + Penalty 1626.333778 = -2642216.704445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1927.399855 sec): 3 clusters Score: Raw -2630313.510440 + Penalty 3252.667556 = -2627060.842884 nChanged 10079 SP:Iteration 1F (1927.489183 sec): 3 clusters Score: Raw -2636103.193153 + Penalty 3252.667556 = -2632850.525598 nChanged 1298 SP:Iteration 2F (1927.580227 sec): 3 clusters Score: Raw -2636696.974968 + Penalty 3252.667556 = -2633444.307412 nChanged 1316 SP:Iteration 3F (1927.659583 sec): 3 clusters Score: Raw -2637408.474448 + Penalty 3252.667556 = -2634155.806892 nChanged 1399 SP:Iteration 4F (1927.734019 sec): 3 clusters Score: Raw -2638283.888852 + Penalty 3252.667556 = -2635031.221296 nChanged 1415 SP:Iteration 5F (1927.813051 sec): 3 clusters Score: Raw -2639326.421545 + Penalty 3252.667556 = -2636073.753989 nChanged 1357 SP:Iteration 6F (1927.877581 sec): 3 clusters Score: Raw -2640411.725385 + Penalty 3252.667556 = -2637159.057830 nChanged 1190 SP:Iteration 7F (1927.961817 sec): 3 clusters Score: Raw -2641503.347090 + Penalty 3252.667556 = -2638250.679534 nChanged 997 SP:Iteration 8Q (1928.043408 sec): 3 clusters Score: Raw -2642382.332150 + Penalty 3252.667556 = -2639129.664595 nChanged 743 SP:Iteration 9Q (1928.129647 sec): 3 clusters Score: Raw -2642958.461373 + Penalty 3252.667556 = -2639705.793817 nChanged 552 SP:Iteration 10Q (1928.203907 sec): 3 clusters Score: Raw -2643367.368348 + Penalty 3252.667556 = -2640114.700793 nChanged 428 SP:Iteration 11Q (1928.295294 sec): 3 clusters Score: Raw -2643682.959518 + Penalty 3252.667556 = -2640430.291962 nChanged 362 SP:Iteration 12Q (1928.377875 sec): 3 clusters Score: Raw -2643906.737339 + Penalty 3252.667556 = -2640654.069784 nChanged 304 SP:Iteration 13Q (1928.461093 sec): 3 clusters Score: Raw -2644053.380987 + Penalty 3252.667556 = -2640800.713431 nChanged 224 SP:Iteration 14Q (1928.542872 sec): 3 clusters Score: Raw -2644139.467373 + Penalty 3252.667556 = -2640886.799817 nChanged 169 SP:Iteration 15Q (1928.614937 sec): 3 clusters Score: Raw -2644191.760610 + Penalty 3252.667556 = -2640939.093054 nChanged 135 SP:Iteration 16Q (1928.695064 sec): 3 clusters Score: Raw -2644228.632671 + Penalty 3252.667556 = -2640975.965116 nChanged 97 SP:Iteration 17Q (1928.776159 sec): 3 clusters Score: Raw -2644247.945312 + Penalty 3252.667556 = -2640995.277756 nChanged 76 SP:Iteration 18Q (1928.864276 sec): 3 clusters Score: Raw -2644259.646904 + Penalty 3252.667556 = -2641006.979349 nChanged 54 SP:Iteration 19Q (1928.932594 sec): 3 clusters Score: Raw -2644266.923500 + Penalty 3252.667556 = -2641014.255944 nChanged 38 SP:Iteration 20F (1929.013007 sec): 3 clusters Score: Raw -2644271.489515 + Penalty 3252.667556 = -2641018.821960 nChanged 39 SP:Iteration 21Q (1929.068281 sec): 3 clusters Score: Raw -2644276.914969 + Penalty 3252.667556 = -2641024.247413 nChanged 28 SP:Iteration 22Q (1929.121322 sec): 3 clusters Score: Raw -2644279.737715 + Penalty 3252.667556 = -2641027.070159 nChanged 23 SP:Iteration 23Q (1929.169934 sec): 3 clusters Score: Raw -2644282.873903 + Penalty 3252.667556 = -2641030.206347 nChanged 31 SP:Iteration 24Q (1929.253941 sec): 3 clusters Score: Raw -2644286.089525 + Penalty 3252.667556 = -2641033.421969 nChanged 19 SP:Iteration 25Q (1929.328926 sec): 3 clusters Score: Raw -2644288.066002 + Penalty 3252.667556 = -2641035.398447 nChanged 22 SP:Iteration 26Q (1929.403330 sec): 3 clusters Score: Raw -2644289.777470 + Penalty 3252.667556 = -2641037.109914 nChanged 15 SP:Iteration 27Q (1929.484855 sec): 3 clusters Score: Raw -2644291.119410 + Penalty 3252.667556 = -2641038.451855 nChanged 15 SP:Iteration 28Q (1929.565640 sec): 3 clusters Score: Raw -2644292.512368 + Penalty 3252.667556 = -2641039.844813 nChanged 12 SP:Iteration 29Q (1929.649576 sec): 3 clusters Score: Raw -2644293.459314 + Penalty 3252.667556 = -2641040.791759 nChanged 5 SP:Iteration 30Q (1929.721835 sec): 3 clusters Score: Raw -2644293.901379 + Penalty 3252.667556 = -2641041.233824 nChanged 8 SP:Iteration 31Q (1929.805137 sec): 3 clusters Score: Raw -2644294.607581 + Penalty 3252.667556 = -2641041.940026 nChanged 6 SP:Iteration 32Q (1929.882868 sec): 3 clusters Score: Raw -2644295.091828 + Penalty 3252.667556 = -2641042.424273 nChanged 4 SP:Iteration 33Q (1929.952933 sec): 3 clusters Score: Raw -2644295.389210 + Penalty 3252.667556 = -2641042.721654 nChanged 6 SP:Iteration 34Q (1930.026827 sec): 3 clusters Score: Raw -2644295.903079 + Penalty 3252.667556 = -2641043.235524 nChanged 2 SP:Iteration 35Q (1930.105371 sec): 3 clusters Score: Raw -2644296.021032 + Penalty 3252.667556 = -2641043.353476 nChanged 1 SP:Iteration 36Q (1930.174984 sec): 3 clusters Score: Raw -2644296.056542 + Penalty 3252.667556 = -2641043.388987 nChanged 0 SP:Iteration 37F (1930.258414 sec): 3 clusters Score: Raw -2644296.056542 + Penalty 3252.667556 = -2641043.388987 nChanged 0 Trying to split cluster 9 (66483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1930.373416 sec): 2 clusters Score: Raw -8022999.573238 + Penalty 1804.514003 = -8021195.059235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1930.536168 sec): 3 clusters Score: Raw -7980268.033406 + Penalty 3609.028005 = -7976659.005401 nChanged 31352 SP:Iteration 1F (1930.690733 sec): 3 clusters Score: Raw -7999046.120374 + Penalty 3609.028005 = -7995437.092368 nChanged 3445 SP:Iteration 2F (1930.847413 sec): 3 clusters Score: Raw -8000469.866011 + Penalty 3609.028005 = -7996860.838005 nChanged 3524 SP:Iteration 3F (1931.011059 sec): 3 clusters Score: Raw -8002174.931470 + Penalty 3609.028005 = -7998565.903465 nChanged 3770 SP:Iteration 4F (1931.174836 sec): 3 clusters Score: Raw -8004214.997881 + Penalty 3609.028005 = -8000605.969876 nChanged 3915 SP:Iteration 5F (1931.336005 sec): 3 clusters Score: Raw -8006352.873954 + Penalty 3609.028005 = -8002743.845948 nChanged 3877 SP:Iteration 6F (1931.499368 sec): 3 clusters Score: Raw -8008431.599468 + Penalty 3609.028005 = -8004822.571463 nChanged 3648 SP:Iteration 7F (1931.650029 sec): 3 clusters Score: Raw -8010356.954510 + Penalty 3609.028005 = -8006747.926504 nChanged 3263 SP:Iteration 8Q (1931.808319 sec): 3 clusters Score: Raw -8011927.758022 + Penalty 3609.028005 = -8008318.730017 nChanged 2751 SP:Iteration 9Q (1931.965176 sec): 3 clusters Score: Raw -8013158.703420 + Penalty 3609.028005 = -8009549.675415 nChanged 2435 SP:Iteration 10Q (1932.125709 sec): 3 clusters Score: Raw -8014126.947938 + Penalty 3609.028005 = -8010517.919933 nChanged 1957 SP:Iteration 11Q (1932.276665 sec): 3 clusters Score: Raw -8014751.556322 + Penalty 3609.028005 = -8011142.528317 nChanged 1505 SP:Iteration 12Q (1932.425431 sec): 3 clusters Score: Raw -8015134.199799 + Penalty 3609.028005 = -8011525.171794 nChanged 1157 SP:Iteration 13Q (1932.581138 sec): 3 clusters Score: Raw -8015369.358974 + Penalty 3609.028005 = -8011760.330969 nChanged 904 SP:Iteration 14Q (1932.731552 sec): 3 clusters Score: Raw -8015526.262220 + Penalty 3609.028005 = -8011917.234214 nChanged 749 SP:Iteration 15Q (1932.884294 sec): 3 clusters Score: Raw -8015645.722459 + Penalty 3609.028005 = -8012036.694454 nChanged 650 SP:Iteration 16Q (1933.040403 sec): 3 clusters Score: Raw -8015745.869014 + Penalty 3609.028005 = -8012136.841008 nChanged 597 SP:Iteration 17Q (1933.210171 sec): 3 clusters Score: Raw -8015836.015935 + Penalty 3609.028005 = -8012226.987930 nChanged 578 SP:Iteration 18Q (1933.361154 sec): 3 clusters Score: Raw -8015930.905928 + Penalty 3609.028005 = -8012321.877923 nChanged 637 SP:Iteration 19Q (1933.512606 sec): 3 clusters Score: Raw -8016043.906417 + Penalty 3609.028005 = -8012434.878411 nChanged 645 SP:Iteration 20F (1933.666948 sec): 3 clusters Score: Raw -8016164.170431 + Penalty 3609.028005 = -8012555.142425 nChanged 701 SP:Iteration 21Q (1933.823014 sec): 3 clusters Score: Raw -8016305.297627 + Penalty 3609.028005 = -8012696.269622 nChanged 787 SP:Iteration 22Q (1933.972857 sec): 3 clusters Score: Raw -8016474.351207 + Penalty 3609.028005 = -8012865.323201 nChanged 833 SP:Iteration 23Q (1934.133765 sec): 3 clusters Score: Raw -8016658.866410 + Penalty 3609.028005 = -8013049.838405 nChanged 835 SP:Iteration 24Q (1934.285658 sec): 3 clusters Score: Raw -8016847.090029 + Penalty 3609.028005 = -8013238.062024 nChanged 839 SP:Iteration 25Q (1934.416209 sec): 3 clusters Score: Raw -8017057.670443 + Penalty 3609.028005 = -8013448.642438 nChanged 896 SP:Iteration 26Q (1934.561627 sec): 3 clusters Score: Raw -8017287.237169 + Penalty 3609.028005 = -8013678.209164 nChanged 952 SP:Iteration 27Q (1934.701024 sec): 3 clusters Score: Raw -8017551.918666 + Penalty 3609.028005 = -8013942.890660 nChanged 989 SP:Iteration 28Q (1934.847035 sec): 3 clusters Score: Raw -8017838.499576 + Penalty 3609.028005 = -8014229.471570 nChanged 981 SP:Iteration 29Q (1935.001426 sec): 3 clusters Score: Raw -8018140.284224 + Penalty 3609.028005 = -8014531.256218 nChanged 992 SP:Iteration 30Q (1935.162173 sec): 3 clusters Score: Raw -8018474.622012 + Penalty 3609.028005 = -8014865.594006 nChanged 1089 SP:Iteration 31Q (1935.312658 sec): 3 clusters Score: Raw -8018868.740585 + Penalty 3609.028005 = -8015259.712580 nChanged 1071 SP:Iteration 32Q (1935.456286 sec): 3 clusters Score: Raw -8019274.190699 + Penalty 3609.028005 = -8015665.162694 nChanged 1119 SP:Iteration 33Q (1935.606040 sec): 3 clusters Score: Raw -8019748.301440 + Penalty 3609.028005 = -8016139.273435 nChanged 1121 SP:Iteration 34Q (1935.754649 sec): 3 clusters Score: Raw -8020240.768238 + Penalty 3609.028005 = -8016631.740233 nChanged 1054 SP:Iteration 35Q (1935.899621 sec): 3 clusters Score: Raw -8020686.210910 + Penalty 3609.028005 = -8017077.182905 nChanged 977 SP:Iteration 36Q (1936.039371 sec): 3 clusters Score: Raw -8021130.434391 + Penalty 3609.028005 = -8017521.406386 nChanged 940 SP:Iteration 37Q (1936.187168 sec): 3 clusters Score: Raw -8021567.906817 + Penalty 3609.028005 = -8017958.878812 nChanged 831 SP:Iteration 38Q (1936.322376 sec): 3 clusters Score: Raw -8021966.027169 + Penalty 3609.028005 = -8018356.999164 nChanged 715 SP:Iteration 39Q (1936.457510 sec): 3 clusters Score: Raw -8022312.570463 + Penalty 3609.028005 = -8018703.542458 nChanged 639 SP:Iteration 40F (1936.602300 sec): 3 clusters Score: Raw -8022643.864737 + Penalty 3609.028005 = -8019034.836732 nChanged 539 SP:Iteration 41Q (1936.732133 sec): 3 clusters Score: Raw -8022917.305088 + Penalty 3609.028005 = -8019308.277083 nChanged 445 SP:Iteration 42Q (1936.853941 sec): 3 clusters Score: Raw -8023154.193777 + Penalty 3609.028005 = -8019545.165772 nChanged 369 SP:Iteration 43Q (1936.990635 sec): 3 clusters Score: Raw -8023355.530309 + Penalty 3609.028005 = -8019746.502304 nChanged 310 SP:Iteration 44Q (1937.130413 sec): 3 clusters Score: Raw -8023516.872056 + Penalty 3609.028005 = -8019907.844050 nChanged 280 SP:Iteration 45Q (1937.271057 sec): 3 clusters Score: Raw -8023658.366274 + Penalty 3609.028005 = -8020049.338268 nChanged 213 SP:Iteration 46Q (1937.406171 sec): 3 clusters Score: Raw -8023756.236664 + Penalty 3609.028005 = -8020147.208659 nChanged 178 SP:Iteration 47Q (1937.546475 sec): 3 clusters Score: Raw -8023836.064656 + Penalty 3609.028005 = -8020227.036650 nChanged 150 SP:Iteration 48Q (1937.686890 sec): 3 clusters Score: Raw -8023896.126730 + Penalty 3609.028005 = -8020287.098725 nChanged 130 SP:Iteration 49Q (1937.815161 sec): 3 clusters Score: Raw -8023941.711143 + Penalty 3609.028005 = -8020332.683137 nChanged 103 SP:Iteration 50Q (1937.943968 sec): 3 clusters Score: Raw -8023977.150806 + Penalty 3609.028005 = -8020368.122801 nChanged 93 SP:Iteration 51Q (1938.081550 sec): 3 clusters Score: Raw -8024005.477227 + Penalty 3609.028005 = -8020396.449222 nChanged 82 SP:Iteration 52Q (1938.210471 sec): 3 clusters Score: Raw -8024029.380599 + Penalty 3609.028005 = -8020420.352594 nChanged 66 SP:Iteration 53Q (1938.342537 sec): 3 clusters Score: Raw -8024048.189495 + Penalty 3609.028005 = -8020439.161489 nChanged 49 SP:Iteration 54Q (1938.468098 sec): 3 clusters Score: Raw -8024062.206878 + Penalty 3609.028005 = -8020453.178872 nChanged 45 SP:Iteration 55Q (1938.587328 sec): 3 clusters Score: Raw -8024072.056608 + Penalty 3609.028005 = -8020463.028602 nChanged 33 SP:Iteration 56Q (1938.704809 sec): 3 clusters Score: Raw -8024079.978457 + Penalty 3609.028005 = -8020470.950452 nChanged 34 SP:Iteration 57Q (1938.827559 sec): 3 clusters Score: Raw -8024085.898997 + Penalty 3609.028005 = -8020476.870992 nChanged 23 SP:Iteration 58Q (1938.961894 sec): 3 clusters Score: Raw -8024091.451478 + Penalty 3609.028005 = -8020482.423472 nChanged 28 SP:Iteration 59Q (1939.099488 sec): 3 clusters Score: Raw -8024098.284825 + Penalty 3609.028005 = -8020489.256820 nChanged 25 SP:Iteration 60F (1939.261599 sec): 3 clusters Score: Raw -8024103.495935 + Penalty 3609.028005 = -8020494.467929 nChanged 21 SP:Iteration 61Q (1939.398633 sec): 3 clusters Score: Raw -8024107.129178 + Penalty 3609.028005 = -8020498.101173 nChanged 20 SP:Iteration 62Q (1939.540401 sec): 3 clusters Score: Raw -8024111.442495 + Penalty 3609.028005 = -8020502.414489 nChanged 8 SP:Iteration 63Q (1939.681315 sec): 3 clusters Score: Raw -8024112.333347 + Penalty 3609.028005 = -8020503.305341 nChanged 6 SP:Iteration 64Q (1939.817687 sec): 3 clusters Score: Raw -8024113.347754 + Penalty 3609.028005 = -8020504.319749 nChanged 3 SP:Iteration 65Q (1939.955442 sec): 3 clusters Score: Raw -8024113.700159 + Penalty 3609.028005 = -8020504.672154 nChanged 4 SP:Iteration 66Q (1940.091680 sec): 3 clusters Score: Raw -8024114.128706 + Penalty 3609.028005 = -8020505.100701 nChanged 2 SP:Iteration 67Q (1940.227526 sec): 3 clusters Score: Raw -8024114.478893 + Penalty 3609.028005 = -8020505.450888 nChanged 1 SP:Iteration 68Q (1940.346902 sec): 3 clusters Score: Raw -8024114.663899 + Penalty 3609.028005 = -8020505.635894 nChanged 1 SP:Iteration 69Q (1940.477207 sec): 3 clusters Score: Raw -8024114.822850 + Penalty 3609.028005 = -8020505.794844 nChanged 1 SP:Iteration 70Q (1940.591794 sec): 3 clusters Score: Raw -8024115.040780 + Penalty 3609.028005 = -8020506.012774 nChanged 0 SP:Iteration 71F (1940.731780 sec): 3 clusters Score: Raw -8024115.040780 + Penalty 3609.028005 = -8020506.012774 nChanged 0 Trying to split cluster 10 (7407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1940.767300 sec): 2 clusters Score: Raw -869591.228980 + Penalty 1447.904376 = -868143.324604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1940.822315 sec): 3 clusters Score: Raw -865523.846253 + Penalty 2895.808753 = -862628.037500 nChanged 3153 SP:Iteration 1F (1940.868337 sec): 3 clusters Score: Raw -867208.320639 + Penalty 2895.808753 = -864312.511886 nChanged 494 SP:Iteration 2F (1940.924133 sec): 3 clusters Score: Raw -867478.438364 + Penalty 2895.808753 = -864582.629611 nChanged 414 SP:Iteration 3F (1940.980318 sec): 3 clusters Score: Raw -867684.398224 + Penalty 2895.808753 = -864788.589471 nChanged 362 SP:Iteration 4Q (1941.044606 sec): 3 clusters Score: Raw -867864.463705 + Penalty 2895.808753 = -864968.654952 nChanged 286 SP:Iteration 5Q (1941.090933 sec): 3 clusters Score: Raw -868022.065566 + Penalty 2895.808753 = -865126.256813 nChanged 279 SP:Iteration 6Q (1941.138841 sec): 3 clusters Score: Raw -868153.067741 + Penalty 2895.808753 = -865257.258988 nChanged 240 SP:Iteration 7Q (1941.194841 sec): 3 clusters Score: Raw -868274.074079 + Penalty 2895.808753 = -865378.265326 nChanged 264 SP:Iteration 8Q (1941.243294 sec): 3 clusters Score: Raw -868419.390834 + Penalty 2895.808753 = -865523.582081 nChanged 273 SP:Iteration 9Q (1941.310209 sec): 3 clusters Score: Raw -868589.206091 + Penalty 2895.808753 = -865693.397338 nChanged 271 SP:Iteration 10Q (1941.358644 sec): 3 clusters Score: Raw -868775.293286 + Penalty 2895.808753 = -865879.484534 nChanged 248 SP:Iteration 11Q (1941.418218 sec): 3 clusters Score: Raw -868944.009508 + Penalty 2895.808753 = -866048.200755 nChanged 217 SP:Iteration 12Q (1941.471387 sec): 3 clusters Score: Raw -869090.699005 + Penalty 2895.808753 = -866194.890252 nChanged 205 SP:Iteration 13Q (1941.519187 sec): 3 clusters Score: Raw -869242.953786 + Penalty 2895.808753 = -866347.145033 nChanged 167 SP:Iteration 14Q (1941.574360 sec): 3 clusters Score: Raw -869368.469580 + Penalty 2895.808753 = -866472.660827 nChanged 138 SP:Iteration 15Q (1941.639664 sec): 3 clusters Score: Raw -869473.172229 + Penalty 2895.808753 = -866577.363476 nChanged 100 SP:Iteration 16Q (1941.684573 sec): 3 clusters Score: Raw -869546.026371 + Penalty 2895.808753 = -866650.217618 nChanged 69 SP:Iteration 17Q (1941.748378 sec): 3 clusters Score: Raw -869594.336931 + Penalty 2895.808753 = -866698.528178 nChanged 50 SP:Iteration 18Q (1941.797150 sec): 3 clusters Score: Raw -869637.271318 + Penalty 2895.808753 = -866741.462565 nChanged 43 SP:Iteration 19Q (1941.852854 sec): 3 clusters Score: Raw -869674.343263 + Penalty 2895.808753 = -866778.534510 nChanged 31 SP:Iteration 20F (1941.911952 sec): 3 clusters Score: Raw -869697.160106 + Penalty 2895.808753 = -866801.351353 nChanged 23 SP:Iteration 21Q (1941.959276 sec): 3 clusters Score: Raw -869714.682755 + Penalty 2895.808753 = -866818.874003 nChanged 22 SP:Iteration 22Q (1942.013194 sec): 3 clusters Score: Raw -869731.450502 + Penalty 2895.808753 = -866835.641749 nChanged 11 SP:Iteration 23Q (1942.074553 sec): 3 clusters Score: Raw -869740.347149 + Penalty 2895.808753 = -866844.538397 nChanged 15 SP:Iteration 24Q (1942.120745 sec): 3 clusters Score: Raw -869751.066982 + Penalty 2895.808753 = -866855.258230 nChanged 9 SP:Iteration 25Q (1942.176621 sec): 3 clusters Score: Raw -869761.766099 + Penalty 2895.808753 = -866865.957346 nChanged 13 SP:Iteration 26Q (1942.243248 sec): 3 clusters Score: Raw -869772.645409 + Penalty 2895.808753 = -866876.836656 nChanged 8 SP:Iteration 27Q (1942.286801 sec): 3 clusters Score: Raw -869780.653744 + Penalty 2895.808753 = -866884.844991 nChanged 6 SP:Iteration 28Q (1942.334202 sec): 3 clusters Score: Raw -869786.948117 + Penalty 2895.808753 = -866891.139364 nChanged 3 SP:Iteration 29Q (1942.387482 sec): 3 clusters Score: Raw -869789.193384 + Penalty 2895.808753 = -866893.384631 nChanged 1 SP:Iteration 30Q (1942.441912 sec): 3 clusters Score: Raw -869789.581993 + Penalty 2895.808753 = -866893.773240 nChanged 1 SP:Iteration 31Q (1942.496710 sec): 3 clusters Score: Raw -869790.006725 + Penalty 2895.808753 = -866894.197972 nChanged 1 SP:Iteration 32Q (1942.553284 sec): 3 clusters Score: Raw -869790.417090 + Penalty 2895.808753 = -866894.608337 nChanged 1 SP:Iteration 33Q (1942.609602 sec): 3 clusters Score: Raw -869791.301914 + Penalty 2895.808753 = -866895.493162 nChanged 0 SP:Iteration 34F (1942.669617 sec): 3 clusters Score: Raw -869791.301914 + Penalty 2895.808753 = -866895.493162 nChanged 0 Trying to split cluster 11 (9973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1942.703036 sec): 2 clusters Score: Raw -1212146.871835 + Penalty 1496.240967 = -1210650.630868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1942.761270 sec): 3 clusters Score: Raw -1206597.593195 + Penalty 2992.481934 = -1203605.111261 nChanged 4259 SP:Iteration 1F (1942.825039 sec): 3 clusters Score: Raw -1208797.131336 + Penalty 2992.481934 = -1205804.649402 nChanged 629 SP:Iteration 2F (1942.894220 sec): 3 clusters Score: Raw -1209105.787549 + Penalty 2992.481934 = -1206113.305615 nChanged 574 SP:Iteration 3F (1942.943323 sec): 3 clusters Score: Raw -1209400.019180 + Penalty 2992.481934 = -1206407.537245 nChanged 550 SP:Iteration 4F (1943.016756 sec): 3 clusters Score: Raw -1209698.464854 + Penalty 2992.481934 = -1206705.982920 nChanged 519 SP:Iteration 5F (1943.070166 sec): 3 clusters Score: Raw -1209974.384707 + Penalty 2992.481934 = -1206981.902773 nChanged 478 SP:Iteration 6Q (1943.138040 sec): 3 clusters Score: Raw -1210252.257127 + Penalty 2992.481934 = -1207259.775193 nChanged 465 SP:Iteration 7Q (1943.189883 sec): 3 clusters Score: Raw -1210511.625670 + Penalty 2992.481934 = -1207519.143736 nChanged 415 SP:Iteration 8Q (1943.250119 sec): 3 clusters Score: Raw -1210727.000540 + Penalty 2992.481934 = -1207734.518606 nChanged 324 SP:Iteration 9Q (1943.318166 sec): 3 clusters Score: Raw -1210909.714985 + Penalty 2992.481934 = -1207917.233051 nChanged 286 SP:Iteration 10Q (1943.369148 sec): 3 clusters Score: Raw -1211082.611696 + Penalty 2992.481934 = -1208090.129762 nChanged 271 SP:Iteration 11Q (1943.438417 sec): 3 clusters Score: Raw -1211240.282388 + Penalty 2992.481934 = -1208247.800454 nChanged 242 SP:Iteration 12Q (1943.497597 sec): 3 clusters Score: Raw -1211360.940830 + Penalty 2992.481934 = -1208368.458896 nChanged 217 SP:Iteration 13Q (1943.560273 sec): 3 clusters Score: Raw -1211471.863018 + Penalty 2992.481934 = -1208479.381084 nChanged 173 SP:Iteration 14Q (1943.616270 sec): 3 clusters Score: Raw -1211551.428552 + Penalty 2992.481934 = -1208558.946617 nChanged 146 SP:Iteration 15Q (1943.667900 sec): 3 clusters Score: Raw -1211632.554988 + Penalty 2992.481934 = -1208640.073054 nChanged 139 SP:Iteration 16Q (1943.738012 sec): 3 clusters Score: Raw -1211710.183578 + Penalty 2992.481934 = -1208717.701644 nChanged 118 SP:Iteration 17Q (1943.787614 sec): 3 clusters Score: Raw -1211787.139807 + Penalty 2992.481934 = -1208794.657873 nChanged 126 SP:Iteration 18Q (1943.847329 sec): 3 clusters Score: Raw -1211872.650947 + Penalty 2992.481934 = -1208880.169013 nChanged 118 SP:Iteration 19Q (1943.916754 sec): 3 clusters Score: Raw -1211967.929872 + Penalty 2992.481934 = -1208975.447937 nChanged 105 SP:Iteration 20F (1943.977505 sec): 3 clusters Score: Raw -1212043.709009 + Penalty 2992.481934 = -1209051.227075 nChanged 89 SP:Iteration 21Q (1944.043361 sec): 3 clusters Score: Raw -1212098.462227 + Penalty 2992.481934 = -1209105.980292 nChanged 86 SP:Iteration 22Q (1944.106184 sec): 3 clusters Score: Raw -1212133.532886 + Penalty 2992.481934 = -1209141.050952 nChanged 66 SP:Iteration 23Q (1944.166415 sec): 3 clusters Score: Raw -1212160.226229 + Penalty 2992.481934 = -1209167.744295 nChanged 59 SP:Iteration 24Q (1944.227652 sec): 3 clusters Score: Raw -1212179.216420 + Penalty 2992.481934 = -1209186.734485 nChanged 41 SP:Iteration 25Q (1944.276725 sec): 3 clusters Score: Raw -1212195.353930 + Penalty 2992.481934 = -1209202.871995 nChanged 50 SP:Iteration 26Q (1944.350697 sec): 3 clusters Score: Raw -1212215.282876 + Penalty 2992.481934 = -1209222.800941 nChanged 45 SP:Iteration 27Q (1944.400483 sec): 3 clusters Score: Raw -1212230.315068 + Penalty 2992.481934 = -1209237.833134 nChanged 37 SP:Iteration 28Q (1944.440610 sec): 3 clusters Score: Raw -1212243.229366 + Penalty 2992.481934 = -1209250.747431 nChanged 36 SP:Iteration 29Q (1944.506675 sec): 3 clusters Score: Raw -1212251.696449 + Penalty 2992.481934 = -1209259.214515 nChanged 19 SP:Iteration 30Q (1944.557972 sec): 3 clusters Score: Raw -1212256.561034 + Penalty 2992.481934 = -1209264.079100 nChanged 23 SP:Iteration 31Q (1944.622774 sec): 3 clusters Score: Raw -1212263.671317 + Penalty 2992.481934 = -1209271.189383 nChanged 15 SP:Iteration 32Q (1944.682597 sec): 3 clusters Score: Raw -1212268.985204 + Penalty 2992.481934 = -1209276.503270 nChanged 17 SP:Iteration 33Q (1944.735532 sec): 3 clusters Score: Raw -1212274.354716 + Penalty 2992.481934 = -1209281.872782 nChanged 14 SP:Iteration 34Q (1944.806260 sec): 3 clusters Score: Raw -1212278.073536 + Penalty 2992.481934 = -1209285.591602 nChanged 12 SP:Iteration 35Q (1944.851864 sec): 3 clusters Score: Raw -1212280.954892 + Penalty 2992.481934 = -1209288.472958 nChanged 10 SP:Iteration 36Q (1944.907186 sec): 3 clusters Score: Raw -1212283.985557 + Penalty 2992.481934 = -1209291.503623 nChanged 8 SP:Iteration 37Q (1944.970701 sec): 3 clusters Score: Raw -1212285.359197 + Penalty 2992.481934 = -1209292.877263 nChanged 4 SP:Iteration 38Q (1945.031793 sec): 3 clusters Score: Raw -1212286.171232 + Penalty 2992.481934 = -1209293.689298 nChanged 3 SP:Iteration 39Q (1945.086489 sec): 3 clusters Score: Raw -1212287.249708 + Penalty 2992.481934 = -1209294.767773 nChanged 4 SP:Iteration 40F (1945.152791 sec): 3 clusters Score: Raw -1212288.615120 + Penalty 2992.481934 = -1209296.133186 nChanged 8 SP:Iteration 41Q (1945.213925 sec): 3 clusters Score: Raw -1212290.804695 + Penalty 2992.481934 = -1209298.322761 nChanged 7 SP:Iteration 42Q (1945.260893 sec): 3 clusters Score: Raw -1212292.380449 + Penalty 2992.481934 = -1209299.898515 nChanged 4 SP:Iteration 43Q (1945.316644 sec): 3 clusters Score: Raw -1212292.989302 + Penalty 2992.481934 = -1209300.507368 nChanged 3 SP:Iteration 44Q (1945.380808 sec): 3 clusters Score: Raw -1212293.352429 + Penalty 2992.481934 = -1209300.870495 nChanged 2 SP:Iteration 45Q (1945.443598 sec): 3 clusters Score: Raw -1212293.667832 + Penalty 2992.481934 = -1209301.185898 nChanged 4 SP:Iteration 46Q (1945.498083 sec): 3 clusters Score: Raw -1212295.144443 + Penalty 2992.481934 = -1209302.662509 nChanged 7 SP:Iteration 47Q (1945.558179 sec): 3 clusters Score: Raw -1212297.655015 + Penalty 2992.481934 = -1209305.173081 nChanged 4 SP:Iteration 48Q (1945.616526 sec): 3 clusters Score: Raw -1212299.262655 + Penalty 2992.481934 = -1209306.780721 nChanged 3 SP:Iteration 49Q (1945.672889 sec): 3 clusters Score: Raw -1212299.848698 + Penalty 2992.481934 = -1209307.366763 nChanged 4 SP:Iteration 50Q (1945.727975 sec): 3 clusters Score: Raw -1212300.587287 + Penalty 2992.481934 = -1209308.105353 nChanged 2 SP:Iteration 51Q (1945.791176 sec): 3 clusters Score: Raw -1212300.950123 + Penalty 2992.481934 = -1209308.468189 nChanged 3 SP:Iteration 52Q (1945.852266 sec): 3 clusters Score: Raw -1212301.629680 + Penalty 2992.481934 = -1209309.147746 nChanged 2 SP:Iteration 53Q (1945.910797 sec): 3 clusters Score: Raw -1212302.175893 + Penalty 2992.481934 = -1209309.693959 nChanged 2 SP:Iteration 54Q (1945.962012 sec): 3 clusters Score: Raw -1212303.560099 + Penalty 2992.481934 = -1209311.078165 nChanged 7 SP:Iteration 55Q (1946.016413 sec): 3 clusters Score: Raw -1212305.488129 + Penalty 2992.481934 = -1209313.006194 nChanged 5 SP:Iteration 56Q (1946.075234 sec): 3 clusters Score: Raw -1212307.327877 + Penalty 2992.481934 = -1209314.845943 nChanged 8 SP:Iteration 57Q (1946.144390 sec): 3 clusters Score: Raw -1212309.764151 + Penalty 2992.481934 = -1209317.282217 nChanged 9 SP:Iteration 58Q (1946.200371 sec): 3 clusters Score: Raw -1212312.353779 + Penalty 2992.481934 = -1209319.871845 nChanged 8 SP:Iteration 59Q (1946.249010 sec): 3 clusters Score: Raw -1212314.989595 + Penalty 2992.481934 = -1209322.507661 nChanged 5 SP:Iteration 60F (1946.328910 sec): 3 clusters Score: Raw -1212316.084106 + Penalty 2992.481934 = -1209323.602172 nChanged 2 SP:Iteration 61Q (1946.382451 sec): 3 clusters Score: Raw -1212316.538370 + Penalty 2992.481934 = -1209324.056436 nChanged 2 SP:Iteration 62Q (1946.431057 sec): 3 clusters Score: Raw -1212316.933318 + Penalty 2992.481934 = -1209324.451384 nChanged 2 SP:Iteration 63Q (1946.500479 sec): 3 clusters Score: Raw -1212317.463108 + Penalty 2992.481934 = -1209324.981173 nChanged 1 SP:Iteration 64Q (1946.549665 sec): 3 clusters Score: Raw -1212317.733133 + Penalty 2992.481934 = -1209325.251199 nChanged 0 SP:Iteration 65F (1946.605800 sec): 3 clusters Score: Raw -1212317.733133 + Penalty 2992.481934 = -1209325.251199 nChanged 0 Trying to split cluster 12 (145447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1946.801888 sec): 2 clusters Score: Raw -17870180.816386 + Penalty 1931.729644 = -17868249.086743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1947.089647 sec): 3 clusters Score: Raw -17774954.023161 + Penalty 3863.459287 = -17771090.563874 nChanged 69898 SP:Iteration 1F (1947.364836 sec): 3 clusters Score: Raw -17816942.978639 + Penalty 3863.459287 = -17813079.519351 nChanged 5552 SP:Iteration 2Q (1947.649458 sec): 3 clusters Score: Raw -17818900.322484 + Penalty 3863.459287 = -17815036.863196 nChanged 6513 SP:Iteration 3Q (1947.937292 sec): 3 clusters Score: Raw -17821592.876154 + Penalty 3863.459287 = -17817729.416867 nChanged 7547 SP:Iteration 4F (1948.216346 sec): 3 clusters Score: Raw -17825459.892161 + Penalty 3863.459287 = -17821596.432874 nChanged 9040 SP:Iteration 5F (1948.490133 sec): 3 clusters Score: Raw -17831053.285866 + Penalty 3863.459287 = -17827189.826579 nChanged 10275 SP:Iteration 6F (1948.770289 sec): 3 clusters Score: Raw -17838524.418891 + Penalty 3863.459287 = -17834660.959604 nChanged 10340 SP:Iteration 7F (1949.039643 sec): 3 clusters Score: Raw -17846681.138649 + Penalty 3863.459287 = -17842817.679362 nChanged 8993 SP:Iteration 8F (1949.326689 sec): 3 clusters Score: Raw -17853704.372777 + Penalty 3863.459287 = -17849840.913490 nChanged 6899 SP:Iteration 9Q (1949.619164 sec): 3 clusters Score: Raw -17858847.589262 + Penalty 3863.459287 = -17854984.129974 nChanged 5082 SP:Iteration 10Q (1949.907746 sec): 3 clusters Score: Raw -17862212.616312 + Penalty 3863.459287 = -17858349.157025 nChanged 3659 SP:Iteration 11Q (1950.196920 sec): 3 clusters Score: Raw -17864279.130745 + Penalty 3863.459287 = -17860415.671458 nChanged 2703 SP:Iteration 12Q (1950.464720 sec): 3 clusters Score: Raw -17865581.852955 + Penalty 3863.459287 = -17861718.393668 nChanged 2023 SP:Iteration 13Q (1950.724865 sec): 3 clusters Score: Raw -17866453.368241 + Penalty 3863.459287 = -17862589.908954 nChanged 1648 SP:Iteration 14Q (1950.988364 sec): 3 clusters Score: Raw -17867141.636140 + Penalty 3863.459287 = -17863278.176853 nChanged 1381 SP:Iteration 15Q (1951.232431 sec): 3 clusters Score: Raw -17867709.845948 + Penalty 3863.459287 = -17863846.386661 nChanged 1206 SP:Iteration 16Q (1951.469472 sec): 3 clusters Score: Raw -17868192.759473 + Penalty 3863.459287 = -17864329.300185 nChanged 1082 SP:Iteration 17Q (1951.716598 sec): 3 clusters Score: Raw -17868605.104643 + Penalty 3863.459287 = -17864741.645355 nChanged 952 SP:Iteration 18Q (1951.977064 sec): 3 clusters Score: Raw -17868948.053167 + Penalty 3863.459287 = -17865084.593879 nChanged 854 SP:Iteration 19Q (1952.231960 sec): 3 clusters Score: Raw -17869255.024811 + Penalty 3863.459287 = -17865391.565523 nChanged 771 SP:Iteration 20F (1952.522700 sec): 3 clusters Score: Raw -17869544.370862 + Penalty 3863.459287 = -17865680.911574 nChanged 721 SP:Iteration 21Q (1952.776892 sec): 3 clusters Score: Raw -17869824.959364 + Penalty 3863.459287 = -17865961.500076 nChanged 697 SP:Iteration 22Q (1953.019559 sec): 3 clusters Score: Raw -17870096.713389 + Penalty 3863.459287 = -17866233.254101 nChanged 605 SP:Iteration 23Q (1953.278472 sec): 3 clusters Score: Raw -17870324.353714 + Penalty 3863.459287 = -17866460.894427 nChanged 553 SP:Iteration 24Q (1953.508137 sec): 3 clusters Score: Raw -17870500.403346 + Penalty 3863.459287 = -17866636.944059 nChanged 447 SP:Iteration 25Q (1953.749200 sec): 3 clusters Score: Raw -17870643.026682 + Penalty 3863.459287 = -17866779.567395 nChanged 408 SP:Iteration 26Q (1953.994197 sec): 3 clusters Score: Raw -17870773.074747 + Penalty 3863.459287 = -17866909.615460 nChanged 370 SP:Iteration 27Q (1954.222663 sec): 3 clusters Score: Raw -17870897.652857 + Penalty 3863.459287 = -17867034.193569 nChanged 355 SP:Iteration 28Q (1954.456354 sec): 3 clusters Score: Raw -17871019.255611 + Penalty 3863.459287 = -17867155.796323 nChanged 290 SP:Iteration 29Q (1954.698636 sec): 3 clusters Score: Raw -17871111.910540 + Penalty 3863.459287 = -17867248.451252 nChanged 268 SP:Iteration 30Q (1954.930340 sec): 3 clusters Score: Raw -17871190.556938 + Penalty 3863.459287 = -17867327.097651 nChanged 254 SP:Iteration 31Q (1955.159646 sec): 3 clusters Score: Raw -17871264.295248 + Penalty 3863.459287 = -17867400.835961 nChanged 233 SP:Iteration 32Q (1955.375796 sec): 3 clusters Score: Raw -17871329.397351 + Penalty 3863.459287 = -17867465.938064 nChanged 206 SP:Iteration 33Q (1955.590416 sec): 3 clusters Score: Raw -17871377.535980 + Penalty 3863.459287 = -17867514.076692 nChanged 177 SP:Iteration 34Q (1955.813503 sec): 3 clusters Score: Raw -17871414.836594 + Penalty 3863.459287 = -17867551.377306 nChanged 155 SP:Iteration 35Q (1956.054955 sec): 3 clusters Score: Raw -17871446.411178 + Penalty 3863.459287 = -17867582.951891 nChanged 133 SP:Iteration 36Q (1956.296052 sec): 3 clusters Score: Raw -17871474.368409 + Penalty 3863.459287 = -17867610.909122 nChanged 122 SP:Iteration 37Q (1956.525840 sec): 3 clusters Score: Raw -17871496.192279 + Penalty 3863.459287 = -17867632.732991 nChanged 126 SP:Iteration 38Q (1956.756466 sec): 3 clusters Score: Raw -17871520.471530 + Penalty 3863.459287 = -17867657.012242 nChanged 112 SP:Iteration 39Q (1957.005141 sec): 3 clusters Score: Raw -17871545.203446 + Penalty 3863.459287 = -17867681.744159 nChanged 110 SP:Iteration 40F (1957.296067 sec): 3 clusters Score: Raw -17871565.756733 + Penalty 3863.459287 = -17867702.297446 nChanged 96 SP:Iteration 41Q (1957.536398 sec): 3 clusters Score: Raw -17871581.303773 + Penalty 3863.459287 = -17867717.844485 nChanged 85 SP:Iteration 42Q (1957.773840 sec): 3 clusters Score: Raw -17871595.365994 + Penalty 3863.459287 = -17867731.906706 nChanged 66 SP:Iteration 43Q (1958.013581 sec): 3 clusters Score: Raw -17871603.793075 + Penalty 3863.459287 = -17867740.333787 nChanged 57 SP:Iteration 44Q (1958.245163 sec): 3 clusters Score: Raw -17871611.376604 + Penalty 3863.459287 = -17867747.917317 nChanged 48 SP:Iteration 45Q (1958.474828 sec): 3 clusters Score: Raw -17871617.681328 + Penalty 3863.459287 = -17867754.222040 nChanged 41 SP:Iteration 46Q (1958.694842 sec): 3 clusters Score: Raw -17871622.972045 + Penalty 3863.459287 = -17867759.512758 nChanged 39 SP:Iteration 47Q (1958.910822 sec): 3 clusters Score: Raw -17871627.282684 + Penalty 3863.459287 = -17867763.823397 nChanged 27 SP:Iteration 48Q (1959.138108 sec): 3 clusters Score: Raw -17871630.415453 + Penalty 3863.459287 = -17867766.956165 nChanged 23 SP:Iteration 49Q (1959.335157 sec): 3 clusters Score: Raw -17871632.559310 + Penalty 3863.459287 = -17867769.100022 nChanged 23 SP:Iteration 50Q (1959.530070 sec): 3 clusters Score: Raw -17871634.749883 + Penalty 3863.459287 = -17867771.290596 nChanged 24 SP:Iteration 51Q (1959.752723 sec): 3 clusters Score: Raw -17871636.710294 + Penalty 3863.459287 = -17867773.251007 nChanged 25 SP:Iteration 52Q (1959.977600 sec): 3 clusters Score: Raw -17871638.601026 + Penalty 3863.459287 = -17867775.141738 nChanged 12 SP:Iteration 53Q (1960.194411 sec): 3 clusters Score: Raw -17871639.363529 + Penalty 3863.459287 = -17867775.904242 nChanged 6 SP:Iteration 54Q (1960.408894 sec): 3 clusters Score: Raw -17871639.863212 + Penalty 3863.459287 = -17867776.403924 nChanged 8 SP:Iteration 55Q (1960.601119 sec): 3 clusters Score: Raw -17871640.650673 + Penalty 3863.459287 = -17867777.191385 nChanged 8 SP:Iteration 56Q (1960.826002 sec): 3 clusters Score: Raw -17871641.334478 + Penalty 3863.459287 = -17867777.875191 nChanged 10 SP:Iteration 57Q (1961.045993 sec): 3 clusters Score: Raw -17871642.414831 + Penalty 3863.459287 = -17867778.955543 nChanged 14 SP:Iteration 58Q (1961.264883 sec): 3 clusters Score: Raw -17871643.958400 + Penalty 3863.459287 = -17867780.499112 nChanged 14 SP:Iteration 59Q (1961.488853 sec): 3 clusters Score: Raw -17871644.885387 + Penalty 3863.459287 = -17867781.426099 nChanged 6 SP:Iteration 60F (1961.740086 sec): 3 clusters Score: Raw -17871645.267455 + Penalty 3863.459287 = -17867781.808168 nChanged 1 SP:Iteration 61Q (1961.953845 sec): 3 clusters Score: Raw -17871645.361808 + Penalty 3863.459287 = -17867781.902520 nChanged 0 SP:Iteration 62F (1962.217457 sec): 3 clusters Score: Raw -17871645.361808 + Penalty 3863.459287 = -17867781.902520 nChanged 0 Trying to split cluster 13 (4705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1962.254464 sec): 2 clusters Score: Raw -540798.236548 + Penalty 1374.161921 = -539424.074627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1962.291595 sec): 3 clusters Score: Raw -538422.760193 + Penalty 2748.323842 = -535674.436351 nChanged 1870 SP:Iteration 1F (1962.345447 sec): 3 clusters Score: Raw -539634.397427 + Penalty 2748.323842 = -536886.073586 nChanged 405 SP:Iteration 2F (1962.389935 sec): 3 clusters Score: Raw -539985.636724 + Penalty 2748.323842 = -537237.312883 nChanged 342 SP:Iteration 3F (1962.437147 sec): 3 clusters Score: Raw -540286.419378 + Penalty 2748.323842 = -537538.095536 nChanged 301 SP:Iteration 4F (1962.489550 sec): 3 clusters Score: Raw -540537.299465 + Penalty 2748.323842 = -537788.975623 nChanged 258 SP:Iteration 5F (1962.525476 sec): 3 clusters Score: Raw -540755.035917 + Penalty 2748.323842 = -538006.712075 nChanged 207 SP:Iteration 6Q (1962.568543 sec): 3 clusters Score: Raw -540902.211364 + Penalty 2748.323842 = -538153.887522 nChanged 171 SP:Iteration 7Q (1962.620901 sec): 3 clusters Score: Raw -541019.222291 + Penalty 2748.323842 = -538270.898449 nChanged 143 SP:Iteration 8Q (1962.671008 sec): 3 clusters Score: Raw -541104.285245 + Penalty 2748.323842 = -538355.961403 nChanged 107 SP:Iteration 9Q (1962.728035 sec): 3 clusters Score: Raw -541178.143270 + Penalty 2748.323842 = -538429.819428 nChanged 87 SP:Iteration 10Q (1962.750623 sec): 3 clusters Score: Raw -541239.534520 + Penalty 2748.323842 = -538491.210678 nChanged 85 SP:Iteration 11Q (1962.803811 sec): 3 clusters Score: Raw -541308.449375 + Penalty 2748.323842 = -538560.125534 nChanged 95 SP:Iteration 12Q (1962.848268 sec): 3 clusters Score: Raw -541393.694685 + Penalty 2748.323842 = -538645.370843 nChanged 106 SP:Iteration 13Q (1962.896097 sec): 3 clusters Score: Raw -541492.656968 + Penalty 2748.323842 = -538744.333126 nChanged 94 SP:Iteration 14Q (1962.937047 sec): 3 clusters Score: Raw -541558.127789 + Penalty 2748.323842 = -538809.803947 nChanged 77 SP:Iteration 15Q (1962.985984 sec): 3 clusters Score: Raw -541603.895101 + Penalty 2748.323842 = -538855.571259 nChanged 56 SP:Iteration 16Q (1963.031023 sec): 3 clusters Score: Raw -541627.706272 + Penalty 2748.323842 = -538879.382430 nChanged 37 SP:Iteration 17Q (1963.080693 sec): 3 clusters Score: Raw -541643.518695 + Penalty 2748.323842 = -538895.194853 nChanged 36 SP:Iteration 18Q (1963.125373 sec): 3 clusters Score: Raw -541663.638719 + Penalty 2748.323842 = -538915.314877 nChanged 29 SP:Iteration 19Q (1963.160333 sec): 3 clusters Score: Raw -541678.296148 + Penalty 2748.323842 = -538929.972306 nChanged 33 SP:Iteration 20F (1963.211173 sec): 3 clusters Score: Raw -541693.839564 + Penalty 2748.323842 = -538945.515722 nChanged 31 SP:Iteration 21Q (1963.266931 sec): 3 clusters Score: Raw -541706.581212 + Penalty 2748.323842 = -538958.257370 nChanged 16 SP:Iteration 22Q (1963.310795 sec): 3 clusters Score: Raw -541713.340172 + Penalty 2748.323842 = -538965.016330 nChanged 14 SP:Iteration 23Q (1963.348560 sec): 3 clusters Score: Raw -541717.752976 + Penalty 2748.323842 = -538969.429134 nChanged 12 SP:Iteration 24Q (1963.389641 sec): 3 clusters Score: Raw -541720.658164 + Penalty 2748.323842 = -538972.334322 nChanged 11 SP:Iteration 25Q (1963.434987 sec): 3 clusters Score: Raw -541722.773376 + Penalty 2748.323842 = -538974.449535 nChanged 6 SP:Iteration 26Q (1963.495148 sec): 3 clusters Score: Raw -541724.024607 + Penalty 2748.323842 = -538975.700765 nChanged 2 SP:Iteration 27Q (1963.528237 sec): 3 clusters Score: Raw -541724.339175 + Penalty 2748.323842 = -538976.015333 nChanged 1 SP:Iteration 28Q (1963.581386 sec): 3 clusters Score: Raw -541724.780697 + Penalty 2748.323842 = -538976.456855 nChanged 1 SP:Iteration 29Q (1963.618913 sec): 3 clusters Score: Raw -541725.037331 + Penalty 2748.323842 = -538976.713489 nChanged 0 SP:Iteration 30F (1963.673770 sec): 3 clusters Score: Raw -541725.037331 + Penalty 2748.323842 = -538976.713489 nChanged 0 Trying to split cluster 14 (9225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1963.708175 sec): 2 clusters Score: Raw -1090318.573574 + Penalty 1483.571776 = -1088835.001798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1963.764049 sec): 3 clusters Score: Raw -1085107.316828 + Penalty 2967.143552 = -1082140.173276 nChanged 3996 SP:Iteration 1F (1963.806211 sec): 3 clusters Score: Raw -1087236.906261 + Penalty 2967.143552 = -1084269.762709 nChanged 629 SP:Iteration 2F (1963.856966 sec): 3 clusters Score: Raw -1087545.920445 + Penalty 2967.143552 = -1084578.776892 nChanged 520 SP:Iteration 3F (1963.902927 sec): 3 clusters Score: Raw -1087796.136233 + Penalty 2967.143552 = -1084828.992680 nChanged 461 SP:Iteration 4Q (1963.955615 sec): 3 clusters Score: Raw -1088010.290923 + Penalty 2967.143552 = -1085043.147370 nChanged 428 SP:Iteration 5Q (1964.009932 sec): 3 clusters Score: Raw -1088207.396349 + Penalty 2967.143552 = -1085240.252797 nChanged 373 SP:Iteration 6Q (1964.061641 sec): 3 clusters Score: Raw -1088383.855560 + Penalty 2967.143552 = -1085416.712007 nChanged 350 SP:Iteration 7Q (1964.117247 sec): 3 clusters Score: Raw -1088548.874176 + Penalty 2967.143552 = -1085581.730624 nChanged 341 SP:Iteration 8Q (1964.175185 sec): 3 clusters Score: Raw -1088707.470663 + Penalty 2967.143552 = -1085740.327110 nChanged 287 SP:Iteration 9Q (1964.244359 sec): 3 clusters Score: Raw -1088852.150729 + Penalty 2967.143552 = -1085885.007177 nChanged 280 SP:Iteration 10Q (1964.287548 sec): 3 clusters Score: Raw -1088985.504929 + Penalty 2967.143552 = -1086018.361376 nChanged 263 SP:Iteration 11Q (1964.357281 sec): 3 clusters Score: Raw -1089120.661120 + Penalty 2967.143552 = -1086153.517568 nChanged 258 SP:Iteration 12Q (1964.395460 sec): 3 clusters Score: Raw -1089262.937355 + Penalty 2967.143552 = -1086295.793803 nChanged 235 SP:Iteration 13Q (1964.456874 sec): 3 clusters Score: Raw -1089374.611824 + Penalty 2967.143552 = -1086407.468272 nChanged 193 SP:Iteration 14Q (1964.515003 sec): 3 clusters Score: Raw -1089477.692378 + Penalty 2967.143552 = -1086510.548826 nChanged 198 SP:Iteration 15Q (1964.574936 sec): 3 clusters Score: Raw -1089569.492634 + Penalty 2967.143552 = -1086602.349082 nChanged 152 SP:Iteration 16Q (1964.631334 sec): 3 clusters Score: Raw -1089627.350399 + Penalty 2967.143552 = -1086660.206847 nChanged 113 SP:Iteration 17Q (1964.668429 sec): 3 clusters Score: Raw -1089659.881029 + Penalty 2967.143552 = -1086692.737476 nChanged 92 SP:Iteration 18Q (1964.722766 sec): 3 clusters Score: Raw -1089686.824642 + Penalty 2967.143552 = -1086719.681090 nChanged 75 SP:Iteration 19Q (1964.779225 sec): 3 clusters Score: Raw -1089711.999697 + Penalty 2967.143552 = -1086744.856145 nChanged 79 SP:Iteration 20F (1964.839829 sec): 3 clusters Score: Raw -1089739.431799 + Penalty 2967.143552 = -1086772.288247 nChanged 74 SP:Iteration 21Q (1964.890501 sec): 3 clusters Score: Raw -1089761.457539 + Penalty 2967.143552 = -1086794.313987 nChanged 74 SP:Iteration 22Q (1964.937715 sec): 3 clusters Score: Raw -1089780.839563 + Penalty 2967.143552 = -1086813.696010 nChanged 65 SP:Iteration 23Q (1964.979175 sec): 3 clusters Score: Raw -1089798.375480 + Penalty 2967.143552 = -1086831.231927 nChanged 55 SP:Iteration 24Q (1965.030204 sec): 3 clusters Score: Raw -1089812.665239 + Penalty 2967.143552 = -1086845.521686 nChanged 56 SP:Iteration 25Q (1965.084602 sec): 3 clusters Score: Raw -1089829.636595 + Penalty 2967.143552 = -1086862.493042 nChanged 64 SP:Iteration 26Q (1965.132631 sec): 3 clusters Score: Raw -1089852.177423 + Penalty 2967.143552 = -1086885.033871 nChanged 59 SP:Iteration 27Q (1965.187450 sec): 3 clusters Score: Raw -1089871.764215 + Penalty 2967.143552 = -1086904.620663 nChanged 64 SP:Iteration 28Q (1965.243202 sec): 3 clusters Score: Raw -1089892.160720 + Penalty 2967.143552 = -1086925.017168 nChanged 60 SP:Iteration 29Q (1965.310622 sec): 3 clusters Score: Raw -1089911.611815 + Penalty 2967.143552 = -1086944.468262 nChanged 63 SP:Iteration 30Q (1965.372017 sec): 3 clusters Score: Raw -1089929.724463 + Penalty 2967.143552 = -1086962.580911 nChanged 57 SP:Iteration 31Q (1965.422506 sec): 3 clusters Score: Raw -1089948.380391 + Penalty 2967.143552 = -1086981.236838 nChanged 76 SP:Iteration 32Q (1965.472343 sec): 3 clusters Score: Raw -1089971.128369 + Penalty 2967.143552 = -1087003.984817 nChanged 67 SP:Iteration 33Q (1965.533101 sec): 3 clusters Score: Raw -1089990.524161 + Penalty 2967.143552 = -1087023.380609 nChanged 64 SP:Iteration 34Q (1965.594348 sec): 3 clusters Score: Raw -1090009.743924 + Penalty 2967.143552 = -1087042.600372 nChanged 72 SP:Iteration 35Q (1965.646385 sec): 3 clusters Score: Raw -1090032.442758 + Penalty 2967.143552 = -1087065.299206 nChanged 64 SP:Iteration 36Q (1965.693724 sec): 3 clusters Score: Raw -1090052.599813 + Penalty 2967.143552 = -1087085.456261 nChanged 62 SP:Iteration 37Q (1965.761615 sec): 3 clusters Score: Raw -1090073.672301 + Penalty 2967.143552 = -1087106.528748 nChanged 64 SP:Iteration 38Q (1965.812992 sec): 3 clusters Score: Raw -1090093.713371 + Penalty 2967.143552 = -1087126.569819 nChanged 67 SP:Iteration 39Q (1965.865390 sec): 3 clusters Score: Raw -1090120.622610 + Penalty 2967.143552 = -1087153.479058 nChanged 61 SP:Iteration 40F (1965.916661 sec): 3 clusters Score: Raw -1090145.742612 + Penalty 2967.143552 = -1087178.599059 nChanged 57 SP:Iteration 41Q (1965.961893 sec): 3 clusters Score: Raw -1090166.867269 + Penalty 2967.143552 = -1087199.723716 nChanged 51 SP:Iteration 42Q (1966.020941 sec): 3 clusters Score: Raw -1090184.103831 + Penalty 2967.143552 = -1087216.960279 nChanged 53 SP:Iteration 43Q (1966.079027 sec): 3 clusters Score: Raw -1090201.693952 + Penalty 2967.143552 = -1087234.550399 nChanged 48 SP:Iteration 44Q (1966.135504 sec): 3 clusters Score: Raw -1090218.274605 + Penalty 2967.143552 = -1087251.131052 nChanged 47 SP:Iteration 45Q (1966.175095 sec): 3 clusters Score: Raw -1090237.348988 + Penalty 2967.143552 = -1087270.205435 nChanged 39 SP:Iteration 46Q (1966.238766 sec): 3 clusters Score: Raw -1090251.271611 + Penalty 2967.143552 = -1087284.128059 nChanged 41 SP:Iteration 47Q (1966.279982 sec): 3 clusters Score: Raw -1090267.101610 + Penalty 2967.143552 = -1087299.958058 nChanged 44 SP:Iteration 48Q (1966.334965 sec): 3 clusters Score: Raw -1090287.664530 + Penalty 2967.143552 = -1087320.520978 nChanged 42 SP:Iteration 49Q (1966.388742 sec): 3 clusters Score: Raw -1090306.225162 + Penalty 2967.143552 = -1087339.081610 nChanged 34 SP:Iteration 50Q (1966.446472 sec): 3 clusters Score: Raw -1090320.916217 + Penalty 2967.143552 = -1087353.772665 nChanged 33 SP:Iteration 51Q (1966.506274 sec): 3 clusters Score: Raw -1090336.513600 + Penalty 2967.143552 = -1087369.370048 nChanged 35 SP:Iteration 52Q (1966.555997 sec): 3 clusters Score: Raw -1090354.054087 + Penalty 2967.143552 = -1087386.910534 nChanged 39 SP:Iteration 53Q (1966.612462 sec): 3 clusters Score: Raw -1090372.837516 + Penalty 2967.143552 = -1087405.693964 nChanged 33 SP:Iteration 54Q (1966.662237 sec): 3 clusters Score: Raw -1090385.606522 + Penalty 2967.143552 = -1087418.462969 nChanged 33 SP:Iteration 55Q (1966.721283 sec): 3 clusters Score: Raw -1090399.914021 + Penalty 2967.143552 = -1087432.770469 nChanged 28 SP:Iteration 56Q (1966.774313 sec): 3 clusters Score: Raw -1090412.098767 + Penalty 2967.143552 = -1087444.955214 nChanged 22 SP:Iteration 57Q (1966.835123 sec): 3 clusters Score: Raw -1090425.531811 + Penalty 2967.143552 = -1087458.388259 nChanged 28 SP:Iteration 58Q (1966.893090 sec): 3 clusters Score: Raw -1090438.098074 + Penalty 2967.143552 = -1087470.954521 nChanged 20 SP:Iteration 59Q (1966.931737 sec): 3 clusters Score: Raw -1090448.018019 + Penalty 2967.143552 = -1087480.874467 nChanged 24 SP:Iteration 60F (1966.992205 sec): 3 clusters Score: Raw -1090463.860612 + Penalty 2967.143552 = -1087496.717060 nChanged 16 SP:Iteration 61Q (1967.051395 sec): 3 clusters Score: Raw -1090471.632153 + Penalty 2967.143552 = -1087504.488600 nChanged 17 SP:Iteration 62Q (1967.108327 sec): 3 clusters Score: Raw -1090477.290581 + Penalty 2967.143552 = -1087510.147029 nChanged 14 SP:Iteration 63Q (1967.165454 sec): 3 clusters Score: Raw -1090483.238317 + Penalty 2967.143552 = -1087516.094765 nChanged 15 SP:Iteration 64Q (1967.209929 sec): 3 clusters Score: Raw -1090488.528403 + Penalty 2967.143552 = -1087521.384851 nChanged 9 SP:Iteration 65Q (1967.273398 sec): 3 clusters Score: Raw -1090492.796821 + Penalty 2967.143552 = -1087525.653269 nChanged 9 SP:Iteration 66Q (1967.318989 sec): 3 clusters Score: Raw -1090497.731405 + Penalty 2967.143552 = -1087530.587853 nChanged 5 SP:Iteration 67Q (1967.362869 sec): 3 clusters Score: Raw -1090500.125901 + Penalty 2967.143552 = -1087532.982349 nChanged 6 SP:Iteration 68Q (1967.415663 sec): 3 clusters Score: Raw -1090504.536426 + Penalty 2967.143552 = -1087537.392873 nChanged 1 SP:Iteration 69Q (1967.456897 sec): 3 clusters Score: Raw -1090505.358091 + Penalty 2967.143552 = -1087538.214539 nChanged 3 SP:Iteration 70Q (1967.512342 sec): 3 clusters Score: Raw -1090506.163651 + Penalty 2967.143552 = -1087539.020098 nChanged 4 SP:Iteration 71Q (1967.568673 sec): 3 clusters Score: Raw -1090508.094657 + Penalty 2967.143552 = -1087540.951105 nChanged 4 SP:Iteration 72Q (1967.632766 sec): 3 clusters Score: Raw -1090509.261962 + Penalty 2967.143552 = -1087542.118410 nChanged 2 SP:Iteration 73Q (1967.686964 sec): 3 clusters Score: Raw -1090510.130161 + Penalty 2967.143552 = -1087542.986608 nChanged 0 SP:Iteration 74F (1967.717457 sec): 3 clusters Score: Raw -1090510.130161 + Penalty 2967.143552 = -1087542.986608 nChanged 0 Trying to split cluster 15 (1222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1967.743127 sec): 2 clusters Score: Raw -135245.568460 + Penalty 1155.089673 = -134090.478787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1967.796726 sec): 3 clusters Score: Raw -134874.987462 + Penalty 2310.179345 = -132564.808116 nChanged 381 SP:Iteration 1F (1967.828948 sec): 3 clusters Score: Raw -135229.912000 + Penalty 2310.179345 = -132919.732655 nChanged 108 SP:Iteration 2F (1967.877987 sec): 3 clusters Score: Raw -135365.547797 + Penalty 2310.179345 = -133055.368452 nChanged 69 SP:Iteration 3F (1967.926098 sec): 3 clusters Score: Raw -135471.130293 + Penalty 2310.179345 = -133160.950948 nChanged 68 SP:Iteration 4F (1967.957873 sec): 3 clusters Score: Raw -135613.565025 + Penalty 2310.179345 = -133303.385680 nChanged 64 SP:Iteration 5F (1968.006191 sec): 3 clusters Score: Raw -135719.452053 + Penalty 2310.179345 = -133409.272708 nChanged 56 SP:Iteration 6Q (1968.052799 sec): 3 clusters Score: Raw -135814.957881 + Penalty 2310.179345 = -133504.778536 nChanged 45 SP:Iteration 7Q (1968.092509 sec): 3 clusters Score: Raw -135882.994746 + Penalty 2310.179345 = -133572.815400 nChanged 38 SP:Iteration 8Q (1968.131903 sec): 3 clusters Score: Raw -135940.854837 + Penalty 2310.179345 = -133630.675492 nChanged 27 SP:Iteration 9Q (1968.166665 sec): 3 clusters Score: Raw -136020.263022 + Penalty 2310.179345 = -133710.083676 nChanged 33 SP:Iteration 10Q (1968.207530 sec): 3 clusters Score: Raw -136059.866925 + Penalty 2310.179345 = -133749.687580 nChanged 17 SP:Iteration 11Q (1968.255794 sec): 3 clusters Score: Raw -136076.338459 + Penalty 2310.179345 = -133766.159113 nChanged 9 SP:Iteration 12Q (1968.292546 sec): 3 clusters Score: Raw -136083.151355 + Penalty 2310.179345 = -133772.972010 nChanged 2 SP:Iteration 13Q (1968.328899 sec): 3 clusters Score: Raw -136084.392415 + Penalty 2310.179345 = -133774.213070 nChanged 0 SP:Iteration 14F (1968.369850 sec): 3 clusters Score: Raw -136084.392415 + Penalty 2310.179345 = -133774.213070 nChanged 0 Trying to split cluster 16 (3326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1968.399126 sec): 2 clusters Score: Raw -402181.669365 + Penalty 1317.797920 = -400863.871446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1968.449948 sec): 3 clusters Score: Raw -400578.662003 + Penalty 2635.595839 = -397943.066164 nChanged 1296 SP:Iteration 1F (1968.494036 sec): 3 clusters Score: Raw -401343.077408 + Penalty 2635.595839 = -398707.481569 nChanged 235 SP:Iteration 2F (1968.532220 sec): 3 clusters Score: Raw -401468.885785 + Penalty 2635.595839 = -398833.289945 nChanged 144 SP:Iteration 3Q (1968.578941 sec): 3 clusters Score: Raw -401547.059837 + Penalty 2635.595839 = -398911.463998 nChanged 109 SP:Iteration 4Q (1968.624382 sec): 3 clusters Score: Raw -401607.434962 + Penalty 2635.595839 = -398971.839122 nChanged 107 SP:Iteration 5Q (1968.659931 sec): 3 clusters Score: Raw -401654.733337 + Penalty 2635.595839 = -399019.137498 nChanged 79 SP:Iteration 6Q (1968.694685 sec): 3 clusters Score: Raw -401688.196585 + Penalty 2635.595839 = -399052.600746 nChanged 71 SP:Iteration 7Q (1968.740863 sec): 3 clusters Score: Raw -401725.283621 + Penalty 2635.595839 = -399089.687781 nChanged 68 SP:Iteration 8Q (1968.789560 sec): 3 clusters Score: Raw -401755.892536 + Penalty 2635.595839 = -399120.296697 nChanged 60 SP:Iteration 9Q (1968.827168 sec): 3 clusters Score: Raw -401785.608334 + Penalty 2635.595839 = -399150.012494 nChanged 52 SP:Iteration 10Q (1968.862372 sec): 3 clusters Score: Raw -401806.940872 + Penalty 2635.595839 = -399171.345033 nChanged 46 SP:Iteration 11Q (1968.908143 sec): 3 clusters Score: Raw -401823.915129 + Penalty 2635.595839 = -399188.319290 nChanged 36 SP:Iteration 12Q (1968.950386 sec): 3 clusters Score: Raw -401838.250828 + Penalty 2635.595839 = -399202.654988 nChanged 34 SP:Iteration 13Q (1968.998806 sec): 3 clusters Score: Raw -401852.659025 + Penalty 2635.595839 = -399217.063185 nChanged 37 SP:Iteration 14Q (1969.040497 sec): 3 clusters Score: Raw -401868.416487 + Penalty 2635.595839 = -399232.820647 nChanged 47 SP:Iteration 15Q (1969.088990 sec): 3 clusters Score: Raw -401884.035511 + Penalty 2635.595839 = -399248.439671 nChanged 53 SP:Iteration 16Q (1969.126591 sec): 3 clusters Score: Raw -401906.308523 + Penalty 2635.595839 = -399270.712683 nChanged 59 SP:Iteration 17Q (1969.166188 sec): 3 clusters Score: Raw -401935.135427 + Penalty 2635.595839 = -399299.539588 nChanged 66 SP:Iteration 18Q (1969.216052 sec): 3 clusters Score: Raw -401969.295195 + Penalty 2635.595839 = -399333.699355 nChanged 76 SP:Iteration 19Q (1969.246105 sec): 3 clusters Score: Raw -402014.289520 + Penalty 2635.595839 = -399378.693681 nChanged 83 SP:Iteration 20F (1969.263606 sec): 3 clusters Score: Raw -402070.575928 + Penalty 2635.595839 = -399434.980089 nChanged 88 SP:Iteration 21Q (1969.310346 sec): 3 clusters Score: Raw -402125.648726 + Penalty 2635.595839 = -399490.052887 nChanged 91 SP:Iteration 22Q (1969.343982 sec): 3 clusters Score: Raw -402181.445986 + Penalty 2635.595839 = -399545.850146 nChanged 83 SP:Iteration 23Q (1969.383500 sec): 3 clusters Score: Raw -402228.724985 + Penalty 2635.595839 = -399593.129145 nChanged 77 SP:Iteration 24Q (1969.434087 sec): 3 clusters Score: Raw -402278.563395 + Penalty 2635.595839 = -399642.967556 nChanged 75 SP:Iteration 25Q (1969.480414 sec): 3 clusters Score: Raw -402326.419189 + Penalty 2635.595839 = -399690.823350 nChanged 73 SP:Iteration 26Q (1969.528262 sec): 3 clusters Score: Raw -402370.076837 + Penalty 2635.595839 = -399734.480998 nChanged 64 SP:Iteration 27Q (1969.580085 sec): 3 clusters Score: Raw -402414.586075 + Penalty 2635.595839 = -399778.990235 nChanged 58 SP:Iteration 28Q (1969.627896 sec): 3 clusters Score: Raw -402449.611056 + Penalty 2635.595839 = -399814.015217 nChanged 42 SP:Iteration 29Q (1969.667985 sec): 3 clusters Score: Raw -402479.031758 + Penalty 2635.595839 = -399843.435918 nChanged 48 SP:Iteration 30Q (1969.683151 sec): 3 clusters Score: Raw -402515.739876 + Penalty 2635.595839 = -399880.144036 nChanged 46 SP:Iteration 31Q (1969.699066 sec): 3 clusters Score: Raw -402541.843134 + Penalty 2635.595839 = -399906.247295 nChanged 27 SP:Iteration 32Q (1969.714947 sec): 3 clusters Score: Raw -402559.263642 + Penalty 2635.595839 = -399923.667802 nChanged 27 SP:Iteration 33Q (1969.771818 sec): 3 clusters Score: Raw -402579.188819 + Penalty 2635.595839 = -399943.592979 nChanged 34 SP:Iteration 34Q (1969.812615 sec): 3 clusters Score: Raw -402600.656904 + Penalty 2635.595839 = -399965.061065 nChanged 26 SP:Iteration 35Q (1969.843499 sec): 3 clusters Score: Raw -402614.398651 + Penalty 2635.595839 = -399978.802811 nChanged 11 SP:Iteration 36Q (1969.881599 sec): 3 clusters Score: Raw -402619.108310 + Penalty 2635.595839 = -399983.512470 nChanged 2 SP:Iteration 37Q (1969.930063 sec): 3 clusters Score: Raw -402620.509581 + Penalty 2635.595839 = -399984.913742 nChanged 2 SP:Iteration 38Q (1969.974808 sec): 3 clusters Score: Raw -402621.670499 + Penalty 2635.595839 = -399986.074659 nChanged 2 SP:Iteration 39Q (1970.027065 sec): 3 clusters Score: Raw -402622.156355 + Penalty 2635.595839 = -399986.560516 nChanged 2 SP:Iteration 40F (1970.071717 sec): 3 clusters Score: Raw -402623.922140 + Penalty 2635.595839 = -399988.326301 nChanged 4 SP:Iteration 41Q (1970.124113 sec): 3 clusters Score: Raw -402625.742381 + Penalty 2635.595839 = -399990.146541 nChanged 5 SP:Iteration 42Q (1970.179464 sec): 3 clusters Score: Raw -402627.978971 + Penalty 2635.595839 = -399992.383131 nChanged 4 SP:Iteration 43Q (1970.220272 sec): 3 clusters Score: Raw -402629.782155 + Penalty 2635.595839 = -399994.186316 nChanged 5 SP:Iteration 44Q (1970.268986 sec): 3 clusters Score: Raw -402631.329071 + Penalty 2635.595839 = -399995.733231 nChanged 4 SP:Iteration 45Q (1970.317281 sec): 3 clusters Score: Raw -402633.010187 + Penalty 2635.595839 = -399997.414348 nChanged 5 SP:Iteration 46Q (1970.358716 sec): 3 clusters Score: Raw -402634.420118 + Penalty 2635.595839 = -399998.824279 nChanged 3 SP:Iteration 47Q (1970.406614 sec): 3 clusters Score: Raw -402635.931999 + Penalty 2635.595839 = -400000.336159 nChanged 2 SP:Iteration 48Q (1970.448508 sec): 3 clusters Score: Raw -402636.634295 + Penalty 2635.595839 = -400001.038456 nChanged 2 SP:Iteration 49Q (1970.493435 sec): 3 clusters Score: Raw -402637.455798 + Penalty 2635.595839 = -400001.859959 nChanged 1 SP:Iteration 50Q (1970.549569 sec): 3 clusters Score: Raw -402638.017982 + Penalty 2635.595839 = -400002.422143 nChanged 3 SP:Iteration 51Q (1970.590076 sec): 3 clusters Score: Raw -402639.241593 + Penalty 2635.595839 = -400003.645754 nChanged 1 SP:Iteration 52Q (1970.629532 sec): 3 clusters Score: Raw -402639.601223 + Penalty 2635.595839 = -400004.005383 nChanged 1 SP:Iteration 53Q (1970.677788 sec): 3 clusters Score: Raw -402640.428446 + Penalty 2635.595839 = -400004.832606 nChanged 2 SP:Iteration 54Q (1970.728875 sec): 3 clusters Score: Raw -402641.415363 + Penalty 2635.595839 = -400005.819523 nChanged 0 SP:Iteration 55F (1970.772912 sec): 3 clusters Score: Raw -402641.415363 + Penalty 2635.595839 = -400005.819523 nChanged 0 Trying to split cluster 17 (25423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1970.816163 sec): 2 clusters Score: Raw -3154190.103665 + Penalty 1648.304053 = -3152541.799613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1970.897743 sec): 3 clusters Score: Raw -3138785.846568 + Penalty 3296.608105 = -3135489.238463 nChanged 11534 SP:Iteration 1F (1970.981661 sec): 3 clusters Score: Raw -3145370.702551 + Penalty 3296.608105 = -3142074.094445 nChanged 1444 SP:Iteration 2F (1971.069813 sec): 3 clusters Score: Raw -3146071.067786 + Penalty 3296.608105 = -3142774.459681 nChanged 1541 SP:Iteration 3F (1971.147597 sec): 3 clusters Score: Raw -3146973.155419 + Penalty 3296.608105 = -3143676.547314 nChanged 1762 SP:Iteration 4F (1971.222894 sec): 3 clusters Score: Raw -3148137.201415 + Penalty 3296.608105 = -3144840.593309 nChanged 1853 SP:Iteration 5F (1971.299960 sec): 3 clusters Score: Raw -3149368.742966 + Penalty 3296.608105 = -3146072.134861 nChanged 1780 SP:Iteration 6F (1971.384364 sec): 3 clusters Score: Raw -3150531.009311 + Penalty 3296.608105 = -3147234.401205 nChanged 1514 SP:Iteration 7F (1971.470421 sec): 3 clusters Score: Raw -3151377.642889 + Penalty 3296.608105 = -3148081.034784 nChanged 1087 SP:Iteration 8Q (1971.567967 sec): 3 clusters Score: Raw -3151874.404653 + Penalty 3296.608105 = -3148577.796547 nChanged 789 SP:Iteration 9Q (1971.644274 sec): 3 clusters Score: Raw -3152192.018252 + Penalty 3296.608105 = -3148895.410147 nChanged 628 SP:Iteration 10Q (1971.733283 sec): 3 clusters Score: Raw -3152422.269349 + Penalty 3296.608105 = -3149125.661244 nChanged 541 SP:Iteration 11Q (1971.804028 sec): 3 clusters Score: Raw -3152607.125550 + Penalty 3296.608105 = -3149310.517445 nChanged 485 SP:Iteration 12Q (1971.896186 sec): 3 clusters Score: Raw -3152763.592074 + Penalty 3296.608105 = -3149466.983969 nChanged 427 SP:Iteration 13Q (1971.977710 sec): 3 clusters Score: Raw -3152911.187052 + Penalty 3296.608105 = -3149614.578947 nChanged 403 SP:Iteration 14Q (1972.062476 sec): 3 clusters Score: Raw -3153055.898177 + Penalty 3296.608105 = -3149759.290071 nChanged 405 SP:Iteration 15Q (1972.158053 sec): 3 clusters Score: Raw -3153212.201831 + Penalty 3296.608105 = -3149915.593725 nChanged 359 SP:Iteration 16Q (1972.235217 sec): 3 clusters Score: Raw -3153341.271804 + Penalty 3296.608105 = -3150044.663699 nChanged 319 SP:Iteration 17Q (1972.311501 sec): 3 clusters Score: Raw -3153474.584640 + Penalty 3296.608105 = -3150177.976534 nChanged 332 SP:Iteration 18Q (1972.395108 sec): 3 clusters Score: Raw -3153618.881204 + Penalty 3296.608105 = -3150322.273099 nChanged 306 SP:Iteration 19Q (1972.473531 sec): 3 clusters Score: Raw -3153756.917313 + Penalty 3296.608105 = -3150460.309208 nChanged 259 SP:Iteration 20F (1972.551080 sec): 3 clusters Score: Raw -3153871.772519 + Penalty 3296.608105 = -3150575.164414 nChanged 202 SP:Iteration 21Q (1972.614080 sec): 3 clusters Score: Raw -3153952.936704 + Penalty 3296.608105 = -3150656.328598 nChanged 161 SP:Iteration 22Q (1972.700678 sec): 3 clusters Score: Raw -3154029.382594 + Penalty 3296.608105 = -3150732.774488 nChanged 141 SP:Iteration 23Q (1972.787566 sec): 3 clusters Score: Raw -3154100.883301 + Penalty 3296.608105 = -3150804.275196 nChanged 118 SP:Iteration 24Q (1972.873443 sec): 3 clusters Score: Raw -3154161.408338 + Penalty 3296.608105 = -3150864.800232 nChanged 113 SP:Iteration 25Q (1972.953929 sec): 3 clusters Score: Raw -3154214.180240 + Penalty 3296.608105 = -3150917.572135 nChanged 87 SP:Iteration 26Q (1973.025978 sec): 3 clusters Score: Raw -3154254.333752 + Penalty 3296.608105 = -3150957.725646 nChanged 65 SP:Iteration 27Q (1973.109403 sec): 3 clusters Score: Raw -3154283.881687 + Penalty 3296.608105 = -3150987.273581 nChanged 58 SP:Iteration 28Q (1973.196853 sec): 3 clusters Score: Raw -3154313.639938 + Penalty 3296.608105 = -3151017.031833 nChanged 53 SP:Iteration 29Q (1973.267702 sec): 3 clusters Score: Raw -3154343.334513 + Penalty 3296.608105 = -3151046.726408 nChanged 49 SP:Iteration 30Q (1973.350795 sec): 3 clusters Score: Raw -3154369.378043 + Penalty 3296.608105 = -3151072.769937 nChanged 38 SP:Iteration 31Q (1973.424301 sec): 3 clusters Score: Raw -3154390.981435 + Penalty 3296.608105 = -3151094.373329 nChanged 29 SP:Iteration 32Q (1973.496201 sec): 3 clusters Score: Raw -3154406.602566 + Penalty 3296.608105 = -3151109.994461 nChanged 22 SP:Iteration 33Q (1973.574492 sec): 3 clusters Score: Raw -3154418.780382 + Penalty 3296.608105 = -3151122.172277 nChanged 26 SP:Iteration 34Q (1973.646293 sec): 3 clusters Score: Raw -3154430.409396 + Penalty 3296.608105 = -3151133.801290 nChanged 15 SP:Iteration 35Q (1973.725695 sec): 3 clusters Score: Raw -3154436.986496 + Penalty 3296.608105 = -3151140.378391 nChanged 12 SP:Iteration 36Q (1973.798926 sec): 3 clusters Score: Raw -3154443.475933 + Penalty 3296.608105 = -3151146.867827 nChanged 7 SP:Iteration 37Q (1973.865491 sec): 3 clusters Score: Raw -3154446.193874 + Penalty 3296.608105 = -3151149.585769 nChanged 7 SP:Iteration 38Q (1973.952923 sec): 3 clusters Score: Raw -3154448.927152 + Penalty 3296.608105 = -3151152.319047 nChanged 6 SP:Iteration 39Q (1974.024016 sec): 3 clusters Score: Raw -3154451.537445 + Penalty 3296.608105 = -3151154.929339 nChanged 4 SP:Iteration 40F (1974.084502 sec): 3 clusters Score: Raw -3154453.248349 + Penalty 3296.608105 = -3151156.640244 nChanged 5 SP:Iteration 41Q (1974.163613 sec): 3 clusters Score: Raw -3154456.681153 + Penalty 3296.608105 = -3151160.073048 nChanged 5 SP:Iteration 42Q (1974.240335 sec): 3 clusters Score: Raw -3154460.711547 + Penalty 3296.608105 = -3151164.103441 nChanged 6 SP:Iteration 43Q (1974.315830 sec): 3 clusters Score: Raw -3154463.484921 + Penalty 3296.608105 = -3151166.876815 nChanged 6 SP:Iteration 44Q (1974.398530 sec): 3 clusters Score: Raw -3154466.572344 + Penalty 3296.608105 = -3151169.964239 nChanged 5 SP:Iteration 45Q (1974.470239 sec): 3 clusters Score: Raw -3154469.055895 + Penalty 3296.608105 = -3151172.447790 nChanged 3 SP:Iteration 46Q (1974.548071 sec): 3 clusters Score: Raw -3154470.511913 + Penalty 3296.608105 = -3151173.903807 nChanged 3 SP:Iteration 47Q (1974.628059 sec): 3 clusters Score: Raw -3154471.955639 + Penalty 3296.608105 = -3151175.347534 nChanged 3 SP:Iteration 48Q (1974.703120 sec): 3 clusters Score: Raw -3154473.342632 + Penalty 3296.608105 = -3151176.734526 nChanged 1 SP:Iteration 49Q (1974.770548 sec): 3 clusters Score: Raw -3154473.653148 + Penalty 3296.608105 = -3151177.045042 nChanged 1 SP:Iteration 50Q (1974.850369 sec): 3 clusters Score: Raw -3154474.237729 + Penalty 3296.608105 = -3151177.629624 nChanged 2 SP:Iteration 51Q (1974.922425 sec): 3 clusters Score: Raw -3154474.911590 + Penalty 3296.608105 = -3151178.303485 nChanged 1 SP:Iteration 52Q (1974.965854 sec): 3 clusters Score: Raw -3154475.009694 + Penalty 3296.608105 = -3151178.401589 nChanged 0 SP:Iteration 53F (1975.025991 sec): 3 clusters Score: Raw -3154475.009694 + Penalty 3296.608105 = -3151178.401589 nChanged 0 Trying to split cluster 18 (8710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1975.059298 sec): 2 clusters Score: Raw -1061727.992255 + Penalty 1474.236899 = -1060253.755357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1975.106142 sec): 3 clusters Score: Raw -1056781.788528 + Penalty 2948.473798 = -1053833.314731 nChanged 3765 SP:Iteration 1F (1975.163496 sec): 3 clusters Score: Raw -1058976.374083 + Penalty 2948.473798 = -1056027.900286 nChanged 610 SP:Iteration 2F (1975.233479 sec): 3 clusters Score: Raw -1059341.772732 + Penalty 2948.473798 = -1056393.298934 nChanged 575 SP:Iteration 3F (1975.282648 sec): 3 clusters Score: Raw -1059784.235341 + Penalty 2948.473798 = -1056835.761544 nChanged 630 SP:Iteration 4F (1975.328468 sec): 3 clusters Score: Raw -1060400.205176 + Penalty 2948.473798 = -1057451.731379 nChanged 685 SP:Iteration 5F (1975.393726 sec): 3 clusters Score: Raw -1061084.666890 + Penalty 2948.473798 = -1058136.193092 nChanged 615 SP:Iteration 6F (1975.447590 sec): 3 clusters Score: Raw -1061620.340693 + Penalty 2948.473798 = -1058671.866896 nChanged 465 SP:Iteration 7F (1975.493450 sec): 3 clusters Score: Raw -1061960.769567 + Penalty 2948.473798 = -1059012.295769 nChanged 346 SP:Iteration 8Q (1975.548968 sec): 3 clusters Score: Raw -1062216.136379 + Penalty 2948.473798 = -1059267.662582 nChanged 301 SP:Iteration 9Q (1975.606577 sec): 3 clusters Score: Raw -1062445.639626 + Penalty 2948.473798 = -1059497.165828 nChanged 277 SP:Iteration 10Q (1975.666159 sec): 3 clusters Score: Raw -1062680.579196 + Penalty 2948.473798 = -1059732.105399 nChanged 299 SP:Iteration 11Q (1975.729524 sec): 3 clusters Score: Raw -1063010.547514 + Penalty 2948.473798 = -1060062.073716 nChanged 347 SP:Iteration 12Q (1975.780456 sec): 3 clusters Score: Raw -1063535.552784 + Penalty 2948.473798 = -1060587.078986 nChanged 323 SP:Iteration 13Q (1975.843906 sec): 3 clusters Score: Raw -1064178.582393 + Penalty 2948.473798 = -1061230.108596 nChanged 305 SP:Iteration 14Q (1975.897166 sec): 3 clusters Score: Raw -1064914.137858 + Penalty 2948.473798 = -1061965.664060 nChanged 218 SP:Iteration 15Q (1975.942298 sec): 3 clusters Score: Raw -1065439.005945 + Penalty 2948.473798 = -1062490.532148 nChanged 130 SP:Iteration 16Q (1976.000867 sec): 3 clusters Score: Raw -1065704.798253 + Penalty 2948.473798 = -1062756.324456 nChanged 73 SP:Iteration 17Q (1976.053666 sec): 3 clusters Score: Raw -1065809.899719 + Penalty 2948.473798 = -1062861.425921 nChanged 37 SP:Iteration 18Q (1976.101795 sec): 3 clusters Score: Raw -1065845.630637 + Penalty 2948.473798 = -1062897.156839 nChanged 13 SP:Iteration 19Q (1976.152313 sec): 3 clusters Score: Raw -1065854.740123 + Penalty 2948.473798 = -1062906.266326 nChanged 5 SP:Iteration 20F (1976.211289 sec): 3 clusters Score: Raw -1065857.206313 + Penalty 2948.473798 = -1062908.732515 nChanged 3 SP:Iteration 21Q (1976.260531 sec): 3 clusters Score: Raw -1065858.419625 + Penalty 2948.473798 = -1062909.945827 nChanged 3 SP:Iteration 22Q (1976.314447 sec): 3 clusters Score: Raw -1065860.007605 + Penalty 2948.473798 = -1062911.533808 nChanged 1 SP:Iteration 23Q (1976.368630 sec): 3 clusters Score: Raw -1065861.402243 + Penalty 2948.473798 = -1062912.928446 nChanged 2 SP:Iteration 24Q (1976.419547 sec): 3 clusters Score: Raw -1065862.714354 + Penalty 2948.473798 = -1062914.240556 nChanged 1 SP:Iteration 25Q (1976.466376 sec): 3 clusters Score: Raw -1065863.013659 + Penalty 2948.473798 = -1062914.539862 nChanged 0 SP:Iteration 26F (1976.533636 sec): 3 clusters Score: Raw -1065863.013659 + Penalty 2948.473798 = -1062914.539862 nChanged 0 Score: Raw -56472343.336614 + Penalty 46722.679987 = -56425620.656627 Splitting cluster 18 changes total score from -56421033.241124 to -56425620.656627 So it's getting split into cluster 22. Trying to split cluster 19 (34117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1983.258484 sec): 2 clusters Score: Raw -4207046.873297 + Penalty 1696.102049 = -4205350.771248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1983.357495 sec): 3 clusters Score: Raw -4185740.106986 + Penalty 3392.204099 = -4182347.902887 nChanged 15779 SP:Iteration 1F (1983.447574 sec): 3 clusters Score: Raw -4194746.940451 + Penalty 3392.204099 = -4191354.736352 nChanged 1720 SP:Iteration 2F (1983.550315 sec): 3 clusters Score: Raw -4195362.845432 + Penalty 3392.204099 = -4191970.641334 nChanged 1663 SP:Iteration 3Q (1983.644373 sec): 3 clusters Score: Raw -4196050.953697 + Penalty 3392.204099 = -4192658.749599 nChanged 1758 SP:Iteration 4F (1983.737373 sec): 3 clusters Score: Raw -4196881.451262 + Penalty 3392.204099 = -4193489.247164 nChanged 1853 SP:Iteration 5F (1983.843729 sec): 3 clusters Score: Raw -4197938.130325 + Penalty 3392.204099 = -4194545.926226 nChanged 2005 SP:Iteration 6F (1983.938444 sec): 3 clusters Score: Raw -4199306.103715 + Penalty 3392.204099 = -4195913.899616 nChanged 2093 SP:Iteration 7F (1984.034045 sec): 3 clusters Score: Raw -4200857.485871 + Penalty 3392.204099 = -4197465.281772 nChanged 1937 SP:Iteration 8F (1984.130014 sec): 3 clusters Score: Raw -4202196.227365 + Penalty 3392.204099 = -4198804.023266 nChanged 1528 SP:Iteration 9Q (1984.227645 sec): 3 clusters Score: Raw -4202961.111378 + Penalty 3392.204099 = -4199568.907280 nChanged 999 SP:Iteration 10Q (1984.315605 sec): 3 clusters Score: Raw -4203326.117280 + Penalty 3392.204099 = -4199933.913181 nChanged 674 SP:Iteration 11Q (1984.407449 sec): 3 clusters Score: Raw -4203548.780599 + Penalty 3392.204099 = -4200156.576500 nChanged 570 SP:Iteration 12Q (1984.502542 sec): 3 clusters Score: Raw -4203733.545606 + Penalty 3392.204099 = -4200341.341507 nChanged 506 SP:Iteration 13Q (1984.604539 sec): 3 clusters Score: Raw -4203888.794732 + Penalty 3392.204099 = -4200496.590634 nChanged 456 SP:Iteration 14Q (1984.703817 sec): 3 clusters Score: Raw -4204027.782379 + Penalty 3392.204099 = -4200635.578280 nChanged 459 SP:Iteration 15Q (1984.801577 sec): 3 clusters Score: Raw -4204172.221760 + Penalty 3392.204099 = -4200780.017662 nChanged 465 SP:Iteration 16Q (1984.888513 sec): 3 clusters Score: Raw -4204319.907248 + Penalty 3392.204099 = -4200927.703150 nChanged 450 SP:Iteration 17Q (1984.981737 sec): 3 clusters Score: Raw -4204461.868897 + Penalty 3392.204099 = -4201069.664798 nChanged 435 SP:Iteration 18Q (1985.079557 sec): 3 clusters Score: Raw -4204602.138391 + Penalty 3392.204099 = -4201209.934293 nChanged 416 SP:Iteration 19Q (1985.169408 sec): 3 clusters Score: Raw -4204734.222602 + Penalty 3392.204099 = -4201342.018503 nChanged 381 SP:Iteration 20F (1985.274144 sec): 3 clusters Score: Raw -4204849.262391 + Penalty 3392.204099 = -4201457.058292 nChanged 373 SP:Iteration 21Q (1985.363379 sec): 3 clusters Score: Raw -4204971.646664 + Penalty 3392.204099 = -4201579.442565 nChanged 391 SP:Iteration 22Q (1985.456106 sec): 3 clusters Score: Raw -4205087.155262 + Penalty 3392.204099 = -4201694.951164 nChanged 336 SP:Iteration 23Q (1985.551442 sec): 3 clusters Score: Raw -4205185.010557 + Penalty 3392.204099 = -4201792.806458 nChanged 339 SP:Iteration 24Q (1985.647279 sec): 3 clusters Score: Raw -4205280.309771 + Penalty 3392.204099 = -4201888.105673 nChanged 289 SP:Iteration 25Q (1985.738460 sec): 3 clusters Score: Raw -4205361.019266 + Penalty 3392.204099 = -4201968.815167 nChanged 273 SP:Iteration 26Q (1985.837686 sec): 3 clusters Score: Raw -4205435.401072 + Penalty 3392.204099 = -4202043.196973 nChanged 292 SP:Iteration 27Q (1985.930865 sec): 3 clusters Score: Raw -4205510.931311 + Penalty 3392.204099 = -4202118.727212 nChanged 278 SP:Iteration 28Q (1986.021097 sec): 3 clusters Score: Raw -4205589.080633 + Penalty 3392.204099 = -4202196.876535 nChanged 295 SP:Iteration 29Q (1986.112485 sec): 3 clusters Score: Raw -4205677.123990 + Penalty 3392.204099 = -4202284.919892 nChanged 285 SP:Iteration 30Q (1986.197719 sec): 3 clusters Score: Raw -4205763.610442 + Penalty 3392.204099 = -4202371.406343 nChanged 270 SP:Iteration 31Q (1986.293990 sec): 3 clusters Score: Raw -4205850.146127 + Penalty 3392.204099 = -4202457.942028 nChanged 266 SP:Iteration 32Q (1986.391500 sec): 3 clusters Score: Raw -4205934.145163 + Penalty 3392.204099 = -4202541.941064 nChanged 249 SP:Iteration 33Q (1986.463509 sec): 3 clusters Score: Raw -4206010.721441 + Penalty 3392.204099 = -4202618.517343 nChanged 263 SP:Iteration 34Q (1986.560992 sec): 3 clusters Score: Raw -4206080.645801 + Penalty 3392.204099 = -4202688.441703 nChanged 212 SP:Iteration 35Q (1986.648334 sec): 3 clusters Score: Raw -4206130.077593 + Penalty 3392.204099 = -4202737.873494 nChanged 179 SP:Iteration 36Q (1986.740874 sec): 3 clusters Score: Raw -4206170.598047 + Penalty 3392.204099 = -4202778.393948 nChanged 176 SP:Iteration 37Q (1986.832582 sec): 3 clusters Score: Raw -4206213.170337 + Penalty 3392.204099 = -4202820.966239 nChanged 175 SP:Iteration 38Q (1986.913762 sec): 3 clusters Score: Raw -4206253.480553 + Penalty 3392.204099 = -4202861.276455 nChanged 168 SP:Iteration 39Q (1986.999839 sec): 3 clusters Score: Raw -4206294.219462 + Penalty 3392.204099 = -4202902.015364 nChanged 154 SP:Iteration 40F (1987.091026 sec): 3 clusters Score: Raw -4206332.787555 + Penalty 3392.204099 = -4202940.583456 nChanged 172 SP:Iteration 41Q (1987.186237 sec): 3 clusters Score: Raw -4206374.563769 + Penalty 3392.204099 = -4202982.359671 nChanged 166 SP:Iteration 42Q (1987.276382 sec): 3 clusters Score: Raw -4206413.649135 + Penalty 3392.204099 = -4203021.445037 nChanged 148 SP:Iteration 43Q (1987.361643 sec): 3 clusters Score: Raw -4206452.725246 + Penalty 3392.204099 = -4203060.521147 nChanged 162 SP:Iteration 44Q (1987.454375 sec): 3 clusters Score: Raw -4206495.017156 + Penalty 3392.204099 = -4203102.813058 nChanged 163 SP:Iteration 45Q (1987.536901 sec): 3 clusters Score: Raw -4206534.505557 + Penalty 3392.204099 = -4203142.301459 nChanged 138 SP:Iteration 46Q (1987.623947 sec): 3 clusters Score: Raw -4206570.260224 + Penalty 3392.204099 = -4203178.056125 nChanged 159 SP:Iteration 47Q (1987.704428 sec): 3 clusters Score: Raw -4206609.507708 + Penalty 3392.204099 = -4203217.303609 nChanged 141 SP:Iteration 48Q (1987.799551 sec): 3 clusters Score: Raw -4206643.911287 + Penalty 3392.204099 = -4203251.707188 nChanged 130 SP:Iteration 49Q (1987.888163 sec): 3 clusters Score: Raw -4206674.782760 + Penalty 3392.204099 = -4203282.578662 nChanged 118 SP:Iteration 50Q (1987.979176 sec): 3 clusters Score: Raw -4206702.468637 + Penalty 3392.204099 = -4203310.264539 nChanged 115 SP:Iteration 51Q (1988.039298 sec): 3 clusters Score: Raw -4206731.538481 + Penalty 3392.204099 = -4203339.334382 nChanged 119 SP:Iteration 52Q (1988.117451 sec): 3 clusters Score: Raw -4206761.480583 + Penalty 3392.204099 = -4203369.276484 nChanged 106 SP:Iteration 53Q (1988.214938 sec): 3 clusters Score: Raw -4206786.718925 + Penalty 3392.204099 = -4203394.514826 nChanged 112 SP:Iteration 54Q (1988.286761 sec): 3 clusters Score: Raw -4206814.539477 + Penalty 3392.204099 = -4203422.335378 nChanged 101 SP:Iteration 55Q (1988.348968 sec): 3 clusters Score: Raw -4206838.134314 + Penalty 3392.204099 = -4203445.930215 nChanged 99 SP:Iteration 56Q (1988.435754 sec): 3 clusters Score: Raw -4206865.824663 + Penalty 3392.204099 = -4203473.620564 nChanged 96 SP:Iteration 57Q (1988.525633 sec): 3 clusters Score: Raw -4206891.681085 + Penalty 3392.204099 = -4203499.476986 nChanged 96 SP:Iteration 58Q (1988.605401 sec): 3 clusters Score: Raw -4206912.586564 + Penalty 3392.204099 = -4203520.382465 nChanged 76 SP:Iteration 59Q (1988.693400 sec): 3 clusters Score: Raw -4206928.108496 + Penalty 3392.204099 = -4203535.904398 nChanged 72 SP:Iteration 60F (1988.792602 sec): 3 clusters Score: Raw -4206946.831046 + Penalty 3392.204099 = -4203554.626948 nChanged 76 SP:Iteration 61Q (1988.873808 sec): 3 clusters Score: Raw -4206967.160343 + Penalty 3392.204099 = -4203574.956245 nChanged 64 SP:Iteration 62Q (1988.968717 sec): 3 clusters Score: Raw -4206982.776442 + Penalty 3392.204099 = -4203590.572343 nChanged 51 SP:Iteration 63Q (1989.053517 sec): 3 clusters Score: Raw -4206994.403551 + Penalty 3392.204099 = -4203602.199453 nChanged 46 SP:Iteration 64Q (1989.134506 sec): 3 clusters Score: Raw -4207005.511984 + Penalty 3392.204099 = -4203613.307885 nChanged 46 SP:Iteration 65Q (1989.211621 sec): 3 clusters Score: Raw -4207017.834712 + Penalty 3392.204099 = -4203625.630614 nChanged 43 SP:Iteration 66Q (1989.304959 sec): 3 clusters Score: Raw -4207030.397915 + Penalty 3392.204099 = -4203638.193817 nChanged 50 SP:Iteration 67Q (1989.386103 sec): 3 clusters Score: Raw -4207044.256314 + Penalty 3392.204099 = -4203652.052215 nChanged 40 SP:Iteration 68Q (1989.473178 sec): 3 clusters Score: Raw -4207054.491220 + Penalty 3392.204099 = -4203662.287121 nChanged 40 SP:Iteration 69Q (1989.552849 sec): 3 clusters Score: Raw -4207066.183128 + Penalty 3392.204099 = -4203673.979029 nChanged 40 SP:Iteration 70Q (1989.631907 sec): 3 clusters Score: Raw -4207076.665419 + Penalty 3392.204099 = -4203684.461321 nChanged 39 SP:Iteration 71Q (1989.719629 sec): 3 clusters Score: Raw -4207084.932980 + Penalty 3392.204099 = -4203692.728881 nChanged 28 SP:Iteration 72Q (1989.795890 sec): 3 clusters Score: Raw -4207090.613531 + Penalty 3392.204099 = -4203698.409433 nChanged 21 SP:Iteration 73Q (1989.885914 sec): 3 clusters Score: Raw -4207094.670040 + Penalty 3392.204099 = -4203702.465942 nChanged 25 SP:Iteration 74Q (1989.971903 sec): 3 clusters Score: Raw -4207100.725772 + Penalty 3392.204099 = -4203708.521674 nChanged 24 SP:Iteration 75Q (1990.058426 sec): 3 clusters Score: Raw -4207106.077111 + Penalty 3392.204099 = -4203713.873012 nChanged 20 SP:Iteration 76Q (1990.142531 sec): 3 clusters Score: Raw -4207109.775900 + Penalty 3392.204099 = -4203717.571801 nChanged 20 SP:Iteration 77Q (1990.230989 sec): 3 clusters Score: Raw -4207115.103215 + Penalty 3392.204099 = -4203722.899116 nChanged 25 SP:Iteration 78Q (1990.317924 sec): 3 clusters Score: Raw -4207120.985267 + Penalty 3392.204099 = -4203728.781169 nChanged 21 SP:Iteration 79Q (1990.409909 sec): 3 clusters Score: Raw -4207126.342982 + Penalty 3392.204099 = -4203734.138883 nChanged 28 SP:Iteration 80F (1990.483535 sec): 3 clusters Score: Raw -4207133.300930 + Penalty 3392.204099 = -4203741.096831 nChanged 29 SP:Iteration 81Q (1990.568423 sec): 3 clusters Score: Raw -4207140.346062 + Penalty 3392.204099 = -4203748.141963 nChanged 25 SP:Iteration 82Q (1990.654483 sec): 3 clusters Score: Raw -4207146.919958 + Penalty 3392.204099 = -4203754.715859 nChanged 35 SP:Iteration 83Q (1990.731712 sec): 3 clusters Score: Raw -4207158.887053 + Penalty 3392.204099 = -4203766.682955 nChanged 47 SP:Iteration 84Q (1990.829852 sec): 3 clusters Score: Raw -4207174.521657 + Penalty 3392.204099 = -4203782.317558 nChanged 57 SP:Iteration 85Q (1990.911388 sec): 3 clusters Score: Raw -4207198.059601 + Penalty 3392.204099 = -4203805.855503 nChanged 58 SP:Iteration 86Q (1991.001546 sec): 3 clusters Score: Raw -4207220.695385 + Penalty 3392.204099 = -4203828.491286 nChanged 36 SP:Iteration 87Q (1991.088035 sec): 3 clusters Score: Raw -4207235.018291 + Penalty 3392.204099 = -4203842.814193 nChanged 36 SP:Iteration 88Q (1991.173831 sec): 3 clusters Score: Raw -4207248.021066 + Penalty 3392.204099 = -4203855.816967 nChanged 27 SP:Iteration 89Q (1991.253883 sec): 3 clusters Score: Raw -4207255.383930 + Penalty 3392.204099 = -4203863.179831 nChanged 20 SP:Iteration 90Q (1991.329891 sec): 3 clusters Score: Raw -4207261.369868 + Penalty 3392.204099 = -4203869.165769 nChanged 12 SP:Iteration 91Q (1991.413874 sec): 3 clusters Score: Raw -4207265.252052 + Penalty 3392.204099 = -4203873.047953 nChanged 12 SP:Iteration 92Q (1991.498560 sec): 3 clusters Score: Raw -4207268.835388 + Penalty 3392.204099 = -4203876.631289 nChanged 13 SP:Iteration 93Q (1991.586668 sec): 3 clusters Score: Raw -4207273.812341 + Penalty 3392.204099 = -4203881.608243 nChanged 14 SP:Iteration 94Q (1991.664489 sec): 3 clusters Score: Raw -4207278.104226 + Penalty 3392.204099 = -4203885.900127 nChanged 7 SP:Iteration 95Q (1991.753338 sec): 3 clusters Score: Raw -4207279.828388 + Penalty 3392.204099 = -4203887.624289 nChanged 7 SP:Iteration 96Q (1991.848483 sec): 3 clusters Score: Raw -4207282.229018 + Penalty 3392.204099 = -4203890.024920 nChanged 5 SP:Iteration 97Q (1991.937442 sec): 3 clusters Score: Raw -4207283.778493 + Penalty 3392.204099 = -4203891.574395 nChanged 7 SP:Iteration 98Q (1992.037293 sec): 3 clusters Score: Raw -4207286.383915 + Penalty 3392.204099 = -4203894.179816 nChanged 7 SP:Iteration 99Q (1992.125972 sec): 3 clusters Score: Raw -4207287.913346 + Penalty 3392.204099 = -4203895.709247 nChanged 4 SP:Iteration 100F (1992.217066 sec): 3 clusters Score: Raw -4207289.329707 + Penalty 3392.204099 = -4203897.125609 nChanged 5 SP:Iteration 101Q (1992.311005 sec): 3 clusters Score: Raw -4207291.146860 + Penalty 3392.204099 = -4203898.942762 nChanged 5 SP:Iteration 102Q (1992.393915 sec): 3 clusters Score: Raw -4207292.565073 + Penalty 3392.204099 = -4203900.360975 nChanged 6 SP:Iteration 103Q (1992.483920 sec): 3 clusters Score: Raw -4207293.420996 + Penalty 3392.204099 = -4203901.216897 nChanged 1 SP:Iteration 104Q (1992.570355 sec): 3 clusters Score: Raw -4207293.771438 + Penalty 3392.204099 = -4203901.567339 nChanged 3 SP:Iteration 105Q (1992.661113 sec): 3 clusters Score: Raw -4207294.348636 + Penalty 3392.204099 = -4203902.144538 nChanged 1 SP:Iteration 106Q (1992.748938 sec): 3 clusters Score: Raw -4207294.561456 + Penalty 3392.204099 = -4203902.357357 nChanged 1 SP:Iteration 107Q (1992.828878 sec): 3 clusters Score: Raw -4207294.794577 + Penalty 3392.204099 = -4203902.590478 nChanged 1 SP:Iteration 108Q (1992.924292 sec): 3 clusters Score: Raw -4207295.051893 + Penalty 3392.204099 = -4203902.847794 nChanged 1 SP:Iteration 109Q (1993.008633 sec): 3 clusters Score: Raw -4207295.760848 + Penalty 3392.204099 = -4203903.556749 nChanged 0 SP:Iteration 110F (1993.117774 sec): 3 clusters Score: Raw -4207295.760848 + Penalty 3392.204099 = -4203903.556749 nChanged 0 Trying to split cluster 20 (15454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1993.164810 sec): 2 clusters Score: Raw -1879025.837040 + Penalty 1567.413762 = -1877458.423278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1993.240374 sec): 3 clusters Score: Raw -1869990.685131 + Penalty 3134.827523 = -1866855.857607 nChanged 6827 SP:Iteration 1F (1993.297176 sec): 3 clusters Score: Raw -1873898.471875 + Penalty 3134.827523 = -1870763.644351 nChanged 1001 SP:Iteration 2F (1993.371324 sec): 3 clusters Score: Raw -1874442.425317 + Penalty 3134.827523 = -1871307.597794 nChanged 961 SP:Iteration 3F (1993.454873 sec): 3 clusters Score: Raw -1875012.746174 + Penalty 3134.827523 = -1871877.918651 nChanged 937 SP:Iteration 4F (1993.529739 sec): 3 clusters Score: Raw -1875629.322547 + Penalty 3134.827523 = -1872494.495024 nChanged 946 SP:Iteration 5F (1993.604568 sec): 3 clusters Score: Raw -1876251.134244 + Penalty 3134.827523 = -1873116.306721 nChanged 874 SP:Iteration 6F (1993.657281 sec): 3 clusters Score: Raw -1876811.949946 + Penalty 3134.827523 = -1873677.122423 nChanged 769 SP:Iteration 7Q (1993.731855 sec): 3 clusters Score: Raw -1877250.122909 + Penalty 3134.827523 = -1874115.295386 nChanged 590 SP:Iteration 8Q (1993.798350 sec): 3 clusters Score: Raw -1877551.608151 + Penalty 3134.827523 = -1874416.780628 nChanged 497 SP:Iteration 9Q (1993.865118 sec): 3 clusters Score: Raw -1877811.717515 + Penalty 3134.827523 = -1874676.889992 nChanged 431 SP:Iteration 10Q (1993.947395 sec): 3 clusters Score: Raw -1878000.038955 + Penalty 3134.827523 = -1874865.211432 nChanged 370 SP:Iteration 11Q (1994.013876 sec): 3 clusters Score: Raw -1878161.280881 + Penalty 3134.827523 = -1875026.453358 nChanged 337 SP:Iteration 12Q (1994.086168 sec): 3 clusters Score: Raw -1878307.606035 + Penalty 3134.827523 = -1875172.778511 nChanged 295 SP:Iteration 13Q (1994.160622 sec): 3 clusters Score: Raw -1878416.697510 + Penalty 3134.827523 = -1875281.869987 nChanged 245 SP:Iteration 14Q (1994.236376 sec): 3 clusters Score: Raw -1878497.305591 + Penalty 3134.827523 = -1875362.478068 nChanged 176 SP:Iteration 15Q (1994.321195 sec): 3 clusters Score: Raw -1878549.478763 + Penalty 3134.827523 = -1875414.651239 nChanged 157 SP:Iteration 16Q (1994.396267 sec): 3 clusters Score: Raw -1878593.879838 + Penalty 3134.827523 = -1875459.052315 nChanged 146 SP:Iteration 17Q (1994.467996 sec): 3 clusters Score: Raw -1878627.030113 + Penalty 3134.827523 = -1875492.202590 nChanged 120 SP:Iteration 18Q (1994.534995 sec): 3 clusters Score: Raw -1878653.512642 + Penalty 3134.827523 = -1875518.685119 nChanged 117 SP:Iteration 19Q (1994.605694 sec): 3 clusters Score: Raw -1878681.205502 + Penalty 3134.827523 = -1875546.377978 nChanged 115 SP:Iteration 20F (1994.676862 sec): 3 clusters Score: Raw -1878715.784313 + Penalty 3134.827523 = -1875580.956790 nChanged 114 SP:Iteration 21Q (1994.743238 sec): 3 clusters Score: Raw -1878747.622749 + Penalty 3134.827523 = -1875612.795225 nChanged 130 SP:Iteration 22Q (1994.824784 sec): 3 clusters Score: Raw -1878784.761920 + Penalty 3134.827523 = -1875649.934397 nChanged 133 SP:Iteration 23Q (1994.882065 sec): 3 clusters Score: Raw -1878822.507202 + Penalty 3134.827523 = -1875687.679679 nChanged 148 SP:Iteration 24Q (1994.955505 sec): 3 clusters Score: Raw -1878878.563310 + Penalty 3134.827523 = -1875743.735787 nChanged 174 SP:Iteration 25Q (1995.024121 sec): 3 clusters Score: Raw -1878953.916928 + Penalty 3134.827523 = -1875819.089405 nChanged 197 SP:Iteration 26Q (1995.098438 sec): 3 clusters Score: Raw -1879049.073585 + Penalty 3134.827523 = -1875914.246062 nChanged 211 SP:Iteration 27Q (1995.177394 sec): 3 clusters Score: Raw -1879163.790230 + Penalty 3134.827523 = -1876028.962706 nChanged 219 SP:Iteration 28Q (1995.251322 sec): 3 clusters Score: Raw -1879328.700627 + Penalty 3134.827523 = -1876193.873104 nChanged 269 SP:Iteration 29Q (1995.314518 sec): 3 clusters Score: Raw -1879579.627959 + Penalty 3134.827523 = -1876444.800435 nChanged 301 SP:Iteration 30Q (1995.388065 sec): 3 clusters Score: Raw -1879848.888041 + Penalty 3134.827523 = -1876714.060518 nChanged 293 SP:Iteration 31Q (1995.458456 sec): 3 clusters Score: Raw -1880139.704436 + Penalty 3134.827523 = -1877004.876913 nChanged 301 SP:Iteration 32Q (1995.529261 sec): 3 clusters Score: Raw -1880396.019349 + Penalty 3134.827523 = -1877261.191826 nChanged 255 SP:Iteration 33Q (1995.605457 sec): 3 clusters Score: Raw -1880562.710235 + Penalty 3134.827523 = -1877427.882712 nChanged 197 SP:Iteration 34Q (1995.668013 sec): 3 clusters Score: Raw -1880667.088060 + Penalty 3134.827523 = -1877532.260537 nChanged 156 SP:Iteration 35Q (1995.750327 sec): 3 clusters Score: Raw -1880725.092964 + Penalty 3134.827523 = -1877590.265440 nChanged 115 SP:Iteration 36Q (1995.811377 sec): 3 clusters Score: Raw -1880757.500763 + Penalty 3134.827523 = -1877622.673239 nChanged 82 SP:Iteration 37Q (1995.892781 sec): 3 clusters Score: Raw -1880775.294508 + Penalty 3134.827523 = -1877640.466985 nChanged 62 SP:Iteration 38Q (1995.963648 sec): 3 clusters Score: Raw -1880788.536779 + Penalty 3134.827523 = -1877653.709255 nChanged 54 SP:Iteration 39Q (1996.033793 sec): 3 clusters Score: Raw -1880796.858193 + Penalty 3134.827523 = -1877662.030670 nChanged 40 SP:Iteration 40F (1996.107994 sec): 3 clusters Score: Raw -1880805.755369 + Penalty 3134.827523 = -1877670.927845 nChanged 26 SP:Iteration 41Q (1996.175099 sec): 3 clusters Score: Raw -1880809.693570 + Penalty 3134.827523 = -1877674.866046 nChanged 21 SP:Iteration 42Q (1996.227876 sec): 3 clusters Score: Raw -1880811.965288 + Penalty 3134.827523 = -1877677.137765 nChanged 12 SP:Iteration 43Q (1996.298193 sec): 3 clusters Score: Raw -1880813.057338 + Penalty 3134.827523 = -1877678.229815 nChanged 6 SP:Iteration 44Q (1996.350865 sec): 3 clusters Score: Raw -1880813.581044 + Penalty 3134.827523 = -1877678.753521 nChanged 5 SP:Iteration 45Q (1996.414847 sec): 3 clusters Score: Raw -1880814.105828 + Penalty 3134.827523 = -1877679.278305 nChanged 5 SP:Iteration 46Q (1996.491007 sec): 3 clusters Score: Raw -1880814.601810 + Penalty 3134.827523 = -1877679.774287 nChanged 4 SP:Iteration 47Q (1996.547183 sec): 3 clusters Score: Raw -1880814.895481 + Penalty 3134.827523 = -1877680.067958 nChanged 4 SP:Iteration 48Q (1996.611964 sec): 3 clusters Score: Raw -1880815.068325 + Penalty 3134.827523 = -1877680.240802 nChanged 3 SP:Iteration 49Q (1996.680697 sec): 3 clusters Score: Raw -1880815.340078 + Penalty 3134.827523 = -1877680.512555 nChanged 2 SP:Iteration 50Q (1996.739096 sec): 3 clusters Score: Raw -1880815.606873 + Penalty 3134.827523 = -1877680.779350 nChanged 6 SP:Iteration 51Q (1996.795286 sec): 3 clusters Score: Raw -1880816.167249 + Penalty 3134.827523 = -1877681.339726 nChanged 3 SP:Iteration 52Q (1996.862600 sec): 3 clusters Score: Raw -1880816.336033 + Penalty 3134.827523 = -1877681.508509 nChanged 4 SP:Iteration 53Q (1996.920780 sec): 3 clusters Score: Raw -1880816.583465 + Penalty 3134.827523 = -1877681.755942 nChanged 3 SP:Iteration 54Q (1996.970443 sec): 3 clusters Score: Raw -1880816.697889 + Penalty 3134.827523 = -1877681.870366 nChanged 2 SP:Iteration 55Q (1997.029870 sec): 3 clusters Score: Raw -1880816.786167 + Penalty 3134.827523 = -1877681.958644 nChanged 1 SP:Iteration 56Q (1997.102159 sec): 3 clusters Score: Raw -1880816.892867 + Penalty 3134.827523 = -1877682.065343 nChanged 0 SP:Iteration 57F (1997.147712 sec): 3 clusters Score: Raw -1880816.892867 + Penalty 3134.827523 = -1877682.065343 nChanged 0 Score: Raw -56474134.392440 + Penalty 48846.438169 = -56425287.954272 Splitting cluster 20 changes total score from -56421033.241124 to -56425287.954272 So it's getting split into cluster 23. Trying to split cluster 21 (55929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2004.227057 sec): 2 clusters Score: Raw -6777342.331075 + Penalty 1776.423725 = -6775565.907350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2004.365973 sec): 3 clusters Score: Raw -6741758.163101 + Penalty 3552.847450 = -6738205.315650 nChanged 26269 SP:Iteration 1F (2004.496988 sec): 3 clusters Score: Raw -6756579.190238 + Penalty 3552.847450 = -6753026.342788 nChanged 2287 SP:Iteration 2Q (2004.631792 sec): 3 clusters Score: Raw -6757428.994816 + Penalty 3552.847450 = -6753876.147366 nChanged 2606 SP:Iteration 3Q (2004.782833 sec): 3 clusters Score: Raw -6758890.754646 + Penalty 3552.847450 = -6755337.907196 nChanged 3371 SP:Iteration 4F (2004.921110 sec): 3 clusters Score: Raw -6761492.042587 + Penalty 3552.847450 = -6757939.195137 nChanged 4488 SP:Iteration 5F (2005.055958 sec): 3 clusters Score: Raw -6765809.854579 + Penalty 3552.847450 = -6762257.007129 nChanged 5123 SP:Iteration 6F (2005.188247 sec): 3 clusters Score: Raw -6770784.935421 + Penalty 3552.847450 = -6767232.087971 nChanged 4549 SP:Iteration 7F (2005.344636 sec): 3 clusters Score: Raw -6774259.370149 + Penalty 3552.847450 = -6770706.522699 nChanged 3115 SP:Iteration 8F (2005.492065 sec): 3 clusters Score: Raw -6775880.765095 + Penalty 3552.847450 = -6772327.917645 nChanged 1966 SP:Iteration 9Q (2005.632600 sec): 3 clusters Score: Raw -6776637.920366 + Penalty 3552.847450 = -6773085.072915 nChanged 1302 SP:Iteration 10Q (2005.781268 sec): 3 clusters Score: Raw -6777067.246780 + Penalty 3552.847450 = -6773514.399330 nChanged 1036 SP:Iteration 11Q (2005.917920 sec): 3 clusters Score: Raw -6777364.736753 + Penalty 3552.847450 = -6773811.889303 nChanged 856 SP:Iteration 12Q (2006.063934 sec): 3 clusters Score: Raw -6777599.409898 + Penalty 3552.847450 = -6774046.562447 nChanged 771 SP:Iteration 13Q (2006.223189 sec): 3 clusters Score: Raw -6777784.878949 + Penalty 3552.847450 = -6774232.031499 nChanged 688 SP:Iteration 14Q (2006.369842 sec): 3 clusters Score: Raw -6777922.082123 + Penalty 3552.847450 = -6774369.234673 nChanged 554 SP:Iteration 15Q (2006.499552 sec): 3 clusters Score: Raw -6778018.504647 + Penalty 3552.847450 = -6774465.657197 nChanged 462 SP:Iteration 16Q (2006.637700 sec): 3 clusters Score: Raw -6778081.831830 + Penalty 3552.847450 = -6774528.984380 nChanged 367 SP:Iteration 17Q (2006.761337 sec): 3 clusters Score: Raw -6778122.439217 + Penalty 3552.847450 = -6774569.591767 nChanged 292 SP:Iteration 18Q (2006.894180 sec): 3 clusters Score: Raw -6778148.637141 + Penalty 3552.847450 = -6774595.789691 nChanged 225 SP:Iteration 19Q (2007.034828 sec): 3 clusters Score: Raw -6778162.308050 + Penalty 3552.847450 = -6774609.460600 nChanged 146 SP:Iteration 20F (2007.163413 sec): 3 clusters Score: Raw -6778169.775795 + Penalty 3552.847450 = -6774616.928345 nChanged 116 SP:Iteration 21Q (2007.299286 sec): 3 clusters Score: Raw -6778175.570952 + Penalty 3552.847450 = -6774622.723502 nChanged 101 SP:Iteration 22Q (2007.436171 sec): 3 clusters Score: Raw -6778181.119202 + Penalty 3552.847450 = -6774628.271752 nChanged 103 SP:Iteration 23Q (2007.568588 sec): 3 clusters Score: Raw -6778185.975719 + Penalty 3552.847450 = -6774633.128269 nChanged 87 SP:Iteration 24Q (2007.686881 sec): 3 clusters Score: Raw -6778189.944980 + Penalty 3552.847450 = -6774637.097529 nChanged 85 SP:Iteration 25Q (2007.821136 sec): 3 clusters Score: Raw -6778194.000050 + Penalty 3552.847450 = -6774641.152599 nChanged 64 SP:Iteration 26Q (2007.954294 sec): 3 clusters Score: Raw -6778197.242650 + Penalty 3552.847450 = -6774644.395200 nChanged 82 SP:Iteration 27Q (2008.079422 sec): 3 clusters Score: Raw -6778201.216319 + Penalty 3552.847450 = -6774648.368869 nChanged 68 SP:Iteration 28Q (2008.203665 sec): 3 clusters Score: Raw -6778204.790881 + Penalty 3552.847450 = -6774651.943431 nChanged 81 SP:Iteration 29Q (2008.334059 sec): 3 clusters Score: Raw -6778208.526916 + Penalty 3552.847450 = -6774655.679466 nChanged 80 SP:Iteration 30Q (2008.462569 sec): 3 clusters Score: Raw -6778212.640093 + Penalty 3552.847450 = -6774659.792643 nChanged 65 SP:Iteration 31Q (2008.611403 sec): 3 clusters Score: Raw -6778215.182113 + Penalty 3552.847450 = -6774662.334662 nChanged 48 SP:Iteration 32Q (2008.759159 sec): 3 clusters Score: Raw -6778217.020940 + Penalty 3552.847450 = -6774664.173490 nChanged 56 SP:Iteration 33Q (2008.884549 sec): 3 clusters Score: Raw -6778219.324352 + Penalty 3552.847450 = -6774666.476902 nChanged 71 SP:Iteration 34Q (2009.012039 sec): 3 clusters Score: Raw -6778222.069908 + Penalty 3552.847450 = -6774669.222458 nChanged 59 SP:Iteration 35Q (2009.140771 sec): 3 clusters Score: Raw -6778224.459980 + Penalty 3552.847450 = -6774671.612530 nChanged 61 SP:Iteration 36Q (2009.293959 sec): 3 clusters Score: Raw -6778226.929023 + Penalty 3552.847450 = -6774674.081572 nChanged 60 SP:Iteration 37Q (2009.442781 sec): 3 clusters Score: Raw -6778229.172301 + Penalty 3552.847450 = -6774676.324851 nChanged 61 SP:Iteration 38Q (2009.588506 sec): 3 clusters Score: Raw -6778231.556194 + Penalty 3552.847450 = -6774678.708743 nChanged 44 SP:Iteration 39Q (2009.730245 sec): 3 clusters Score: Raw -6778233.039559 + Penalty 3552.847450 = -6774680.192108 nChanged 50 SP:Iteration 40F (2009.869835 sec): 3 clusters Score: Raw -6778234.876617 + Penalty 3552.847450 = -6774682.029167 nChanged 48 SP:Iteration 41Q (2010.019127 sec): 3 clusters Score: Raw -6778237.134841 + Penalty 3552.847450 = -6774684.287390 nChanged 47 SP:Iteration 42Q (2010.165549 sec): 3 clusters Score: Raw -6778239.193274 + Penalty 3552.847450 = -6774686.345824 nChanged 53 SP:Iteration 43Q (2010.303753 sec): 3 clusters Score: Raw -6778241.329834 + Penalty 3552.847450 = -6774688.482384 nChanged 51 SP:Iteration 44Q (2010.442470 sec): 3 clusters Score: Raw -6778243.231612 + Penalty 3552.847450 = -6774690.384162 nChanged 47 SP:Iteration 45Q (2010.585876 sec): 3 clusters Score: Raw -6778244.624448 + Penalty 3552.847450 = -6774691.776998 nChanged 39 SP:Iteration 46Q (2010.719267 sec): 3 clusters Score: Raw -6778245.921274 + Penalty 3552.847450 = -6774693.073824 nChanged 34 SP:Iteration 47Q (2010.856929 sec): 3 clusters Score: Raw -6778246.984325 + Penalty 3552.847450 = -6774694.136875 nChanged 28 SP:Iteration 48Q (2010.989033 sec): 3 clusters Score: Raw -6778247.730562 + Penalty 3552.847450 = -6774694.883112 nChanged 28 SP:Iteration 49Q (2011.122301 sec): 3 clusters Score: Raw -6778248.488005 + Penalty 3552.847450 = -6774695.640554 nChanged 35 SP:Iteration 50Q (2011.270492 sec): 3 clusters Score: Raw -6778249.460010 + Penalty 3552.847450 = -6774696.612560 nChanged 36 SP:Iteration 51Q (2011.405983 sec): 3 clusters Score: Raw -6778250.368499 + Penalty 3552.847450 = -6774697.521049 nChanged 30 SP:Iteration 52Q (2011.529483 sec): 3 clusters Score: Raw -6778251.169371 + Penalty 3552.847450 = -6774698.321921 nChanged 24 SP:Iteration 53Q (2011.662414 sec): 3 clusters Score: Raw -6778251.893316 + Penalty 3552.847450 = -6774699.045866 nChanged 37 SP:Iteration 54Q (2011.796378 sec): 3 clusters Score: Raw -6778253.269885 + Penalty 3552.847450 = -6774700.422435 nChanged 37 SP:Iteration 55Q (2011.939443 sec): 3 clusters Score: Raw -6778254.723863 + Penalty 3552.847450 = -6774701.876413 nChanged 37 SP:Iteration 56Q (2012.083143 sec): 3 clusters Score: Raw -6778256.111103 + Penalty 3552.847450 = -6774703.263653 nChanged 44 SP:Iteration 57Q (2012.223290 sec): 3 clusters Score: Raw -6778257.659059 + Penalty 3552.847450 = -6774704.811608 nChanged 46 SP:Iteration 58Q (2012.356260 sec): 3 clusters Score: Raw -6778259.333798 + Penalty 3552.847450 = -6774706.486348 nChanged 48 SP:Iteration 59Q (2012.478036 sec): 3 clusters Score: Raw -6778261.763969 + Penalty 3552.847450 = -6774708.916518 nChanged 58 SP:Iteration 60F (2012.605667 sec): 3 clusters Score: Raw -6778264.853328 + Penalty 3552.847450 = -6774712.005878 nChanged 71 SP:Iteration 61Q (2012.747566 sec): 3 clusters Score: Raw -6778268.454540 + Penalty 3552.847450 = -6774715.607090 nChanged 67 SP:Iteration 62Q (2012.869753 sec): 3 clusters Score: Raw -6778271.393611 + Penalty 3552.847450 = -6774718.546161 nChanged 74 SP:Iteration 63Q (2012.998002 sec): 3 clusters Score: Raw -6778274.721890 + Penalty 3552.847450 = -6774721.874440 nChanged 74 SP:Iteration 64Q (2013.124146 sec): 3 clusters Score: Raw -6778277.897983 + Penalty 3552.847450 = -6774725.050533 nChanged 79 SP:Iteration 65Q (2013.255827 sec): 3 clusters Score: Raw -6778281.593650 + Penalty 3552.847450 = -6774728.746200 nChanged 82 SP:Iteration 66Q (2013.406015 sec): 3 clusters Score: Raw -6778285.315725 + Penalty 3552.847450 = -6774732.468275 nChanged 76 SP:Iteration 67Q (2013.551736 sec): 3 clusters Score: Raw -6778288.643038 + Penalty 3552.847450 = -6774735.795588 nChanged 73 SP:Iteration 68Q (2013.681364 sec): 3 clusters Score: Raw -6778291.767788 + Penalty 3552.847450 = -6774738.920337 nChanged 80 SP:Iteration 69Q (2013.824612 sec): 3 clusters Score: Raw -6778295.181779 + Penalty 3552.847450 = -6774742.334329 nChanged 73 SP:Iteration 70Q (2013.968405 sec): 3 clusters Score: Raw -6778298.061275 + Penalty 3552.847450 = -6774745.213825 nChanged 63 SP:Iteration 71Q (2014.117877 sec): 3 clusters Score: Raw -6778300.413256 + Penalty 3552.847450 = -6774747.565806 nChanged 66 SP:Iteration 72Q (2014.248606 sec): 3 clusters Score: Raw -6778302.763855 + Penalty 3552.847450 = -6774749.916405 nChanged 53 SP:Iteration 73Q (2014.378453 sec): 3 clusters Score: Raw -6778304.756814 + Penalty 3552.847450 = -6774751.909364 nChanged 58 SP:Iteration 74Q (2014.512088 sec): 3 clusters Score: Raw -6778306.686622 + Penalty 3552.847450 = -6774753.839172 nChanged 55 SP:Iteration 75Q (2014.645643 sec): 3 clusters Score: Raw -6778308.521060 + Penalty 3552.847450 = -6774755.673610 nChanged 47 SP:Iteration 76Q (2014.782961 sec): 3 clusters Score: Raw -6778310.027759 + Penalty 3552.847450 = -6774757.180309 nChanged 51 SP:Iteration 77Q (2014.916819 sec): 3 clusters Score: Raw -6778311.511086 + Penalty 3552.847450 = -6774758.663636 nChanged 43 SP:Iteration 78Q (2015.065029 sec): 3 clusters Score: Raw -6778312.617825 + Penalty 3552.847450 = -6774759.770374 nChanged 42 SP:Iteration 79Q (2015.196567 sec): 3 clusters Score: Raw -6778313.570113 + Penalty 3552.847450 = -6774760.722662 nChanged 32 SP:Iteration 80F (2015.325240 sec): 3 clusters Score: Raw -6778314.318575 + Penalty 3552.847450 = -6774761.471125 nChanged 29 SP:Iteration 81Q (2015.460564 sec): 3 clusters Score: Raw -6778315.134397 + Penalty 3552.847450 = -6774762.286947 nChanged 39 SP:Iteration 82Q (2015.586415 sec): 3 clusters Score: Raw -6778316.408042 + Penalty 3552.847450 = -6774763.560592 nChanged 40 SP:Iteration 83Q (2015.725318 sec): 3 clusters Score: Raw -6778317.753570 + Penalty 3552.847450 = -6774764.906120 nChanged 41 SP:Iteration 84Q (2015.866868 sec): 3 clusters Score: Raw -6778319.369446 + Penalty 3552.847450 = -6774766.521996 nChanged 44 SP:Iteration 85Q (2015.999046 sec): 3 clusters Score: Raw -6778320.823371 + Penalty 3552.847450 = -6774767.975921 nChanged 37 SP:Iteration 86Q (2016.129086 sec): 3 clusters Score: Raw -6778322.009578 + Penalty 3552.847450 = -6774769.162127 nChanged 28 SP:Iteration 87Q (2016.266723 sec): 3 clusters Score: Raw -6778322.810750 + Penalty 3552.847450 = -6774769.963300 nChanged 25 SP:Iteration 88Q (2016.405312 sec): 3 clusters Score: Raw -6778323.583899 + Penalty 3552.847450 = -6774770.736449 nChanged 29 SP:Iteration 89Q (2016.542581 sec): 3 clusters Score: Raw -6778324.328585 + Penalty 3552.847450 = -6774771.481134 nChanged 34 SP:Iteration 90Q (2016.684774 sec): 3 clusters Score: Raw -6778325.312200 + Penalty 3552.847450 = -6774772.464750 nChanged 23 SP:Iteration 91Q (2016.831085 sec): 3 clusters Score: Raw -6778326.060587 + Penalty 3552.847450 = -6774773.213137 nChanged 24 SP:Iteration 92Q (2016.972298 sec): 3 clusters Score: Raw -6778326.695335 + Penalty 3552.847450 = -6774773.847885 nChanged 21 SP:Iteration 93Q (2017.115017 sec): 3 clusters Score: Raw -6778327.283528 + Penalty 3552.847450 = -6774774.436078 nChanged 21 SP:Iteration 94Q (2017.251643 sec): 3 clusters Score: Raw -6778327.978238 + Penalty 3552.847450 = -6774775.130788 nChanged 27 SP:Iteration 95Q (2017.383206 sec): 3 clusters Score: Raw -6778328.727573 + Penalty 3552.847450 = -6774775.880123 nChanged 20 SP:Iteration 96Q (2017.514430 sec): 3 clusters Score: Raw -6778329.213576 + Penalty 3552.847450 = -6774776.366125 nChanged 11 SP:Iteration 97Q (2017.644882 sec): 3 clusters Score: Raw -6778329.428634 + Penalty 3552.847450 = -6774776.581184 nChanged 10 SP:Iteration 98Q (2017.788340 sec): 3 clusters Score: Raw -6778329.698951 + Penalty 3552.847450 = -6774776.851501 nChanged 12 SP:Iteration 99Q (2017.922076 sec): 3 clusters Score: Raw -6778330.023176 + Penalty 3552.847450 = -6774777.175726 nChanged 14 SP:Iteration 100F (2018.055287 sec): 3 clusters Score: Raw -6778330.342921 + Penalty 3552.847450 = -6774777.495471 nChanged 11 SP:Iteration 101Q (2018.185778 sec): 3 clusters Score: Raw -6778330.518768 + Penalty 3552.847450 = -6774777.671318 nChanged 9 SP:Iteration 102Q (2018.305802 sec): 3 clusters Score: Raw -6778330.677140 + Penalty 3552.847450 = -6774777.829690 nChanged 8 SP:Iteration 103Q (2018.455132 sec): 3 clusters Score: Raw -6778330.814720 + Penalty 3552.847450 = -6774777.967270 nChanged 7 SP:Iteration 104Q (2018.582936 sec): 3 clusters Score: Raw -6778331.027236 + Penalty 3552.847450 = -6774778.179786 nChanged 10 SP:Iteration 105Q (2018.715160 sec): 3 clusters Score: Raw -6778331.370890 + Penalty 3552.847450 = -6774778.523440 nChanged 14 SP:Iteration 106Q (2018.847164 sec): 3 clusters Score: Raw -6778331.844528 + Penalty 3552.847450 = -6774778.997078 nChanged 24 SP:Iteration 107Q (2018.979020 sec): 3 clusters Score: Raw -6778332.494075 + Penalty 3552.847450 = -6774779.646625 nChanged 20 SP:Iteration 108Q (2019.130447 sec): 3 clusters Score: Raw -6778333.061645 + Penalty 3552.847450 = -6774780.214195 nChanged 21 SP:Iteration 109Q (2019.265206 sec): 3 clusters Score: Raw -6778333.834877 + Penalty 3552.847450 = -6774780.987427 nChanged 26 SP:Iteration 110Q (2019.397087 sec): 3 clusters Score: Raw -6778334.796830 + Penalty 3552.847450 = -6774781.949380 nChanged 41 SP:Iteration 111Q (2019.527330 sec): 3 clusters Score: Raw -6778335.974909 + Penalty 3552.847450 = -6774783.127459 nChanged 34 SP:Iteration 112Q (2019.656954 sec): 3 clusters Score: Raw -6778336.923781 + Penalty 3552.847450 = -6774784.076331 nChanged 26 SP:Iteration 113Q (2019.797637 sec): 3 clusters Score: Raw -6778337.571910 + Penalty 3552.847450 = -6774784.724459 nChanged 29 SP:Iteration 114Q (2019.939135 sec): 3 clusters Score: Raw -6778338.399327 + Penalty 3552.847450 = -6774785.551877 nChanged 23 SP:Iteration 115Q (2020.068376 sec): 3 clusters Score: Raw -6778339.374796 + Penalty 3552.847450 = -6774786.527346 nChanged 32 SP:Iteration 116Q (2020.200256 sec): 3 clusters Score: Raw -6778340.272301 + Penalty 3552.847450 = -6774787.424851 nChanged 25 SP:Iteration 117Q (2020.330184 sec): 3 clusters Score: Raw -6778340.964234 + Penalty 3552.847450 = -6774788.116784 nChanged 29 SP:Iteration 118Q (2020.477461 sec): 3 clusters Score: Raw -6778341.803849 + Penalty 3552.847450 = -6774788.956398 nChanged 31 SP:Iteration 119Q (2020.613547 sec): 3 clusters Score: Raw -6778342.692803 + Penalty 3552.847450 = -6774789.845353 nChanged 35 SP:Iteration 120F (2020.745858 sec): 3 clusters Score: Raw -6778343.651737 + Penalty 3552.847450 = -6774790.804287 nChanged 32 SP:Iteration 121Q (2020.877707 sec): 3 clusters Score: Raw -6778344.562419 + Penalty 3552.847450 = -6774791.714969 nChanged 30 SP:Iteration 122Q (2020.999935 sec): 3 clusters Score: Raw -6778345.507749 + Penalty 3552.847450 = -6774792.660299 nChanged 38 SP:Iteration 123Q (2021.135529 sec): 3 clusters Score: Raw -6778346.954614 + Penalty 3552.847450 = -6774794.107164 nChanged 46 SP:Iteration 124Q (2021.281322 sec): 3 clusters Score: Raw -6778348.490574 + Penalty 3552.847450 = -6774795.643123 nChanged 43 SP:Iteration 125Q (2021.413153 sec): 3 clusters Score: Raw -6778349.772267 + Penalty 3552.847450 = -6774796.924817 nChanged 34 SP:Iteration 126Q (2021.549606 sec): 3 clusters Score: Raw -6778350.958705 + Penalty 3552.847450 = -6774798.111255 nChanged 33 SP:Iteration 127Q (2021.682743 sec): 3 clusters Score: Raw -6778352.341272 + Penalty 3552.847450 = -6774799.493821 nChanged 37 SP:Iteration 128Q (2021.814177 sec): 3 clusters Score: Raw -6778353.330856 + Penalty 3552.847450 = -6774800.483406 nChanged 28 SP:Iteration 129Q (2021.948250 sec): 3 clusters Score: Raw -6778353.980998 + Penalty 3552.847450 = -6774801.133548 nChanged 23 SP:Iteration 130Q (2022.092747 sec): 3 clusters Score: Raw -6778354.573926 + Penalty 3552.847450 = -6774801.726476 nChanged 25 SP:Iteration 131Q (2022.227558 sec): 3 clusters Score: Raw -6778355.059797 + Penalty 3552.847450 = -6774802.212347 nChanged 16 SP:Iteration 132Q (2022.361706 sec): 3 clusters Score: Raw -6778355.466393 + Penalty 3552.847450 = -6774802.618943 nChanged 23 SP:Iteration 133Q (2022.494196 sec): 3 clusters Score: Raw -6778356.047236 + Penalty 3552.847450 = -6774803.199785 nChanged 31 SP:Iteration 134Q (2022.626921 sec): 3 clusters Score: Raw -6778357.135308 + Penalty 3552.847450 = -6774804.287858 nChanged 32 SP:Iteration 135Q (2022.754809 sec): 3 clusters Score: Raw -6778358.164018 + Penalty 3552.847450 = -6774805.316568 nChanged 34 SP:Iteration 136Q (2022.901967 sec): 3 clusters Score: Raw -6778359.490366 + Penalty 3552.847450 = -6774806.642916 nChanged 38 SP:Iteration 137Q (2023.041443 sec): 3 clusters Score: Raw -6778360.811024 + Penalty 3552.847450 = -6774807.963574 nChanged 37 SP:Iteration 138Q (2023.173352 sec): 3 clusters Score: Raw -6778362.080806 + Penalty 3552.847450 = -6774809.233356 nChanged 40 SP:Iteration 139Q (2023.306749 sec): 3 clusters Score: Raw -6778363.379092 + Penalty 3552.847450 = -6774810.531642 nChanged 44 SP:Iteration 140F (2023.434956 sec): 3 clusters Score: Raw -6778364.870459 + Penalty 3552.847450 = -6774812.023009 nChanged 45 SP:Iteration 141Q (2023.565750 sec): 3 clusters Score: Raw -6778366.263431 + Penalty 3552.847450 = -6774813.415981 nChanged 36 SP:Iteration 142Q (2023.701735 sec): 3 clusters Score: Raw -6778367.350663 + Penalty 3552.847450 = -6774814.503213 nChanged 28 SP:Iteration 143Q (2023.823598 sec): 3 clusters Score: Raw -6778368.151983 + Penalty 3552.847450 = -6774815.304533 nChanged 26 SP:Iteration 144Q (2023.954660 sec): 3 clusters Score: Raw -6778369.042493 + Penalty 3552.847450 = -6774816.195043 nChanged 32 SP:Iteration 145Q (2024.087708 sec): 3 clusters Score: Raw -6778369.853692 + Penalty 3552.847450 = -6774817.006242 nChanged 29 SP:Iteration 146Q (2024.228781 sec): 3 clusters Score: Raw -6778370.463308 + Penalty 3552.847450 = -6774817.615858 nChanged 18 SP:Iteration 147Q (2024.363946 sec): 3 clusters Score: Raw -6778370.776278 + Penalty 3552.847450 = -6774817.928828 nChanged 14 SP:Iteration 148Q (2024.494842 sec): 3 clusters Score: Raw -6778371.086841 + Penalty 3552.847450 = -6774818.239391 nChanged 12 SP:Iteration 149Q (2024.626690 sec): 3 clusters Score: Raw -6778371.349083 + Penalty 3552.847450 = -6774818.501633 nChanged 11 SP:Iteration 150Q (2024.763614 sec): 3 clusters Score: Raw -6778371.637306 + Penalty 3552.847450 = -6774818.789855 nChanged 11 SP:Iteration 151Q (2024.903888 sec): 3 clusters Score: Raw -6778371.893182 + Penalty 3552.847450 = -6774819.045732 nChanged 17 SP:Iteration 152Q (2025.043915 sec): 3 clusters Score: Raw -6778372.205942 + Penalty 3552.847450 = -6774819.358492 nChanged 15 SP:Iteration 153Q (2025.172948 sec): 3 clusters Score: Raw -6778372.532740 + Penalty 3552.847450 = -6774819.685290 nChanged 12 SP:Iteration 154Q (2025.298624 sec): 3 clusters Score: Raw -6778372.797951 + Penalty 3552.847450 = -6774819.950501 nChanged 13 SP:Iteration 155Q (2025.421282 sec): 3 clusters Score: Raw -6778373.085586 + Penalty 3552.847450 = -6774820.238135 nChanged 9 SP:Iteration 156Q (2025.549912 sec): 3 clusters Score: Raw -6778373.225482 + Penalty 3552.847450 = -6774820.378032 nChanged 5 SP:Iteration 157Q (2025.674475 sec): 3 clusters Score: Raw -6778373.331707 + Penalty 3552.847450 = -6774820.484257 nChanged 5 SP:Iteration 158Q (2025.805545 sec): 3 clusters Score: Raw -6778373.413462 + Penalty 3552.847450 = -6774820.566011 nChanged 5 SP:Iteration 159Q (2025.949202 sec): 3 clusters Score: Raw -6778373.495203 + Penalty 3552.847450 = -6774820.647753 nChanged 3 SP:Iteration 160F (2026.100818 sec): 3 clusters Score: Raw -6778373.533005 + Penalty 3552.847450 = -6774820.685555 nChanged 5 SP:Iteration 161Q (2026.239321 sec): 3 clusters Score: Raw -6778373.607103 + Penalty 3552.847450 = -6774820.759653 nChanged 6 SP:Iteration 162Q (2026.389383 sec): 3 clusters Score: Raw -6778373.703836 + Penalty 3552.847450 = -6774820.856386 nChanged 3 SP:Iteration 163Q (2026.535740 sec): 3 clusters Score: Raw -6778373.737413 + Penalty 3552.847450 = -6774820.889963 nChanged 3 SP:Iteration 164Q (2026.671560 sec): 3 clusters Score: Raw -6778373.781360 + Penalty 3552.847450 = -6774820.933910 nChanged 6 SP:Iteration 165Q (2026.814586 sec): 3 clusters Score: Raw -6778373.862494 + Penalty 3552.847450 = -6774821.015044 nChanged 7 SP:Iteration 166Q (2026.956897 sec): 3 clusters Score: Raw -6778373.954106 + Penalty 3552.847450 = -6774821.106656 nChanged 1 SP:Iteration 167Q (2027.104770 sec): 3 clusters Score: Raw -6778373.964802 + Penalty 3552.847450 = -6774821.117351 nChanged 0 SP:Iteration 168F (2027.226989 sec): 3 clusters Score: Raw -6778373.964802 + Penalty 3552.847450 = -6774821.117351 nChanged 0 Iteration 59Q (2030.380951 sec): 24 clusters Score: Raw -56475467.684190 + Penalty 48846.438169 = -56426621.246021 nChanged 2341 Iteration 60F (2037.429405 sec): 24 clusters Score: Raw -56476964.219738 + Penalty 48846.438169 = -56428117.781570 nChanged 2558 Iteration 61Q (2040.357602 sec): 24 clusters Score: Raw -56478090.053591 + Penalty 48846.438169 = -56429243.615423 nChanged 1829 Iteration 62Q (2043.322696 sec): 24 clusters Score: Raw -56478744.725334 + Penalty 48846.438169 = -56429898.287165 nChanged 1471 Iteration 63Q (2045.945926 sec): 24 clusters Score: Raw -56479177.252011 + Penalty 48846.438169 = -56430330.813842 nChanged 1243 Iteration 64Q (2049.041183 sec): 24 clusters Score: Raw -56479480.730150 + Penalty 48846.438169 = -56430634.291981 nChanged 1104 Iteration 65Q (2052.243139 sec): 24 clusters Score: Raw -56479710.670412 + Penalty 48846.438169 = -56430864.232244 nChanged 927 Iteration 66Q (2055.530299 sec): 24 clusters Score: Raw -56479901.835478 + Penalty 48846.438169 = -56431055.397309 nChanged 850 Iteration 67Q (2058.566320 sec): 24 clusters Score: Raw -56480049.601318 + Penalty 48846.438169 = -56431203.163149 nChanged 752 Iteration 68Q (2061.748593 sec): 24 clusters Score: Raw -56480168.455088 + Penalty 48846.438169 = -56431322.016919 nChanged 730 Iteration 69Q (2065.077247 sec): 24 clusters Score: Raw -56480266.909406 + Penalty 48846.438169 = -56431420.471237 nChanged 647 Iteration 70Q (2068.283311 sec): 24 clusters Score: Raw -56480350.759518 + Penalty 48846.438169 = -56431504.321349 nChanged 580 Iteration 71Q (2071.582101 sec): 24 clusters Score: Raw -56480427.366642 + Penalty 48846.438169 = -56431580.928474 nChanged 543 Iteration 72Q (2074.827255 sec): 24 clusters Score: Raw -56480490.510604 + Penalty 48846.438169 = -56431644.072435 nChanged 488 Iteration 73Q (2078.082291 sec): 24 clusters Score: Raw -56480543.719443 + Penalty 48846.438169 = -56431697.281274 nChanged 471 Iteration 74Q (2081.068269 sec): 24 clusters Score: Raw -56480594.511606 + Penalty 48846.438169 = -56431748.073437 nChanged 481 Iteration 75Q (2084.050438 sec): 24 clusters Score: Raw -56480638.279485 + Penalty 48846.438169 = -56431791.841316 nChanged 447 Iteration 76Q (2086.874665 sec): 24 clusters Score: Raw -56480681.230069 + Penalty 48846.438169 = -56431834.791900 nChanged 407 Iteration 77Q (2090.036709 sec): 24 clusters Score: Raw -56480718.800562 + Penalty 48846.438169 = -56431872.362394 nChanged 349 Iteration 78Q (2093.300670 sec): 24 clusters Score: Raw -56480749.979783 + Penalty 48846.438169 = -56431903.541614 nChanged 321 Iteration 79Q (2096.518078 sec): 24 clusters Score: Raw -56480775.597561 + Penalty 48846.438169 = -56431929.159392 nChanged 286 Iteration 80F (2103.680194 sec): 24 clusters Score: Raw -56480814.231047 + Penalty 48846.438169 = -56431967.792878 nChanged 279 Iteration 81Q (2106.885189 sec): 24 clusters Score: Raw -56480852.326622 + Penalty 48846.438169 = -56432005.888454 nChanged 263 Iteration 82Q (2110.215807 sec): 24 clusters Score: Raw -56480881.024824 + Penalty 48846.438169 = -56432034.586656 nChanged 224 Iteration 83Q (2113.590640 sec): 24 clusters Score: Raw -56480902.795593 + Penalty 48846.438169 = -56432056.357425 nChanged 182 Iteration 84Q (2116.843813 sec): 24 clusters Score: Raw -56480927.804064 + Penalty 48846.438169 = -56432081.365895 nChanged 171 Iteration 85Q (2119.824123 sec): 24 clusters Score: Raw -56480947.648336 + Penalty 48846.438169 = -56432101.210168 nChanged 160 Iteration 86Q (2122.899320 sec): 24 clusters Score: Raw -56480963.799975 + Penalty 48846.438169 = -56432117.361807 nChanged 147 Iteration 87Q (2125.834683 sec): 24 clusters Score: Raw -56480978.900222 + Penalty 48846.438169 = -56432132.462053 nChanged 151 Iteration 88Q (2128.587454 sec): 24 clusters Score: Raw -56480995.274364 + Penalty 48846.438169 = -56432148.836196 nChanged 131 Iteration 89Q (2131.678062 sec): 24 clusters Score: Raw -56481006.257804 + Penalty 48846.438169 = -56432159.819635 nChanged 109 Iteration 90Q (2135.091212 sec): 24 clusters Score: Raw -56481014.639438 + Penalty 48846.438169 = -56432168.201270 nChanged 99 Iteration 91Q (2138.357777 sec): 24 clusters Score: Raw -56481024.615729 + Penalty 48846.438169 = -56432178.177560 nChanged 90 Iteration 92Q (2141.611452 sec): 24 clusters Score: Raw -56481032.384539 + Penalty 48846.438169 = -56432185.946370 nChanged 78 Iteration 93Q (2144.695299 sec): 24 clusters Score: Raw -56481038.873167 + Penalty 48846.438169 = -56432192.434999 nChanged 68 Iteration 94Q (2147.775496 sec): 24 clusters Score: Raw -56481042.852992 + Penalty 48846.438169 = -56432196.414823 nChanged 60 Iteration 95Q (2151.019181 sec): 24 clusters Score: Raw -56481046.799925 + Penalty 48846.438169 = -56432200.361756 nChanged 58 Iteration 96Q (2154.292426 sec): 24 clusters Score: Raw -56481050.590543 + Penalty 48846.438169 = -56432204.152375 nChanged 59 Iteration 97Q (2157.458443 sec): 24 clusters Score: Raw -56481054.469203 + Penalty 48846.438169 = -56432208.031034 nChanged 56 Iteration 98Q (2160.680499 sec): 24 clusters Score: Raw -56481058.080516 + Penalty 48846.438169 = -56432211.642347 nChanged 43 Writing temp clu file Because OldScore, -56432208.031034, is greater than current (better) Score,-56432211.642347 Compute initial score before splitting: Score: Raw -56481058.080516 + Penalty 48846.438169 = -56432211.642347 Trying to split cluster 1 (1779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2160.885237 sec): 2 clusters Score: Raw -197780.935774 + Penalty 1216.118587 = -196564.817187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2160.926636 sec): 3 clusters Score: Raw -197045.645345 + Penalty 2432.237173 = -194613.408171 nChanged 615 SP:Iteration 1F (2160.988319 sec): 3 clusters Score: Raw -197499.786368 + Penalty 2432.237173 = -195067.549194 nChanged 161 SP:Iteration 2F (2161.027166 sec): 3 clusters Score: Raw -197649.768207 + Penalty 2432.237173 = -195217.531034 nChanged 98 SP:Iteration 3F (2161.079424 sec): 3 clusters Score: Raw -197736.259841 + Penalty 2432.237173 = -195304.022667 nChanged 67 SP:Iteration 4Q (2161.113679 sec): 3 clusters Score: Raw -197792.127542 + Penalty 2432.237173 = -195359.890368 nChanged 50 SP:Iteration 5Q (2161.167567 sec): 3 clusters Score: Raw -197831.559408 + Penalty 2432.237173 = -195399.322234 nChanged 53 SP:Iteration 6Q (2161.221761 sec): 3 clusters Score: Raw -197875.797722 + Penalty 2432.237173 = -195443.560549 nChanged 50 SP:Iteration 7Q (2161.268408 sec): 3 clusters Score: Raw -197915.491113 + Penalty 2432.237173 = -195483.253940 nChanged 37 SP:Iteration 8Q (2161.309145 sec): 3 clusters Score: Raw -197950.607670 + Penalty 2432.237173 = -195518.370497 nChanged 31 SP:Iteration 9Q (2161.347964 sec): 3 clusters Score: Raw -197980.627380 + Penalty 2432.237173 = -195548.390206 nChanged 30 SP:Iteration 10Q (2161.404073 sec): 3 clusters Score: Raw -198002.366844 + Penalty 2432.237173 = -195570.129670 nChanged 30 SP:Iteration 11Q (2161.441257 sec): 3 clusters Score: Raw -198024.359439 + Penalty 2432.237173 = -195592.122265 nChanged 25 SP:Iteration 12Q (2161.487580 sec): 3 clusters Score: Raw -198040.021758 + Penalty 2432.237173 = -195607.784584 nChanged 20 SP:Iteration 13Q (2161.540779 sec): 3 clusters Score: Raw -198053.637023 + Penalty 2432.237173 = -195621.399850 nChanged 24 SP:Iteration 14Q (2161.591355 sec): 3 clusters Score: Raw -198072.912616 + Penalty 2432.237173 = -195640.675442 nChanged 22 SP:Iteration 15Q (2161.624990 sec): 3 clusters Score: Raw -198088.035200 + Penalty 2432.237173 = -195655.798027 nChanged 23 SP:Iteration 16Q (2161.678899 sec): 3 clusters Score: Raw -198107.603719 + Penalty 2432.237173 = -195675.366546 nChanged 24 SP:Iteration 17Q (2161.723917 sec): 3 clusters Score: Raw -198125.488065 + Penalty 2432.237173 = -195693.250891 nChanged 22 SP:Iteration 18Q (2161.767447 sec): 3 clusters Score: Raw -198142.182093 + Penalty 2432.237173 = -195709.944920 nChanged 17 SP:Iteration 19Q (2161.816994 sec): 3 clusters Score: Raw -198150.939546 + Penalty 2432.237173 = -195718.702372 nChanged 11 SP:Iteration 20F (2161.857959 sec): 3 clusters Score: Raw -198156.593660 + Penalty 2432.237173 = -195724.356487 nChanged 9 SP:Iteration 21Q (2161.898235 sec): 3 clusters Score: Raw -198162.819382 + Penalty 2432.237173 = -195730.582209 nChanged 8 SP:Iteration 22Q (2161.946719 sec): 3 clusters Score: Raw -198167.528301 + Penalty 2432.237173 = -195735.291127 nChanged 9 SP:Iteration 23Q (2161.996631 sec): 3 clusters Score: Raw -198171.507931 + Penalty 2432.237173 = -195739.270757 nChanged 8 SP:Iteration 24Q (2162.040985 sec): 3 clusters Score: Raw -198176.040435 + Penalty 2432.237173 = -195743.803262 nChanged 7 SP:Iteration 25Q (2162.092017 sec): 3 clusters Score: Raw -198180.451769 + Penalty 2432.237173 = -195748.214595 nChanged 9 SP:Iteration 26Q (2162.125926 sec): 3 clusters Score: Raw -198186.034295 + Penalty 2432.237173 = -195753.797122 nChanged 11 SP:Iteration 27Q (2162.171370 sec): 3 clusters Score: Raw -198190.384229 + Penalty 2432.237173 = -195758.147055 nChanged 4 SP:Iteration 28Q (2162.222166 sec): 3 clusters Score: Raw -198192.639100 + Penalty 2432.237173 = -195760.401927 nChanged 2 SP:Iteration 29Q (2162.265084 sec): 3 clusters Score: Raw -198193.356743 + Penalty 2432.237173 = -195761.119570 nChanged 0 SP:Iteration 30F (2162.307326 sec): 3 clusters Score: Raw -198193.356743 + Penalty 2432.237173 = -195761.119570 nChanged 0 Trying to split cluster 2 (2435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2162.344735 sec): 2 clusters Score: Raw -278507.203968 + Penalty 1267.126581 = -277240.077387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2162.385902 sec): 3 clusters Score: Raw -277397.826440 + Penalty 2534.253162 = -274863.573279 nChanged 894 SP:Iteration 1F (2162.435277 sec): 3 clusters Score: Raw -277911.471711 + Penalty 2534.253162 = -275377.218549 nChanged 179 SP:Iteration 2F (2162.481119 sec): 3 clusters Score: Raw -278035.184698 + Penalty 2534.253162 = -275500.931536 nChanged 117 SP:Iteration 3Q (2162.531671 sec): 3 clusters Score: Raw -278112.286277 + Penalty 2534.253162 = -275578.033115 nChanged 90 SP:Iteration 4Q (2162.550025 sec): 3 clusters Score: Raw -278168.905706 + Penalty 2534.253162 = -275634.652545 nChanged 67 SP:Iteration 5Q (2162.562291 sec): 3 clusters Score: Raw -278220.690902 + Penalty 2534.253162 = -275686.437740 nChanged 80 SP:Iteration 6Q (2162.577238 sec): 3 clusters Score: Raw -278282.721904 + Penalty 2534.253162 = -275748.468742 nChanged 68 SP:Iteration 7Q (2162.595294 sec): 3 clusters Score: Raw -278324.072543 + Penalty 2534.253162 = -275789.819381 nChanged 58 SP:Iteration 8Q (2162.607389 sec): 3 clusters Score: Raw -278357.697421 + Penalty 2534.253162 = -275823.444259 nChanged 54 SP:Iteration 9Q (2162.621232 sec): 3 clusters Score: Raw -278389.926708 + Penalty 2534.253162 = -275855.673546 nChanged 37 SP:Iteration 10Q (2162.639240 sec): 3 clusters Score: Raw -278415.114700 + Penalty 2534.253162 = -275880.861538 nChanged 42 SP:Iteration 11Q (2162.656867 sec): 3 clusters Score: Raw -278440.394377 + Penalty 2534.253162 = -275906.141215 nChanged 45 SP:Iteration 12Q (2162.668925 sec): 3 clusters Score: Raw -278467.874795 + Penalty 2534.253162 = -275933.621633 nChanged 37 SP:Iteration 13Q (2162.680965 sec): 3 clusters Score: Raw -278490.247841 + Penalty 2534.253162 = -275955.994679 nChanged 40 SP:Iteration 14Q (2162.719062 sec): 3 clusters Score: Raw -278514.634417 + Penalty 2534.253162 = -275980.381255 nChanged 32 SP:Iteration 15Q (2162.770452 sec): 3 clusters Score: Raw -278535.056772 + Penalty 2534.253162 = -276000.803610 nChanged 26 SP:Iteration 16Q (2162.822279 sec): 3 clusters Score: Raw -278555.663530 + Penalty 2534.253162 = -276021.410368 nChanged 36 SP:Iteration 17Q (2162.833794 sec): 3 clusters Score: Raw -278584.523006 + Penalty 2534.253162 = -276050.269845 nChanged 34 SP:Iteration 18Q (2162.847206 sec): 3 clusters Score: Raw -278614.173256 + Penalty 2534.253162 = -276079.920094 nChanged 29 SP:Iteration 19Q (2162.866076 sec): 3 clusters Score: Raw -278641.872673 + Penalty 2534.253162 = -276107.619512 nChanged 33 SP:Iteration 20F (2162.884223 sec): 3 clusters Score: Raw -278673.743271 + Penalty 2534.253162 = -276139.490110 nChanged 29 SP:Iteration 21Q (2162.896131 sec): 3 clusters Score: Raw -278697.859894 + Penalty 2534.253162 = -276163.606733 nChanged 30 SP:Iteration 22Q (2162.952562 sec): 3 clusters Score: Raw -278727.814508 + Penalty 2534.253162 = -276193.561346 nChanged 27 SP:Iteration 23Q (2162.983412 sec): 3 clusters Score: Raw -278755.108046 + Penalty 2534.253162 = -276220.854884 nChanged 24 SP:Iteration 24Q (2163.040795 sec): 3 clusters Score: Raw -278786.275664 + Penalty 2534.253162 = -276252.022503 nChanged 24 SP:Iteration 25Q (2163.080672 sec): 3 clusters Score: Raw -278815.608922 + Penalty 2534.253162 = -276281.355761 nChanged 17 SP:Iteration 26Q (2163.128184 sec): 3 clusters Score: Raw -278835.617740 + Penalty 2534.253162 = -276301.364578 nChanged 14 SP:Iteration 27Q (2163.172814 sec): 3 clusters Score: Raw -278861.806540 + Penalty 2534.253162 = -276327.553378 nChanged 22 SP:Iteration 28Q (2163.219659 sec): 3 clusters Score: Raw -278891.505609 + Penalty 2534.253162 = -276357.252447 nChanged 15 SP:Iteration 29Q (2163.258296 sec): 3 clusters Score: Raw -278915.009056 + Penalty 2534.253162 = -276380.755895 nChanged 11 SP:Iteration 30Q (2163.307372 sec): 3 clusters Score: Raw -278928.399168 + Penalty 2534.253162 = -276394.146007 nChanged 11 SP:Iteration 31Q (2163.356518 sec): 3 clusters Score: Raw -278948.083929 + Penalty 2534.253162 = -276413.830768 nChanged 13 SP:Iteration 32Q (2163.385908 sec): 3 clusters Score: Raw -278962.577536 + Penalty 2534.253162 = -276428.324374 nChanged 17 SP:Iteration 33Q (2163.416250 sec): 3 clusters Score: Raw -278981.715327 + Penalty 2534.253162 = -276447.462166 nChanged 10 SP:Iteration 34Q (2163.458402 sec): 3 clusters Score: Raw -278990.393918 + Penalty 2534.253162 = -276456.140757 nChanged 7 SP:Iteration 35Q (2163.509558 sec): 3 clusters Score: Raw -278998.885417 + Penalty 2534.253162 = -276464.632256 nChanged 12 SP:Iteration 36Q (2163.561250 sec): 3 clusters Score: Raw -279008.607282 + Penalty 2534.253162 = -276474.354121 nChanged 14 SP:Iteration 37Q (2163.610573 sec): 3 clusters Score: Raw -279026.069505 + Penalty 2534.253162 = -276491.816344 nChanged 16 SP:Iteration 38Q (2163.656740 sec): 3 clusters Score: Raw -279044.145468 + Penalty 2534.253162 = -276509.892307 nChanged 16 SP:Iteration 39Q (2163.704344 sec): 3 clusters Score: Raw -279066.001780 + Penalty 2534.253162 = -276531.748618 nChanged 19 SP:Iteration 40F (2163.754076 sec): 3 clusters Score: Raw -279104.131428 + Penalty 2534.253162 = -276569.878266 nChanged 20 SP:Iteration 41Q (2163.802723 sec): 3 clusters Score: Raw -279141.856819 + Penalty 2534.253162 = -276607.603658 nChanged 15 SP:Iteration 42Q (2163.851860 sec): 3 clusters Score: Raw -279163.786045 + Penalty 2534.253162 = -276629.532883 nChanged 15 SP:Iteration 43Q (2163.903116 sec): 3 clusters Score: Raw -279203.292194 + Penalty 2534.253162 = -276669.039033 nChanged 18 SP:Iteration 44Q (2163.937081 sec): 3 clusters Score: Raw -279237.678188 + Penalty 2534.253162 = -276703.425026 nChanged 18 SP:Iteration 45Q (2163.982447 sec): 3 clusters Score: Raw -279253.322841 + Penalty 2534.253162 = -276719.069679 nChanged 11 SP:Iteration 46Q (2164.037058 sec): 3 clusters Score: Raw -279263.656562 + Penalty 2534.253162 = -276729.403400 nChanged 5 SP:Iteration 47Q (2164.098687 sec): 3 clusters Score: Raw -279267.803899 + Penalty 2534.253162 = -276733.550738 nChanged 6 SP:Iteration 48Q (2164.150084 sec): 3 clusters Score: Raw -279273.067710 + Penalty 2534.253162 = -276738.814549 nChanged 5 SP:Iteration 49Q (2164.206511 sec): 3 clusters Score: Raw -279278.390756 + Penalty 2534.253162 = -276744.137595 nChanged 6 SP:Iteration 50Q (2164.249750 sec): 3 clusters Score: Raw -279285.154384 + Penalty 2534.253162 = -276750.901222 nChanged 6 SP:Iteration 51Q (2164.294293 sec): 3 clusters Score: Raw -279289.720829 + Penalty 2534.253162 = -276755.467667 nChanged 4 SP:Iteration 52Q (2164.347363 sec): 3 clusters Score: Raw -279294.051404 + Penalty 2534.253162 = -276759.798242 nChanged 4 SP:Iteration 53Q (2164.399402 sec): 3 clusters Score: Raw -279298.136007 + Penalty 2534.253162 = -276763.882845 nChanged 2 SP:Iteration 54Q (2164.444811 sec): 3 clusters Score: Raw -279300.235832 + Penalty 2534.253162 = -276765.982670 nChanged 4 SP:Iteration 55Q (2164.489886 sec): 3 clusters Score: Raw -279304.787142 + Penalty 2534.253162 = -276770.533981 nChanged 3 SP:Iteration 56Q (2164.543698 sec): 3 clusters Score: Raw -279308.772405 + Penalty 2534.253162 = -276774.519243 nChanged 2 SP:Iteration 57Q (2164.597640 sec): 3 clusters Score: Raw -279309.674828 + Penalty 2534.253162 = -276775.421667 nChanged 2 SP:Iteration 58Q (2164.634823 sec): 3 clusters Score: Raw -279310.783501 + Penalty 2534.253162 = -276776.530340 nChanged 2 SP:Iteration 59Q (2164.676063 sec): 3 clusters Score: Raw -279311.722634 + Penalty 2534.253162 = -276777.469472 nChanged 3 SP:Iteration 60F (2164.728878 sec): 3 clusters Score: Raw -279314.099247 + Penalty 2534.253162 = -276779.846086 nChanged 1 SP:Iteration 61Q (2164.778789 sec): 3 clusters Score: Raw -279315.217300 + Penalty 2534.253162 = -276780.964139 nChanged 2 SP:Iteration 62Q (2164.828115 sec): 3 clusters Score: Raw -279316.760821 + Penalty 2534.253162 = -276782.507659 nChanged 0 SP:Iteration 63F (2164.869501 sec): 3 clusters Score: Raw -279316.760821 + Penalty 2534.253162 = -276782.507659 nChanged 0 Trying to split cluster 3 (548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2164.891732 sec): 2 clusters Score: Raw -56736.378156 + Penalty 1024.769734 = -55711.608422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2164.946168 sec): 3 clusters Score: Raw -56749.443051 + Penalty 2049.539468 = -54699.903583 nChanged 137 SP:Iteration 1F (2164.996958 sec): 3 clusters Score: Raw -56955.657362 + Penalty 2049.539468 = -54906.117894 nChanged 57 SP:Iteration 2F (2165.035700 sec): 3 clusters Score: Raw -57121.571549 + Penalty 2049.539468 = -55072.032081 nChanged 37 SP:Iteration 3F (2165.092366 sec): 3 clusters Score: Raw -57361.982824 + Penalty 2049.539468 = -55312.443355 nChanged 35 SP:Iteration 4F (2165.134410 sec): 3 clusters Score: Raw -57605.996313 + Penalty 2049.539468 = -55556.456845 nChanged 32 SP:Iteration 5F (2165.176727 sec): 3 clusters Score: Raw -57747.204162 + Penalty 2049.539468 = -55697.664694 nChanged 18 SP:Iteration 6Q (2165.230625 sec): 3 clusters Score: Raw -57819.305193 + Penalty 2049.539468 = -55769.765725 nChanged 13 SP:Iteration 7Q (2165.268399 sec): 3 clusters Score: Raw -57888.434291 + Penalty 2049.539468 = -55838.894822 nChanged 9 SP:Iteration 8Q (2165.322172 sec): 3 clusters Score: Raw -57923.263115 + Penalty 2049.539468 = -55873.723647 nChanged 7 SP:Iteration 9Q (2165.354720 sec): 3 clusters Score: Raw -57962.117587 + Penalty 2049.539468 = -55912.578118 nChanged 6 SP:Iteration 10Q (2165.401844 sec): 3 clusters Score: Raw -57985.783714 + Penalty 2049.539468 = -55936.244245 nChanged 4 SP:Iteration 11Q (2165.445968 sec): 3 clusters Score: Raw -57996.108758 + Penalty 2049.539468 = -55946.569290 nChanged 1 SP:Iteration 12Q (2165.483118 sec): 3 clusters Score: Raw -57999.193634 + Penalty 2049.539468 = -55949.654165 nChanged 0 SP:Iteration 13F (2165.527074 sec): 3 clusters Score: Raw -57999.193634 + Penalty 2049.539468 = -55949.654165 nChanged 0 Score: Raw -56482323.967435 + Penalty 50970.196350 = -56431353.771085 Splitting cluster 3 changes total score from -56432211.642347 to -56431353.771085 So it's not getting split. Trying to split cluster 4 (14809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2172.960320 sec): 2 clusters Score: Raw -1708773.355314 + Penalty 1560.485937 = -1707212.869376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2173.030158 sec): 3 clusters Score: Raw -1700034.866371 + Penalty 3120.971874 = -1696913.894497 nChanged 6567 SP:Iteration 1F (2173.098571 sec): 3 clusters Score: Raw -1703558.733800 + Penalty 3120.971874 = -1700437.761926 nChanged 802 SP:Iteration 2F (2173.169166 sec): 3 clusters Score: Raw -1703853.264512 + Penalty 3120.971874 = -1700732.292637 nChanged 698 SP:Iteration 3Q (2173.244427 sec): 3 clusters Score: Raw -1704106.368027 + Penalty 3120.971874 = -1700985.396152 nChanged 618 SP:Iteration 4Q (2173.321054 sec): 3 clusters Score: Raw -1704329.894451 + Penalty 3120.971874 = -1701208.922576 nChanged 591 SP:Iteration 5Q (2173.395420 sec): 3 clusters Score: Raw -1704562.481573 + Penalty 3120.971874 = -1701441.509698 nChanged 613 SP:Iteration 6Q (2173.478069 sec): 3 clusters Score: Raw -1704847.963264 + Penalty 3120.971874 = -1701726.991390 nChanged 707 SP:Iteration 7Q (2173.549474 sec): 3 clusters Score: Raw -1705230.876991 + Penalty 3120.971874 = -1702109.905117 nChanged 715 SP:Iteration 8Q (2173.613008 sec): 3 clusters Score: Raw -1705665.808089 + Penalty 3120.971874 = -1702544.836215 nChanged 735 SP:Iteration 9Q (2173.682487 sec): 3 clusters Score: Raw -1706184.271582 + Penalty 3120.971874 = -1703063.299707 nChanged 738 SP:Iteration 10Q (2173.753852 sec): 3 clusters Score: Raw -1706746.451774 + Penalty 3120.971874 = -1703625.479900 nChanged 679 SP:Iteration 11Q (2173.828592 sec): 3 clusters Score: Raw -1707225.762354 + Penalty 3120.971874 = -1704104.790479 nChanged 574 SP:Iteration 12Q (2173.903824 sec): 3 clusters Score: Raw -1707571.809551 + Penalty 3120.971874 = -1704450.837676 nChanged 415 SP:Iteration 13Q (2173.985804 sec): 3 clusters Score: Raw -1707765.941806 + Penalty 3120.971874 = -1704644.969932 nChanged 304 SP:Iteration 14Q (2174.042247 sec): 3 clusters Score: Raw -1707883.976352 + Penalty 3120.971874 = -1704763.004478 nChanged 235 SP:Iteration 15Q (2174.127217 sec): 3 clusters Score: Raw -1707968.686121 + Penalty 3120.971874 = -1704847.714246 nChanged 186 SP:Iteration 16Q (2174.199110 sec): 3 clusters Score: Raw -1708029.885463 + Penalty 3120.971874 = -1704908.913588 nChanged 164 SP:Iteration 17Q (2174.267102 sec): 3 clusters Score: Raw -1708080.046194 + Penalty 3120.971874 = -1704959.074320 nChanged 162 SP:Iteration 18Q (2174.344759 sec): 3 clusters Score: Raw -1708129.604552 + Penalty 3120.971874 = -1705008.632677 nChanged 140 SP:Iteration 19Q (2174.410588 sec): 3 clusters Score: Raw -1708176.681711 + Penalty 3120.971874 = -1705055.709836 nChanged 156 SP:Iteration 20F (2174.478577 sec): 3 clusters Score: Raw -1708231.130866 + Penalty 3120.971874 = -1705110.158991 nChanged 156 SP:Iteration 21Q (2174.548297 sec): 3 clusters Score: Raw -1708281.841574 + Penalty 3120.971874 = -1705160.869699 nChanged 159 SP:Iteration 22Q (2174.631774 sec): 3 clusters Score: Raw -1708334.872619 + Penalty 3120.971874 = -1705213.900745 nChanged 144 SP:Iteration 23Q (2174.706255 sec): 3 clusters Score: Raw -1708383.958901 + Penalty 3120.971874 = -1705262.987027 nChanged 128 SP:Iteration 24Q (2174.779854 sec): 3 clusters Score: Raw -1708429.981146 + Penalty 3120.971874 = -1705309.009271 nChanged 123 SP:Iteration 25Q (2174.839244 sec): 3 clusters Score: Raw -1708469.335203 + Penalty 3120.971874 = -1705348.363329 nChanged 101 SP:Iteration 26Q (2174.921673 sec): 3 clusters Score: Raw -1708497.266391 + Penalty 3120.971874 = -1705376.294517 nChanged 88 SP:Iteration 27Q (2174.991903 sec): 3 clusters Score: Raw -1708522.528743 + Penalty 3120.971874 = -1705401.556869 nChanged 108 SP:Iteration 28Q (2175.062390 sec): 3 clusters Score: Raw -1708552.130622 + Penalty 3120.971874 = -1705431.158748 nChanged 86 SP:Iteration 29Q (2175.131733 sec): 3 clusters Score: Raw -1708576.961492 + Penalty 3120.971874 = -1705455.989618 nChanged 95 SP:Iteration 30Q (2175.193379 sec): 3 clusters Score: Raw -1708603.942487 + Penalty 3120.971874 = -1705482.970613 nChanged 87 SP:Iteration 31Q (2175.258070 sec): 3 clusters Score: Raw -1708631.335605 + Penalty 3120.971874 = -1705510.363730 nChanged 101 SP:Iteration 32Q (2175.333259 sec): 3 clusters Score: Raw -1708664.173762 + Penalty 3120.971874 = -1705543.201887 nChanged 87 SP:Iteration 33Q (2175.405428 sec): 3 clusters Score: Raw -1708689.746409 + Penalty 3120.971874 = -1705568.774535 nChanged 81 SP:Iteration 34Q (2175.451431 sec): 3 clusters Score: Raw -1708719.414262 + Penalty 3120.971874 = -1705598.442387 nChanged 94 SP:Iteration 35Q (2175.512315 sec): 3 clusters Score: Raw -1708756.860400 + Penalty 3120.971874 = -1705635.888526 nChanged 90 SP:Iteration 36Q (2175.577750 sec): 3 clusters Score: Raw -1708794.611017 + Penalty 3120.971874 = -1705673.639142 nChanged 84 SP:Iteration 37Q (2175.643507 sec): 3 clusters Score: Raw -1708827.970633 + Penalty 3120.971874 = -1705706.998759 nChanged 82 SP:Iteration 38Q (2175.708420 sec): 3 clusters Score: Raw -1708864.010821 + Penalty 3120.971874 = -1705743.038946 nChanged 76 SP:Iteration 39Q (2175.783865 sec): 3 clusters Score: Raw -1708894.616658 + Penalty 3120.971874 = -1705773.644783 nChanged 60 SP:Iteration 40F (2175.843026 sec): 3 clusters Score: Raw -1708920.144073 + Penalty 3120.971874 = -1705799.172198 nChanged 66 SP:Iteration 41Q (2175.915228 sec): 3 clusters Score: Raw -1708949.454934 + Penalty 3120.971874 = -1705828.483059 nChanged 60 SP:Iteration 42Q (2175.970602 sec): 3 clusters Score: Raw -1708975.163120 + Penalty 3120.971874 = -1705854.191246 nChanged 54 SP:Iteration 43Q (2176.034777 sec): 3 clusters Score: Raw -1708997.542235 + Penalty 3120.971874 = -1705876.570360 nChanged 43 SP:Iteration 44Q (2176.086178 sec): 3 clusters Score: Raw -1709014.847345 + Penalty 3120.971874 = -1705893.875470 nChanged 41 SP:Iteration 45Q (2176.150270 sec): 3 clusters Score: Raw -1709033.524370 + Penalty 3120.971874 = -1705912.552496 nChanged 37 SP:Iteration 46Q (2176.221757 sec): 3 clusters Score: Raw -1709045.828905 + Penalty 3120.971874 = -1705924.857030 nChanged 27 SP:Iteration 47Q (2176.278136 sec): 3 clusters Score: Raw -1709051.404942 + Penalty 3120.971874 = -1705930.433067 nChanged 22 SP:Iteration 48Q (2176.337119 sec): 3 clusters Score: Raw -1709055.411657 + Penalty 3120.971874 = -1705934.439782 nChanged 11 SP:Iteration 49Q (2176.417596 sec): 3 clusters Score: Raw -1709057.533398 + Penalty 3120.971874 = -1705936.561523 nChanged 8 SP:Iteration 50Q (2176.486675 sec): 3 clusters Score: Raw -1709058.890977 + Penalty 3120.971874 = -1705937.919103 nChanged 5 SP:Iteration 51Q (2176.557885 sec): 3 clusters Score: Raw -1709060.205408 + Penalty 3120.971874 = -1705939.233534 nChanged 2 SP:Iteration 52Q (2176.619356 sec): 3 clusters Score: Raw -1709060.497748 + Penalty 3120.971874 = -1705939.525873 nChanged 1 SP:Iteration 53Q (2176.687377 sec): 3 clusters Score: Raw -1709060.660238 + Penalty 3120.971874 = -1705939.688363 nChanged 0 SP:Iteration 54F (2176.757742 sec): 3 clusters Score: Raw -1709060.660238 + Penalty 3120.971874 = -1705939.688363 nChanged 0 Trying to split cluster 5 (9874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2176.791054 sec): 2 clusters Score: Raw -1171736.955580 + Penalty 1494.619802 = -1170242.335778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2176.863098 sec): 3 clusters Score: Raw -1166101.085477 + Penalty 2989.239604 = -1163111.845873 nChanged 4299 SP:Iteration 1F (2176.924347 sec): 3 clusters Score: Raw -1168617.464988 + Penalty 2989.239604 = -1165628.225384 nChanged 717 SP:Iteration 2F (2176.980600 sec): 3 clusters Score: Raw -1169080.401872 + Penalty 2989.239604 = -1166091.162268 nChanged 675 SP:Iteration 3F (2177.049597 sec): 3 clusters Score: Raw -1169596.722168 + Penalty 2989.239604 = -1166607.482564 nChanged 676 SP:Iteration 4F (2177.090772 sec): 3 clusters Score: Raw -1170138.111131 + Penalty 2989.239604 = -1167148.871528 nChanged 653 SP:Iteration 5F (2177.153014 sec): 3 clusters Score: Raw -1170665.989591 + Penalty 2989.239604 = -1167676.749987 nChanged 595 SP:Iteration 6F (2177.207529 sec): 3 clusters Score: Raw -1171148.627619 + Penalty 2989.239604 = -1168159.388015 nChanged 523 SP:Iteration 7F (2177.261275 sec): 3 clusters Score: Raw -1171514.474332 + Penalty 2989.239604 = -1168525.234728 nChanged 439 SP:Iteration 8Q (2177.326857 sec): 3 clusters Score: Raw -1171770.039697 + Penalty 2989.239604 = -1168780.800094 nChanged 310 SP:Iteration 9Q (2177.371860 sec): 3 clusters Score: Raw -1171929.288800 + Penalty 2989.239604 = -1168940.049197 nChanged 242 SP:Iteration 10Q (2177.436699 sec): 3 clusters Score: Raw -1172022.127410 + Penalty 2989.239604 = -1169032.887806 nChanged 178 SP:Iteration 11Q (2177.498601 sec): 3 clusters Score: Raw -1172088.110166 + Penalty 2989.239604 = -1169098.870563 nChanged 147 SP:Iteration 12Q (2177.555351 sec): 3 clusters Score: Raw -1172144.893789 + Penalty 2989.239604 = -1169155.654185 nChanged 130 SP:Iteration 13Q (2177.614607 sec): 3 clusters Score: Raw -1172207.124161 + Penalty 2989.239604 = -1169217.884557 nChanged 130 SP:Iteration 14Q (2177.677166 sec): 3 clusters Score: Raw -1172261.063201 + Penalty 2989.239604 = -1169271.823597 nChanged 118 SP:Iteration 15Q (2177.740467 sec): 3 clusters Score: Raw -1172318.567031 + Penalty 2989.239604 = -1169329.327428 nChanged 107 SP:Iteration 16Q (2177.811284 sec): 3 clusters Score: Raw -1172363.673642 + Penalty 2989.239604 = -1169374.434038 nChanged 106 SP:Iteration 17Q (2177.871943 sec): 3 clusters Score: Raw -1172405.018601 + Penalty 2989.239604 = -1169415.778998 nChanged 86 SP:Iteration 18Q (2177.937525 sec): 3 clusters Score: Raw -1172435.615855 + Penalty 2989.239604 = -1169446.376251 nChanged 78 SP:Iteration 19Q (2177.999923 sec): 3 clusters Score: Raw -1172454.515688 + Penalty 2989.239604 = -1169465.276085 nChanged 60 SP:Iteration 20F (2178.054746 sec): 3 clusters Score: Raw -1172466.006471 + Penalty 2989.239604 = -1169476.766867 nChanged 42 SP:Iteration 21Q (2178.119503 sec): 3 clusters Score: Raw -1172475.547355 + Penalty 2989.239604 = -1169486.307751 nChanged 35 SP:Iteration 22Q (2178.189587 sec): 3 clusters Score: Raw -1172484.587446 + Penalty 2989.239604 = -1169495.347843 nChanged 33 SP:Iteration 23Q (2178.244070 sec): 3 clusters Score: Raw -1172491.306696 + Penalty 2989.239604 = -1169502.067093 nChanged 29 SP:Iteration 24Q (2178.309345 sec): 3 clusters Score: Raw -1172497.618196 + Penalty 2989.239604 = -1169508.378592 nChanged 28 SP:Iteration 25Q (2178.359680 sec): 3 clusters Score: Raw -1172503.565924 + Penalty 2989.239604 = -1169514.326320 nChanged 25 SP:Iteration 26Q (2178.423714 sec): 3 clusters Score: Raw -1172508.110339 + Penalty 2989.239604 = -1169518.870735 nChanged 22 SP:Iteration 27Q (2178.472855 sec): 3 clusters Score: Raw -1172511.295181 + Penalty 2989.239604 = -1169522.055577 nChanged 10 SP:Iteration 28Q (2178.529477 sec): 3 clusters Score: Raw -1172512.554279 + Penalty 2989.239604 = -1169523.314676 nChanged 12 SP:Iteration 29Q (2178.579729 sec): 3 clusters Score: Raw -1172514.006181 + Penalty 2989.239604 = -1169524.766577 nChanged 11 SP:Iteration 30Q (2178.636757 sec): 3 clusters Score: Raw -1172515.286788 + Penalty 2989.239604 = -1169526.047184 nChanged 8 SP:Iteration 31Q (2178.698802 sec): 3 clusters Score: Raw -1172516.554921 + Penalty 2989.239604 = -1169527.315317 nChanged 5 SP:Iteration 32Q (2178.742068 sec): 3 clusters Score: Raw -1172516.856896 + Penalty 2989.239604 = -1169527.617292 nChanged 2 SP:Iteration 33Q (2178.798905 sec): 3 clusters Score: Raw -1172517.111519 + Penalty 2989.239604 = -1169527.871915 nChanged 3 SP:Iteration 34Q (2178.868566 sec): 3 clusters Score: Raw -1172517.407533 + Penalty 2989.239604 = -1169528.167929 nChanged 4 SP:Iteration 35Q (2178.920317 sec): 3 clusters Score: Raw -1172517.763018 + Penalty 2989.239604 = -1169528.523415 nChanged 2 SP:Iteration 36Q (2178.974561 sec): 3 clusters Score: Raw -1172517.949968 + Penalty 2989.239604 = -1169528.710364 nChanged 0 SP:Iteration 37F (2179.035949 sec): 3 clusters Score: Raw -1172517.949968 + Penalty 2989.239604 = -1169528.710364 nChanged 0 Trying to split cluster 6 (5131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2179.076116 sec): 2 clusters Score: Raw -607306.772503 + Penalty 1388.246576 = -605918.525927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2179.119670 sec): 3 clusters Score: Raw -604610.437778 + Penalty 2776.493152 = -601833.944627 nChanged 2086 SP:Iteration 1F (2179.181795 sec): 3 clusters Score: Raw -605722.940813 + Penalty 2776.493152 = -602946.447662 nChanged 367 SP:Iteration 2F (2179.224420 sec): 3 clusters Score: Raw -605891.036667 + Penalty 2776.493152 = -603114.543516 nChanged 267 SP:Iteration 3F (2179.275408 sec): 3 clusters Score: Raw -606030.149334 + Penalty 2776.493152 = -603253.656183 nChanged 233 SP:Iteration 4Q (2179.330059 sec): 3 clusters Score: Raw -606152.945894 + Penalty 2776.493152 = -603376.452742 nChanged 236 SP:Iteration 5Q (2179.385768 sec): 3 clusters Score: Raw -606293.728120 + Penalty 2776.493152 = -603517.234968 nChanged 238 SP:Iteration 6Q (2179.436484 sec): 3 clusters Score: Raw -606453.396710 + Penalty 2776.493152 = -603676.903559 nChanged 250 SP:Iteration 7Q (2179.491924 sec): 3 clusters Score: Raw -606637.765272 + Penalty 2776.493152 = -603861.272120 nChanged 249 SP:Iteration 8Q (2179.528371 sec): 3 clusters Score: Raw -606808.765726 + Penalty 2776.493152 = -604032.272574 nChanged 216 SP:Iteration 9Q (2179.584977 sec): 3 clusters Score: Raw -606973.571616 + Penalty 2776.493152 = -604197.078464 nChanged 195 SP:Iteration 10Q (2179.630528 sec): 3 clusters Score: Raw -607131.018801 + Penalty 2776.493152 = -604354.525649 nChanged 174 SP:Iteration 11Q (2179.682035 sec): 3 clusters Score: Raw -607266.808898 + Penalty 2776.493152 = -604490.315746 nChanged 118 SP:Iteration 12Q (2179.742954 sec): 3 clusters Score: Raw -607371.700124 + Penalty 2776.493152 = -604595.206973 nChanged 106 SP:Iteration 13Q (2179.785953 sec): 3 clusters Score: Raw -607468.479770 + Penalty 2776.493152 = -604691.986619 nChanged 77 SP:Iteration 14Q (2179.836809 sec): 3 clusters Score: Raw -607530.013908 + Penalty 2776.493152 = -604753.520756 nChanged 65 SP:Iteration 15Q (2179.890047 sec): 3 clusters Score: Raw -607579.330746 + Penalty 2776.493152 = -604802.837594 nChanged 45 SP:Iteration 16Q (2179.958447 sec): 3 clusters Score: Raw -607611.212893 + Penalty 2776.493152 = -604834.719741 nChanged 32 SP:Iteration 17Q (2180.014161 sec): 3 clusters Score: Raw -607627.469815 + Penalty 2776.493152 = -604850.976664 nChanged 29 SP:Iteration 18Q (2180.056026 sec): 3 clusters Score: Raw -607643.391635 + Penalty 2776.493152 = -604866.898483 nChanged 22 SP:Iteration 19Q (2180.111602 sec): 3 clusters Score: Raw -607653.533469 + Penalty 2776.493152 = -604877.040317 nChanged 16 SP:Iteration 20F (2180.169183 sec): 3 clusters Score: Raw -607659.095093 + Penalty 2776.493152 = -604882.601941 nChanged 6 SP:Iteration 21Q (2180.205307 sec): 3 clusters Score: Raw -607660.734011 + Penalty 2776.493152 = -604884.240859 nChanged 2 SP:Iteration 22Q (2180.262893 sec): 3 clusters Score: Raw -607662.031790 + Penalty 2776.493152 = -604885.538639 nChanged 4 SP:Iteration 23Q (2180.307081 sec): 3 clusters Score: Raw -607664.314749 + Penalty 2776.493152 = -604887.821597 nChanged 6 SP:Iteration 24Q (2180.362003 sec): 3 clusters Score: Raw -607667.488335 + Penalty 2776.493152 = -604890.995183 nChanged 4 SP:Iteration 25Q (2180.416628 sec): 3 clusters Score: Raw -607669.114242 + Penalty 2776.493152 = -604892.621090 nChanged 4 SP:Iteration 26Q (2180.475264 sec): 3 clusters Score: Raw -607670.179838 + Penalty 2776.493152 = -604893.686687 nChanged 3 SP:Iteration 27Q (2180.515150 sec): 3 clusters Score: Raw -607671.100497 + Penalty 2776.493152 = -604894.607346 nChanged 4 SP:Iteration 28Q (2180.562976 sec): 3 clusters Score: Raw -607672.514701 + Penalty 2776.493152 = -604896.021549 nChanged 1 SP:Iteration 29Q (2180.606452 sec): 3 clusters Score: Raw -607672.826687 + Penalty 2776.493152 = -604896.333535 nChanged 2 SP:Iteration 30Q (2180.665000 sec): 3 clusters Score: Raw -607673.864106 + Penalty 2776.493152 = -604897.370955 nChanged 6 SP:Iteration 31Q (2180.706191 sec): 3 clusters Score: Raw -607675.560635 + Penalty 2776.493152 = -604899.067484 nChanged 4 SP:Iteration 32Q (2180.761283 sec): 3 clusters Score: Raw -607676.981129 + Penalty 2776.493152 = -604900.487977 nChanged 3 SP:Iteration 33Q (2180.815157 sec): 3 clusters Score: Raw -607678.333849 + Penalty 2776.493152 = -604901.840697 nChanged 2 SP:Iteration 34Q (2180.868969 sec): 3 clusters Score: Raw -607679.320801 + Penalty 2776.493152 = -604902.827649 nChanged 2 SP:Iteration 35Q (2180.904356 sec): 3 clusters Score: Raw -607679.792983 + Penalty 2776.493152 = -604903.299832 nChanged 1 SP:Iteration 36Q (2180.955773 sec): 3 clusters Score: Raw -607679.953960 + Penalty 2776.493152 = -604903.460809 nChanged 0 SP:Iteration 37F (2181.005604 sec): 3 clusters Score: Raw -607679.953960 + Penalty 2776.493152 = -604903.460809 nChanged 0 Trying to split cluster 7 (34137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2181.081881 sec): 2 clusters Score: Raw -4202897.323121 + Penalty 1696.197282 = -4201201.125839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2181.181781 sec): 3 clusters Score: Raw -4181665.878594 + Penalty 3392.394564 = -4178273.484030 nChanged 15886 SP:Iteration 1F (2181.284900 sec): 3 clusters Score: Raw -4190697.435941 + Penalty 3392.394564 = -4187305.041378 nChanged 1607 SP:Iteration 2Q (2181.396139 sec): 3 clusters Score: Raw -4191275.310175 + Penalty 3392.394564 = -4187882.915611 nChanged 1704 SP:Iteration 3Q (2181.509931 sec): 3 clusters Score: Raw -4191994.792223 + Penalty 3392.394564 = -4188602.397659 nChanged 1830 SP:Iteration 4F (2181.617671 sec): 3 clusters Score: Raw -4192900.174301 + Penalty 3392.394564 = -4189507.779738 nChanged 2037 SP:Iteration 5F (2181.721071 sec): 3 clusters Score: Raw -4194059.925618 + Penalty 3392.394564 = -4190667.531055 nChanged 2184 SP:Iteration 6F (2181.819259 sec): 3 clusters Score: Raw -4195519.767255 + Penalty 3392.394564 = -4192127.372692 nChanged 2234 SP:Iteration 7F (2181.914812 sec): 3 clusters Score: Raw -4197203.853394 + Penalty 3392.394564 = -4193811.458831 nChanged 2040 SP:Iteration 8F (2182.010477 sec): 3 clusters Score: Raw -4198826.324073 + Penalty 3392.394564 = -4195433.929510 nChanged 1669 SP:Iteration 9Q (2182.112783 sec): 3 clusters Score: Raw -4200176.931443 + Penalty 3392.394564 = -4196784.536879 nChanged 1235 SP:Iteration 10Q (2182.211312 sec): 3 clusters Score: Raw -4201172.730612 + Penalty 3392.394564 = -4197780.336049 nChanged 855 SP:Iteration 11Q (2182.319858 sec): 3 clusters Score: Raw -4201842.517878 + Penalty 3392.394564 = -4198450.123315 nChanged 588 SP:Iteration 12Q (2182.407261 sec): 3 clusters Score: Raw -4202246.689583 + Penalty 3392.394564 = -4198854.295020 nChanged 365 SP:Iteration 13Q (2182.506240 sec): 3 clusters Score: Raw -4202490.706961 + Penalty 3392.394564 = -4199098.312398 nChanged 242 SP:Iteration 14Q (2182.594970 sec): 3 clusters Score: Raw -4202640.286555 + Penalty 3392.394564 = -4199247.891992 nChanged 191 SP:Iteration 15Q (2182.688577 sec): 3 clusters Score: Raw -4202754.682770 + Penalty 3392.394564 = -4199362.288207 nChanged 130 SP:Iteration 16Q (2182.779692 sec): 3 clusters Score: Raw -4202846.297157 + Penalty 3392.394564 = -4199453.902594 nChanged 113 SP:Iteration 17Q (2182.878330 sec): 3 clusters Score: Raw -4202922.749769 + Penalty 3392.394564 = -4199530.355205 nChanged 97 SP:Iteration 18Q (2182.972043 sec): 3 clusters Score: Raw -4202997.747004 + Penalty 3392.394564 = -4199605.352441 nChanged 83 SP:Iteration 19Q (2183.061410 sec): 3 clusters Score: Raw -4203065.241923 + Penalty 3392.394564 = -4199672.847359 nChanged 48 SP:Iteration 20F (2183.164309 sec): 3 clusters Score: Raw -4203098.460311 + Penalty 3392.394564 = -4199706.065748 nChanged 34 SP:Iteration 21Q (2183.265447 sec): 3 clusters Score: Raw -4203120.030710 + Penalty 3392.394564 = -4199727.636146 nChanged 24 SP:Iteration 22Q (2183.362493 sec): 3 clusters Score: Raw -4203133.075739 + Penalty 3392.394564 = -4199740.681175 nChanged 17 SP:Iteration 23Q (2183.460649 sec): 3 clusters Score: Raw -4203144.727078 + Penalty 3392.394564 = -4199752.332515 nChanged 15 SP:Iteration 24Q (2183.558364 sec): 3 clusters Score: Raw -4203153.594030 + Penalty 3392.394564 = -4199761.199467 nChanged 10 SP:Iteration 25Q (2183.650759 sec): 3 clusters Score: Raw -4203159.020983 + Penalty 3392.394564 = -4199766.626419 nChanged 8 SP:Iteration 26Q (2183.749342 sec): 3 clusters Score: Raw -4203163.571317 + Penalty 3392.394564 = -4199771.176753 nChanged 8 SP:Iteration 27Q (2183.845187 sec): 3 clusters Score: Raw -4203167.519622 + Penalty 3392.394564 = -4199775.125058 nChanged 5 SP:Iteration 28Q (2183.942129 sec): 3 clusters Score: Raw -4203169.491776 + Penalty 3392.394564 = -4199777.097212 nChanged 1 SP:Iteration 29Q (2184.038659 sec): 3 clusters Score: Raw -4203169.767847 + Penalty 3392.394564 = -4199777.373284 nChanged 0 SP:Iteration 30F (2184.144884 sec): 3 clusters Score: Raw -4203169.767847 + Penalty 3392.394564 = -4199777.373284 nChanged 0 Trying to split cluster 8 (22072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2184.196780 sec): 2 clusters Score: Raw -2625873.741000 + Penalty 1625.335581 = -2624248.405419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2184.269132 sec): 3 clusters Score: Raw -2612505.450053 + Penalty 3250.671163 = -2609254.778890 nChanged 10047 SP:Iteration 1F (2184.365508 sec): 3 clusters Score: Raw -2618108.788266 + Penalty 3250.671163 = -2614858.117103 nChanged 1118 SP:Iteration 2F (2184.447712 sec): 3 clusters Score: Raw -2618510.746782 + Penalty 3250.671163 = -2615260.075619 nChanged 1012 SP:Iteration 3Q (2184.530361 sec): 3 clusters Score: Raw -2618900.924396 + Penalty 3250.671163 = -2615650.253233 nChanged 999 SP:Iteration 4Q (2184.602258 sec): 3 clusters Score: Raw -2619324.976316 + Penalty 3250.671163 = -2616074.305153 nChanged 1037 SP:Iteration 5Q (2184.687433 sec): 3 clusters Score: Raw -2619818.333143 + Penalty 3250.671163 = -2616567.661980 nChanged 1073 SP:Iteration 6Q (2184.779158 sec): 3 clusters Score: Raw -2620409.749386 + Penalty 3250.671163 = -2617159.078223 nChanged 1144 SP:Iteration 7F (2184.858164 sec): 3 clusters Score: Raw -2621133.719516 + Penalty 3250.671163 = -2617883.048353 nChanged 1134 SP:Iteration 8F (2184.936560 sec): 3 clusters Score: Raw -2621866.471412 + Penalty 3250.671163 = -2618615.800249 nChanged 1012 SP:Iteration 9Q (2185.019128 sec): 3 clusters Score: Raw -2622405.803863 + Penalty 3250.671163 = -2619155.132701 nChanged 838 SP:Iteration 10Q (2185.103462 sec): 3 clusters Score: Raw -2622729.750662 + Penalty 3250.671163 = -2619479.079500 nChanged 538 SP:Iteration 11Q (2185.188150 sec): 3 clusters Score: Raw -2622869.386046 + Penalty 3250.671163 = -2619618.714884 nChanged 335 SP:Iteration 12Q (2185.271604 sec): 3 clusters Score: Raw -2622931.951252 + Penalty 3250.671163 = -2619681.280089 nChanged 235 SP:Iteration 13Q (2185.357837 sec): 3 clusters Score: Raw -2622970.174929 + Penalty 3250.671163 = -2619719.503766 nChanged 171 SP:Iteration 14Q (2185.439018 sec): 3 clusters Score: Raw -2622994.658051 + Penalty 3250.671163 = -2619743.986889 nChanged 148 SP:Iteration 15Q (2185.531159 sec): 3 clusters Score: Raw -2623012.950948 + Penalty 3250.671163 = -2619762.279786 nChanged 131 SP:Iteration 16Q (2185.609285 sec): 3 clusters Score: Raw -2623030.278677 + Penalty 3250.671163 = -2619779.607514 nChanged 126 SP:Iteration 17Q (2185.681505 sec): 3 clusters Score: Raw -2623047.243565 + Penalty 3250.671163 = -2619796.572402 nChanged 123 SP:Iteration 18Q (2185.770115 sec): 3 clusters Score: Raw -2623064.906879 + Penalty 3250.671163 = -2619814.235716 nChanged 143 SP:Iteration 19Q (2185.846757 sec): 3 clusters Score: Raw -2623085.968127 + Penalty 3250.671163 = -2619835.296964 nChanged 141 SP:Iteration 20F (2185.931621 sec): 3 clusters Score: Raw -2623105.242527 + Penalty 3250.671163 = -2619854.571364 nChanged 137 SP:Iteration 21Q (2186.014229 sec): 3 clusters Score: Raw -2623124.486769 + Penalty 3250.671163 = -2619873.815606 nChanged 152 SP:Iteration 22Q (2186.092525 sec): 3 clusters Score: Raw -2623147.434170 + Penalty 3250.671163 = -2619896.763008 nChanged 145 SP:Iteration 23Q (2186.186010 sec): 3 clusters Score: Raw -2623169.899476 + Penalty 3250.671163 = -2619919.228313 nChanged 152 SP:Iteration 24Q (2186.262416 sec): 3 clusters Score: Raw -2623201.810134 + Penalty 3250.671163 = -2619951.138971 nChanged 170 SP:Iteration 25Q (2186.341706 sec): 3 clusters Score: Raw -2623235.320950 + Penalty 3250.671163 = -2619984.649787 nChanged 172 SP:Iteration 26Q (2186.415148 sec): 3 clusters Score: Raw -2623268.541023 + Penalty 3250.671163 = -2620017.869860 nChanged 178 SP:Iteration 27Q (2186.493537 sec): 3 clusters Score: Raw -2623302.005272 + Penalty 3250.671163 = -2620051.334109 nChanged 190 SP:Iteration 28Q (2186.583992 sec): 3 clusters Score: Raw -2623337.903641 + Penalty 3250.671163 = -2620087.232479 nChanged 190 SP:Iteration 29Q (2186.668692 sec): 3 clusters Score: Raw -2623373.219422 + Penalty 3250.671163 = -2620122.548259 nChanged 179 SP:Iteration 30Q (2186.744984 sec): 3 clusters Score: Raw -2623404.370513 + Penalty 3250.671163 = -2620153.699351 nChanged 183 SP:Iteration 31Q (2186.824960 sec): 3 clusters Score: Raw -2623440.238080 + Penalty 3250.671163 = -2620189.566918 nChanged 192 SP:Iteration 32Q (2186.905978 sec): 3 clusters Score: Raw -2623481.209091 + Penalty 3250.671163 = -2620230.537929 nChanged 224 SP:Iteration 33Q (2186.991322 sec): 3 clusters Score: Raw -2623537.807747 + Penalty 3250.671163 = -2620287.136585 nChanged 252 SP:Iteration 34Q (2187.071127 sec): 3 clusters Score: Raw -2623593.966345 + Penalty 3250.671163 = -2620343.295182 nChanged 236 SP:Iteration 35Q (2187.150873 sec): 3 clusters Score: Raw -2623646.375372 + Penalty 3250.671163 = -2620395.704210 nChanged 232 SP:Iteration 36Q (2187.239230 sec): 3 clusters Score: Raw -2623701.243372 + Penalty 3250.671163 = -2620450.572209 nChanged 227 SP:Iteration 37Q (2187.322478 sec): 3 clusters Score: Raw -2623749.260474 + Penalty 3250.671163 = -2620498.589311 nChanged 219 SP:Iteration 38Q (2187.394454 sec): 3 clusters Score: Raw -2623796.375406 + Penalty 3250.671163 = -2620545.704244 nChanged 197 SP:Iteration 39Q (2187.480432 sec): 3 clusters Score: Raw -2623839.823099 + Penalty 3250.671163 = -2620589.151937 nChanged 212 SP:Iteration 40F (2187.545841 sec): 3 clusters Score: Raw -2623893.167331 + Penalty 3250.671163 = -2620642.496168 nChanged 231 SP:Iteration 41Q (2187.626395 sec): 3 clusters Score: Raw -2623956.910595 + Penalty 3250.671163 = -2620706.239433 nChanged 258 SP:Iteration 42Q (2187.711813 sec): 3 clusters Score: Raw -2624030.426434 + Penalty 3250.671163 = -2620779.755271 nChanged 252 SP:Iteration 43Q (2187.786252 sec): 3 clusters Score: Raw -2624103.796338 + Penalty 3250.671163 = -2620853.125175 nChanged 254 SP:Iteration 44Q (2187.871062 sec): 3 clusters Score: Raw -2624174.527257 + Penalty 3250.671163 = -2620923.856095 nChanged 247 SP:Iteration 45Q (2187.942435 sec): 3 clusters Score: Raw -2624247.730854 + Penalty 3250.671163 = -2620997.059692 nChanged 244 SP:Iteration 46Q (2188.020621 sec): 3 clusters Score: Raw -2624325.580788 + Penalty 3250.671163 = -2621074.909625 nChanged 243 SP:Iteration 47Q (2188.107288 sec): 3 clusters Score: Raw -2624403.744317 + Penalty 3250.671163 = -2621153.073154 nChanged 247 SP:Iteration 48Q (2188.183494 sec): 3 clusters Score: Raw -2624482.318529 + Penalty 3250.671163 = -2621231.647366 nChanged 234 SP:Iteration 49Q (2188.262766 sec): 3 clusters Score: Raw -2624558.530588 + Penalty 3250.671163 = -2621307.859425 nChanged 252 SP:Iteration 50Q (2188.343272 sec): 3 clusters Score: Raw -2624643.914835 + Penalty 3250.671163 = -2621393.243673 nChanged 254 SP:Iteration 51Q (2188.422299 sec): 3 clusters Score: Raw -2624733.952253 + Penalty 3250.671163 = -2621483.281090 nChanged 261 SP:Iteration 52Q (2188.503646 sec): 3 clusters Score: Raw -2624825.170599 + Penalty 3250.671163 = -2621574.499437 nChanged 248 SP:Iteration 53Q (2188.572656 sec): 3 clusters Score: Raw -2624919.567917 + Penalty 3250.671163 = -2621668.896755 nChanged 243 SP:Iteration 54Q (2188.657730 sec): 3 clusters Score: Raw -2625017.385118 + Penalty 3250.671163 = -2621766.713955 nChanged 258 SP:Iteration 55Q (2188.730255 sec): 3 clusters Score: Raw -2625138.789582 + Penalty 3250.671163 = -2621888.118419 nChanged 279 SP:Iteration 56Q (2188.814548 sec): 3 clusters Score: Raw -2625284.507153 + Penalty 3250.671163 = -2622033.835990 nChanged 271 SP:Iteration 57Q (2188.893069 sec): 3 clusters Score: Raw -2625428.354178 + Penalty 3250.671163 = -2622177.683016 nChanged 237 SP:Iteration 58Q (2188.974588 sec): 3 clusters Score: Raw -2625544.813960 + Penalty 3250.671163 = -2622294.142797 nChanged 184 SP:Iteration 59Q (2189.044723 sec): 3 clusters Score: Raw -2625634.752518 + Penalty 3250.671163 = -2622384.081355 nChanged 172 SP:Iteration 60F (2189.135026 sec): 3 clusters Score: Raw -2625712.089867 + Penalty 3250.671163 = -2622461.418704 nChanged 134 SP:Iteration 61Q (2189.206615 sec): 3 clusters Score: Raw -2625774.904312 + Penalty 3250.671163 = -2622524.233149 nChanged 111 SP:Iteration 62Q (2189.279982 sec): 3 clusters Score: Raw -2625824.451972 + Penalty 3250.671163 = -2622573.780810 nChanged 86 SP:Iteration 63Q (2189.351023 sec): 3 clusters Score: Raw -2625870.206396 + Penalty 3250.671163 = -2622619.535233 nChanged 75 SP:Iteration 64Q (2189.434046 sec): 3 clusters Score: Raw -2625902.249614 + Penalty 3250.671163 = -2622651.578451 nChanged 69 SP:Iteration 65Q (2189.509140 sec): 3 clusters Score: Raw -2625936.456938 + Penalty 3250.671163 = -2622685.785776 nChanged 57 SP:Iteration 66Q (2189.589341 sec): 3 clusters Score: Raw -2625962.987766 + Penalty 3250.671163 = -2622712.316604 nChanged 45 SP:Iteration 67Q (2189.657050 sec): 3 clusters Score: Raw -2625985.100173 + Penalty 3250.671163 = -2622734.429010 nChanged 45 SP:Iteration 68Q (2189.724157 sec): 3 clusters Score: Raw -2626006.504896 + Penalty 3250.671163 = -2622755.833734 nChanged 46 SP:Iteration 69Q (2189.808349 sec): 3 clusters Score: Raw -2626029.929384 + Penalty 3250.671163 = -2622779.258221 nChanged 43 SP:Iteration 70Q (2189.885530 sec): 3 clusters Score: Raw -2626052.524460 + Penalty 3250.671163 = -2622801.853298 nChanged 41 SP:Iteration 71Q (2189.949719 sec): 3 clusters Score: Raw -2626071.040312 + Penalty 3250.671163 = -2622820.369149 nChanged 36 SP:Iteration 72Q (2190.020887 sec): 3 clusters Score: Raw -2626090.625952 + Penalty 3250.671163 = -2622839.954789 nChanged 28 SP:Iteration 73Q (2190.093981 sec): 3 clusters Score: Raw -2626105.032347 + Penalty 3250.671163 = -2622854.361184 nChanged 22 SP:Iteration 74Q (2190.159807 sec): 3 clusters Score: Raw -2626117.911713 + Penalty 3250.671163 = -2622867.240550 nChanged 17 SP:Iteration 75Q (2190.231807 sec): 3 clusters Score: Raw -2626126.960447 + Penalty 3250.671163 = -2622876.289284 nChanged 13 SP:Iteration 76Q (2190.299465 sec): 3 clusters Score: Raw -2626131.935067 + Penalty 3250.671163 = -2622881.263905 nChanged 7 SP:Iteration 77Q (2190.371336 sec): 3 clusters Score: Raw -2626133.730290 + Penalty 3250.671163 = -2622883.059127 nChanged 4 SP:Iteration 78Q (2190.439494 sec): 3 clusters Score: Raw -2626135.196222 + Penalty 3250.671163 = -2622884.525059 nChanged 5 SP:Iteration 79Q (2190.504646 sec): 3 clusters Score: Raw -2626137.361412 + Penalty 3250.671163 = -2622886.690249 nChanged 6 SP:Iteration 80F (2190.577962 sec): 3 clusters Score: Raw -2626140.713929 + Penalty 3250.671163 = -2622890.042766 nChanged 9 SP:Iteration 81Q (2190.660534 sec): 3 clusters Score: Raw -2626143.718164 + Penalty 3250.671163 = -2622893.047001 nChanged 8 SP:Iteration 82Q (2190.725396 sec): 3 clusters Score: Raw -2626147.219137 + Penalty 3250.671163 = -2622896.547974 nChanged 10 SP:Iteration 83Q (2190.795663 sec): 3 clusters Score: Raw -2626151.814008 + Penalty 3250.671163 = -2622901.142846 nChanged 10 SP:Iteration 84Q (2190.866333 sec): 3 clusters Score: Raw -2626157.434522 + Penalty 3250.671163 = -2622906.763359 nChanged 4 SP:Iteration 85Q (2190.931852 sec): 3 clusters Score: Raw -2626158.364541 + Penalty 3250.671163 = -2622907.693378 nChanged 1 SP:Iteration 86Q (2191.006971 sec): 3 clusters Score: Raw -2626158.478837 + Penalty 3250.671163 = -2622907.807674 nChanged 0 SP:Iteration 87F (2191.088256 sec): 3 clusters Score: Raw -2626158.478837 + Penalty 3250.671163 = -2622907.807674 nChanged 0 Trying to split cluster 9 (67446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2191.197064 sec): 2 clusters Score: Raw -8134112.208516 + Penalty 1806.850915 = -8132305.357600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2191.343303 sec): 3 clusters Score: Raw -8090938.359458 + Penalty 3613.701831 = -8087324.657627 nChanged 32056 SP:Iteration 1F (2191.501565 sec): 3 clusters Score: Raw -8110034.060412 + Penalty 3613.701831 = -8106420.358581 nChanged 3423 SP:Iteration 2F (2191.655802 sec): 3 clusters Score: Raw -8111510.241293 + Penalty 3613.701831 = -8107896.539462 nChanged 3747 SP:Iteration 3F (2191.809609 sec): 3 clusters Score: Raw -8113377.492379 + Penalty 3613.701831 = -8109763.790548 nChanged 4121 SP:Iteration 4F (2191.953899 sec): 3 clusters Score: Raw -8115594.368895 + Penalty 3613.701831 = -8111980.667064 nChanged 4162 SP:Iteration 5F (2192.099380 sec): 3 clusters Score: Raw -8117957.862149 + Penalty 3613.701831 = -8114344.160318 nChanged 4052 SP:Iteration 6F (2192.248240 sec): 3 clusters Score: Raw -8120550.975829 + Penalty 3613.701831 = -8116937.273998 nChanged 3776 SP:Iteration 7F (2192.399084 sec): 3 clusters Score: Raw -8123465.029247 + Penalty 3613.701831 = -8119851.327416 nChanged 3405 SP:Iteration 8F (2192.548467 sec): 3 clusters Score: Raw -8126422.542762 + Penalty 3613.701831 = -8122808.840931 nChanged 2759 SP:Iteration 9Q (2192.709667 sec): 3 clusters Score: Raw -8128841.697020 + Penalty 3613.701831 = -8125227.995189 nChanged 2048 SP:Iteration 10Q (2192.869130 sec): 3 clusters Score: Raw -8130409.280404 + Penalty 3613.701831 = -8126795.578573 nChanged 1444 SP:Iteration 11Q (2193.014442 sec): 3 clusters Score: Raw -8131359.254219 + Penalty 3613.701831 = -8127745.552388 nChanged 1097 SP:Iteration 12Q (2193.146023 sec): 3 clusters Score: Raw -8131964.824239 + Penalty 3613.701831 = -8128351.122408 nChanged 863 SP:Iteration 13Q (2193.286249 sec): 3 clusters Score: Raw -8132435.212518 + Penalty 3613.701831 = -8128821.510688 nChanged 797 SP:Iteration 14Q (2193.420677 sec): 3 clusters Score: Raw -8132889.759538 + Penalty 3613.701831 = -8129276.057707 nChanged 678 SP:Iteration 15Q (2193.549258 sec): 3 clusters Score: Raw -8133280.776621 + Penalty 3613.701831 = -8129667.074790 nChanged 584 SP:Iteration 16Q (2193.683549 sec): 3 clusters Score: Raw -8133642.441651 + Penalty 3613.701831 = -8130028.739820 nChanged 489 SP:Iteration 17Q (2193.815851 sec): 3 clusters Score: Raw -8133970.544670 + Penalty 3613.701831 = -8130356.842839 nChanged 410 SP:Iteration 18Q (2193.945673 sec): 3 clusters Score: Raw -8134230.243817 + Penalty 3613.701831 = -8130616.541986 nChanged 348 SP:Iteration 19Q (2194.075016 sec): 3 clusters Score: Raw -8134413.934866 + Penalty 3613.701831 = -8130800.233035 nChanged 287 SP:Iteration 20F (2194.237235 sec): 3 clusters Score: Raw -8134568.378349 + Penalty 3613.701831 = -8130954.676518 nChanged 249 SP:Iteration 21Q (2194.358602 sec): 3 clusters Score: Raw -8134687.378804 + Penalty 3613.701831 = -8131073.676973 nChanged 210 SP:Iteration 22Q (2194.486565 sec): 3 clusters Score: Raw -8134774.636962 + Penalty 3613.701831 = -8131160.935131 nChanged 162 SP:Iteration 23Q (2194.608354 sec): 3 clusters Score: Raw -8134837.204135 + Penalty 3613.701831 = -8131223.502304 nChanged 140 SP:Iteration 24Q (2194.742901 sec): 3 clusters Score: Raw -8134884.216074 + Penalty 3613.701831 = -8131270.514243 nChanged 106 SP:Iteration 25Q (2194.867945 sec): 3 clusters Score: Raw -8134909.061489 + Penalty 3613.701831 = -8131295.359658 nChanged 72 SP:Iteration 26Q (2194.969576 sec): 3 clusters Score: Raw -8134924.169606 + Penalty 3613.701831 = -8131310.467775 nChanged 60 SP:Iteration 27Q (2195.103911 sec): 3 clusters Score: Raw -8134938.302181 + Penalty 3613.701831 = -8131324.600350 nChanged 60 SP:Iteration 28Q (2195.249522 sec): 3 clusters Score: Raw -8134952.266307 + Penalty 3613.701831 = -8131338.564476 nChanged 42 SP:Iteration 29Q (2195.389772 sec): 3 clusters Score: Raw -8134963.103323 + Penalty 3613.701831 = -8131349.401492 nChanged 34 SP:Iteration 30Q (2195.531406 sec): 3 clusters Score: Raw -8134971.607771 + Penalty 3613.701831 = -8131357.905941 nChanged 31 SP:Iteration 31Q (2195.670718 sec): 3 clusters Score: Raw -8134978.781339 + Penalty 3613.701831 = -8131365.079508 nChanged 27 SP:Iteration 32Q (2195.806622 sec): 3 clusters Score: Raw -8134984.878888 + Penalty 3613.701831 = -8131371.177057 nChanged 27 SP:Iteration 33Q (2195.945205 sec): 3 clusters Score: Raw -8134990.561794 + Penalty 3613.701831 = -8131376.859963 nChanged 28 SP:Iteration 34Q (2196.078392 sec): 3 clusters Score: Raw -8134996.218174 + Penalty 3613.701831 = -8131382.516343 nChanged 20 SP:Iteration 35Q (2196.219275 sec): 3 clusters Score: Raw -8134999.049540 + Penalty 3613.701831 = -8131385.347709 nChanged 20 SP:Iteration 36Q (2196.355159 sec): 3 clusters Score: Raw -8135003.364613 + Penalty 3613.701831 = -8131389.662782 nChanged 25 SP:Iteration 37Q (2196.496608 sec): 3 clusters Score: Raw -8135007.060108 + Penalty 3613.701831 = -8131393.358277 nChanged 18 SP:Iteration 38Q (2196.637008 sec): 3 clusters Score: Raw -8135010.430163 + Penalty 3613.701831 = -8131396.728332 nChanged 12 SP:Iteration 39Q (2196.763697 sec): 3 clusters Score: Raw -8135012.085821 + Penalty 3613.701831 = -8131398.383990 nChanged 10 SP:Iteration 40F (2196.931443 sec): 3 clusters Score: Raw -8135013.526134 + Penalty 3613.701831 = -8131399.824303 nChanged 9 SP:Iteration 41Q (2197.068561 sec): 3 clusters Score: Raw -8135015.168022 + Penalty 3613.701831 = -8131401.466191 nChanged 12 SP:Iteration 42Q (2197.213382 sec): 3 clusters Score: Raw -8135017.461959 + Penalty 3613.701831 = -8131403.760128 nChanged 17 SP:Iteration 43Q (2197.355655 sec): 3 clusters Score: Raw -8135019.880609 + Penalty 3613.701831 = -8131406.178778 nChanged 11 SP:Iteration 44Q (2197.491472 sec): 3 clusters Score: Raw -8135021.482146 + Penalty 3613.701831 = -8131407.780315 nChanged 6 SP:Iteration 45Q (2197.633910 sec): 3 clusters Score: Raw -8135022.127675 + Penalty 3613.701831 = -8131408.425844 nChanged 7 SP:Iteration 46Q (2197.779703 sec): 3 clusters Score: Raw -8135023.419187 + Penalty 3613.701831 = -8131409.717356 nChanged 9 SP:Iteration 47Q (2197.926095 sec): 3 clusters Score: Raw -8135024.436460 + Penalty 3613.701831 = -8131410.734629 nChanged 2 SP:Iteration 48Q (2198.067975 sec): 3 clusters Score: Raw -8135025.139731 + Penalty 3613.701831 = -8131411.437900 nChanged 4 SP:Iteration 49Q (2198.201969 sec): 3 clusters Score: Raw -8135025.581095 + Penalty 3613.701831 = -8131411.879264 nChanged 3 SP:Iteration 50Q (2198.340860 sec): 3 clusters Score: Raw -8135026.071592 + Penalty 3613.701831 = -8131412.369761 nChanged 5 SP:Iteration 51Q (2198.490410 sec): 3 clusters Score: Raw -8135026.896048 + Penalty 3613.701831 = -8131413.194217 nChanged 4 SP:Iteration 52Q (2198.631719 sec): 3 clusters Score: Raw -8135027.186920 + Penalty 3613.701831 = -8131413.485089 nChanged 2 SP:Iteration 53Q (2198.772229 sec): 3 clusters Score: Raw -8135027.430930 + Penalty 3613.701831 = -8131413.729099 nChanged 1 SP:Iteration 54Q (2198.914436 sec): 3 clusters Score: Raw -8135027.603645 + Penalty 3613.701831 = -8131413.901814 nChanged 1 SP:Iteration 55Q (2199.046840 sec): 3 clusters Score: Raw -8135027.672759 + Penalty 3613.701831 = -8131413.970928 nChanged 0 SP:Iteration 56F (2199.194289 sec): 3 clusters Score: Raw -8135027.672759 + Penalty 3613.701831 = -8131413.970928 nChanged 0 Trying to split cluster 10 (8333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2199.230452 sec): 2 clusters Score: Raw -980365.817283 + Penalty 1467.046557 = -978898.770725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2199.287256 sec): 3 clusters Score: Raw -975694.512149 + Penalty 2934.093115 = -972760.419034 nChanged 3600 SP:Iteration 1F (2199.356972 sec): 3 clusters Score: Raw -977599.443359 + Penalty 2934.093115 = -974665.350244 nChanged 506 SP:Iteration 2F (2199.411074 sec): 3 clusters Score: Raw -977830.631585 + Penalty 2934.093115 = -974896.538470 nChanged 432 SP:Iteration 3F (2199.480262 sec): 3 clusters Score: Raw -978033.153338 + Penalty 2934.093115 = -975099.060223 nChanged 365 SP:Iteration 4Q (2199.542348 sec): 3 clusters Score: Raw -978195.917289 + Penalty 2934.093115 = -975261.824174 nChanged 359 SP:Iteration 5Q (2199.597363 sec): 3 clusters Score: Raw -978360.476258 + Penalty 2934.093115 = -975426.383143 nChanged 340 SP:Iteration 6Q (2199.644731 sec): 3 clusters Score: Raw -978537.598029 + Penalty 2934.093115 = -975603.504914 nChanged 401 SP:Iteration 7Q (2199.712543 sec): 3 clusters Score: Raw -978752.839147 + Penalty 2934.093115 = -975818.746033 nChanged 387 SP:Iteration 8Q (2199.765992 sec): 3 clusters Score: Raw -978965.706638 + Penalty 2934.093115 = -976031.613523 nChanged 376 SP:Iteration 9Q (2199.831251 sec): 3 clusters Score: Raw -979189.090937 + Penalty 2934.093115 = -976254.997823 nChanged 331 SP:Iteration 10Q (2199.874799 sec): 3 clusters Score: Raw -979388.228325 + Penalty 2934.093115 = -976454.135210 nChanged 321 SP:Iteration 11Q (2199.932634 sec): 3 clusters Score: Raw -979605.979878 + Penalty 2934.093115 = -976671.886763 nChanged 306 SP:Iteration 12Q (2199.990733 sec): 3 clusters Score: Raw -979808.815799 + Penalty 2934.093115 = -976874.722684 nChanged 267 SP:Iteration 13Q (2200.050474 sec): 3 clusters Score: Raw -979992.546479 + Penalty 2934.093115 = -977058.453364 nChanged 203 SP:Iteration 14Q (2200.112712 sec): 3 clusters Score: Raw -980138.371096 + Penalty 2934.093115 = -977204.277981 nChanged 178 SP:Iteration 15Q (2200.159392 sec): 3 clusters Score: Raw -980270.401996 + Penalty 2934.093115 = -977336.308881 nChanged 141 SP:Iteration 16Q (2200.218051 sec): 3 clusters Score: Raw -980380.234758 + Penalty 2934.093115 = -977446.141644 nChanged 90 SP:Iteration 17Q (2200.277004 sec): 3 clusters Score: Raw -980451.367043 + Penalty 2934.093115 = -977517.273928 nChanged 65 SP:Iteration 18Q (2200.346527 sec): 3 clusters Score: Raw -980499.589536 + Penalty 2934.093115 = -977565.496421 nChanged 33 SP:Iteration 19Q (2200.395107 sec): 3 clusters Score: Raw -980521.577291 + Penalty 2934.093115 = -977587.484176 nChanged 30 SP:Iteration 20F (2200.466265 sec): 3 clusters Score: Raw -980543.590158 + Penalty 2934.093115 = -977609.497043 nChanged 20 SP:Iteration 21Q (2200.514327 sec): 3 clusters Score: Raw -980561.116484 + Penalty 2934.093115 = -977627.023370 nChanged 20 SP:Iteration 22Q (2200.585084 sec): 3 clusters Score: Raw -980582.517696 + Penalty 2934.093115 = -977648.424582 nChanged 15 SP:Iteration 23Q (2200.632485 sec): 3 clusters Score: Raw -980591.521742 + Penalty 2934.093115 = -977657.428627 nChanged 6 SP:Iteration 24Q (2200.684881 sec): 3 clusters Score: Raw -980596.948643 + Penalty 2934.093115 = -977662.855528 nChanged 4 SP:Iteration 25Q (2200.745073 sec): 3 clusters Score: Raw -980600.795484 + Penalty 2934.093115 = -977666.702370 nChanged 4 SP:Iteration 26Q (2200.805839 sec): 3 clusters Score: Raw -980603.491965 + Penalty 2934.093115 = -977669.398850 nChanged 0 SP:Iteration 27F (2200.859945 sec): 3 clusters Score: Raw -980603.491965 + Penalty 2934.093115 = -977669.398850 nChanged 0 Trying to split cluster 11 (10010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2200.906574 sec): 2 clusters Score: Raw -1216031.589942 + Penalty 1496.842729 = -1214534.747213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2200.966922 sec): 3 clusters Score: Raw -1210308.124751 + Penalty 2993.685459 = -1207314.439292 nChanged 4350 SP:Iteration 1F (2201.019251 sec): 3 clusters Score: Raw -1212703.419745 + Penalty 2993.685459 = -1209709.734286 nChanged 646 SP:Iteration 2F (2201.087286 sec): 3 clusters Score: Raw -1213030.972193 + Penalty 2993.685459 = -1210037.286734 nChanged 584 SP:Iteration 3F (2201.135593 sec): 3 clusters Score: Raw -1213365.727541 + Penalty 2993.685459 = -1210372.042082 nChanged 566 SP:Iteration 4F (2201.195841 sec): 3 clusters Score: Raw -1213755.786005 + Penalty 2993.685459 = -1210762.100546 nChanged 572 SP:Iteration 5F (2201.255937 sec): 3 clusters Score: Raw -1214175.743652 + Penalty 2993.685459 = -1211182.058193 nChanged 528 SP:Iteration 6F (2201.320033 sec): 3 clusters Score: Raw -1214554.979937 + Penalty 2993.685459 = -1211561.294478 nChanged 454 SP:Iteration 7Q (2201.386494 sec): 3 clusters Score: Raw -1214852.215154 + Penalty 2993.685459 = -1211858.529695 nChanged 358 SP:Iteration 8Q (2201.459416 sec): 3 clusters Score: Raw -1215082.702504 + Penalty 2993.685459 = -1212089.017046 nChanged 307 SP:Iteration 9Q (2201.524927 sec): 3 clusters Score: Raw -1215284.991238 + Penalty 2993.685459 = -1212291.305780 nChanged 283 SP:Iteration 10Q (2201.575983 sec): 3 clusters Score: Raw -1215466.708309 + Penalty 2993.685459 = -1212473.022850 nChanged 234 SP:Iteration 11Q (2201.637261 sec): 3 clusters Score: Raw -1215601.251875 + Penalty 2993.685459 = -1212607.566417 nChanged 178 SP:Iteration 12Q (2201.698620 sec): 3 clusters Score: Raw -1215685.181318 + Penalty 2993.685459 = -1212691.495859 nChanged 144 SP:Iteration 13Q (2201.754378 sec): 3 clusters Score: Raw -1215754.910628 + Penalty 2993.685459 = -1212761.225170 nChanged 118 SP:Iteration 14Q (2201.821802 sec): 3 clusters Score: Raw -1215813.572433 + Penalty 2993.685459 = -1212819.886975 nChanged 112 SP:Iteration 15Q (2201.877920 sec): 3 clusters Score: Raw -1215868.492764 + Penalty 2993.685459 = -1212874.807305 nChanged 104 SP:Iteration 16Q (2201.933858 sec): 3 clusters Score: Raw -1215920.120286 + Penalty 2993.685459 = -1212926.434827 nChanged 97 SP:Iteration 17Q (2201.993344 sec): 3 clusters Score: Raw -1215966.525837 + Penalty 2993.685459 = -1212972.840379 nChanged 90 SP:Iteration 18Q (2202.051054 sec): 3 clusters Score: Raw -1216006.561218 + Penalty 2993.685459 = -1213012.875759 nChanged 68 SP:Iteration 19Q (2202.120090 sec): 3 clusters Score: Raw -1216039.898167 + Penalty 2993.685459 = -1213046.212709 nChanged 54 SP:Iteration 20F (2202.177652 sec): 3 clusters Score: Raw -1216065.981272 + Penalty 2993.685459 = -1213072.295814 nChanged 50 SP:Iteration 21Q (2202.240142 sec): 3 clusters Score: Raw -1216094.023687 + Penalty 2993.685459 = -1213100.338228 nChanged 58 SP:Iteration 22Q (2202.295995 sec): 3 clusters Score: Raw -1216128.949699 + Penalty 2993.685459 = -1213135.264241 nChanged 55 SP:Iteration 23Q (2202.356430 sec): 3 clusters Score: Raw -1216157.515635 + Penalty 2993.685459 = -1213163.830176 nChanged 50 SP:Iteration 24Q (2202.414341 sec): 3 clusters Score: Raw -1216181.000044 + Penalty 2993.685459 = -1213187.314586 nChanged 51 SP:Iteration 25Q (2202.479651 sec): 3 clusters Score: Raw -1216207.824705 + Penalty 2993.685459 = -1213214.139246 nChanged 40 SP:Iteration 26Q (2202.543576 sec): 3 clusters Score: Raw -1216228.827522 + Penalty 2993.685459 = -1213235.142063 nChanged 33 SP:Iteration 27Q (2202.597736 sec): 3 clusters Score: Raw -1216242.393986 + Penalty 2993.685459 = -1213248.708527 nChanged 23 SP:Iteration 28Q (2202.650632 sec): 3 clusters Score: Raw -1216255.272013 + Penalty 2993.685459 = -1213261.586554 nChanged 22 SP:Iteration 29Q (2202.701087 sec): 3 clusters Score: Raw -1216268.614122 + Penalty 2993.685459 = -1213274.928663 nChanged 23 SP:Iteration 30Q (2202.766026 sec): 3 clusters Score: Raw -1216282.627646 + Penalty 2993.685459 = -1213288.942188 nChanged 19 SP:Iteration 31Q (2202.823132 sec): 3 clusters Score: Raw -1216298.949290 + Penalty 2993.685459 = -1213305.263831 nChanged 24 SP:Iteration 32Q (2202.889275 sec): 3 clusters Score: Raw -1216316.488797 + Penalty 2993.685459 = -1213322.803338 nChanged 32 SP:Iteration 33Q (2202.933585 sec): 3 clusters Score: Raw -1216336.556335 + Penalty 2993.685459 = -1213342.870876 nChanged 23 SP:Iteration 34Q (2202.992222 sec): 3 clusters Score: Raw -1216353.846507 + Penalty 2993.685459 = -1213360.161049 nChanged 13 SP:Iteration 35Q (2203.056571 sec): 3 clusters Score: Raw -1216362.666897 + Penalty 2993.685459 = -1213368.981438 nChanged 12 SP:Iteration 36Q (2203.111116 sec): 3 clusters Score: Raw -1216373.221728 + Penalty 2993.685459 = -1213379.536270 nChanged 16 SP:Iteration 37Q (2203.167814 sec): 3 clusters Score: Raw -1216389.082354 + Penalty 2993.685459 = -1213395.396895 nChanged 25 SP:Iteration 38Q (2203.226799 sec): 3 clusters Score: Raw -1216410.436832 + Penalty 2993.685459 = -1213416.751374 nChanged 19 SP:Iteration 39Q (2203.288930 sec): 3 clusters Score: Raw -1216429.504342 + Penalty 2993.685459 = -1213435.818884 nChanged 16 SP:Iteration 40F (2203.352884 sec): 3 clusters Score: Raw -1216444.676392 + Penalty 2993.685459 = -1213450.990934 nChanged 17 SP:Iteration 41Q (2203.398007 sec): 3 clusters Score: Raw -1216466.296133 + Penalty 2993.685459 = -1213472.610674 nChanged 17 SP:Iteration 42Q (2203.457583 sec): 3 clusters Score: Raw -1216482.041427 + Penalty 2993.685459 = -1213488.355969 nChanged 18 SP:Iteration 43Q (2203.518135 sec): 3 clusters Score: Raw -1216497.524732 + Penalty 2993.685459 = -1213503.839273 nChanged 14 SP:Iteration 44Q (2203.585612 sec): 3 clusters Score: Raw -1216509.941529 + Penalty 2993.685459 = -1213516.256070 nChanged 5 SP:Iteration 45Q (2203.634364 sec): 3 clusters Score: Raw -1216513.435518 + Penalty 2993.685459 = -1213519.750060 nChanged 7 SP:Iteration 46Q (2203.693662 sec): 3 clusters Score: Raw -1216519.356214 + Penalty 2993.685459 = -1213525.670755 nChanged 6 SP:Iteration 47Q (2203.752471 sec): 3 clusters Score: Raw -1216525.375668 + Penalty 2993.685459 = -1213531.690210 nChanged 3 SP:Iteration 48Q (2203.821854 sec): 3 clusters Score: Raw -1216529.665251 + Penalty 2993.685459 = -1213535.979792 nChanged 7 SP:Iteration 49Q (2203.880515 sec): 3 clusters Score: Raw -1216535.733461 + Penalty 2993.685459 = -1213542.048002 nChanged 6 SP:Iteration 50Q (2203.927890 sec): 3 clusters Score: Raw -1216542.654765 + Penalty 2993.685459 = -1213548.969307 nChanged 8 SP:Iteration 51Q (2203.978592 sec): 3 clusters Score: Raw -1216549.298397 + Penalty 2993.685459 = -1213555.612938 nChanged 4 SP:Iteration 52Q (2204.043340 sec): 3 clusters Score: Raw -1216555.476114 + Penalty 2993.685459 = -1213561.790655 nChanged 7 SP:Iteration 53Q (2204.105672 sec): 3 clusters Score: Raw -1216564.961768 + Penalty 2993.685459 = -1213571.276310 nChanged 4 SP:Iteration 54Q (2204.169980 sec): 3 clusters Score: Raw -1216567.744978 + Penalty 2993.685459 = -1213574.059519 nChanged 1 SP:Iteration 55Q (2204.227909 sec): 3 clusters Score: Raw -1216569.406860 + Penalty 2993.685459 = -1213575.721402 nChanged 1 SP:Iteration 56Q (2204.283906 sec): 3 clusters Score: Raw -1216570.606139 + Penalty 2993.685459 = -1213576.920680 nChanged 0 SP:Iteration 57F (2204.333263 sec): 3 clusters Score: Raw -1216570.606139 + Penalty 2993.685459 = -1213576.920680 nChanged 0 Trying to split cluster 12 (144676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2204.527394 sec): 2 clusters Score: Raw -17780355.704294 + Penalty 1930.865956 = -17778424.838337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2204.800098 sec): 3 clusters Score: Raw -17685349.040748 + Penalty 3861.731913 = -17681487.308835 nChanged 69715 SP:Iteration 1F (2205.093346 sec): 3 clusters Score: Raw -17726985.755087 + Penalty 3861.731913 = -17723124.023175 nChanged 5317 SP:Iteration 2Q (2205.398504 sec): 3 clusters Score: Raw -17728636.338809 + Penalty 3861.731913 = -17724774.606897 nChanged 5915 SP:Iteration 3Q (2205.705420 sec): 3 clusters Score: Raw -17730981.860329 + Penalty 3861.731913 = -17727120.128417 nChanged 6853 SP:Iteration 4Q (2206.011345 sec): 3 clusters Score: Raw -17734359.229370 + Penalty 3861.731913 = -17730497.497458 nChanged 7983 SP:Iteration 5F (2206.305038 sec): 3 clusters Score: Raw -17739093.014180 + Penalty 3861.731913 = -17735231.282267 nChanged 8808 SP:Iteration 6F (2206.584127 sec): 3 clusters Score: Raw -17744654.607501 + Penalty 3861.731913 = -17740792.875589 nChanged 8721 SP:Iteration 7F (2206.872296 sec): 3 clusters Score: Raw -17749974.509887 + Penalty 3861.731913 = -17746112.777974 nChanged 7909 SP:Iteration 8F (2207.158689 sec): 3 clusters Score: Raw -17754323.679579 + Penalty 3861.731913 = -17750461.947667 nChanged 6774 SP:Iteration 9Q (2207.468459 sec): 3 clusters Score: Raw -17757506.850925 + Penalty 3861.731913 = -17753645.119012 nChanged 5551 SP:Iteration 10Q (2207.768447 sec): 3 clusters Score: Raw -17759754.696686 + Penalty 3861.731913 = -17755892.964774 nChanged 4648 SP:Iteration 11Q (2208.031975 sec): 3 clusters Score: Raw -17761544.264670 + Penalty 3861.731913 = -17757682.532757 nChanged 3929 SP:Iteration 12Q (2208.298798 sec): 3 clusters Score: Raw -17762982.805995 + Penalty 3861.731913 = -17759121.074082 nChanged 3450 SP:Iteration 13Q (2208.588728 sec): 3 clusters Score: Raw -17764289.382418 + Penalty 3861.731913 = -17760427.650506 nChanged 3206 SP:Iteration 14Q (2208.869248 sec): 3 clusters Score: Raw -17765511.625834 + Penalty 3861.731913 = -17761649.893921 nChanged 3030 SP:Iteration 15Q (2209.141078 sec): 3 clusters Score: Raw -17766748.562827 + Penalty 3861.731913 = -17762886.830914 nChanged 2887 SP:Iteration 16Q (2209.408953 sec): 3 clusters Score: Raw -17767974.968205 + Penalty 3861.731913 = -17764113.236292 nChanged 2740 SP:Iteration 17Q (2209.671267 sec): 3 clusters Score: Raw -17769200.504018 + Penalty 3861.731913 = -17765338.772106 nChanged 2625 SP:Iteration 18Q (2209.936998 sec): 3 clusters Score: Raw -17770400.648395 + Penalty 3861.731913 = -17766538.916482 nChanged 2541 SP:Iteration 19Q (2210.210787 sec): 3 clusters Score: Raw -17771507.120920 + Penalty 3861.731913 = -17767645.389007 nChanged 2280 SP:Iteration 20F (2210.481205 sec): 3 clusters Score: Raw -17772435.438338 + Penalty 3861.731913 = -17768573.706426 nChanged 2134 SP:Iteration 21Q (2210.733565 sec): 3 clusters Score: Raw -17773241.767170 + Penalty 3861.731913 = -17769380.035257 nChanged 1923 SP:Iteration 22Q (2210.983545 sec): 3 clusters Score: Raw -17773899.633519 + Penalty 3861.731913 = -17770037.901607 nChanged 1790 SP:Iteration 23Q (2211.250042 sec): 3 clusters Score: Raw -17774502.618718 + Penalty 3861.731913 = -17770640.886806 nChanged 1677 SP:Iteration 24Q (2211.508312 sec): 3 clusters Score: Raw -17775029.010513 + Penalty 3861.731913 = -17771167.278601 nChanged 1489 SP:Iteration 25Q (2211.773679 sec): 3 clusters Score: Raw -17775465.939679 + Penalty 3861.731913 = -17771604.207767 nChanged 1381 SP:Iteration 26Q (2212.020278 sec): 3 clusters Score: Raw -17775844.847699 + Penalty 3861.731913 = -17771983.115786 nChanged 1199 SP:Iteration 27Q (2212.257998 sec): 3 clusters Score: Raw -17776158.541790 + Penalty 3861.731913 = -17772296.809878 nChanged 1125 SP:Iteration 28Q (2212.490755 sec): 3 clusters Score: Raw -17776428.314029 + Penalty 3861.731913 = -17772566.582116 nChanged 1027 SP:Iteration 29Q (2212.756905 sec): 3 clusters Score: Raw -17776652.031762 + Penalty 3861.731913 = -17772790.299849 nChanged 918 SP:Iteration 30Q (2212.997054 sec): 3 clusters Score: Raw -17776830.327048 + Penalty 3861.731913 = -17772968.595135 nChanged 848 SP:Iteration 31Q (2213.237504 sec): 3 clusters Score: Raw -17776985.093276 + Penalty 3861.731913 = -17773123.361363 nChanged 758 SP:Iteration 32Q (2213.491789 sec): 3 clusters Score: Raw -17777120.343108 + Penalty 3861.731913 = -17773258.611195 nChanged 705 SP:Iteration 33Q (2213.736648 sec): 3 clusters Score: Raw -17777237.744692 + Penalty 3861.731913 = -17773376.012780 nChanged 678 SP:Iteration 34Q (2213.978982 sec): 3 clusters Score: Raw -17777343.961464 + Penalty 3861.731913 = -17773482.229551 nChanged 630 SP:Iteration 35Q (2214.225086 sec): 3 clusters Score: Raw -17777438.803068 + Penalty 3861.731913 = -17773577.071156 nChanged 612 SP:Iteration 36Q (2214.458240 sec): 3 clusters Score: Raw -17777528.350613 + Penalty 3861.731913 = -17773666.618701 nChanged 609 SP:Iteration 37Q (2214.698189 sec): 3 clusters Score: Raw -17777613.482492 + Penalty 3861.731913 = -17773751.750580 nChanged 542 SP:Iteration 38Q (2214.966606 sec): 3 clusters Score: Raw -17777684.449515 + Penalty 3861.731913 = -17773822.717602 nChanged 517 SP:Iteration 39Q (2215.219797 sec): 3 clusters Score: Raw -17777751.005407 + Penalty 3861.731913 = -17773889.273495 nChanged 511 SP:Iteration 40F (2215.516775 sec): 3 clusters Score: Raw -17777816.544334 + Penalty 3861.731913 = -17773954.812422 nChanged 511 SP:Iteration 41Q (2215.770745 sec): 3 clusters Score: Raw -17777883.270777 + Penalty 3861.731913 = -17774021.538864 nChanged 506 SP:Iteration 42Q (2216.034718 sec): 3 clusters Score: Raw -17777948.302618 + Penalty 3861.731913 = -17774086.570705 nChanged 512 SP:Iteration 43Q (2216.302019 sec): 3 clusters Score: Raw -17778016.229903 + Penalty 3861.731913 = -17774154.497991 nChanged 534 SP:Iteration 44Q (2216.564500 sec): 3 clusters Score: Raw -17778085.234068 + Penalty 3861.731913 = -17774223.502155 nChanged 509 SP:Iteration 45Q (2216.813678 sec): 3 clusters Score: Raw -17778150.086088 + Penalty 3861.731913 = -17774288.354175 nChanged 498 SP:Iteration 46Q (2217.066532 sec): 3 clusters Score: Raw -17778212.920833 + Penalty 3861.731913 = -17774351.188921 nChanged 471 SP:Iteration 47Q (2217.322589 sec): 3 clusters Score: Raw -17778270.841049 + Penalty 3861.731913 = -17774409.109137 nChanged 467 SP:Iteration 48Q (2217.552253 sec): 3 clusters Score: Raw -17778330.022701 + Penalty 3861.731913 = -17774468.290788 nChanged 472 SP:Iteration 49Q (2217.799044 sec): 3 clusters Score: Raw -17778395.663363 + Penalty 3861.731913 = -17774533.931451 nChanged 525 SP:Iteration 50Q (2218.040454 sec): 3 clusters Score: Raw -17778473.470644 + Penalty 3861.731913 = -17774611.738732 nChanged 520 SP:Iteration 51Q (2218.280150 sec): 3 clusters Score: Raw -17778552.224134 + Penalty 3861.731913 = -17774690.492222 nChanged 554 SP:Iteration 52Q (2218.531139 sec): 3 clusters Score: Raw -17778642.919044 + Penalty 3861.731913 = -17774781.187131 nChanged 540 SP:Iteration 53Q (2218.771903 sec): 3 clusters Score: Raw -17778736.251251 + Penalty 3861.731913 = -17774874.519339 nChanged 559 SP:Iteration 54Q (2219.017398 sec): 3 clusters Score: Raw -17778832.354966 + Penalty 3861.731913 = -17774970.623054 nChanged 544 SP:Iteration 55Q (2219.262078 sec): 3 clusters Score: Raw -17778923.292150 + Penalty 3861.731913 = -17775061.560237 nChanged 493 SP:Iteration 56Q (2219.505142 sec): 3 clusters Score: Raw -17779001.724330 + Penalty 3861.731913 = -17775139.992418 nChanged 478 SP:Iteration 57Q (2219.744538 sec): 3 clusters Score: Raw -17779085.473202 + Penalty 3861.731913 = -17775223.741289 nChanged 494 SP:Iteration 58Q (2219.979182 sec): 3 clusters Score: Raw -17779176.580058 + Penalty 3861.731913 = -17775314.848146 nChanged 474 SP:Iteration 59Q (2220.226547 sec): 3 clusters Score: Raw -17779264.667881 + Penalty 3861.731913 = -17775402.935968 nChanged 463 SP:Iteration 60F (2220.499083 sec): 3 clusters Score: Raw -17779353.355107 + Penalty 3861.731913 = -17775491.623195 nChanged 442 SP:Iteration 61Q (2220.742564 sec): 3 clusters Score: Raw -17779434.809257 + Penalty 3861.731913 = -17775573.077344 nChanged 392 SP:Iteration 62Q (2220.983474 sec): 3 clusters Score: Raw -17779506.300745 + Penalty 3861.731913 = -17775644.568833 nChanged 378 SP:Iteration 63Q (2221.191612 sec): 3 clusters Score: Raw -17779575.886120 + Penalty 3861.731913 = -17775714.154208 nChanged 352 SP:Iteration 64Q (2221.427708 sec): 3 clusters Score: Raw -17779641.358935 + Penalty 3861.731913 = -17775779.627023 nChanged 327 SP:Iteration 65Q (2221.632130 sec): 3 clusters Score: Raw -17779704.129527 + Penalty 3861.731913 = -17775842.397615 nChanged 343 SP:Iteration 66Q (2221.835703 sec): 3 clusters Score: Raw -17779774.232866 + Penalty 3861.731913 = -17775912.500953 nChanged 321 SP:Iteration 67Q (2222.074489 sec): 3 clusters Score: Raw -17779839.272364 + Penalty 3861.731913 = -17775977.540451 nChanged 305 SP:Iteration 68Q (2222.288224 sec): 3 clusters Score: Raw -17779898.464571 + Penalty 3861.731913 = -17776036.732659 nChanged 330 SP:Iteration 69Q (2222.511162 sec): 3 clusters Score: Raw -17779968.904728 + Penalty 3861.731913 = -17776107.172816 nChanged 317 SP:Iteration 70Q (2222.742711 sec): 3 clusters Score: Raw -17780040.825475 + Penalty 3861.731913 = -17776179.093562 nChanged 298 SP:Iteration 71Q (2222.971718 sec): 3 clusters Score: Raw -17780116.741118 + Penalty 3861.731913 = -17776255.009205 nChanged 304 SP:Iteration 72Q (2223.190696 sec): 3 clusters Score: Raw -17780189.394802 + Penalty 3861.731913 = -17776327.662889 nChanged 283 SP:Iteration 73Q (2223.433228 sec): 3 clusters Score: Raw -17780257.080838 + Penalty 3861.731913 = -17776395.348925 nChanged 233 SP:Iteration 74Q (2223.660819 sec): 3 clusters Score: Raw -17780315.085133 + Penalty 3861.731913 = -17776453.353221 nChanged 243 SP:Iteration 75Q (2223.894080 sec): 3 clusters Score: Raw -17780373.334573 + Penalty 3861.731913 = -17776511.602661 nChanged 232 SP:Iteration 76Q (2224.125915 sec): 3 clusters Score: Raw -17780433.314573 + Penalty 3861.731913 = -17776571.582661 nChanged 182 SP:Iteration 77Q (2224.333752 sec): 3 clusters Score: Raw -17780474.760839 + Penalty 3861.731913 = -17776613.028927 nChanged 178 SP:Iteration 78Q (2224.548397 sec): 3 clusters Score: Raw -17780518.650830 + Penalty 3861.731913 = -17776656.918918 nChanged 160 SP:Iteration 79Q (2224.767965 sec): 3 clusters Score: Raw -17780553.089009 + Penalty 3861.731913 = -17776691.357096 nChanged 133 SP:Iteration 80F (2225.024114 sec): 3 clusters Score: Raw -17780580.728184 + Penalty 3861.731913 = -17776718.996271 nChanged 118 SP:Iteration 81Q (2225.249445 sec): 3 clusters Score: Raw -17780604.096243 + Penalty 3861.731913 = -17776742.364331 nChanged 102 SP:Iteration 82Q (2225.481439 sec): 3 clusters Score: Raw -17780622.744034 + Penalty 3861.731913 = -17776761.012122 nChanged 91 SP:Iteration 83Q (2225.699449 sec): 3 clusters Score: Raw -17780640.624980 + Penalty 3861.731913 = -17776778.893067 nChanged 80 SP:Iteration 84Q (2225.921593 sec): 3 clusters Score: Raw -17780656.310494 + Penalty 3861.731913 = -17776794.578581 nChanged 74 SP:Iteration 85Q (2226.130917 sec): 3 clusters Score: Raw -17780670.448788 + Penalty 3861.731913 = -17776808.716875 nChanged 65 SP:Iteration 86Q (2226.348152 sec): 3 clusters Score: Raw -17780680.717992 + Penalty 3861.731913 = -17776818.986079 nChanged 52 SP:Iteration 87Q (2226.558869 sec): 3 clusters Score: Raw -17780690.783341 + Penalty 3861.731913 = -17776829.051428 nChanged 70 SP:Iteration 88Q (2226.756073 sec): 3 clusters Score: Raw -17780702.881687 + Penalty 3861.731913 = -17776841.149775 nChanged 64 SP:Iteration 89Q (2226.975590 sec): 3 clusters Score: Raw -17780716.180279 + Penalty 3861.731913 = -17776854.448366 nChanged 71 SP:Iteration 90Q (2227.206216 sec): 3 clusters Score: Raw -17780730.608878 + Penalty 3861.731913 = -17776868.876966 nChanged 54 SP:Iteration 91Q (2227.424537 sec): 3 clusters Score: Raw -17780742.451554 + Penalty 3861.731913 = -17776880.719642 nChanged 59 SP:Iteration 92Q (2227.637234 sec): 3 clusters Score: Raw -17780753.927857 + Penalty 3861.731913 = -17776892.195944 nChanged 51 SP:Iteration 93Q (2227.854595 sec): 3 clusters Score: Raw -17780762.919033 + Penalty 3861.731913 = -17776901.187121 nChanged 44 SP:Iteration 94Q (2228.071748 sec): 3 clusters Score: Raw -17780769.977614 + Penalty 3861.731913 = -17776908.245701 nChanged 35 SP:Iteration 95Q (2228.291846 sec): 3 clusters Score: Raw -17780775.975524 + Penalty 3861.731913 = -17776914.243612 nChanged 32 SP:Iteration 96Q (2228.519942 sec): 3 clusters Score: Raw -17780780.669982 + Penalty 3861.731913 = -17776918.938070 nChanged 30 SP:Iteration 97Q (2228.748066 sec): 3 clusters Score: Raw -17780785.721173 + Penalty 3861.731913 = -17776923.989260 nChanged 27 SP:Iteration 98Q (2228.973898 sec): 3 clusters Score: Raw -17780790.382673 + Penalty 3861.731913 = -17776928.650760 nChanged 29 SP:Iteration 99Q (2229.195184 sec): 3 clusters Score: Raw -17780795.049317 + Penalty 3861.731913 = -17776933.317404 nChanged 30 SP:Iteration 100F (2229.468847 sec): 3 clusters Score: Raw -17780800.551277 + Penalty 3861.731913 = -17776938.819365 nChanged 31 SP:Iteration 101Q (2229.702027 sec): 3 clusters Score: Raw -17780806.620705 + Penalty 3861.731913 = -17776944.888793 nChanged 39 SP:Iteration 102Q (2229.912024 sec): 3 clusters Score: Raw -17780815.262227 + Penalty 3861.731913 = -17776953.530315 nChanged 45 SP:Iteration 103Q (2230.119917 sec): 3 clusters Score: Raw -17780825.660988 + Penalty 3861.731913 = -17776963.929075 nChanged 39 SP:Iteration 104Q (2230.351938 sec): 3 clusters Score: Raw -17780833.108050 + Penalty 3861.731913 = -17776971.376138 nChanged 30 SP:Iteration 105Q (2230.580610 sec): 3 clusters Score: Raw -17780838.327721 + Penalty 3861.731913 = -17776976.595809 nChanged 20 SP:Iteration 106Q (2230.801457 sec): 3 clusters Score: Raw -17780841.008936 + Penalty 3861.731913 = -17776979.277024 nChanged 17 SP:Iteration 107Q (2231.032795 sec): 3 clusters Score: Raw -17780844.225801 + Penalty 3861.731913 = -17776982.493888 nChanged 21 SP:Iteration 108Q (2231.243512 sec): 3 clusters Score: Raw -17780847.862390 + Penalty 3861.731913 = -17776986.130477 nChanged 18 SP:Iteration 109Q (2231.468272 sec): 3 clusters Score: Raw -17780850.662159 + Penalty 3861.731913 = -17776988.930246 nChanged 22 SP:Iteration 110Q (2231.696922 sec): 3 clusters Score: Raw -17780854.079949 + Penalty 3861.731913 = -17776992.348037 nChanged 20 SP:Iteration 111Q (2231.912902 sec): 3 clusters Score: Raw -17780857.162325 + Penalty 3861.731913 = -17776995.430413 nChanged 15 SP:Iteration 112Q (2232.133975 sec): 3 clusters Score: Raw -17780859.419070 + Penalty 3861.731913 = -17776997.687158 nChanged 15 SP:Iteration 113Q (2232.326499 sec): 3 clusters Score: Raw -17780861.684524 + Penalty 3861.731913 = -17776999.952611 nChanged 14 SP:Iteration 114Q (2232.548414 sec): 3 clusters Score: Raw -17780864.076652 + Penalty 3861.731913 = -17777002.344739 nChanged 17 SP:Iteration 115Q (2232.763002 sec): 3 clusters Score: Raw -17780867.130795 + Penalty 3861.731913 = -17777005.398882 nChanged 18 SP:Iteration 116Q (2232.986691 sec): 3 clusters Score: Raw -17780869.821495 + Penalty 3861.731913 = -17777008.089582 nChanged 19 SP:Iteration 117Q (2233.205396 sec): 3 clusters Score: Raw -17780872.966700 + Penalty 3861.731913 = -17777011.234788 nChanged 17 SP:Iteration 118Q (2233.412525 sec): 3 clusters Score: Raw -17780875.364859 + Penalty 3861.731913 = -17777013.632947 nChanged 13 SP:Iteration 119Q (2233.606687 sec): 3 clusters Score: Raw -17780877.306314 + Penalty 3861.731913 = -17777015.574402 nChanged 16 SP:Iteration 120F (2233.871854 sec): 3 clusters Score: Raw -17780879.586593 + Penalty 3861.731913 = -17777017.854680 nChanged 12 SP:Iteration 121Q (2234.095391 sec): 3 clusters Score: Raw -17780881.286584 + Penalty 3861.731913 = -17777019.554671 nChanged 8 SP:Iteration 122Q (2234.315460 sec): 3 clusters Score: Raw -17780882.276398 + Penalty 3861.731913 = -17777020.544486 nChanged 5 SP:Iteration 123Q (2234.534853 sec): 3 clusters Score: Raw -17780882.882284 + Penalty 3861.731913 = -17777021.150371 nChanged 2 SP:Iteration 124Q (2234.744331 sec): 3 clusters Score: Raw -17780883.104567 + Penalty 3861.731913 = -17777021.372655 nChanged 1 SP:Iteration 125Q (2234.962172 sec): 3 clusters Score: Raw -17780883.167669 + Penalty 3861.731913 = -17777021.435757 nChanged 0 SP:Iteration 126F (2235.217545 sec): 3 clusters Score: Raw -17780883.167669 + Penalty 3861.731913 = -17777021.435757 nChanged 0 Trying to split cluster 13 (4259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2235.246758 sec): 2 clusters Score: Raw -489687.983623 + Penalty 1357.978321 = -488330.005302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2235.297886 sec): 3 clusters Score: Raw -487461.698307 + Penalty 2715.956643 = -484745.741664 nChanged 1715 SP:Iteration 1F (2235.311488 sec): 3 clusters Score: Raw -488482.828440 + Penalty 2715.956643 = -485766.871798 nChanged 358 SP:Iteration 2F (2235.368050 sec): 3 clusters Score: Raw -488753.834009 + Penalty 2715.956643 = -486037.877366 nChanged 304 SP:Iteration 3F (2235.422685 sec): 3 clusters Score: Raw -488987.433228 + Penalty 2715.956643 = -486271.476585 nChanged 260 SP:Iteration 4F (2235.472323 sec): 3 clusters Score: Raw -489183.951973 + Penalty 2715.956643 = -486467.995331 nChanged 220 SP:Iteration 5F (2235.510386 sec): 3 clusters Score: Raw -489334.357068 + Penalty 2715.956643 = -486618.400425 nChanged 175 SP:Iteration 6Q (2235.563683 sec): 3 clusters Score: Raw -489473.920034 + Penalty 2715.956643 = -486757.963391 nChanged 174 SP:Iteration 7Q (2235.622543 sec): 3 clusters Score: Raw -489581.983722 + Penalty 2715.956643 = -486866.027080 nChanged 142 SP:Iteration 8Q (2235.663171 sec): 3 clusters Score: Raw -489653.199783 + Penalty 2715.956643 = -486937.243140 nChanged 103 SP:Iteration 9Q (2235.706578 sec): 3 clusters Score: Raw -489703.574382 + Penalty 2715.956643 = -486987.617740 nChanged 74 SP:Iteration 10Q (2235.759257 sec): 3 clusters Score: Raw -489736.431549 + Penalty 2715.956643 = -487020.474907 nChanged 65 SP:Iteration 11Q (2235.812012 sec): 3 clusters Score: Raw -489774.089793 + Penalty 2715.956643 = -487058.133150 nChanged 63 SP:Iteration 12Q (2235.864991 sec): 3 clusters Score: Raw -489803.919442 + Penalty 2715.956643 = -487087.962799 nChanged 66 SP:Iteration 13Q (2235.921146 sec): 3 clusters Score: Raw -489833.317232 + Penalty 2715.956643 = -487117.360589 nChanged 58 SP:Iteration 14Q (2235.958630 sec): 3 clusters Score: Raw -489858.142597 + Penalty 2715.956643 = -487142.185954 nChanged 68 SP:Iteration 15Q (2236.015284 sec): 3 clusters Score: Raw -489883.215822 + Penalty 2715.956643 = -487167.259179 nChanged 44 SP:Iteration 16Q (2236.064060 sec): 3 clusters Score: Raw -489895.983130 + Penalty 2715.956643 = -487180.026488 nChanged 30 SP:Iteration 17Q (2236.110078 sec): 3 clusters Score: Raw -489905.736765 + Penalty 2715.956643 = -487189.780122 nChanged 37 SP:Iteration 18Q (2236.161362 sec): 3 clusters Score: Raw -489919.048072 + Penalty 2715.956643 = -487203.091430 nChanged 30 SP:Iteration 19Q (2236.199406 sec): 3 clusters Score: Raw -489927.925584 + Penalty 2715.956643 = -487211.968941 nChanged 27 SP:Iteration 20F (2236.252393 sec): 3 clusters Score: Raw -489938.807770 + Penalty 2715.956643 = -487222.851128 nChanged 41 SP:Iteration 21Q (2236.305383 sec): 3 clusters Score: Raw -489957.493692 + Penalty 2715.956643 = -487241.537049 nChanged 42 SP:Iteration 22Q (2236.356123 sec): 3 clusters Score: Raw -489975.178814 + Penalty 2715.956643 = -487259.222171 nChanged 47 SP:Iteration 23Q (2236.395670 sec): 3 clusters Score: Raw -489994.026592 + Penalty 2715.956643 = -487278.069949 nChanged 50 SP:Iteration 24Q (2236.436144 sec): 3 clusters Score: Raw -490019.184044 + Penalty 2715.956643 = -487303.227401 nChanged 52 SP:Iteration 25Q (2236.494260 sec): 3 clusters Score: Raw -490046.167683 + Penalty 2715.956643 = -487330.211040 nChanged 45 SP:Iteration 26Q (2236.541055 sec): 3 clusters Score: Raw -490075.178454 + Penalty 2715.956643 = -487359.221811 nChanged 55 SP:Iteration 27Q (2236.586123 sec): 3 clusters Score: Raw -490111.971930 + Penalty 2715.956643 = -487396.015287 nChanged 69 SP:Iteration 28Q (2236.635508 sec): 3 clusters Score: Raw -490155.525331 + Penalty 2715.956643 = -487439.568688 nChanged 47 SP:Iteration 29Q (2236.682052 sec): 3 clusters Score: Raw -490179.713289 + Penalty 2715.956643 = -487463.756646 nChanged 44 SP:Iteration 30Q (2236.733299 sec): 3 clusters Score: Raw -490201.558487 + Penalty 2715.956643 = -487485.601844 nChanged 42 SP:Iteration 31Q (2236.772612 sec): 3 clusters Score: Raw -490219.526690 + Penalty 2715.956643 = -487503.570047 nChanged 26 SP:Iteration 32Q (2236.792965 sec): 3 clusters Score: Raw -490231.890878 + Penalty 2715.956643 = -487515.934235 nChanged 28 SP:Iteration 33Q (2236.841439 sec): 3 clusters Score: Raw -490246.881466 + Penalty 2715.956643 = -487530.924823 nChanged 34 SP:Iteration 34Q (2236.881004 sec): 3 clusters Score: Raw -490267.877186 + Penalty 2715.956643 = -487551.920543 nChanged 37 SP:Iteration 35Q (2236.926094 sec): 3 clusters Score: Raw -490287.485720 + Penalty 2715.956643 = -487571.529077 nChanged 38 SP:Iteration 36Q (2236.977438 sec): 3 clusters Score: Raw -490305.151628 + Penalty 2715.956643 = -487589.194986 nChanged 33 SP:Iteration 37Q (2237.017887 sec): 3 clusters Score: Raw -490322.715211 + Penalty 2715.956643 = -487606.758568 nChanged 32 SP:Iteration 38Q (2237.059170 sec): 3 clusters Score: Raw -490337.324328 + Penalty 2715.956643 = -487621.367685 nChanged 26 SP:Iteration 39Q (2237.098941 sec): 3 clusters Score: Raw -490347.903034 + Penalty 2715.956643 = -487631.946391 nChanged 35 SP:Iteration 40F (2237.134239 sec): 3 clusters Score: Raw -490370.718372 + Penalty 2715.956643 = -487654.761729 nChanged 32 SP:Iteration 41Q (2237.176611 sec): 3 clusters Score: Raw -490394.933677 + Penalty 2715.956643 = -487678.977034 nChanged 42 SP:Iteration 42Q (2237.223918 sec): 3 clusters Score: Raw -490427.695703 + Penalty 2715.956643 = -487711.739061 nChanged 40 SP:Iteration 43Q (2237.269780 sec): 3 clusters Score: Raw -490461.499079 + Penalty 2715.956643 = -487745.542436 nChanged 35 SP:Iteration 44Q (2237.322881 sec): 3 clusters Score: Raw -490485.995655 + Penalty 2715.956643 = -487770.039012 nChanged 36 SP:Iteration 45Q (2237.368147 sec): 3 clusters Score: Raw -490509.719171 + Penalty 2715.956643 = -487793.762528 nChanged 37 SP:Iteration 46Q (2237.417019 sec): 3 clusters Score: Raw -490529.358559 + Penalty 2715.956643 = -487813.401916 nChanged 38 SP:Iteration 47Q (2237.481968 sec): 3 clusters Score: Raw -490551.374708 + Penalty 2715.956643 = -487835.418065 nChanged 36 SP:Iteration 48Q (2237.522570 sec): 3 clusters Score: Raw -490573.101165 + Penalty 2715.956643 = -487857.144522 nChanged 33 SP:Iteration 49Q (2237.560805 sec): 3 clusters Score: Raw -490587.438569 + Penalty 2715.956643 = -487871.481926 nChanged 25 SP:Iteration 50Q (2237.609495 sec): 3 clusters Score: Raw -490597.223373 + Penalty 2715.956643 = -487881.266730 nChanged 14 SP:Iteration 51Q (2237.649353 sec): 3 clusters Score: Raw -490601.202493 + Penalty 2715.956643 = -487885.245851 nChanged 11 SP:Iteration 52Q (2237.699282 sec): 3 clusters Score: Raw -490604.824946 + Penalty 2715.956643 = -487888.868304 nChanged 6 SP:Iteration 53Q (2237.743945 sec): 3 clusters Score: Raw -490606.795879 + Penalty 2715.956643 = -487890.839236 nChanged 5 SP:Iteration 54Q (2237.781841 sec): 3 clusters Score: Raw -490608.542250 + Penalty 2715.956643 = -487892.585607 nChanged 1 SP:Iteration 55Q (2237.818213 sec): 3 clusters Score: Raw -490608.854999 + Penalty 2715.956643 = -487892.898357 nChanged 2 SP:Iteration 56Q (2237.868420 sec): 3 clusters Score: Raw -490609.204299 + Penalty 2715.956643 = -487893.247656 nChanged 1 SP:Iteration 57Q (2237.922188 sec): 3 clusters Score: Raw -490609.301108 + Penalty 2715.956643 = -487893.344465 nChanged 0 SP:Iteration 58F (2237.966691 sec): 3 clusters Score: Raw -490609.301108 + Penalty 2715.956643 = -487893.344465 nChanged 0 Trying to split cluster 14 (8841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2238.000474 sec): 2 clusters Score: Raw -1044551.156866 + Penalty 1476.662732 = -1043074.494135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2238.023103 sec): 3 clusters Score: Raw -1039596.645835 + Penalty 2953.325463 = -1036643.320372 nChanged 3766 SP:Iteration 1F (2238.049836 sec): 3 clusters Score: Raw -1041601.166482 + Penalty 2953.325463 = -1038647.841019 nChanged 554 SP:Iteration 2F (2238.101898 sec): 3 clusters Score: Raw -1041830.023792 + Penalty 2953.325463 = -1038876.698329 nChanged 442 SP:Iteration 3Q (2238.161904 sec): 3 clusters Score: Raw -1041994.243008 + Penalty 2953.325463 = -1039040.917545 nChanged 361 SP:Iteration 4Q (2238.218473 sec): 3 clusters Score: Raw -1042125.606718 + Penalty 2953.325463 = -1039172.281255 nChanged 366 SP:Iteration 5Q (2238.271709 sec): 3 clusters Score: Raw -1042253.484463 + Penalty 2953.325463 = -1039300.159000 nChanged 297 SP:Iteration 6Q (2238.333937 sec): 3 clusters Score: Raw -1042358.149266 + Penalty 2953.325463 = -1039404.823803 nChanged 275 SP:Iteration 7Q (2238.393351 sec): 3 clusters Score: Raw -1042460.193353 + Penalty 2953.325463 = -1039506.867890 nChanged 296 SP:Iteration 8Q (2238.454573 sec): 3 clusters Score: Raw -1042584.427003 + Penalty 2953.325463 = -1039631.101540 nChanged 309 SP:Iteration 9Q (2238.515540 sec): 3 clusters Score: Raw -1042723.832975 + Penalty 2953.325463 = -1039770.507512 nChanged 329 SP:Iteration 10Q (2238.570118 sec): 3 clusters Score: Raw -1042876.946429 + Penalty 2953.325463 = -1039923.620966 nChanged 319 SP:Iteration 11Q (2238.634153 sec): 3 clusters Score: Raw -1043025.639351 + Penalty 2953.325463 = -1040072.313888 nChanged 315 SP:Iteration 12Q (2238.697134 sec): 3 clusters Score: Raw -1043186.475323 + Penalty 2953.325463 = -1040233.149860 nChanged 323 SP:Iteration 13Q (2238.759981 sec): 3 clusters Score: Raw -1043358.902467 + Penalty 2953.325463 = -1040405.577004 nChanged 296 SP:Iteration 14Q (2238.820963 sec): 3 clusters Score: Raw -1043531.109286 + Penalty 2953.325463 = -1040577.783823 nChanged 279 SP:Iteration 15Q (2238.881860 sec): 3 clusters Score: Raw -1043707.849302 + Penalty 2953.325463 = -1040754.523838 nChanged 246 SP:Iteration 16Q (2238.937797 sec): 3 clusters Score: Raw -1043868.744192 + Penalty 2953.325463 = -1040915.418729 nChanged 204 SP:Iteration 17Q (2239.000643 sec): 3 clusters Score: Raw -1044004.283217 + Penalty 2953.325463 = -1041050.957754 nChanged 177 SP:Iteration 18Q (2239.059800 sec): 3 clusters Score: Raw -1044118.834766 + Penalty 2953.325463 = -1041165.509303 nChanged 149 SP:Iteration 19Q (2239.122158 sec): 3 clusters Score: Raw -1044218.236560 + Penalty 2953.325463 = -1041264.911097 nChanged 152 SP:Iteration 20F (2239.184811 sec): 3 clusters Score: Raw -1044319.287696 + Penalty 2953.325463 = -1041365.962233 nChanged 114 SP:Iteration 21Q (2239.247145 sec): 3 clusters Score: Raw -1044397.036893 + Penalty 2953.325463 = -1041443.711430 nChanged 95 SP:Iteration 22Q (2239.296109 sec): 3 clusters Score: Raw -1044451.146873 + Penalty 2953.325463 = -1041497.821410 nChanged 70 SP:Iteration 23Q (2239.362178 sec): 3 clusters Score: Raw -1044485.965847 + Penalty 2953.325463 = -1041532.640384 nChanged 49 SP:Iteration 24Q (2239.409569 sec): 3 clusters Score: Raw -1044506.228425 + Penalty 2953.325463 = -1041552.902962 nChanged 48 SP:Iteration 25Q (2239.468985 sec): 3 clusters Score: Raw -1044523.732567 + Penalty 2953.325463 = -1041570.407104 nChanged 34 SP:Iteration 26Q (2239.523735 sec): 3 clusters Score: Raw -1044537.937362 + Penalty 2953.325463 = -1041584.611899 nChanged 35 SP:Iteration 27Q (2239.584859 sec): 3 clusters Score: Raw -1044553.753698 + Penalty 2953.325463 = -1041600.428235 nChanged 37 SP:Iteration 28Q (2239.641536 sec): 3 clusters Score: Raw -1044569.463555 + Penalty 2953.325463 = -1041616.138092 nChanged 30 SP:Iteration 29Q (2239.711181 sec): 3 clusters Score: Raw -1044582.529733 + Penalty 2953.325463 = -1041629.204270 nChanged 23 SP:Iteration 30Q (2239.764006 sec): 3 clusters Score: Raw -1044592.136891 + Penalty 2953.325463 = -1041638.811428 nChanged 19 SP:Iteration 31Q (2239.812953 sec): 3 clusters Score: Raw -1044600.361283 + Penalty 2953.325463 = -1041647.035819 nChanged 13 SP:Iteration 32Q (2239.867004 sec): 3 clusters Score: Raw -1044605.272156 + Penalty 2953.325463 = -1041651.946693 nChanged 18 SP:Iteration 33Q (2239.927534 sec): 3 clusters Score: Raw -1044613.689442 + Penalty 2953.325463 = -1041660.363979 nChanged 19 SP:Iteration 34Q (2239.968316 sec): 3 clusters Score: Raw -1044619.620294 + Penalty 2953.325463 = -1041666.294831 nChanged 17 SP:Iteration 35Q (2240.027910 sec): 3 clusters Score: Raw -1044624.287045 + Penalty 2953.325463 = -1041670.961582 nChanged 11 SP:Iteration 36Q (2240.084728 sec): 3 clusters Score: Raw -1044628.266827 + Penalty 2953.325463 = -1041674.941364 nChanged 13 SP:Iteration 37Q (2240.142140 sec): 3 clusters Score: Raw -1044633.611985 + Penalty 2953.325463 = -1041680.286522 nChanged 13 SP:Iteration 38Q (2240.201768 sec): 3 clusters Score: Raw -1044638.755071 + Penalty 2953.325463 = -1041685.429608 nChanged 9 SP:Iteration 39Q (2240.255126 sec): 3 clusters Score: Raw -1044642.358296 + Penalty 2953.325463 = -1041689.032833 nChanged 14 SP:Iteration 40F (2240.316576 sec): 3 clusters Score: Raw -1044647.973168 + Penalty 2953.325463 = -1041694.647705 nChanged 12 SP:Iteration 41Q (2240.376872 sec): 3 clusters Score: Raw -1044651.866579 + Penalty 2953.325463 = -1041698.541116 nChanged 11 SP:Iteration 42Q (2240.429683 sec): 3 clusters Score: Raw -1044656.401407 + Penalty 2953.325463 = -1041703.075944 nChanged 16 SP:Iteration 43Q (2240.486606 sec): 3 clusters Score: Raw -1044662.087966 + Penalty 2953.325463 = -1041708.762502 nChanged 11 SP:Iteration 44Q (2240.538245 sec): 3 clusters Score: Raw -1044665.313287 + Penalty 2953.325463 = -1041711.987824 nChanged 8 SP:Iteration 45Q (2240.599526 sec): 3 clusters Score: Raw -1044668.232721 + Penalty 2953.325463 = -1041714.907257 nChanged 11 SP:Iteration 46Q (2240.659932 sec): 3 clusters Score: Raw -1044671.500635 + Penalty 2953.325463 = -1041718.175171 nChanged 6 SP:Iteration 47Q (2240.710752 sec): 3 clusters Score: Raw -1044674.389495 + Penalty 2953.325463 = -1041721.064032 nChanged 6 SP:Iteration 48Q (2240.761034 sec): 3 clusters Score: Raw -1044677.853065 + Penalty 2953.325463 = -1041724.527602 nChanged 9 SP:Iteration 49Q (2240.826438 sec): 3 clusters Score: Raw -1044681.850554 + Penalty 2953.325463 = -1041728.525090 nChanged 11 SP:Iteration 50Q (2240.876685 sec): 3 clusters Score: Raw -1044687.849722 + Penalty 2953.325463 = -1041734.524259 nChanged 13 SP:Iteration 51Q (2240.930608 sec): 3 clusters Score: Raw -1044693.800351 + Penalty 2953.325463 = -1041740.474887 nChanged 12 SP:Iteration 52Q (2240.976257 sec): 3 clusters Score: Raw -1044700.818647 + Penalty 2953.325463 = -1041747.493183 nChanged 13 SP:Iteration 53Q (2241.029964 sec): 3 clusters Score: Raw -1044707.064157 + Penalty 2953.325463 = -1041753.738694 nChanged 13 SP:Iteration 54Q (2241.085339 sec): 3 clusters Score: Raw -1044714.121625 + Penalty 2953.325463 = -1041760.796162 nChanged 12 SP:Iteration 55Q (2241.141206 sec): 3 clusters Score: Raw -1044719.235163 + Penalty 2953.325463 = -1041765.909700 nChanged 9 SP:Iteration 56Q (2241.199437 sec): 3 clusters Score: Raw -1044723.512574 + Penalty 2953.325463 = -1041770.187111 nChanged 7 SP:Iteration 57Q (2241.271132 sec): 3 clusters Score: Raw -1044727.002121 + Penalty 2953.325463 = -1041773.676658 nChanged 5 SP:Iteration 58Q (2241.311357 sec): 3 clusters Score: Raw -1044729.009134 + Penalty 2953.325463 = -1041775.683671 nChanged 3 SP:Iteration 59Q (2241.371430 sec): 3 clusters Score: Raw -1044730.635837 + Penalty 2953.325463 = -1041777.310374 nChanged 5 SP:Iteration 60F (2241.424223 sec): 3 clusters Score: Raw -1044733.447531 + Penalty 2953.325463 = -1041780.122068 nChanged 3 SP:Iteration 61Q (2241.487820 sec): 3 clusters Score: Raw -1044734.930759 + Penalty 2953.325463 = -1041781.605296 nChanged 5 SP:Iteration 62Q (2241.545881 sec): 3 clusters Score: Raw -1044736.903509 + Penalty 2953.325463 = -1041783.578046 nChanged 4 SP:Iteration 63Q (2241.617847 sec): 3 clusters Score: Raw -1044738.802604 + Penalty 2953.325463 = -1041785.477141 nChanged 6 SP:Iteration 64Q (2241.666497 sec): 3 clusters Score: Raw -1044741.827428 + Penalty 2953.325463 = -1041788.501965 nChanged 6 SP:Iteration 65Q (2241.727739 sec): 3 clusters Score: Raw -1044743.968692 + Penalty 2953.325463 = -1041790.643228 nChanged 2 SP:Iteration 66Q (2241.778506 sec): 3 clusters Score: Raw -1044745.021386 + Penalty 2953.325463 = -1041791.695922 nChanged 3 SP:Iteration 67Q (2241.827819 sec): 3 clusters Score: Raw -1044746.182579 + Penalty 2953.325463 = -1041792.857116 nChanged 2 SP:Iteration 68Q (2241.892852 sec): 3 clusters Score: Raw -1044747.097034 + Penalty 2953.325463 = -1041793.771570 nChanged 3 SP:Iteration 69Q (2241.941256 sec): 3 clusters Score: Raw -1044748.386043 + Penalty 2953.325463 = -1041795.060580 nChanged 2 SP:Iteration 70Q (2242.001870 sec): 3 clusters Score: Raw -1044749.026448 + Penalty 2953.325463 = -1041795.700985 nChanged 1 SP:Iteration 71Q (2242.058326 sec): 3 clusters Score: Raw -1044749.431754 + Penalty 2953.325463 = -1041796.106291 nChanged 1 SP:Iteration 72Q (2242.119281 sec): 3 clusters Score: Raw -1044749.998620 + Penalty 2953.325463 = -1041796.673157 nChanged 1 SP:Iteration 73Q (2242.171942 sec): 3 clusters Score: Raw -1044750.813764 + Penalty 2953.325463 = -1041797.488301 nChanged 3 SP:Iteration 74Q (2242.230276 sec): 3 clusters Score: Raw -1044751.882288 + Penalty 2953.325463 = -1041798.556825 nChanged 4 SP:Iteration 75Q (2242.281012 sec): 3 clusters Score: Raw -1044753.583877 + Penalty 2953.325463 = -1041800.258413 nChanged 1 SP:Iteration 76Q (2242.340809 sec): 3 clusters Score: Raw -1044753.873244 + Penalty 2953.325463 = -1041800.547781 nChanged 1 SP:Iteration 77Q (2242.398281 sec): 3 clusters Score: Raw -1044754.530632 + Penalty 2953.325463 = -1041801.205169 nChanged 0 SP:Iteration 78F (2242.459941 sec): 3 clusters Score: Raw -1044754.530632 + Penalty 2953.325463 = -1041801.205169 nChanged 0 Trying to split cluster 15 (1459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2242.476947 sec): 2 clusters Score: Raw -159135.904367 + Penalty 1183.894814 = -157952.009552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2242.512381 sec): 3 clusters Score: Raw -158659.020797 + Penalty 2367.789628 = -156291.231169 nChanged 491 SP:Iteration 1F (2242.553925 sec): 3 clusters Score: Raw -159089.170074 + Penalty 2367.789628 = -156721.380445 nChanged 127 SP:Iteration 2F (2242.600635 sec): 3 clusters Score: Raw -159312.568866 + Penalty 2367.789628 = -156944.779238 nChanged 104 SP:Iteration 3F (2242.634071 sec): 3 clusters Score: Raw -159465.649785 + Penalty 2367.789628 = -157097.860156 nChanged 92 SP:Iteration 4F (2242.684584 sec): 3 clusters Score: Raw -159617.480387 + Penalty 2367.789628 = -157249.690759 nChanged 73 SP:Iteration 5F (2242.734311 sec): 3 clusters Score: Raw -159747.456610 + Penalty 2367.789628 = -157379.666982 nChanged 66 SP:Iteration 6Q (2242.784291 sec): 3 clusters Score: Raw -159842.031629 + Penalty 2367.789628 = -157474.242001 nChanged 64 SP:Iteration 7Q (2242.830336 sec): 3 clusters Score: Raw -159934.192654 + Penalty 2367.789628 = -157566.403025 nChanged 47 SP:Iteration 8Q (2242.875652 sec): 3 clusters Score: Raw -159996.851177 + Penalty 2367.789628 = -157629.061549 nChanged 32 SP:Iteration 9Q (2242.925606 sec): 3 clusters Score: Raw -160042.127335 + Penalty 2367.789628 = -157674.337707 nChanged 24 SP:Iteration 10Q (2242.976154 sec): 3 clusters Score: Raw -160083.208105 + Penalty 2367.789628 = -157715.418477 nChanged 24 SP:Iteration 11Q (2243.021823 sec): 3 clusters Score: Raw -160133.577730 + Penalty 2367.789628 = -157765.788102 nChanged 24 SP:Iteration 12Q (2243.071785 sec): 3 clusters Score: Raw -160188.990123 + Penalty 2367.789628 = -157821.200494 nChanged 19 SP:Iteration 13Q (2243.115480 sec): 3 clusters Score: Raw -160218.138796 + Penalty 2367.789628 = -157850.349168 nChanged 9 SP:Iteration 14Q (2243.149552 sec): 3 clusters Score: Raw -160228.510868 + Penalty 2367.789628 = -157860.721239 nChanged 6 SP:Iteration 15Q (2243.192616 sec): 3 clusters Score: Raw -160234.712907 + Penalty 2367.789628 = -157866.923279 nChanged 1 SP:Iteration 16Q (2243.235684 sec): 3 clusters Score: Raw -160235.139658 + Penalty 2367.789628 = -157867.350030 nChanged 0 SP:Iteration 17F (2243.292269 sec): 3 clusters Score: Raw -160235.139658 + Penalty 2367.789628 = -157867.350030 nChanged 0 Trying to split cluster 16 (4212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2243.319606 sec): 2 clusters Score: Raw -512062.282949 + Penalty 1356.175092 = -510706.107857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2243.355608 sec): 3 clusters Score: Raw -509899.558002 + Penalty 2712.350184 = -507187.207818 nChanged 1693 SP:Iteration 1F (2243.415734 sec): 3 clusters Score: Raw -510835.580677 + Penalty 2712.350184 = -508123.230493 nChanged 321 SP:Iteration 2F (2243.459485 sec): 3 clusters Score: Raw -511033.044597 + Penalty 2712.350184 = -508320.694414 nChanged 234 SP:Iteration 3F (2243.500125 sec): 3 clusters Score: Raw -511160.360193 + Penalty 2712.350184 = -508448.010009 nChanged 173 SP:Iteration 4Q (2243.554805 sec): 3 clusters Score: Raw -511275.604595 + Penalty 2712.350184 = -508563.254411 nChanged 146 SP:Iteration 5Q (2243.609669 sec): 3 clusters Score: Raw -511390.759136 + Penalty 2712.350184 = -508678.408952 nChanged 148 SP:Iteration 6Q (2243.645948 sec): 3 clusters Score: Raw -511483.376907 + Penalty 2712.350184 = -508771.026724 nChanged 127 SP:Iteration 7Q (2243.686297 sec): 3 clusters Score: Raw -511564.463718 + Penalty 2712.350184 = -508852.113534 nChanged 116 SP:Iteration 8Q (2243.724794 sec): 3 clusters Score: Raw -511639.740312 + Penalty 2712.350184 = -508927.390129 nChanged 107 SP:Iteration 9Q (2243.780622 sec): 3 clusters Score: Raw -511696.164646 + Penalty 2712.350184 = -508983.814462 nChanged 83 SP:Iteration 10Q (2243.818407 sec): 3 clusters Score: Raw -511750.374707 + Penalty 2712.350184 = -509038.024523 nChanged 91 SP:Iteration 11Q (2243.875126 sec): 3 clusters Score: Raw -511803.656556 + Penalty 2712.350184 = -509091.306372 nChanged 81 SP:Iteration 12Q (2243.927805 sec): 3 clusters Score: Raw -511851.679019 + Penalty 2712.350184 = -509139.328835 nChanged 78 SP:Iteration 13Q (2243.982372 sec): 3 clusters Score: Raw -511894.521455 + Penalty 2712.350184 = -509182.171271 nChanged 64 SP:Iteration 14Q (2244.036312 sec): 3 clusters Score: Raw -511930.641831 + Penalty 2712.350184 = -509218.291647 nChanged 48 SP:Iteration 15Q (2244.090601 sec): 3 clusters Score: Raw -511961.968965 + Penalty 2712.350184 = -509249.618782 nChanged 47 SP:Iteration 16Q (2244.144671 sec): 3 clusters Score: Raw -511996.782604 + Penalty 2712.350184 = -509284.432420 nChanged 53 SP:Iteration 17Q (2244.197407 sec): 3 clusters Score: Raw -512032.015781 + Penalty 2712.350184 = -509319.665597 nChanged 49 SP:Iteration 18Q (2244.247190 sec): 3 clusters Score: Raw -512063.126646 + Penalty 2712.350184 = -509350.776463 nChanged 44 SP:Iteration 19Q (2244.287545 sec): 3 clusters Score: Raw -512086.931561 + Penalty 2712.350184 = -509374.581377 nChanged 39 SP:Iteration 20F (2244.332234 sec): 3 clusters Score: Raw -512110.220788 + Penalty 2712.350184 = -509397.870604 nChanged 37 SP:Iteration 21Q (2244.377283 sec): 3 clusters Score: Raw -512130.054134 + Penalty 2712.350184 = -509417.703951 nChanged 34 SP:Iteration 22Q (2244.425815 sec): 3 clusters Score: Raw -512152.890629 + Penalty 2712.350184 = -509440.540445 nChanged 43 SP:Iteration 23Q (2244.479698 sec): 3 clusters Score: Raw -512170.659489 + Penalty 2712.350184 = -509458.309305 nChanged 34 SP:Iteration 24Q (2244.533760 sec): 3 clusters Score: Raw -512188.300945 + Penalty 2712.350184 = -509475.950761 nChanged 28 SP:Iteration 25Q (2244.592648 sec): 3 clusters Score: Raw -512204.976826 + Penalty 2712.350184 = -509492.626642 nChanged 31 SP:Iteration 26Q (2244.637907 sec): 3 clusters Score: Raw -512217.917018 + Penalty 2712.350184 = -509505.566834 nChanged 23 SP:Iteration 27Q (2244.689988 sec): 3 clusters Score: Raw -512232.606756 + Penalty 2712.350184 = -509520.256572 nChanged 26 SP:Iteration 28Q (2244.731300 sec): 3 clusters Score: Raw -512247.084206 + Penalty 2712.350184 = -509534.734022 nChanged 25 SP:Iteration 29Q (2244.783832 sec): 3 clusters Score: Raw -512259.627137 + Penalty 2712.350184 = -509547.276954 nChanged 26 SP:Iteration 30Q (2244.836562 sec): 3 clusters Score: Raw -512269.949096 + Penalty 2712.350184 = -509557.598913 nChanged 13 SP:Iteration 31Q (2244.890610 sec): 3 clusters Score: Raw -512276.619020 + Penalty 2712.350184 = -509564.268837 nChanged 16 SP:Iteration 32Q (2244.944385 sec): 3 clusters Score: Raw -512282.349729 + Penalty 2712.350184 = -509569.999545 nChanged 9 SP:Iteration 33Q (2244.989520 sec): 3 clusters Score: Raw -512286.170879 + Penalty 2712.350184 = -509573.820695 nChanged 7 SP:Iteration 34Q (2245.043478 sec): 3 clusters Score: Raw -512289.324142 + Penalty 2712.350184 = -509576.973959 nChanged 9 SP:Iteration 35Q (2245.097109 sec): 3 clusters Score: Raw -512294.329572 + Penalty 2712.350184 = -509581.979388 nChanged 9 SP:Iteration 36Q (2245.148056 sec): 3 clusters Score: Raw -512299.772191 + Penalty 2712.350184 = -509587.422007 nChanged 9 SP:Iteration 37Q (2245.196803 sec): 3 clusters Score: Raw -512305.042302 + Penalty 2712.350184 = -509592.692118 nChanged 14 SP:Iteration 38Q (2245.254020 sec): 3 clusters Score: Raw -512313.030611 + Penalty 2712.350184 = -509600.680428 nChanged 9 SP:Iteration 39Q (2245.289674 sec): 3 clusters Score: Raw -512316.813810 + Penalty 2712.350184 = -509604.463626 nChanged 3 SP:Iteration 40F (2245.343877 sec): 3 clusters Score: Raw -512318.321167 + Penalty 2712.350184 = -509605.970983 nChanged 5 SP:Iteration 41Q (2245.393750 sec): 3 clusters Score: Raw -512319.983579 + Penalty 2712.350184 = -509607.633395 nChanged 0 SP:Iteration 42F (2245.455722 sec): 3 clusters Score: Raw -512319.983579 + Penalty 2712.350184 = -509607.633395 nChanged 0 Trying to split cluster 17 (25440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2245.507306 sec): 2 clusters Score: Raw -3156031.764602 + Penalty 1648.412678 = -3154383.351924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2245.576551 sec): 3 clusters Score: Raw -3140455.157558 + Penalty 3296.825356 = -3137158.332202 nChanged 11658 SP:Iteration 1F (2245.649803 sec): 3 clusters Score: Raw -3146822.635140 + Penalty 3296.825356 = -3143525.809784 nChanged 1212 SP:Iteration 2Q (2245.741696 sec): 3 clusters Score: Raw -3147267.690656 + Penalty 3296.825356 = -3143970.865301 nChanged 1180 SP:Iteration 3Q (2245.822021 sec): 3 clusters Score: Raw -3147754.296941 + Penalty 3296.825356 = -3144457.471586 nChanged 1233 SP:Iteration 4Q (2245.908995 sec): 3 clusters Score: Raw -3148287.464313 + Penalty 3296.825356 = -3144990.638957 nChanged 1255 SP:Iteration 5Q (2245.996825 sec): 3 clusters Score: Raw -3148880.506209 + Penalty 3296.825356 = -3145583.680853 nChanged 1347 SP:Iteration 6F (2246.083081 sec): 3 clusters Score: Raw -3149598.487173 + Penalty 3296.825356 = -3146301.661817 nChanged 1437 SP:Iteration 7F (2246.154699 sec): 3 clusters Score: Raw -3150439.167750 + Penalty 3296.825356 = -3147142.342395 nChanged 1479 SP:Iteration 8F (2246.243075 sec): 3 clusters Score: Raw -3151270.696947 + Penalty 3296.825356 = -3147973.871591 nChanged 1355 SP:Iteration 9F (2246.326726 sec): 3 clusters Score: Raw -3152037.424618 + Penalty 3296.825356 = -3148740.599263 nChanged 1254 SP:Iteration 10Q (2246.414646 sec): 3 clusters Score: Raw -3152668.858800 + Penalty 3296.825356 = -3149372.033444 nChanged 1015 SP:Iteration 11Q (2246.489352 sec): 3 clusters Score: Raw -3153125.109197 + Penalty 3296.825356 = -3149828.283842 nChanged 829 SP:Iteration 12Q (2246.586338 sec): 3 clusters Score: Raw -3153443.918129 + Penalty 3296.825356 = -3150147.092774 nChanged 687 SP:Iteration 13Q (2246.669493 sec): 3 clusters Score: Raw -3153673.745448 + Penalty 3296.825356 = -3150376.920092 nChanged 527 SP:Iteration 14Q (2246.756234 sec): 3 clusters Score: Raw -3153831.612064 + Penalty 3296.825356 = -3150534.786708 nChanged 438 SP:Iteration 15Q (2246.852013 sec): 3 clusters Score: Raw -3153954.917758 + Penalty 3296.825356 = -3150658.092402 nChanged 397 SP:Iteration 16Q (2246.916932 sec): 3 clusters Score: Raw -3154065.772727 + Penalty 3296.825356 = -3150768.947372 nChanged 362 SP:Iteration 17Q (2247.001845 sec): 3 clusters Score: Raw -3154168.825389 + Penalty 3296.825356 = -3150872.000033 nChanged 399 SP:Iteration 18Q (2247.092543 sec): 3 clusters Score: Raw -3154272.234925 + Penalty 3296.825356 = -3150975.409569 nChanged 352 SP:Iteration 19Q (2247.158877 sec): 3 clusters Score: Raw -3154361.705160 + Penalty 3296.825356 = -3151064.879804 nChanged 361 SP:Iteration 20F (2247.226212 sec): 3 clusters Score: Raw -3154458.752382 + Penalty 3296.825356 = -3151161.927027 nChanged 330 SP:Iteration 21Q (2247.312478 sec): 3 clusters Score: Raw -3154551.024344 + Penalty 3296.825356 = -3151254.198989 nChanged 325 SP:Iteration 22Q (2247.403839 sec): 3 clusters Score: Raw -3154644.425644 + Penalty 3296.825356 = -3151347.600288 nChanged 328 SP:Iteration 23Q (2247.495085 sec): 3 clusters Score: Raw -3154738.062947 + Penalty 3296.825356 = -3151441.237591 nChanged 313 SP:Iteration 24Q (2247.579756 sec): 3 clusters Score: Raw -3154832.044275 + Penalty 3296.825356 = -3151535.218920 nChanged 322 SP:Iteration 25Q (2247.663499 sec): 3 clusters Score: Raw -3154932.718266 + Penalty 3296.825356 = -3151635.892911 nChanged 316 SP:Iteration 26Q (2247.738380 sec): 3 clusters Score: Raw -3155047.389964 + Penalty 3296.825356 = -3151750.564608 nChanged 320 SP:Iteration 27Q (2247.823474 sec): 3 clusters Score: Raw -3155165.343166 + Penalty 3296.825356 = -3151868.517811 nChanged 294 SP:Iteration 28Q (2247.897569 sec): 3 clusters Score: Raw -3155283.083119 + Penalty 3296.825356 = -3151986.257763 nChanged 299 SP:Iteration 29Q (2247.982091 sec): 3 clusters Score: Raw -3155418.937287 + Penalty 3296.825356 = -3152122.111931 nChanged 274 SP:Iteration 30Q (2248.066735 sec): 3 clusters Score: Raw -3155539.860530 + Penalty 3296.825356 = -3152243.035174 nChanged 234 SP:Iteration 31Q (2248.138691 sec): 3 clusters Score: Raw -3155637.683427 + Penalty 3296.825356 = -3152340.858072 nChanged 216 SP:Iteration 32Q (2248.223747 sec): 3 clusters Score: Raw -3155734.863277 + Penalty 3296.825356 = -3152438.037921 nChanged 209 SP:Iteration 33Q (2248.304150 sec): 3 clusters Score: Raw -3155821.447996 + Penalty 3296.825356 = -3152524.622640 nChanged 187 SP:Iteration 34Q (2248.388348 sec): 3 clusters Score: Raw -3155905.171490 + Penalty 3296.825356 = -3152608.346134 nChanged 172 SP:Iteration 35Q (2248.470566 sec): 3 clusters Score: Raw -3155982.552817 + Penalty 3296.825356 = -3152685.727461 nChanged 151 SP:Iteration 36Q (2248.543385 sec): 3 clusters Score: Raw -3156052.174470 + Penalty 3296.825356 = -3152755.349114 nChanged 123 SP:Iteration 37Q (2248.619220 sec): 3 clusters Score: Raw -3156105.091712 + Penalty 3296.825356 = -3152808.266356 nChanged 110 SP:Iteration 38Q (2248.703111 sec): 3 clusters Score: Raw -3156146.609496 + Penalty 3296.825356 = -3152849.784140 nChanged 79 SP:Iteration 39Q (2248.780146 sec): 3 clusters Score: Raw -3156177.344594 + Penalty 3296.825356 = -3152880.519238 nChanged 66 SP:Iteration 40F (2248.862891 sec): 3 clusters Score: Raw -3156209.772339 + Penalty 3296.825356 = -3152912.946983 nChanged 62 SP:Iteration 41Q (2248.940128 sec): 3 clusters Score: Raw -3156238.676382 + Penalty 3296.825356 = -3152941.851026 nChanged 73 SP:Iteration 42Q (2249.020278 sec): 3 clusters Score: Raw -3156269.558271 + Penalty 3296.825356 = -3152972.732915 nChanged 54 SP:Iteration 43Q (2249.089687 sec): 3 clusters Score: Raw -3156289.566741 + Penalty 3296.825356 = -3152992.741386 nChanged 38 SP:Iteration 44Q (2249.168402 sec): 3 clusters Score: Raw -3156307.286877 + Penalty 3296.825356 = -3153010.461521 nChanged 35 SP:Iteration 45Q (2249.241026 sec): 3 clusters Score: Raw -3156322.483791 + Penalty 3296.825356 = -3153025.658435 nChanged 36 SP:Iteration 46Q (2249.310502 sec): 3 clusters Score: Raw -3156334.083381 + Penalty 3296.825356 = -3153037.258025 nChanged 30 SP:Iteration 47Q (2249.381604 sec): 3 clusters Score: Raw -3156346.166983 + Penalty 3296.825356 = -3153049.341628 nChanged 27 SP:Iteration 48Q (2249.460651 sec): 3 clusters Score: Raw -3156355.055536 + Penalty 3296.825356 = -3153058.230181 nChanged 22 SP:Iteration 49Q (2249.527037 sec): 3 clusters Score: Raw -3156362.006051 + Penalty 3296.825356 = -3153065.180695 nChanged 14 SP:Iteration 50Q (2249.600463 sec): 3 clusters Score: Raw -3156368.012323 + Penalty 3296.825356 = -3153071.186968 nChanged 17 SP:Iteration 51Q (2249.675477 sec): 3 clusters Score: Raw -3156373.723398 + Penalty 3296.825356 = -3153076.898042 nChanged 9 SP:Iteration 52Q (2249.715441 sec): 3 clusters Score: Raw -3156376.392437 + Penalty 3296.825356 = -3153079.567082 nChanged 6 SP:Iteration 53Q (2249.795741 sec): 3 clusters Score: Raw -3156378.050494 + Penalty 3296.825356 = -3153081.225138 nChanged 9 SP:Iteration 54Q (2249.861803 sec): 3 clusters Score: Raw -3156380.614628 + Penalty 3296.825356 = -3153083.789272 nChanged 5 SP:Iteration 55Q (2249.940162 sec): 3 clusters Score: Raw -3156381.974534 + Penalty 3296.825356 = -3153085.149178 nChanged 4 SP:Iteration 56Q (2250.003289 sec): 3 clusters Score: Raw -3156382.650499 + Penalty 3296.825356 = -3153085.825144 nChanged 1 SP:Iteration 57Q (2250.077495 sec): 3 clusters Score: Raw -3156382.854464 + Penalty 3296.825356 = -3153086.029108 nChanged 1 SP:Iteration 58Q (2250.153402 sec): 3 clusters Score: Raw -3156382.928399 + Penalty 3296.825356 = -3153086.103043 nChanged 0 SP:Iteration 59F (2250.228601 sec): 3 clusters Score: Raw -3156382.928399 + Penalty 3296.825356 = -3153086.103043 nChanged 0 Trying to split cluster 18 (916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2250.252203 sec): 2 clusters Score: Raw -120176.350555 + Penalty 1108.252659 = -119068.097895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2250.299675 sec): 3 clusters Score: Raw -119863.574571 + Penalty 2216.505319 = -117647.069252 nChanged 275 SP:Iteration 1F (2250.322000 sec): 3 clusters Score: Raw -120145.496787 + Penalty 2216.505319 = -117928.991469 nChanged 71 SP:Iteration 2F (2250.327339 sec): 3 clusters Score: Raw -120215.999175 + Penalty 2216.505319 = -117999.493856 nChanged 22 SP:Iteration 3Q (2250.332270 sec): 3 clusters Score: Raw -120247.922473 + Penalty 2216.505319 = -118031.417154 nChanged 14 SP:Iteration 4Q (2250.337166 sec): 3 clusters Score: Raw -120264.049317 + Penalty 2216.505319 = -118047.543998 nChanged 13 SP:Iteration 5Q (2250.341968 sec): 3 clusters Score: Raw -120272.036663 + Penalty 2216.505319 = -118055.531345 nChanged 3 SP:Iteration 6Q (2250.346858 sec): 3 clusters Score: Raw -120273.673223 + Penalty 2216.505319 = -118057.167904 nChanged 5 SP:Iteration 7Q (2250.351740 sec): 3 clusters Score: Raw -120276.930039 + Penalty 2216.505319 = -118060.424720 nChanged 3 SP:Iteration 8Q (2250.356650 sec): 3 clusters Score: Raw -120282.944661 + Penalty 2216.505319 = -118066.439342 nChanged 4 SP:Iteration 9Q (2250.361532 sec): 3 clusters Score: Raw -120287.099673 + Penalty 2216.505319 = -118070.594354 nChanged 0 SP:Iteration 10F (2250.366364 sec): 3 clusters Score: Raw -120287.099673 + Penalty 2216.505319 = -118070.594354 nChanged 0 Trying to split cluster 19 (33882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2250.437325 sec): 2 clusters Score: Raw -4180373.461389 + Penalty 1694.978867 = -4178678.482522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2250.542252 sec): 3 clusters Score: Raw -4159447.027320 + Penalty 3389.957733 = -4156057.069587 nChanged 15613 SP:Iteration 1F (2250.624043 sec): 3 clusters Score: Raw -4167986.987547 + Penalty 3389.957733 = -4164597.029814 nChanged 1433 SP:Iteration 2Q (2250.722816 sec): 3 clusters Score: Raw -4168447.460342 + Penalty 3389.957733 = -4165057.502609 nChanged 1401 SP:Iteration 3Q (2250.827844 sec): 3 clusters Score: Raw -4168942.658436 + Penalty 3389.957733 = -4165552.700703 nChanged 1469 SP:Iteration 4Q (2250.933836 sec): 3 clusters Score: Raw -4169498.348619 + Penalty 3389.957733 = -4166108.390886 nChanged 1495 SP:Iteration 5Q (2251.042603 sec): 3 clusters Score: Raw -4170103.462587 + Penalty 3389.957733 = -4166713.504854 nChanged 1530 SP:Iteration 6Q (2251.154560 sec): 3 clusters Score: Raw -4170740.724571 + Penalty 3389.957733 = -4167350.766838 nChanged 1467 SP:Iteration 7Q (2251.258210 sec): 3 clusters Score: Raw -4171408.313542 + Penalty 3389.957733 = -4168018.355809 nChanged 1520 SP:Iteration 8Q (2251.369436 sec): 3 clusters Score: Raw -4172141.790893 + Penalty 3389.957733 = -4168751.833160 nChanged 1504 SP:Iteration 9Q (2251.468123 sec): 3 clusters Score: Raw -4172909.216708 + Penalty 3389.957733 = -4169519.258975 nChanged 1535 SP:Iteration 10Q (2251.552034 sec): 3 clusters Score: Raw -4173737.155087 + Penalty 3389.957733 = -4170347.197354 nChanged 1541 SP:Iteration 11Q (2251.617954 sec): 3 clusters Score: Raw -4174584.336900 + Penalty 3389.957733 = -4171194.379167 nChanged 1427 SP:Iteration 12Q (2251.720300 sec): 3 clusters Score: Raw -4175343.703389 + Penalty 3389.957733 = -4171953.745656 nChanged 1247 SP:Iteration 13Q (2251.821340 sec): 3 clusters Score: Raw -4175932.507692 + Penalty 3389.957733 = -4172542.549958 nChanged 1060 SP:Iteration 14Q (2251.912479 sec): 3 clusters Score: Raw -4176360.538772 + Penalty 3389.957733 = -4172970.581039 nChanged 865 SP:Iteration 15Q (2252.000953 sec): 3 clusters Score: Raw -4176663.639807 + Penalty 3389.957733 = -4173273.682074 nChanged 706 SP:Iteration 16Q (2252.097891 sec): 3 clusters Score: Raw -4176869.341861 + Penalty 3389.957733 = -4173479.384128 nChanged 546 SP:Iteration 17Q (2252.179815 sec): 3 clusters Score: Raw -4177014.524841 + Penalty 3389.957733 = -4173624.567108 nChanged 457 SP:Iteration 18Q (2252.278100 sec): 3 clusters Score: Raw -4177143.417964 + Penalty 3389.957733 = -4173753.460231 nChanged 425 SP:Iteration 19Q (2252.376770 sec): 3 clusters Score: Raw -4177264.307869 + Penalty 3389.957733 = -4173874.350136 nChanged 399 SP:Iteration 20F (2252.474571 sec): 3 clusters Score: Raw -4177370.993031 + Penalty 3389.957733 = -4173981.035298 nChanged 389 SP:Iteration 21Q (2252.575365 sec): 3 clusters Score: Raw -4177470.911835 + Penalty 3389.957733 = -4174080.954102 nChanged 367 SP:Iteration 22Q (2252.666435 sec): 3 clusters Score: Raw -4177571.039047 + Penalty 3389.957733 = -4174181.081314 nChanged 389 SP:Iteration 23Q (2252.751488 sec): 3 clusters Score: Raw -4177680.387878 + Penalty 3389.957733 = -4174290.430145 nChanged 378 SP:Iteration 24Q (2252.836734 sec): 3 clusters Score: Raw -4177795.930534 + Penalty 3389.957733 = -4174405.972801 nChanged 387 SP:Iteration 25Q (2252.943815 sec): 3 clusters Score: Raw -4177911.464359 + Penalty 3389.957733 = -4174521.506626 nChanged 393 SP:Iteration 26Q (2253.040931 sec): 3 clusters Score: Raw -4178036.561812 + Penalty 3389.957733 = -4174646.604079 nChanged 365 SP:Iteration 27Q (2253.128294 sec): 3 clusters Score: Raw -4178143.658214 + Penalty 3389.957733 = -4174753.700481 nChanged 317 SP:Iteration 28Q (2253.214093 sec): 3 clusters Score: Raw -4178233.129002 + Penalty 3389.957733 = -4174843.171268 nChanged 351 SP:Iteration 29Q (2253.310626 sec): 3 clusters Score: Raw -4178332.605690 + Penalty 3389.957733 = -4174942.647957 nChanged 333 SP:Iteration 30Q (2253.398646 sec): 3 clusters Score: Raw -4178420.370458 + Penalty 3389.957733 = -4175030.412725 nChanged 321 SP:Iteration 31Q (2253.498373 sec): 3 clusters Score: Raw -4178500.358850 + Penalty 3389.957733 = -4175110.401117 nChanged 308 SP:Iteration 32Q (2253.588397 sec): 3 clusters Score: Raw -4178578.211026 + Penalty 3389.957733 = -4175188.253293 nChanged 307 SP:Iteration 33Q (2253.677845 sec): 3 clusters Score: Raw -4178661.789972 + Penalty 3389.957733 = -4175271.832238 nChanged 311 SP:Iteration 34Q (2253.773361 sec): 3 clusters Score: Raw -4178742.211287 + Penalty 3389.957733 = -4175352.253554 nChanged 317 SP:Iteration 35Q (2253.859658 sec): 3 clusters Score: Raw -4178831.096425 + Penalty 3389.957733 = -4175441.138692 nChanged 305 SP:Iteration 36Q (2253.947839 sec): 3 clusters Score: Raw -4178919.818272 + Penalty 3389.957733 = -4175529.860539 nChanged 299 SP:Iteration 37Q (2254.044103 sec): 3 clusters Score: Raw -4179009.688397 + Penalty 3389.957733 = -4175619.730664 nChanged 308 SP:Iteration 38Q (2254.130381 sec): 3 clusters Score: Raw -4179112.284656 + Penalty 3389.957733 = -4175722.326923 nChanged 322 SP:Iteration 39Q (2254.219145 sec): 3 clusters Score: Raw -4179223.721265 + Penalty 3389.957733 = -4175833.763532 nChanged 325 SP:Iteration 40F (2254.318134 sec): 3 clusters Score: Raw -4179348.305791 + Penalty 3389.957733 = -4175958.348058 nChanged 340 SP:Iteration 41Q (2254.397459 sec): 3 clusters Score: Raw -4179484.519843 + Penalty 3389.957733 = -4176094.562110 nChanged 347 SP:Iteration 42Q (2254.483882 sec): 3 clusters Score: Raw -4179630.098985 + Penalty 3389.957733 = -4176240.141252 nChanged 318 SP:Iteration 43Q (2254.572392 sec): 3 clusters Score: Raw -4179762.194222 + Penalty 3389.957733 = -4176372.236488 nChanged 319 SP:Iteration 44Q (2254.651682 sec): 3 clusters Score: Raw -4179903.659313 + Penalty 3389.957733 = -4176513.701580 nChanged 287 SP:Iteration 45Q (2254.739576 sec): 3 clusters Score: Raw -4180024.118088 + Penalty 3389.957733 = -4176634.160355 nChanged 239 SP:Iteration 46Q (2254.818739 sec): 3 clusters Score: Raw -4180126.626618 + Penalty 3389.957733 = -4176736.668885 nChanged 205 SP:Iteration 47Q (2254.905081 sec): 3 clusters Score: Raw -4180214.792284 + Penalty 3389.957733 = -4176824.834551 nChanged 185 SP:Iteration 48Q (2254.998059 sec): 3 clusters Score: Raw -4180292.653758 + Penalty 3389.957733 = -4176902.696025 nChanged 158 SP:Iteration 49Q (2255.084728 sec): 3 clusters Score: Raw -4180361.725246 + Penalty 3389.957733 = -4176971.767513 nChanged 133 SP:Iteration 50Q (2255.169570 sec): 3 clusters Score: Raw -4180420.351428 + Penalty 3389.957733 = -4177030.393695 nChanged 116 SP:Iteration 51Q (2255.263008 sec): 3 clusters Score: Raw -4180468.409127 + Penalty 3389.957733 = -4177078.451394 nChanged 102 SP:Iteration 52Q (2255.322556 sec): 3 clusters Score: Raw -4180506.154329 + Penalty 3389.957733 = -4177116.196596 nChanged 84 SP:Iteration 53Q (2255.410025 sec): 3 clusters Score: Raw -4180536.587304 + Penalty 3389.957733 = -4177146.629571 nChanged 88 SP:Iteration 54Q (2255.497242 sec): 3 clusters Score: Raw -4180569.859759 + Penalty 3389.957733 = -4177179.902026 nChanged 70 SP:Iteration 55Q (2255.582237 sec): 3 clusters Score: Raw -4180598.300336 + Penalty 3389.957733 = -4177208.342603 nChanged 48 SP:Iteration 56Q (2255.664500 sec): 3 clusters Score: Raw -4180620.619665 + Penalty 3389.957733 = -4177230.661932 nChanged 45 SP:Iteration 57Q (2255.755842 sec): 3 clusters Score: Raw -4180637.645245 + Penalty 3389.957733 = -4177247.687511 nChanged 44 SP:Iteration 58Q (2255.839699 sec): 3 clusters Score: Raw -4180654.778487 + Penalty 3389.957733 = -4177264.820754 nChanged 33 SP:Iteration 59Q (2255.924516 sec): 3 clusters Score: Raw -4180666.031090 + Penalty 3389.957733 = -4177276.073357 nChanged 20 SP:Iteration 60F (2256.025259 sec): 3 clusters Score: Raw -4180671.488606 + Penalty 3389.957733 = -4177281.530873 nChanged 13 SP:Iteration 61Q (2256.112356 sec): 3 clusters Score: Raw -4180675.861736 + Penalty 3389.957733 = -4177285.904003 nChanged 14 SP:Iteration 62Q (2256.187083 sec): 3 clusters Score: Raw -4180680.503418 + Penalty 3389.957733 = -4177290.545684 nChanged 15 SP:Iteration 63Q (2256.266520 sec): 3 clusters Score: Raw -4180684.148504 + Penalty 3389.957733 = -4177294.190771 nChanged 11 SP:Iteration 64Q (2256.364248 sec): 3 clusters Score: Raw -4180686.727811 + Penalty 3389.957733 = -4177296.770078 nChanged 11 SP:Iteration 65Q (2256.446151 sec): 3 clusters Score: Raw -4180690.392250 + Penalty 3389.957733 = -4177300.434517 nChanged 8 SP:Iteration 66Q (2256.531430 sec): 3 clusters Score: Raw -4180693.078178 + Penalty 3389.957733 = -4177303.120445 nChanged 9 SP:Iteration 67Q (2256.610711 sec): 3 clusters Score: Raw -4180696.134303 + Penalty 3389.957733 = -4177306.176570 nChanged 10 SP:Iteration 68Q (2256.701054 sec): 3 clusters Score: Raw -4180698.512310 + Penalty 3389.957733 = -4177308.554577 nChanged 6 SP:Iteration 69Q (2256.795769 sec): 3 clusters Score: Raw -4180700.283419 + Penalty 3389.957733 = -4177310.325685 nChanged 10 SP:Iteration 70Q (2256.884602 sec): 3 clusters Score: Raw -4180703.563211 + Penalty 3389.957733 = -4177313.605478 nChanged 10 SP:Iteration 71Q (2256.970865 sec): 3 clusters Score: Raw -4180707.151664 + Penalty 3389.957733 = -4177317.193931 nChanged 15 SP:Iteration 72Q (2257.064941 sec): 3 clusters Score: Raw -4180711.200634 + Penalty 3389.957733 = -4177321.242901 nChanged 9 SP:Iteration 73Q (2257.141108 sec): 3 clusters Score: Raw -4180713.742018 + Penalty 3389.957733 = -4177323.784285 nChanged 5 SP:Iteration 74Q (2257.232060 sec): 3 clusters Score: Raw -4180715.232233 + Penalty 3389.957733 = -4177325.274499 nChanged 7 SP:Iteration 75Q (2257.329826 sec): 3 clusters Score: Raw -4180717.617130 + Penalty 3389.957733 = -4177327.659396 nChanged 8 SP:Iteration 76Q (2257.420917 sec): 3 clusters Score: Raw -4180720.118664 + Penalty 3389.957733 = -4177330.160931 nChanged 13 SP:Iteration 77Q (2257.511103 sec): 3 clusters Score: Raw -4180724.065818 + Penalty 3389.957733 = -4177334.108085 nChanged 9 SP:Iteration 78Q (2257.587622 sec): 3 clusters Score: Raw -4180728.037518 + Penalty 3389.957733 = -4177338.079784 nChanged 16 SP:Iteration 79Q (2257.665294 sec): 3 clusters Score: Raw -4180734.246311 + Penalty 3389.957733 = -4177344.288578 nChanged 11 SP:Iteration 80F (2257.761703 sec): 3 clusters Score: Raw -4180738.067266 + Penalty 3389.957733 = -4177348.109533 nChanged 8 SP:Iteration 81Q (2257.849605 sec): 3 clusters Score: Raw -4180740.880225 + Penalty 3389.957733 = -4177350.922492 nChanged 1 SP:Iteration 82Q (2257.928303 sec): 3 clusters Score: Raw -4180741.104876 + Penalty 3389.957733 = -4177351.147143 nChanged 1 SP:Iteration 83Q (2258.006850 sec): 3 clusters Score: Raw -4180741.390982 + Penalty 3389.957733 = -4177351.433249 nChanged 2 SP:Iteration 84Q (2258.086476 sec): 3 clusters Score: Raw -4180742.080341 + Penalty 3389.957733 = -4177352.122608 nChanged 2 SP:Iteration 85Q (2258.165574 sec): 3 clusters Score: Raw -4180742.654517 + Penalty 3389.957733 = -4177352.696784 nChanged 2 SP:Iteration 86Q (2258.254699 sec): 3 clusters Score: Raw -4180743.319146 + Penalty 3389.957733 = -4177353.361413 nChanged 1 SP:Iteration 87Q (2258.345848 sec): 3 clusters Score: Raw -4180743.527540 + Penalty 3389.957733 = -4177353.569807 nChanged 0 SP:Iteration 88F (2258.446635 sec): 3 clusters Score: Raw -4180743.527540 + Penalty 3389.957733 = -4177353.569807 nChanged 0 Trying to split cluster 20 (5192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2258.465013 sec): 2 clusters Score: Raw -633002.450795 + Penalty 1390.167067 = -631612.283728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2258.512411 sec): 3 clusters Score: Raw -630260.391591 + Penalty 2780.334134 = -627480.057457 nChanged 2100 SP:Iteration 1F (2258.561477 sec): 3 clusters Score: Raw -631475.911754 + Penalty 2780.334134 = -628695.577621 nChanged 388 SP:Iteration 2F (2258.615858 sec): 3 clusters Score: Raw -631675.721189 + Penalty 2780.334134 = -628895.387055 nChanged 269 SP:Iteration 3F (2258.669697 sec): 3 clusters Score: Raw -631805.621017 + Penalty 2780.334134 = -629025.286883 nChanged 192 SP:Iteration 4Q (2258.726375 sec): 3 clusters Score: Raw -631900.047587 + Penalty 2780.334134 = -629119.713453 nChanged 174 SP:Iteration 5Q (2258.776836 sec): 3 clusters Score: Raw -631966.838794 + Penalty 2780.334134 = -629186.504661 nChanged 133 SP:Iteration 6Q (2258.827206 sec): 3 clusters Score: Raw -632017.227061 + Penalty 2780.334134 = -629236.892927 nChanged 114 SP:Iteration 7Q (2258.874560 sec): 3 clusters Score: Raw -632053.725459 + Penalty 2780.334134 = -629273.391325 nChanged 88 SP:Iteration 8Q (2258.923152 sec): 3 clusters Score: Raw -632083.570097 + Penalty 2780.334134 = -629303.235963 nChanged 89 SP:Iteration 9Q (2258.969749 sec): 3 clusters Score: Raw -632113.174373 + Penalty 2780.334134 = -629332.840239 nChanged 88 SP:Iteration 10Q (2259.013747 sec): 3 clusters Score: Raw -632144.205158 + Penalty 2780.334134 = -629363.871024 nChanged 82 SP:Iteration 11Q (2259.065556 sec): 3 clusters Score: Raw -632170.956527 + Penalty 2780.334134 = -629390.622393 nChanged 85 SP:Iteration 12Q (2259.112490 sec): 3 clusters Score: Raw -632202.684525 + Penalty 2780.334134 = -629422.350391 nChanged 94 SP:Iteration 13Q (2259.168089 sec): 3 clusters Score: Raw -632240.052421 + Penalty 2780.334134 = -629459.718287 nChanged 91 SP:Iteration 14Q (2259.206143 sec): 3 clusters Score: Raw -632279.932110 + Penalty 2780.334134 = -629499.597976 nChanged 100 SP:Iteration 15Q (2259.266752 sec): 3 clusters Score: Raw -632326.828828 + Penalty 2780.334134 = -629546.494694 nChanged 112 SP:Iteration 16Q (2259.307193 sec): 3 clusters Score: Raw -632384.635377 + Penalty 2780.334134 = -629604.301243 nChanged 120 SP:Iteration 17Q (2259.359291 sec): 3 clusters Score: Raw -632452.484368 + Penalty 2780.334134 = -629672.150234 nChanged 135 SP:Iteration 18Q (2259.412019 sec): 3 clusters Score: Raw -632538.930737 + Penalty 2780.334134 = -629758.596603 nChanged 133 SP:Iteration 19Q (2259.467387 sec): 3 clusters Score: Raw -632621.733313 + Penalty 2780.334134 = -629841.399179 nChanged 119 SP:Iteration 20F (2259.516250 sec): 3 clusters Score: Raw -632700.108886 + Penalty 2780.334134 = -629919.774752 nChanged 104 SP:Iteration 21Q (2259.564068 sec): 3 clusters Score: Raw -632762.474686 + Penalty 2780.334134 = -629982.140552 nChanged 83 SP:Iteration 22Q (2259.601093 sec): 3 clusters Score: Raw -632825.011044 + Penalty 2780.334134 = -630044.676910 nChanged 90 SP:Iteration 23Q (2259.660320 sec): 3 clusters Score: Raw -632883.982663 + Penalty 2780.334134 = -630103.648529 nChanged 80 SP:Iteration 24Q (2259.700756 sec): 3 clusters Score: Raw -632941.979359 + Penalty 2780.334134 = -630161.645225 nChanged 67 SP:Iteration 25Q (2259.754358 sec): 3 clusters Score: Raw -632987.308897 + Penalty 2780.334134 = -630206.974763 nChanged 57 SP:Iteration 26Q (2259.798881 sec): 3 clusters Score: Raw -633033.668760 + Penalty 2780.334134 = -630253.334626 nChanged 52 SP:Iteration 27Q (2259.850365 sec): 3 clusters Score: Raw -633078.189916 + Penalty 2780.334134 = -630297.855782 nChanged 37 SP:Iteration 28Q (2259.900072 sec): 3 clusters Score: Raw -633110.695826 + Penalty 2780.334134 = -630330.361692 nChanged 29 SP:Iteration 29Q (2259.959654 sec): 3 clusters Score: Raw -633135.251678 + Penalty 2780.334134 = -630354.917544 nChanged 26 SP:Iteration 30Q (2260.002573 sec): 3 clusters Score: Raw -633154.701071 + Penalty 2780.334134 = -630374.366937 nChanged 16 SP:Iteration 31Q (2260.052259 sec): 3 clusters Score: Raw -633166.652492 + Penalty 2780.334134 = -630386.318358 nChanged 14 SP:Iteration 32Q (2260.099025 sec): 3 clusters Score: Raw -633178.669316 + Penalty 2780.334134 = -630398.335182 nChanged 5 SP:Iteration 33Q (2260.151829 sec): 3 clusters Score: Raw -633182.329254 + Penalty 2780.334134 = -630401.995120 nChanged 5 SP:Iteration 34Q (2260.205556 sec): 3 clusters Score: Raw -633187.867819 + Penalty 2780.334134 = -630407.533685 nChanged 6 SP:Iteration 35Q (2260.258746 sec): 3 clusters Score: Raw -633193.727044 + Penalty 2780.334134 = -630413.392910 nChanged 4 SP:Iteration 36Q (2260.309786 sec): 3 clusters Score: Raw -633196.683637 + Penalty 2780.334134 = -630416.349503 nChanged 3 SP:Iteration 37Q (2260.374581 sec): 3 clusters Score: Raw -633198.502563 + Penalty 2780.334134 = -630418.168429 nChanged 1 SP:Iteration 38Q (2260.408459 sec): 3 clusters Score: Raw -633202.127098 + Penalty 2780.334134 = -630421.792964 nChanged 0 SP:Iteration 39F (2260.471733 sec): 3 clusters Score: Raw -633202.127098 + Penalty 2780.334134 = -630421.792964 nChanged 0 Trying to split cluster 21 (51042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2260.556699 sec): 2 clusters Score: Raw -6207099.118597 + Penalty 1761.565667 = -6205337.552930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2260.683339 sec): 3 clusters Score: Raw -6174900.889898 + Penalty 3523.131333 = -6171377.758565 nChanged 23940 SP:Iteration 1F (2260.802847 sec): 3 clusters Score: Raw -6188563.720760 + Penalty 3523.131333 = -6185040.589427 nChanged 2238 SP:Iteration 2Q (2260.933097 sec): 3 clusters Score: Raw -6189491.226804 + Penalty 3523.131333 = -6185968.095471 nChanged 2641 SP:Iteration 3F (2261.049154 sec): 3 clusters Score: Raw -6190858.211910 + Penalty 3523.131333 = -6187335.080576 nChanged 3222 SP:Iteration 4F (2261.172507 sec): 3 clusters Score: Raw -6192833.545443 + Penalty 3523.131333 = -6189310.414110 nChanged 3525 SP:Iteration 5F (2261.294989 sec): 3 clusters Score: Raw -6195156.445408 + Penalty 3523.131333 = -6191633.314075 nChanged 3438 SP:Iteration 6F (2261.408609 sec): 3 clusters Score: Raw -6197505.329044 + Penalty 3523.131333 = -6193982.197711 nChanged 3108 SP:Iteration 7F (2261.508641 sec): 3 clusters Score: Raw -6199507.627499 + Penalty 3523.131333 = -6195984.496165 nChanged 2499 SP:Iteration 8Q (2261.635724 sec): 3 clusters Score: Raw -6200956.706993 + Penalty 3523.131333 = -6197433.575659 nChanged 1978 SP:Iteration 9Q (2261.754475 sec): 3 clusters Score: Raw -6202087.328121 + Penalty 3523.131333 = -6198564.196788 nChanged 1645 SP:Iteration 10Q (2261.891348 sec): 3 clusters Score: Raw -6202927.321642 + Penalty 3523.131333 = -6199404.190309 nChanged 1360 SP:Iteration 11Q (2262.010881 sec): 3 clusters Score: Raw -6203555.033280 + Penalty 3523.131333 = -6200031.901946 nChanged 1094 SP:Iteration 12Q (2262.139742 sec): 3 clusters Score: Raw -6203924.012797 + Penalty 3523.131333 = -6200400.881464 nChanged 792 SP:Iteration 13Q (2262.251975 sec): 3 clusters Score: Raw -6204121.980099 + Penalty 3523.131333 = -6200598.848766 nChanged 578 SP:Iteration 14Q (2262.373859 sec): 3 clusters Score: Raw -6204237.819013 + Penalty 3523.131333 = -6200714.687680 nChanged 403 SP:Iteration 15Q (2262.489719 sec): 3 clusters Score: Raw -6204306.875650 + Penalty 3523.131333 = -6200783.744317 nChanged 349 SP:Iteration 16Q (2262.614129 sec): 3 clusters Score: Raw -6204361.523636 + Penalty 3523.131333 = -6200838.392303 nChanged 277 SP:Iteration 17Q (2262.733293 sec): 3 clusters Score: Raw -6204402.613366 + Penalty 3523.131333 = -6200879.482033 nChanged 231 SP:Iteration 18Q (2262.852901 sec): 3 clusters Score: Raw -6204434.085505 + Penalty 3523.131333 = -6200910.954172 nChanged 230 SP:Iteration 19Q (2262.964937 sec): 3 clusters Score: Raw -6204468.774183 + Penalty 3523.131333 = -6200945.642850 nChanged 226 SP:Iteration 20F (2263.087620 sec): 3 clusters Score: Raw -6204505.528522 + Penalty 3523.131333 = -6200982.397188 nChanged 246 SP:Iteration 21Q (2263.202221 sec): 3 clusters Score: Raw -6204545.028221 + Penalty 3523.131333 = -6201021.896887 nChanged 239 SP:Iteration 22Q (2263.326886 sec): 3 clusters Score: Raw -6204581.893821 + Penalty 3523.131333 = -6201058.762487 nChanged 226 SP:Iteration 23Q (2263.445053 sec): 3 clusters Score: Raw -6204615.526132 + Penalty 3523.131333 = -6201092.394799 nChanged 232 SP:Iteration 24Q (2263.560124 sec): 3 clusters Score: Raw -6204652.838007 + Penalty 3523.131333 = -6201129.706673 nChanged 242 SP:Iteration 25Q (2263.675663 sec): 3 clusters Score: Raw -6204695.722620 + Penalty 3523.131333 = -6201172.591287 nChanged 271 SP:Iteration 26Q (2263.788258 sec): 3 clusters Score: Raw -6204747.527751 + Penalty 3523.131333 = -6201224.396418 nChanged 296 SP:Iteration 27Q (2263.904818 sec): 3 clusters Score: Raw -6204807.236915 + Penalty 3523.131333 = -6201284.105582 nChanged 304 SP:Iteration 28Q (2264.035691 sec): 3 clusters Score: Raw -6204876.207274 + Penalty 3523.131333 = -6201353.075940 nChanged 349 SP:Iteration 29Q (2264.145505 sec): 3 clusters Score: Raw -6204960.198352 + Penalty 3523.131333 = -6201437.067019 nChanged 346 SP:Iteration 30Q (2264.268532 sec): 3 clusters Score: Raw -6205050.165312 + Penalty 3523.131333 = -6201527.033978 nChanged 375 SP:Iteration 31Q (2264.387610 sec): 3 clusters Score: Raw -6205164.297668 + Penalty 3523.131333 = -6201641.166335 nChanged 450 SP:Iteration 32Q (2264.498987 sec): 3 clusters Score: Raw -6205318.926498 + Penalty 3523.131333 = -6201795.795165 nChanged 476 SP:Iteration 33Q (2264.612584 sec): 3 clusters Score: Raw -6205490.953869 + Penalty 3523.131333 = -6201967.822536 nChanged 519 SP:Iteration 34Q (2264.729947 sec): 3 clusters Score: Raw -6205699.629170 + Penalty 3523.131333 = -6202176.497837 nChanged 535 SP:Iteration 35Q (2264.841617 sec): 3 clusters Score: Raw -6205926.654653 + Penalty 3523.131333 = -6202403.523319 nChanged 550 SP:Iteration 36Q (2264.971434 sec): 3 clusters Score: Raw -6206158.679954 + Penalty 3523.131333 = -6202635.548621 nChanged 523 SP:Iteration 37Q (2265.090028 sec): 3 clusters Score: Raw -6206363.321215 + Penalty 3523.131333 = -6202840.189882 nChanged 522 SP:Iteration 38Q (2265.206211 sec): 3 clusters Score: Raw -6206578.646127 + Penalty 3523.131333 = -6203055.514794 nChanged 524 SP:Iteration 39Q (2265.335693 sec): 3 clusters Score: Raw -6206806.150462 + Penalty 3523.131333 = -6203283.019129 nChanged 512 SP:Iteration 40F (2265.466537 sec): 3 clusters Score: Raw -6207028.136589 + Penalty 3523.131333 = -6203505.005256 nChanged 503 SP:Iteration 41Q (2265.593482 sec): 3 clusters Score: Raw -6207254.422411 + Penalty 3523.131333 = -6203731.291078 nChanged 494 SP:Iteration 42Q (2265.714030 sec): 3 clusters Score: Raw -6207477.625330 + Penalty 3523.131333 = -6203954.493996 nChanged 422 SP:Iteration 43Q (2265.833557 sec): 3 clusters Score: Raw -6207657.628899 + Penalty 3523.131333 = -6204134.497565 nChanged 376 SP:Iteration 44Q (2265.949652 sec): 3 clusters Score: Raw -6207811.526701 + Penalty 3523.131333 = -6204288.395368 nChanged 352 SP:Iteration 45Q (2266.072393 sec): 3 clusters Score: Raw -6207957.471712 + Penalty 3523.131333 = -6204434.340379 nChanged 320 SP:Iteration 46Q (2266.176798 sec): 3 clusters Score: Raw -6208081.380733 + Penalty 3523.131333 = -6204558.249399 nChanged 261 SP:Iteration 47Q (2266.299361 sec): 3 clusters Score: Raw -6208173.151310 + Penalty 3523.131333 = -6204650.019976 nChanged 229 SP:Iteration 48Q (2266.414078 sec): 3 clusters Score: Raw -6208251.049152 + Penalty 3523.131333 = -6204727.917819 nChanged 214 SP:Iteration 49Q (2266.531136 sec): 3 clusters Score: Raw -6208325.460363 + Penalty 3523.131333 = -6204802.329029 nChanged 177 SP:Iteration 50Q (2266.647870 sec): 3 clusters Score: Raw -6208397.149490 + Penalty 3523.131333 = -6204874.018157 nChanged 162 SP:Iteration 51Q (2266.765447 sec): 3 clusters Score: Raw -6208463.201701 + Penalty 3523.131333 = -6204940.070367 nChanged 155 SP:Iteration 52Q (2266.882416 sec): 3 clusters Score: Raw -6208522.508894 + Penalty 3523.131333 = -6204999.377561 nChanged 125 SP:Iteration 53Q (2266.993891 sec): 3 clusters Score: Raw -6208566.953772 + Penalty 3523.131333 = -6205043.822438 nChanged 119 SP:Iteration 54Q (2267.114196 sec): 3 clusters Score: Raw -6208607.076509 + Penalty 3523.131333 = -6205083.945175 nChanged 95 SP:Iteration 55Q (2267.227003 sec): 3 clusters Score: Raw -6208647.781045 + Penalty 3523.131333 = -6205124.649711 nChanged 87 SP:Iteration 56Q (2267.345559 sec): 3 clusters Score: Raw -6208684.812601 + Penalty 3523.131333 = -6205161.681268 nChanged 88 SP:Iteration 57Q (2267.467075 sec): 3 clusters Score: Raw -6208720.064367 + Penalty 3523.131333 = -6205196.933033 nChanged 74 SP:Iteration 58Q (2267.573541 sec): 3 clusters Score: Raw -6208742.358773 + Penalty 3523.131333 = -6205219.227440 nChanged 57 SP:Iteration 59Q (2267.688206 sec): 3 clusters Score: Raw -6208760.093484 + Penalty 3523.131333 = -6205236.962151 nChanged 49 SP:Iteration 60F (2267.817282 sec): 3 clusters Score: Raw -6208772.677244 + Penalty 3523.131333 = -6205249.545911 nChanged 41 SP:Iteration 61Q (2267.945303 sec): 3 clusters Score: Raw -6208783.588804 + Penalty 3523.131333 = -6205260.457471 nChanged 34 SP:Iteration 62Q (2268.064965 sec): 3 clusters Score: Raw -6208789.732888 + Penalty 3523.131333 = -6205266.601555 nChanged 22 SP:Iteration 63Q (2268.186370 sec): 3 clusters Score: Raw -6208794.450547 + Penalty 3523.131333 = -6205271.319213 nChanged 23 SP:Iteration 64Q (2268.297181 sec): 3 clusters Score: Raw -6208798.640227 + Penalty 3523.131333 = -6205275.508894 nChanged 10 SP:Iteration 65Q (2268.404597 sec): 3 clusters Score: Raw -6208800.358343 + Penalty 3523.131333 = -6205277.227010 nChanged 10 SP:Iteration 66Q (2268.514785 sec): 3 clusters Score: Raw -6208802.351322 + Penalty 3523.131333 = -6205279.219989 nChanged 13 SP:Iteration 67Q (2268.597998 sec): 3 clusters Score: Raw -6208805.063328 + Penalty 3523.131333 = -6205281.931995 nChanged 14 SP:Iteration 68Q (2268.713228 sec): 3 clusters Score: Raw -6208807.584889 + Penalty 3523.131333 = -6205284.453555 nChanged 12 SP:Iteration 69Q (2268.823029 sec): 3 clusters Score: Raw -6208809.750314 + Penalty 3523.131333 = -6205286.618981 nChanged 14 SP:Iteration 70Q (2268.920289 sec): 3 clusters Score: Raw -6208811.965928 + Penalty 3523.131333 = -6205288.834595 nChanged 8 SP:Iteration 71Q (2269.024921 sec): 3 clusters Score: Raw -6208813.335994 + Penalty 3523.131333 = -6205290.204661 nChanged 6 SP:Iteration 72Q (2269.132222 sec): 3 clusters Score: Raw -6208814.489292 + Penalty 3523.131333 = -6205291.357959 nChanged 6 SP:Iteration 73Q (2269.242285 sec): 3 clusters Score: Raw -6208815.372331 + Penalty 3523.131333 = -6205292.240998 nChanged 4 SP:Iteration 74Q (2269.351918 sec): 3 clusters Score: Raw -6208816.179313 + Penalty 3523.131333 = -6205293.047979 nChanged 4 SP:Iteration 75Q (2269.450293 sec): 3 clusters Score: Raw -6208816.598333 + Penalty 3523.131333 = -6205293.466999 nChanged 1 SP:Iteration 76Q (2269.557185 sec): 3 clusters Score: Raw -6208816.681690 + Penalty 3523.131333 = -6205293.550357 nChanged 1 SP:Iteration 77Q (2269.673430 sec): 3 clusters Score: Raw -6208816.847993 + Penalty 3523.131333 = -6205293.716659 nChanged 1 SP:Iteration 78Q (2269.765094 sec): 3 clusters Score: Raw -6208816.955401 + Penalty 3523.131333 = -6205293.824068 nChanged 0 SP:Iteration 79F (2269.888732 sec): 3 clusters Score: Raw -6208816.955401 + Penalty 3523.131333 = -6205293.824068 nChanged 0 Trying to split cluster 22 (8441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2269.915525 sec): 2 clusters Score: Raw -1026498.427762 + Penalty 1469.139110 = -1025029.288651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2269.980384 sec): 3 clusters Score: Raw -1021770.650058 + Penalty 2938.278221 = -1018832.371837 nChanged 3618 SP:Iteration 1F (2270.034253 sec): 3 clusters Score: Raw -1023721.314904 + Penalty 2938.278221 = -1020783.036683 nChanged 577 SP:Iteration 2F (2270.087423 sec): 3 clusters Score: Raw -1023988.818822 + Penalty 2938.278221 = -1021050.540601 nChanged 436 SP:Iteration 3F (2270.143928 sec): 3 clusters Score: Raw -1024169.018845 + Penalty 2938.278221 = -1021230.740624 nChanged 364 SP:Iteration 4Q (2270.195053 sec): 3 clusters Score: Raw -1024318.417878 + Penalty 2938.278221 = -1021380.139657 nChanged 307 SP:Iteration 5Q (2270.243826 sec): 3 clusters Score: Raw -1024439.389970 + Penalty 2938.278221 = -1021501.111749 nChanged 301 SP:Iteration 6Q (2270.300642 sec): 3 clusters Score: Raw -1024567.349704 + Penalty 2938.278221 = -1021629.071483 nChanged 293 SP:Iteration 7Q (2270.367915 sec): 3 clusters Score: Raw -1024713.887888 + Penalty 2938.278221 = -1021775.609667 nChanged 304 SP:Iteration 8Q (2270.416546 sec): 3 clusters Score: Raw -1024864.422282 + Penalty 2938.278221 = -1021926.144061 nChanged 325 SP:Iteration 9Q (2270.475270 sec): 3 clusters Score: Raw -1025034.132908 + Penalty 2938.278221 = -1022095.854688 nChanged 313 SP:Iteration 10Q (2270.538065 sec): 3 clusters Score: Raw -1025201.269722 + Penalty 2938.278221 = -1022262.991501 nChanged 328 SP:Iteration 11Q (2270.589326 sec): 3 clusters Score: Raw -1025387.025329 + Penalty 2938.278221 = -1022448.747108 nChanged 299 SP:Iteration 12Q (2270.638255 sec): 3 clusters Score: Raw -1025557.937597 + Penalty 2938.278221 = -1022619.659376 nChanged 276 SP:Iteration 13Q (2270.696557 sec): 3 clusters Score: Raw -1025702.896113 + Penalty 2938.278221 = -1022764.617892 nChanged 245 SP:Iteration 14Q (2270.752920 sec): 3 clusters Score: Raw -1025817.328036 + Penalty 2938.278221 = -1022879.049815 nChanged 210 SP:Iteration 15Q (2270.806426 sec): 3 clusters Score: Raw -1025905.598129 + Penalty 2938.278221 = -1022967.319909 nChanged 162 SP:Iteration 16Q (2270.858136 sec): 3 clusters Score: Raw -1025970.481776 + Penalty 2938.278221 = -1023032.203555 nChanged 147 SP:Iteration 17Q (2270.913704 sec): 3 clusters Score: Raw -1026024.521821 + Penalty 2938.278221 = -1023086.243600 nChanged 132 SP:Iteration 18Q (2270.982073 sec): 3 clusters Score: Raw -1026079.450754 + Penalty 2938.278221 = -1023141.172534 nChanged 112 SP:Iteration 19Q (2271.030477 sec): 3 clusters Score: Raw -1026123.406629 + Penalty 2938.278221 = -1023185.128408 nChanged 105 SP:Iteration 20F (2271.088104 sec): 3 clusters Score: Raw -1026164.176670 + Penalty 2938.278221 = -1023225.898450 nChanged 106 SP:Iteration 21Q (2271.146877 sec): 3 clusters Score: Raw -1026202.736836 + Penalty 2938.278221 = -1023264.458615 nChanged 95 SP:Iteration 22Q (2271.202053 sec): 3 clusters Score: Raw -1026232.490830 + Penalty 2938.278221 = -1023294.212609 nChanged 76 SP:Iteration 23Q (2271.250869 sec): 3 clusters Score: Raw -1026256.877729 + Penalty 2938.278221 = -1023318.599508 nChanged 80 SP:Iteration 24Q (2271.304664 sec): 3 clusters Score: Raw -1026282.727413 + Penalty 2938.278221 = -1023344.449193 nChanged 63 SP:Iteration 25Q (2271.347525 sec): 3 clusters Score: Raw -1026298.231620 + Penalty 2938.278221 = -1023359.953399 nChanged 56 SP:Iteration 26Q (2271.402546 sec): 3 clusters Score: Raw -1026311.558685 + Penalty 2938.278221 = -1023373.280464 nChanged 54 SP:Iteration 27Q (2271.459207 sec): 3 clusters Score: Raw -1026323.512211 + Penalty 2938.278221 = -1023385.233990 nChanged 39 SP:Iteration 28Q (2271.509002 sec): 3 clusters Score: Raw -1026330.323051 + Penalty 2938.278221 = -1023392.044830 nChanged 41 SP:Iteration 29Q (2271.564829 sec): 3 clusters Score: Raw -1026339.935421 + Penalty 2938.278221 = -1023401.657200 nChanged 39 SP:Iteration 30Q (2271.617204 sec): 3 clusters Score: Raw -1026348.497262 + Penalty 2938.278221 = -1023410.219041 nChanged 37 SP:Iteration 31Q (2271.678089 sec): 3 clusters Score: Raw -1026356.467980 + Penalty 2938.278221 = -1023418.189759 nChanged 35 SP:Iteration 32Q (2271.735661 sec): 3 clusters Score: Raw -1026363.242819 + Penalty 2938.278221 = -1023424.964598 nChanged 34 SP:Iteration 33Q (2271.785579 sec): 3 clusters Score: Raw -1026368.765981 + Penalty 2938.278221 = -1023430.487760 nChanged 22 SP:Iteration 34Q (2271.844995 sec): 3 clusters Score: Raw -1026372.361670 + Penalty 2938.278221 = -1023434.083449 nChanged 16 SP:Iteration 35Q (2271.893593 sec): 3 clusters Score: Raw -1026375.023135 + Penalty 2938.278221 = -1023436.744914 nChanged 13 SP:Iteration 36Q (2271.954370 sec): 3 clusters Score: Raw -1026377.206661 + Penalty 2938.278221 = -1023438.928441 nChanged 16 SP:Iteration 37Q (2272.019110 sec): 3 clusters Score: Raw -1026379.150037 + Penalty 2938.278221 = -1023440.871816 nChanged 13 SP:Iteration 38Q (2272.059242 sec): 3 clusters Score: Raw -1026381.235159 + Penalty 2938.278221 = -1023442.956938 nChanged 15 SP:Iteration 39Q (2272.111111 sec): 3 clusters Score: Raw -1026383.441977 + Penalty 2938.278221 = -1023445.163756 nChanged 17 SP:Iteration 40F (2272.164824 sec): 3 clusters Score: Raw -1026385.603912 + Penalty 2938.278221 = -1023447.325692 nChanged 12 SP:Iteration 41Q (2272.219024 sec): 3 clusters Score: Raw -1026387.615339 + Penalty 2938.278221 = -1023449.337118 nChanged 15 SP:Iteration 42Q (2272.275890 sec): 3 clusters Score: Raw -1026389.508774 + Penalty 2938.278221 = -1023451.230554 nChanged 8 SP:Iteration 43Q (2272.336474 sec): 3 clusters Score: Raw -1026390.705260 + Penalty 2938.278221 = -1023452.427039 nChanged 11 SP:Iteration 44Q (2272.374683 sec): 3 clusters Score: Raw -1026393.214835 + Penalty 2938.278221 = -1023454.936614 nChanged 12 SP:Iteration 45Q (2272.434098 sec): 3 clusters Score: Raw -1026395.405786 + Penalty 2938.278221 = -1023457.127565 nChanged 13 SP:Iteration 46Q (2272.500155 sec): 3 clusters Score: Raw -1026397.209678 + Penalty 2938.278221 = -1023458.931458 nChanged 11 SP:Iteration 47Q (2272.530102 sec): 3 clusters Score: Raw -1026398.787448 + Penalty 2938.278221 = -1023460.509227 nChanged 9 SP:Iteration 48Q (2272.594442 sec): 3 clusters Score: Raw -1026399.920049 + Penalty 2938.278221 = -1023461.641828 nChanged 6 SP:Iteration 49Q (2272.644559 sec): 3 clusters Score: Raw -1026400.802598 + Penalty 2938.278221 = -1023462.524377 nChanged 8 SP:Iteration 50Q (2272.699792 sec): 3 clusters Score: Raw -1026401.666499 + Penalty 2938.278221 = -1023463.388278 nChanged 5 SP:Iteration 51Q (2272.749762 sec): 3 clusters Score: Raw -1026402.229608 + Penalty 2938.278221 = -1023463.951387 nChanged 4 SP:Iteration 52Q (2272.811944 sec): 3 clusters Score: Raw -1026402.740443 + Penalty 2938.278221 = -1023464.462222 nChanged 2 SP:Iteration 53Q (2272.857719 sec): 3 clusters Score: Raw -1026402.889361 + Penalty 2938.278221 = -1023464.611140 nChanged 2 SP:Iteration 54Q (2272.909917 sec): 3 clusters Score: Raw -1026403.221766 + Penalty 2938.278221 = -1023464.943545 nChanged 2 SP:Iteration 55Q (2272.963194 sec): 3 clusters Score: Raw -1026403.382065 + Penalty 2938.278221 = -1023465.103844 nChanged 3 SP:Iteration 56Q (2273.018178 sec): 3 clusters Score: Raw -1026403.821458 + Penalty 2938.278221 = -1023465.543237 nChanged 2 SP:Iteration 57Q (2273.071853 sec): 3 clusters Score: Raw -1026404.186172 + Penalty 2938.278221 = -1023465.907951 nChanged 1 SP:Iteration 58Q (2273.135313 sec): 3 clusters Score: Raw -1026404.376205 + Penalty 2938.278221 = -1023466.097984 nChanged 3 SP:Iteration 59Q (2273.177145 sec): 3 clusters Score: Raw -1026404.893338 + Penalty 2938.278221 = -1023466.615117 nChanged 3 SP:Iteration 60F (2273.227777 sec): 3 clusters Score: Raw -1026405.421972 + Penalty 2938.278221 = -1023467.143751 nChanged 4 SP:Iteration 61Q (2273.291999 sec): 3 clusters Score: Raw -1026405.974118 + Penalty 2938.278221 = -1023467.695897 nChanged 3 SP:Iteration 62Q (2273.341709 sec): 3 clusters Score: Raw -1026406.233232 + Penalty 2938.278221 = -1023467.955012 nChanged 0 SP:Iteration 63F (2273.399202 sec): 3 clusters Score: Raw -1026406.233232 + Penalty 2938.278221 = -1023467.955012 nChanged 0 Trying to split cluster 23 (9163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2273.430017 sec): 2 clusters Score: Raw -1125300.386223 + Penalty 1482.475949 = -1123817.910274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2273.482667 sec): 3 clusters Score: Raw -1120170.653438 + Penalty 2964.951897 = -1117205.701541 nChanged 3931 SP:Iteration 1F (2273.543483 sec): 3 clusters Score: Raw -1122480.893114 + Penalty 2964.951897 = -1119515.941217 nChanged 702 SP:Iteration 2F (2273.595366 sec): 3 clusters Score: Raw -1122901.830092 + Penalty 2964.951897 = -1119936.878195 nChanged 614 SP:Iteration 3F (2273.652966 sec): 3 clusters Score: Raw -1123285.637499 + Penalty 2964.951897 = -1120320.685602 nChanged 557 SP:Iteration 4F (2273.715121 sec): 3 clusters Score: Raw -1123629.198028 + Penalty 2964.951897 = -1120664.246131 nChanged 497 SP:Iteration 5F (2273.764575 sec): 3 clusters Score: Raw -1123947.387224 + Penalty 2964.951897 = -1120982.435327 nChanged 413 SP:Iteration 6Q (2273.824793 sec): 3 clusters Score: Raw -1124183.289633 + Penalty 2964.951897 = -1121218.337736 nChanged 369 SP:Iteration 7Q (2273.872190 sec): 3 clusters Score: Raw -1124377.364469 + Penalty 2964.951897 = -1121412.412572 nChanged 304 SP:Iteration 8Q (2273.923555 sec): 3 clusters Score: Raw -1124537.788022 + Penalty 2964.951897 = -1121572.836124 nChanged 280 SP:Iteration 9Q (2273.986288 sec): 3 clusters Score: Raw -1124684.094053 + Penalty 2964.951897 = -1121719.142156 nChanged 232 SP:Iteration 10Q (2274.038134 sec): 3 clusters Score: Raw -1124798.447543 + Penalty 2964.951897 = -1121833.495646 nChanged 186 SP:Iteration 11Q (2274.101795 sec): 3 clusters Score: Raw -1124893.971086 + Penalty 2964.951897 = -1121929.019189 nChanged 205 SP:Iteration 12Q (2274.154868 sec): 3 clusters Score: Raw -1125005.901471 + Penalty 2964.951897 = -1122040.949573 nChanged 196 SP:Iteration 13Q (2274.202748 sec): 3 clusters Score: Raw -1125112.275200 + Penalty 2964.951897 = -1122147.323303 nChanged 182 SP:Iteration 14Q (2274.254374 sec): 3 clusters Score: Raw -1125218.039253 + Penalty 2964.951897 = -1122253.087356 nChanged 193 SP:Iteration 15Q (2274.297842 sec): 3 clusters Score: Raw -1125338.527787 + Penalty 2964.951897 = -1122373.575890 nChanged 215 SP:Iteration 16Q (2274.352176 sec): 3 clusters Score: Raw -1125478.064277 + Penalty 2964.951897 = -1122513.112380 nChanged 222 SP:Iteration 17Q (2274.405123 sec): 3 clusters Score: Raw -1125655.594036 + Penalty 2964.951897 = -1122690.642139 nChanged 249 SP:Iteration 18Q (2274.463804 sec): 3 clusters Score: Raw -1125890.343330 + Penalty 2964.951897 = -1122925.391433 nChanged 265 SP:Iteration 19Q (2274.513944 sec): 3 clusters Score: Raw -1126222.832785 + Penalty 2964.951897 = -1123257.880887 nChanged 336 SP:Iteration 20F (2274.569860 sec): 3 clusters Score: Raw -1126812.339208 + Penalty 2964.951897 = -1123847.387310 nChanged 371 SP:Iteration 21Q (2274.615825 sec): 3 clusters Score: Raw -1127728.139909 + Penalty 2964.951897 = -1124763.188012 nChanged 385 SP:Iteration 22Q (2274.678642 sec): 3 clusters Score: Raw -1128987.060160 + Penalty 2964.951897 = -1126022.108263 nChanged 280 SP:Iteration 23Q (2274.727184 sec): 3 clusters Score: Raw -1130060.850544 + Penalty 2964.951897 = -1127095.898647 nChanged 151 SP:Iteration 24Q (2274.768074 sec): 3 clusters Score: Raw -1130413.766685 + Penalty 2964.951897 = -1127448.814787 nChanged 59 SP:Iteration 25Q (2274.824689 sec): 3 clusters Score: Raw -1130481.343454 + Penalty 2964.951897 = -1127516.391557 nChanged 20 SP:Iteration 26Q (2274.881582 sec): 3 clusters Score: Raw -1130492.698808 + Penalty 2964.951897 = -1127527.746911 nChanged 10 SP:Iteration 27Q (2274.926515 sec): 3 clusters Score: Raw -1130496.968883 + Penalty 2964.951897 = -1127532.016986 nChanged 2 SP:Iteration 28Q (2274.969743 sec): 3 clusters Score: Raw -1130497.503981 + Penalty 2964.951897 = -1127532.552083 nChanged 2 SP:Iteration 29Q (2275.028289 sec): 3 clusters Score: Raw -1130497.953616 + Penalty 2964.951897 = -1127533.001719 nChanged 0 SP:Iteration 30F (2275.072508 sec): 3 clusters Score: Raw -1130497.953616 + Penalty 2964.951897 = -1127533.001719 nChanged 0 Score: Raw -56486258.719351 + Penalty 50970.196350 = -56435288.523001 Splitting cluster 23 changes total score from -56432211.642347 to -56435288.523001 So it's getting split into cluster 24. Iteration 99Q (2286.170426 sec): 25 clusters Score: Raw -56486387.835038 + Penalty 50970.196350 = -56435417.638688 nChanged 528 Iteration 100F (2293.294257 sec): 25 clusters Score: Raw -56486630.439889 + Penalty 50970.196350 = -56435660.243539 nChanged 287 Iteration 101Q (2296.404108 sec): 25 clusters Score: Raw -56486693.264913 + Penalty 50970.196350 = -56435723.068563 nChanged 166 Iteration 102Q (2299.666602 sec): 25 clusters Score: Raw -56486711.820735 + Penalty 50970.196350 = -56435741.624385 nChanged 99 Iteration 103Q (2302.769453 sec): 25 clusters Score: Raw -56486719.146560 + Penalty 50970.196350 = -56435748.950210 nChanged 83 Iteration 104Q (2305.965123 sec): 25 clusters Score: Raw -56486725.162411 + Penalty 50970.196350 = -56435754.966061 nChanged 64 Iteration 105Q (2309.048778 sec): 25 clusters Score: Raw -56486729.170136 + Penalty 50970.196350 = -56435758.973786 nChanged 50 Iteration 106Q (2312.346255 sec): 25 clusters Score: Raw -56486732.127076 + Penalty 50970.196350 = -56435761.930726 nChanged 52 Iteration 107Q (2315.627745 sec): 25 clusters Score: Raw -56486734.960539 + Penalty 50970.196350 = -56435764.764190 nChanged 45 Iteration 108Q (2318.867650 sec): 25 clusters Score: Raw -56486737.366320 + Penalty 50970.196350 = -56435767.169970 nChanged 36 Iteration 109Q (2322.204000 sec): 25 clusters Score: Raw -56486739.525908 + Penalty 50970.196350 = -56435769.329559 nChanged 28 Iteration 110Q (2325.522372 sec): 25 clusters Score: Raw -56486740.572130 + Penalty 50970.196350 = -56435770.375780 nChanged 21 Iteration 111Q (2328.720787 sec): 25 clusters Score: Raw -56486741.802450 + Penalty 50970.196350 = -56435771.606100 nChanged 23 Iteration 112Q (2332.059823 sec): 25 clusters Score: Raw -56486742.881513 + Penalty 50970.196350 = -56435772.685163 nChanged 20 Iteration 113Q (2335.485729 sec): 25 clusters Score: Raw -56486743.952426 + Penalty 50970.196350 = -56435773.756076 nChanged 17 Iteration 114Q (2338.801346 sec): 25 clusters Score: Raw -56486744.604119 + Penalty 50970.196350 = -56435774.407769 nChanged 17 Iteration 115Q (2341.961268 sec): 25 clusters Score: Raw -56486745.438102 + Penalty 50970.196350 = -56435775.241752 nChanged 17 Iteration 116Q (2344.430146 sec): 25 clusters Score: Raw -56486746.630667 + Penalty 50970.196350 = -56435776.434317 nChanged 17 Iteration 117Q (2347.771508 sec): 25 clusters Score: Raw -56486747.354351 + Penalty 50970.196350 = -56435777.158001 nChanged 12 Iteration 118Q (2351.111027 sec): 25 clusters Score: Raw -56486747.891200 + Penalty 50970.196350 = -56435777.694850 nChanged 6 Iteration 119Q (2354.517094 sec): 25 clusters Score: Raw -56486748.071816 + Penalty 50970.196350 = -56435777.875466 nChanged 4 Iteration 120F (2361.904597 sec): 25 clusters Score: Raw -56486748.163146 + Penalty 50970.196350 = -56435777.966796 nChanged 4 Iteration 121Q (2365.320851 sec): 25 clusters Score: Raw -56486748.254476 + Penalty 50970.196350 = -56435778.058127 nChanged 3 Iteration 122Q (2368.730892 sec): 25 clusters Score: Raw -56486748.313370 + Penalty 50970.196350 = -56435778.117020 nChanged 1 Iteration 123Q (2372.098519 sec): 25 clusters Score: Raw -56486748.321180 + Penalty 50970.196350 = -56435778.124830 nChanged 0 Iteration 124F (2379.522281 sec): 25 clusters Score: Raw -56486748.321180 + Penalty 50970.196350 = -56435778.124830 nChanged 0 Compute initial score before splitting: Score: Raw -56486748.321180 + Penalty 50970.196350 = -56435778.124830 Trying to split cluster 1 (1779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2379.627058 sec): 2 clusters Score: Raw -197780.935774 + Penalty 1216.118587 = -196564.817187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2379.664328 sec): 3 clusters Score: Raw -197047.661554 + Penalty 2432.237173 = -194615.424381 nChanged 641 SP:Iteration 1F (2379.710399 sec): 3 clusters Score: Raw -197484.997375 + Penalty 2432.237173 = -195052.760202 nChanged 163 SP:Iteration 2F (2379.770097 sec): 3 clusters Score: Raw -197626.978911 + Penalty 2432.237173 = -195194.741738 nChanged 102 SP:Iteration 3F (2379.815618 sec): 3 clusters Score: Raw -197712.083366 + Penalty 2432.237173 = -195279.846192 nChanged 85 SP:Iteration 4Q (2379.844708 sec): 3 clusters Score: Raw -197788.378512 + Penalty 2432.237173 = -195356.141338 nChanged 75 SP:Iteration 5Q (2379.891146 sec): 3 clusters Score: Raw -197847.123906 + Penalty 2432.237173 = -195414.886733 nChanged 53 SP:Iteration 6Q (2379.937817 sec): 3 clusters Score: Raw -197884.681139 + Penalty 2432.237173 = -195452.443966 nChanged 49 SP:Iteration 7Q (2379.982536 sec): 3 clusters Score: Raw -197916.797223 + Penalty 2432.237173 = -195484.560050 nChanged 36 SP:Iteration 8Q (2380.029051 sec): 3 clusters Score: Raw -197948.653651 + Penalty 2432.237173 = -195516.416477 nChanged 49 SP:Iteration 9Q (2380.083409 sec): 3 clusters Score: Raw -197992.058836 + Penalty 2432.237173 = -195559.821662 nChanged 48 SP:Iteration 10Q (2380.116852 sec): 3 clusters Score: Raw -198034.918525 + Penalty 2432.237173 = -195602.681351 nChanged 39 SP:Iteration 11Q (2380.166828 sec): 3 clusters Score: Raw -198064.185505 + Penalty 2432.237173 = -195631.948331 nChanged 34 SP:Iteration 12Q (2380.211579 sec): 3 clusters Score: Raw -198093.865758 + Penalty 2432.237173 = -195661.628585 nChanged 23 SP:Iteration 13Q (2380.262160 sec): 3 clusters Score: Raw -198107.468818 + Penalty 2432.237173 = -195675.231645 nChanged 14 SP:Iteration 14Q (2380.297639 sec): 3 clusters Score: Raw -198116.778776 + Penalty 2432.237173 = -195684.541603 nChanged 12 SP:Iteration 15Q (2380.349436 sec): 3 clusters Score: Raw -198124.360890 + Penalty 2432.237173 = -195692.123716 nChanged 8 SP:Iteration 16Q (2380.399347 sec): 3 clusters Score: Raw -198130.311286 + Penalty 2432.237173 = -195698.074112 nChanged 4 SP:Iteration 17Q (2380.435806 sec): 3 clusters Score: Raw -198132.032582 + Penalty 2432.237173 = -195699.795408 nChanged 2 SP:Iteration 18Q (2380.469997 sec): 3 clusters Score: Raw -198133.392047 + Penalty 2432.237173 = -195701.154874 nChanged 4 SP:Iteration 19Q (2380.521578 sec): 3 clusters Score: Raw -198135.842402 + Penalty 2432.237173 = -195703.605229 nChanged 3 SP:Iteration 20F (2380.552785 sec): 3 clusters Score: Raw -198137.846681 + Penalty 2432.237173 = -195705.609507 nChanged 0 Trying to split cluster 2 (2435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2380.575531 sec): 2 clusters Score: Raw -278507.203968 + Penalty 1267.126581 = -277240.077387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2380.614573 sec): 3 clusters Score: Raw -277418.269938 + Penalty 2534.253162 = -274884.016776 nChanged 883 SP:Iteration 1F (2380.653219 sec): 3 clusters Score: Raw -277997.254621 + Penalty 2534.253162 = -275463.001460 nChanged 179 SP:Iteration 2F (2380.692015 sec): 3 clusters Score: Raw -278104.356859 + Penalty 2534.253162 = -275570.103698 nChanged 101 SP:Iteration 3Q (2380.730921 sec): 3 clusters Score: Raw -278159.988555 + Penalty 2534.253162 = -275625.735393 nChanged 52 SP:Iteration 4Q (2380.770808 sec): 3 clusters Score: Raw -278188.584053 + Penalty 2534.253162 = -275654.330891 nChanged 49 SP:Iteration 5Q (2380.817750 sec): 3 clusters Score: Raw -278214.565100 + Penalty 2534.253162 = -275680.311938 nChanged 43 SP:Iteration 6Q (2380.883859 sec): 3 clusters Score: Raw -278237.795602 + Penalty 2534.253162 = -275703.542440 nChanged 42 SP:Iteration 7Q (2380.932781 sec): 3 clusters Score: Raw -278259.786650 + Penalty 2534.253162 = -275725.533488 nChanged 36 SP:Iteration 8Q (2380.971864 sec): 3 clusters Score: Raw -278279.726662 + Penalty 2534.253162 = -275745.473501 nChanged 39 SP:Iteration 9Q (2381.015856 sec): 3 clusters Score: Raw -278294.574213 + Penalty 2534.253162 = -275760.321051 nChanged 24 SP:Iteration 10Q (2381.053751 sec): 3 clusters Score: Raw -278306.805484 + Penalty 2534.253162 = -275772.552322 nChanged 19 SP:Iteration 11Q (2381.095007 sec): 3 clusters Score: Raw -278316.572089 + Penalty 2534.253162 = -275782.318928 nChanged 26 SP:Iteration 12Q (2381.144632 sec): 3 clusters Score: Raw -278326.211568 + Penalty 2534.253162 = -275791.958407 nChanged 20 SP:Iteration 13Q (2381.185669 sec): 3 clusters Score: Raw -278334.766822 + Penalty 2534.253162 = -275800.513660 nChanged 15 SP:Iteration 14Q (2381.226731 sec): 3 clusters Score: Raw -278339.648150 + Penalty 2534.253162 = -275805.394989 nChanged 12 SP:Iteration 15Q (2381.259406 sec): 3 clusters Score: Raw -278347.346668 + Penalty 2534.253162 = -275813.093506 nChanged 17 SP:Iteration 16Q (2381.310063 sec): 3 clusters Score: Raw -278354.299683 + Penalty 2534.253162 = -275820.046521 nChanged 9 SP:Iteration 17Q (2381.352828 sec): 3 clusters Score: Raw -278357.257524 + Penalty 2534.253162 = -275823.004362 nChanged 9 SP:Iteration 18Q (2381.395774 sec): 3 clusters Score: Raw -278360.153414 + Penalty 2534.253162 = -275825.900253 nChanged 5 SP:Iteration 19Q (2381.446050 sec): 3 clusters Score: Raw -278364.133826 + Penalty 2534.253162 = -275829.880664 nChanged 8 SP:Iteration 20F (2381.496490 sec): 3 clusters Score: Raw -278368.604304 + Penalty 2534.253162 = -275834.351142 nChanged 7 SP:Iteration 21Q (2381.537828 sec): 3 clusters Score: Raw -278372.387768 + Penalty 2534.253162 = -275838.134606 nChanged 13 SP:Iteration 22Q (2381.585787 sec): 3 clusters Score: Raw -278377.840873 + Penalty 2534.253162 = -275843.587712 nChanged 11 SP:Iteration 23Q (2381.638153 sec): 3 clusters Score: Raw -278384.549505 + Penalty 2534.253162 = -275850.296344 nChanged 15 SP:Iteration 24Q (2381.678259 sec): 3 clusters Score: Raw -278390.511363 + Penalty 2534.253162 = -275856.258202 nChanged 9 SP:Iteration 25Q (2381.734338 sec): 3 clusters Score: Raw -278393.646178 + Penalty 2534.253162 = -275859.393016 nChanged 4 SP:Iteration 26Q (2381.781399 sec): 3 clusters Score: Raw -278394.845723 + Penalty 2534.253162 = -275860.592561 nChanged 3 SP:Iteration 27Q (2381.836346 sec): 3 clusters Score: Raw -278395.683822 + Penalty 2534.253162 = -275861.430661 nChanged 3 SP:Iteration 28Q (2381.875858 sec): 3 clusters Score: Raw -278396.910043 + Penalty 2534.253162 = -275862.656881 nChanged 2 SP:Iteration 29Q (2381.923727 sec): 3 clusters Score: Raw -278397.397482 + Penalty 2534.253162 = -275863.144320 nChanged 2 SP:Iteration 30Q (2381.967402 sec): 3 clusters Score: Raw -278398.139355 + Penalty 2534.253162 = -275863.886194 nChanged 2 SP:Iteration 31Q (2382.025401 sec): 3 clusters Score: Raw -278398.912077 + Penalty 2534.253162 = -275864.658915 nChanged 2 SP:Iteration 32Q (2382.059234 sec): 3 clusters Score: Raw -278399.218574 + Penalty 2534.253162 = -275864.965412 nChanged 0 SP:Iteration 33F (2382.103756 sec): 3 clusters Score: Raw -278399.218574 + Penalty 2534.253162 = -275864.965412 nChanged 0 Trying to split cluster 3 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2382.117426 sec): 2 clusters Score: Raw -56952.863298 + Penalty 1025.361720 = -55927.501578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2382.153564 sec): 3 clusters Score: Raw -56969.187314 + Penalty 2050.723440 = -54918.463873 nChanged 150 SP:Iteration 1F (2382.199010 sec): 3 clusters Score: Raw -57265.153415 + Penalty 2050.723440 = -55214.429975 nChanged 62 SP:Iteration 2F (2382.233534 sec): 3 clusters Score: Raw -57439.964646 + Penalty 2050.723440 = -55389.241205 nChanged 49 SP:Iteration 3F (2382.270995 sec): 3 clusters Score: Raw -57679.557983 + Penalty 2050.723440 = -55628.834542 nChanged 27 SP:Iteration 4Q (2382.308420 sec): 3 clusters Score: Raw -57956.987921 + Penalty 2050.723440 = -55906.264481 nChanged 26 SP:Iteration 5Q (2382.345734 sec): 3 clusters Score: Raw -58065.438550 + Penalty 2050.723440 = -56014.715109 nChanged 11 SP:Iteration 6Q (2382.383146 sec): 3 clusters Score: Raw -58102.825341 + Penalty 2050.723440 = -56052.101900 nChanged 7 SP:Iteration 7Q (2382.433722 sec): 3 clusters Score: Raw -58122.807772 + Penalty 2050.723440 = -56072.084331 nChanged 6 SP:Iteration 8Q (2382.473884 sec): 3 clusters Score: Raw -58146.566709 + Penalty 2050.723440 = -56095.843269 nChanged 6 SP:Iteration 9Q (2382.527923 sec): 3 clusters Score: Raw -58170.715321 + Penalty 2050.723440 = -56119.991880 nChanged 5 SP:Iteration 10Q (2382.582991 sec): 3 clusters Score: Raw -58182.792440 + Penalty 2050.723440 = -56132.069000 nChanged 3 SP:Iteration 11Q (2382.641105 sec): 3 clusters Score: Raw -58186.263986 + Penalty 2050.723440 = -56135.540545 nChanged 2 SP:Iteration 12Q (2382.682594 sec): 3 clusters Score: Raw -58188.292463 + Penalty 2050.723440 = -56137.569023 nChanged 1 SP:Iteration 13Q (2382.731466 sec): 3 clusters Score: Raw -58189.281141 + Penalty 2050.723440 = -56138.557701 nChanged 0 SP:Iteration 14F (2382.759799 sec): 3 clusters Score: Raw -58189.281141 + Penalty 2050.723440 = -56138.557701 nChanged 0 Score: Raw -56487984.739023 + Penalty 53093.954531 = -56434890.784492 Splitting cluster 3 changes total score from -56435778.124830 to -56434890.784492 So it's not getting split. Trying to split cluster 4 (14794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2389.772268 sec): 2 clusters Score: Raw -1707120.132941 + Penalty 1560.321258 = -1705559.811683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2389.844188 sec): 3 clusters Score: Raw -1698358.925318 + Penalty 3120.642516 = -1695238.282802 nChanged 6563 SP:Iteration 1F (2389.919350 sec): 3 clusters Score: Raw -1701924.677596 + Penalty 3120.642516 = -1698804.035080 nChanged 739 SP:Iteration 2Q (2390.005290 sec): 3 clusters Score: Raw -1702201.672973 + Penalty 3120.642516 = -1699081.030457 nChanged 688 SP:Iteration 3Q (2390.086669 sec): 3 clusters Score: Raw -1702444.453193 + Penalty 3120.642516 = -1699323.810677 nChanged 613 SP:Iteration 4Q (2390.150047 sec): 3 clusters Score: Raw -1702671.471243 + Penalty 3120.642516 = -1699550.828727 nChanged 604 SP:Iteration 5Q (2390.242106 sec): 3 clusters Score: Raw -1702921.520266 + Penalty 3120.642516 = -1699800.877750 nChanged 635 SP:Iteration 6Q (2390.307633 sec): 3 clusters Score: Raw -1703234.132907 + Penalty 3120.642516 = -1700113.490391 nChanged 701 SP:Iteration 7Q (2390.394496 sec): 3 clusters Score: Raw -1703679.816918 + Penalty 3120.642516 = -1700559.174402 nChanged 769 SP:Iteration 8F (2390.478841 sec): 3 clusters Score: Raw -1704224.889543 + Penalty 3120.642516 = -1701104.247027 nChanged 787 SP:Iteration 9F (2390.542817 sec): 3 clusters Score: Raw -1704772.733567 + Penalty 3120.642516 = -1701652.091051 nChanged 740 SP:Iteration 10F (2390.621150 sec): 3 clusters Score: Raw -1705332.537097 + Penalty 3120.642516 = -1702211.894581 nChanged 636 SP:Iteration 11Q (2390.713364 sec): 3 clusters Score: Raw -1705766.460244 + Penalty 3120.642516 = -1702645.817728 nChanged 510 SP:Iteration 12Q (2390.777799 sec): 3 clusters Score: Raw -1706063.586198 + Penalty 3120.642516 = -1702942.943682 nChanged 398 SP:Iteration 13Q (2390.851513 sec): 3 clusters Score: Raw -1706251.992989 + Penalty 3120.642516 = -1703131.350473 nChanged 298 SP:Iteration 14Q (2390.925603 sec): 3 clusters Score: Raw -1706369.427279 + Penalty 3120.642516 = -1703248.784763 nChanged 222 SP:Iteration 15Q (2391.013956 sec): 3 clusters Score: Raw -1706459.457019 + Penalty 3120.642516 = -1703338.814503 nChanged 212 SP:Iteration 16Q (2391.087787 sec): 3 clusters Score: Raw -1706542.085722 + Penalty 3120.642516 = -1703421.443206 nChanged 174 SP:Iteration 17Q (2391.160990 sec): 3 clusters Score: Raw -1706611.307432 + Penalty 3120.642516 = -1703490.664916 nChanged 162 SP:Iteration 18Q (2391.218137 sec): 3 clusters Score: Raw -1706674.633723 + Penalty 3120.642516 = -1703553.991207 nChanged 161 SP:Iteration 19Q (2391.300743 sec): 3 clusters Score: Raw -1706741.834188 + Penalty 3120.642516 = -1703621.191672 nChanged 141 SP:Iteration 20F (2391.383759 sec): 3 clusters Score: Raw -1706800.978728 + Penalty 3120.642516 = -1703680.336213 nChanged 141 SP:Iteration 21Q (2391.446603 sec): 3 clusters Score: Raw -1706860.364579 + Penalty 3120.642516 = -1703739.722063 nChanged 131 SP:Iteration 22Q (2391.523830 sec): 3 clusters Score: Raw -1706925.315506 + Penalty 3120.642516 = -1703804.672990 nChanged 136 SP:Iteration 23Q (2391.594383 sec): 3 clusters Score: Raw -1706995.921666 + Penalty 3120.642516 = -1703875.279150 nChanged 125 SP:Iteration 24Q (2391.665351 sec): 3 clusters Score: Raw -1707064.869647 + Penalty 3120.642516 = -1703944.227131 nChanged 131 SP:Iteration 25Q (2391.718520 sec): 3 clusters Score: Raw -1707140.286354 + Penalty 3120.642516 = -1704019.643838 nChanged 124 SP:Iteration 26Q (2391.783954 sec): 3 clusters Score: Raw -1707213.486672 + Penalty 3120.642516 = -1704092.844156 nChanged 90 SP:Iteration 27Q (2391.855637 sec): 3 clusters Score: Raw -1707258.780616 + Penalty 3120.642516 = -1704138.138100 nChanged 72 SP:Iteration 28Q (2391.910771 sec): 3 clusters Score: Raw -1707292.201018 + Penalty 3120.642516 = -1704171.558502 nChanged 68 SP:Iteration 29Q (2391.980679 sec): 3 clusters Score: Raw -1707319.424653 + Penalty 3120.642516 = -1704198.782137 nChanged 61 SP:Iteration 30Q (2392.036480 sec): 3 clusters Score: Raw -1707346.451840 + Penalty 3120.642516 = -1704225.809324 nChanged 56 SP:Iteration 31Q (2392.100374 sec): 3 clusters Score: Raw -1707370.410158 + Penalty 3120.642516 = -1704249.767642 nChanged 53 SP:Iteration 32Q (2392.175057 sec): 3 clusters Score: Raw -1707389.720064 + Penalty 3120.642516 = -1704269.077549 nChanged 36 SP:Iteration 33Q (2392.228568 sec): 3 clusters Score: Raw -1707402.014280 + Penalty 3120.642516 = -1704281.371764 nChanged 30 SP:Iteration 34Q (2392.299511 sec): 3 clusters Score: Raw -1707411.810223 + Penalty 3120.642516 = -1704291.167708 nChanged 24 SP:Iteration 35Q (2392.368110 sec): 3 clusters Score: Raw -1707418.128188 + Penalty 3120.642516 = -1704297.485672 nChanged 16 SP:Iteration 36Q (2392.434471 sec): 3 clusters Score: Raw -1707421.381826 + Penalty 3120.642516 = -1704300.739310 nChanged 17 SP:Iteration 37Q (2392.489690 sec): 3 clusters Score: Raw -1707425.810229 + Penalty 3120.642516 = -1704305.167713 nChanged 21 SP:Iteration 38Q (2392.552898 sec): 3 clusters Score: Raw -1707431.840429 + Penalty 3120.642516 = -1704311.197913 nChanged 18 SP:Iteration 39Q (2392.618876 sec): 3 clusters Score: Raw -1707436.732782 + Penalty 3120.642516 = -1704316.090266 nChanged 11 SP:Iteration 40F (2392.694123 sec): 3 clusters Score: Raw -1707439.275286 + Penalty 3120.642516 = -1704318.632770 nChanged 13 SP:Iteration 41Q (2392.764538 sec): 3 clusters Score: Raw -1707442.355542 + Penalty 3120.642516 = -1704321.713026 nChanged 8 SP:Iteration 42Q (2392.833867 sec): 3 clusters Score: Raw -1707443.651312 + Penalty 3120.642516 = -1704323.008796 nChanged 9 SP:Iteration 43Q (2392.886051 sec): 3 clusters Score: Raw -1707445.628768 + Penalty 3120.642516 = -1704324.986252 nChanged 4 SP:Iteration 44Q (2392.950875 sec): 3 clusters Score: Raw -1707445.944986 + Penalty 3120.642516 = -1704325.302470 nChanged 2 SP:Iteration 45Q (2393.005089 sec): 3 clusters Score: Raw -1707446.229166 + Penalty 3120.642516 = -1704325.586650 nChanged 1 SP:Iteration 46Q (2393.076572 sec): 3 clusters Score: Raw -1707446.468017 + Penalty 3120.642516 = -1704325.825501 nChanged 3 SP:Iteration 47Q (2393.136084 sec): 3 clusters Score: Raw -1707447.000691 + Penalty 3120.642516 = -1704326.358175 nChanged 0 SP:Iteration 48F (2393.198796 sec): 3 clusters Score: Raw -1707447.000691 + Penalty 3120.642516 = -1704326.358175 nChanged 0 Trying to split cluster 5 (9889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2393.245071 sec): 2 clusters Score: Raw -1173498.319838 + Penalty 1494.866475 = -1172003.453363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2393.302388 sec): 3 clusters Score: Raw -1167893.660758 + Penalty 2989.732950 = -1164903.927808 nChanged 4300 SP:Iteration 1F (2393.350049 sec): 3 clusters Score: Raw -1170368.448682 + Penalty 2989.732950 = -1167378.715732 nChanged 659 SP:Iteration 2F (2393.401679 sec): 3 clusters Score: Raw -1170732.508523 + Penalty 2989.732950 = -1167742.775573 nChanged 598 SP:Iteration 3F (2393.449297 sec): 3 clusters Score: Raw -1171132.669172 + Penalty 2989.732950 = -1168142.936222 nChanged 574 SP:Iteration 4F (2393.510384 sec): 3 clusters Score: Raw -1171546.609382 + Penalty 2989.732950 = -1168556.876432 nChanged 525 SP:Iteration 5F (2393.579080 sec): 3 clusters Score: Raw -1171954.194359 + Penalty 2989.732950 = -1168964.461409 nChanged 514 SP:Iteration 6F (2393.638746 sec): 3 clusters Score: Raw -1172319.172583 + Penalty 2989.732950 = -1169329.439633 nChanged 469 SP:Iteration 7Q (2393.690083 sec): 3 clusters Score: Raw -1172626.060220 + Penalty 2989.732950 = -1169636.327271 nChanged 449 SP:Iteration 8Q (2393.751183 sec): 3 clusters Score: Raw -1172869.649264 + Penalty 2989.732950 = -1169879.916314 nChanged 323 SP:Iteration 9Q (2393.808749 sec): 3 clusters Score: Raw -1173019.795842 + Penalty 2989.732950 = -1170030.062892 nChanged 236 SP:Iteration 10Q (2393.875125 sec): 3 clusters Score: Raw -1173113.152577 + Penalty 2989.732950 = -1170123.419627 nChanged 197 SP:Iteration 11Q (2393.925120 sec): 3 clusters Score: Raw -1173185.293913 + Penalty 2989.732950 = -1170195.560963 nChanged 154 SP:Iteration 12Q (2393.993276 sec): 3 clusters Score: Raw -1173233.824492 + Penalty 2989.732950 = -1170244.091542 nChanged 123 SP:Iteration 13Q (2394.047916 sec): 3 clusters Score: Raw -1173262.472732 + Penalty 2989.732950 = -1170272.739782 nChanged 96 SP:Iteration 14Q (2394.093881 sec): 3 clusters Score: Raw -1173284.408329 + Penalty 2989.732950 = -1170294.675379 nChanged 88 SP:Iteration 15Q (2394.150685 sec): 3 clusters Score: Raw -1173304.338982 + Penalty 2989.732950 = -1170314.606032 nChanged 87 SP:Iteration 16Q (2394.216039 sec): 3 clusters Score: Raw -1173323.114916 + Penalty 2989.732950 = -1170333.381966 nChanged 68 SP:Iteration 17Q (2394.270362 sec): 3 clusters Score: Raw -1173339.628376 + Penalty 2989.732950 = -1170349.895426 nChanged 78 SP:Iteration 18Q (2394.328605 sec): 3 clusters Score: Raw -1173357.658408 + Penalty 2989.732950 = -1170367.925458 nChanged 65 SP:Iteration 19Q (2394.386264 sec): 3 clusters Score: Raw -1173370.591222 + Penalty 2989.732950 = -1170380.858272 nChanged 66 SP:Iteration 20F (2394.447693 sec): 3 clusters Score: Raw -1173384.678036 + Penalty 2989.732950 = -1170394.945086 nChanged 58 SP:Iteration 21Q (2394.501773 sec): 3 clusters Score: Raw -1173395.051435 + Penalty 2989.732950 = -1170405.318485 nChanged 47 SP:Iteration 22Q (2394.568118 sec): 3 clusters Score: Raw -1173402.660469 + Penalty 2989.732950 = -1170412.927519 nChanged 40 SP:Iteration 23Q (2394.613169 sec): 3 clusters Score: Raw -1173411.271157 + Penalty 2989.732950 = -1170421.538207 nChanged 39 SP:Iteration 24Q (2394.680486 sec): 3 clusters Score: Raw -1173418.200915 + Penalty 2989.732950 = -1170428.467966 nChanged 36 SP:Iteration 25Q (2394.744017 sec): 3 clusters Score: Raw -1173424.008480 + Penalty 2989.732950 = -1170434.275530 nChanged 36 SP:Iteration 26Q (2394.796956 sec): 3 clusters Score: Raw -1173430.811994 + Penalty 2989.732950 = -1170441.079044 nChanged 41 SP:Iteration 27Q (2394.865628 sec): 3 clusters Score: Raw -1173437.368383 + Penalty 2989.732950 = -1170447.635433 nChanged 35 SP:Iteration 28Q (2394.935124 sec): 3 clusters Score: Raw -1173443.155582 + Penalty 2989.732950 = -1170453.422633 nChanged 30 SP:Iteration 29Q (2394.980477 sec): 3 clusters Score: Raw -1173449.795551 + Penalty 2989.732950 = -1170460.062602 nChanged 32 SP:Iteration 30Q (2395.042490 sec): 3 clusters Score: Raw -1173454.823916 + Penalty 2989.732950 = -1170465.090966 nChanged 25 SP:Iteration 31Q (2395.094742 sec): 3 clusters Score: Raw -1173458.913491 + Penalty 2989.732950 = -1170469.180541 nChanged 22 SP:Iteration 32Q (2395.149732 sec): 3 clusters Score: Raw -1173461.574551 + Penalty 2989.732950 = -1170471.841602 nChanged 16 SP:Iteration 33Q (2395.215173 sec): 3 clusters Score: Raw -1173463.676590 + Penalty 2989.732950 = -1170473.943640 nChanged 17 SP:Iteration 34Q (2395.273251 sec): 3 clusters Score: Raw -1173465.369257 + Penalty 2989.732950 = -1170475.636307 nChanged 11 SP:Iteration 35Q (2395.341480 sec): 3 clusters Score: Raw -1173466.627819 + Penalty 2989.732950 = -1170476.894869 nChanged 11 SP:Iteration 36Q (2395.398586 sec): 3 clusters Score: Raw -1173467.623305 + Penalty 2989.732950 = -1170477.890356 nChanged 8 SP:Iteration 37Q (2395.456145 sec): 3 clusters Score: Raw -1173468.373737 + Penalty 2989.732950 = -1170478.640788 nChanged 7 SP:Iteration 38Q (2395.515723 sec): 3 clusters Score: Raw -1173469.013822 + Penalty 2989.732950 = -1170479.280873 nChanged 1 SP:Iteration 39Q (2395.585228 sec): 3 clusters Score: Raw -1173469.046822 + Penalty 2989.732950 = -1170479.313872 nChanged 1 SP:Iteration 40F (2395.643230 sec): 3 clusters Score: Raw -1173469.112126 + Penalty 2989.732950 = -1170479.379176 nChanged 1 SP:Iteration 41Q (2395.714613 sec): 3 clusters Score: Raw -1173469.131688 + Penalty 2989.732950 = -1170479.398738 nChanged 0 SP:Iteration 42F (2395.775350 sec): 3 clusters Score: Raw -1173469.131688 + Penalty 2989.732950 = -1170479.398738 nChanged 0 Trying to split cluster 6 (5123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2395.797025 sec): 2 clusters Score: Raw -606235.383181 + Penalty 1387.993016 = -604847.390165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2395.857012 sec): 3 clusters Score: Raw -603591.019182 + Penalty 2775.986032 = -600815.033149 nChanged 2036 SP:Iteration 1F (2395.900019 sec): 3 clusters Score: Raw -604666.880341 + Penalty 2775.986032 = -601890.894309 nChanged 364 SP:Iteration 2F (2395.948302 sec): 3 clusters Score: Raw -604864.633099 + Penalty 2775.986032 = -602088.647067 nChanged 296 SP:Iteration 3F (2395.992845 sec): 3 clusters Score: Raw -605009.898569 + Penalty 2775.986032 = -602233.912537 nChanged 216 SP:Iteration 4Q (2396.037570 sec): 3 clusters Score: Raw -605109.181246 + Penalty 2775.986032 = -602333.195214 nChanged 203 SP:Iteration 5Q (2396.081337 sec): 3 clusters Score: Raw -605206.349494 + Penalty 2775.986032 = -602430.363461 nChanged 178 SP:Iteration 6Q (2396.138685 sec): 3 clusters Score: Raw -605289.052797 + Penalty 2775.986032 = -602513.066764 nChanged 155 SP:Iteration 7Q (2396.185161 sec): 3 clusters Score: Raw -605365.460787 + Penalty 2775.986032 = -602589.474755 nChanged 141 SP:Iteration 8Q (2396.238379 sec): 3 clusters Score: Raw -605428.428502 + Penalty 2775.986032 = -602652.442470 nChanged 122 SP:Iteration 9Q (2396.293067 sec): 3 clusters Score: Raw -605490.500636 + Penalty 2775.986032 = -602714.514604 nChanged 130 SP:Iteration 10Q (2396.356826 sec): 3 clusters Score: Raw -605558.342132 + Penalty 2775.986032 = -602782.356100 nChanged 131 SP:Iteration 11Q (2396.408384 sec): 3 clusters Score: Raw -605627.361672 + Penalty 2775.986032 = -602851.375640 nChanged 142 SP:Iteration 12Q (2396.460484 sec): 3 clusters Score: Raw -605720.997214 + Penalty 2775.986032 = -602945.011182 nChanged 157 SP:Iteration 13Q (2396.513227 sec): 3 clusters Score: Raw -605830.783056 + Penalty 2775.986032 = -603054.797024 nChanged 140 SP:Iteration 14Q (2396.574627 sec): 3 clusters Score: Raw -605921.908270 + Penalty 2775.986032 = -603145.922237 nChanged 121 SP:Iteration 15Q (2396.617682 sec): 3 clusters Score: Raw -605996.922430 + Penalty 2775.986032 = -603220.936398 nChanged 121 SP:Iteration 16Q (2396.678116 sec): 3 clusters Score: Raw -606087.612441 + Penalty 2775.986032 = -603311.626409 nChanged 119 SP:Iteration 17Q (2396.719317 sec): 3 clusters Score: Raw -606170.535403 + Penalty 2775.986032 = -603394.549371 nChanged 96 SP:Iteration 18Q (2396.775439 sec): 3 clusters Score: Raw -606235.634072 + Penalty 2775.986032 = -603459.648040 nChanged 80 SP:Iteration 19Q (2396.832130 sec): 3 clusters Score: Raw -606289.946230 + Penalty 2775.986032 = -603513.960198 nChanged 69 SP:Iteration 20F (2396.882612 sec): 3 clusters Score: Raw -606336.457757 + Penalty 2775.986032 = -603560.471724 nChanged 52 SP:Iteration 21Q (2396.932294 sec): 3 clusters Score: Raw -606369.738917 + Penalty 2775.986032 = -603593.752885 nChanged 42 SP:Iteration 22Q (2396.984144 sec): 3 clusters Score: Raw -606392.411441 + Penalty 2775.986032 = -603616.425409 nChanged 39 SP:Iteration 23Q (2397.044758 sec): 3 clusters Score: Raw -606410.436295 + Penalty 2775.986032 = -603634.450262 nChanged 33 SP:Iteration 24Q (2397.094948 sec): 3 clusters Score: Raw -606429.297061 + Penalty 2775.986032 = -603653.311028 nChanged 34 SP:Iteration 25Q (2397.136687 sec): 3 clusters Score: Raw -606449.059708 + Penalty 2775.986032 = -603673.073675 nChanged 25 SP:Iteration 26Q (2397.182722 sec): 3 clusters Score: Raw -606466.073014 + Penalty 2775.986032 = -603690.086981 nChanged 22 SP:Iteration 27Q (2397.235178 sec): 3 clusters Score: Raw -606478.551787 + Penalty 2775.986032 = -603702.565755 nChanged 21 SP:Iteration 28Q (2397.287758 sec): 3 clusters Score: Raw -606491.001745 + Penalty 2775.986032 = -603715.015712 nChanged 11 SP:Iteration 29Q (2397.339527 sec): 3 clusters Score: Raw -606498.704068 + Penalty 2775.986032 = -603722.718036 nChanged 19 SP:Iteration 30Q (2397.395865 sec): 3 clusters Score: Raw -606510.158197 + Penalty 2775.986032 = -603734.172165 nChanged 16 SP:Iteration 31Q (2397.451993 sec): 3 clusters Score: Raw -606520.937475 + Penalty 2775.986032 = -603744.951442 nChanged 13 SP:Iteration 32Q (2397.492724 sec): 3 clusters Score: Raw -606528.938293 + Penalty 2775.986032 = -603752.952260 nChanged 13 SP:Iteration 33Q (2397.544246 sec): 3 clusters Score: Raw -606534.389670 + Penalty 2775.986032 = -603758.403637 nChanged 9 SP:Iteration 34Q (2397.596496 sec): 3 clusters Score: Raw -606538.894726 + Penalty 2775.986032 = -603762.908694 nChanged 4 SP:Iteration 35Q (2397.644577 sec): 3 clusters Score: Raw -606541.880718 + Penalty 2775.986032 = -603765.894685 nChanged 4 SP:Iteration 36Q (2397.705772 sec): 3 clusters Score: Raw -606544.061426 + Penalty 2775.986032 = -603768.075394 nChanged 3 SP:Iteration 37Q (2397.746769 sec): 3 clusters Score: Raw -606545.485708 + Penalty 2775.986032 = -603769.499676 nChanged 2 SP:Iteration 38Q (2397.795652 sec): 3 clusters Score: Raw -606546.824651 + Penalty 2775.986032 = -603770.838618 nChanged 3 SP:Iteration 39Q (2397.845187 sec): 3 clusters Score: Raw -606548.388279 + Penalty 2775.986032 = -603772.402246 nChanged 4 SP:Iteration 40F (2397.887100 sec): 3 clusters Score: Raw -606551.436329 + Penalty 2775.986032 = -603775.450297 nChanged 2 SP:Iteration 41Q (2397.936754 sec): 3 clusters Score: Raw -606552.049610 + Penalty 2775.986032 = -603776.063578 nChanged 3 SP:Iteration 42Q (2397.996220 sec): 3 clusters Score: Raw -606552.906127 + Penalty 2775.986032 = -603776.920094 nChanged 2 SP:Iteration 43Q (2398.037720 sec): 3 clusters Score: Raw -606553.610693 + Penalty 2775.986032 = -603777.624661 nChanged 1 SP:Iteration 44Q (2398.101492 sec): 3 clusters Score: Raw -606554.154896 + Penalty 2775.986032 = -603778.168864 nChanged 0 SP:Iteration 45F (2398.149761 sec): 3 clusters Score: Raw -606554.154896 + Penalty 2775.986032 = -603778.168864 nChanged 0 Trying to split cluster 7 (34094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2398.233578 sec): 2 clusters Score: Raw -4197832.174426 + Penalty 1695.992463 = -4196136.181963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2398.340966 sec): 3 clusters Score: Raw -4176673.959841 + Penalty 3391.984926 = -4173281.974916 nChanged 15872 SP:Iteration 1F (2398.437637 sec): 3 clusters Score: Raw -4185777.877976 + Penalty 3391.984926 = -4182385.893050 nChanged 1506 SP:Iteration 2Q (2398.540269 sec): 3 clusters Score: Raw -4186270.285859 + Penalty 3391.984926 = -4182878.300933 nChanged 1426 SP:Iteration 3Q (2398.643288 sec): 3 clusters Score: Raw -4186765.399136 + Penalty 3391.984926 = -4183373.414210 nChanged 1463 SP:Iteration 4Q (2398.751475 sec): 3 clusters Score: Raw -4187345.312316 + Penalty 3391.984926 = -4183953.327390 nChanged 1584 SP:Iteration 5Q (2398.858463 sec): 3 clusters Score: Raw -4188130.256786 + Penalty 3391.984926 = -4184738.271860 nChanged 1790 SP:Iteration 6F (2398.956301 sec): 3 clusters Score: Raw -4189178.628572 + Penalty 3391.984926 = -4185786.643647 nChanged 1931 SP:Iteration 7F (2399.066822 sec): 3 clusters Score: Raw -4190457.652457 + Penalty 3391.984926 = -4187065.667531 nChanged 2004 SP:Iteration 8F (2399.165734 sec): 3 clusters Score: Raw -4191830.763640 + Penalty 3391.984926 = -4188438.778714 nChanged 1944 SP:Iteration 9F (2399.261256 sec): 3 clusters Score: Raw -4193079.360170 + Penalty 3391.984926 = -4189687.375245 nChanged 1595 SP:Iteration 10Q (2399.356160 sec): 3 clusters Score: Raw -4193907.902027 + Penalty 3391.984926 = -4190515.917101 nChanged 1187 SP:Iteration 11Q (2399.458844 sec): 3 clusters Score: Raw -4194407.759587 + Penalty 3391.984926 = -4191015.774662 nChanged 844 SP:Iteration 12Q (2399.553488 sec): 3 clusters Score: Raw -4194709.716820 + Penalty 3391.984926 = -4191317.731894 nChanged 635 SP:Iteration 13Q (2399.665040 sec): 3 clusters Score: Raw -4194912.249017 + Penalty 3391.984926 = -4191520.264092 nChanged 519 SP:Iteration 14Q (2399.761804 sec): 3 clusters Score: Raw -4195069.314231 + Penalty 3391.984926 = -4191677.329306 nChanged 441 SP:Iteration 15Q (2399.850883 sec): 3 clusters Score: Raw -4195182.855320 + Penalty 3391.984926 = -4191790.870394 nChanged 399 SP:Iteration 16Q (2399.945125 sec): 3 clusters Score: Raw -4195277.992869 + Penalty 3391.984926 = -4191886.007943 nChanged 354 SP:Iteration 17Q (2400.039391 sec): 3 clusters Score: Raw -4195344.649682 + Penalty 3391.984926 = -4191952.664756 nChanged 296 SP:Iteration 18Q (2400.151093 sec): 3 clusters Score: Raw -4195401.788741 + Penalty 3391.984926 = -4192009.803815 nChanged 280 SP:Iteration 19Q (2400.240876 sec): 3 clusters Score: Raw -4195453.707477 + Penalty 3391.984926 = -4192061.722552 nChanged 261 SP:Iteration 20F (2400.336525 sec): 3 clusters Score: Raw -4195498.636255 + Penalty 3391.984926 = -4192106.651330 nChanged 248 SP:Iteration 21Q (2400.432931 sec): 3 clusters Score: Raw -4195539.308242 + Penalty 3391.984926 = -4192147.323316 nChanged 230 SP:Iteration 22Q (2400.544134 sec): 3 clusters Score: Raw -4195577.728081 + Penalty 3391.984926 = -4192185.743155 nChanged 224 SP:Iteration 23Q (2400.638593 sec): 3 clusters Score: Raw -4195613.419006 + Penalty 3391.984926 = -4192221.434080 nChanged 238 SP:Iteration 24Q (2400.732575 sec): 3 clusters Score: Raw -4195648.945285 + Penalty 3391.984926 = -4192256.960360 nChanged 214 SP:Iteration 25Q (2400.824315 sec): 3 clusters Score: Raw -4195677.222481 + Penalty 3391.984926 = -4192285.237555 nChanged 180 SP:Iteration 26Q (2400.919216 sec): 3 clusters Score: Raw -4195701.458497 + Penalty 3391.984926 = -4192309.473571 nChanged 182 SP:Iteration 27Q (2401.013321 sec): 3 clusters Score: Raw -4195723.807280 + Penalty 3391.984926 = -4192331.822355 nChanged 159 SP:Iteration 28Q (2401.116628 sec): 3 clusters Score: Raw -4195741.854909 + Penalty 3391.984926 = -4192349.869983 nChanged 153 SP:Iteration 29Q (2401.223081 sec): 3 clusters Score: Raw -4195759.299052 + Penalty 3391.984926 = -4192367.314126 nChanged 164 SP:Iteration 30Q (2401.326533 sec): 3 clusters Score: Raw -4195778.736184 + Penalty 3391.984926 = -4192386.751258 nChanged 162 SP:Iteration 31Q (2401.429716 sec): 3 clusters Score: Raw -4195798.322589 + Penalty 3391.984926 = -4192406.337664 nChanged 150 SP:Iteration 32Q (2401.525877 sec): 3 clusters Score: Raw -4195818.540378 + Penalty 3391.984926 = -4192426.555452 nChanged 163 SP:Iteration 33Q (2401.628692 sec): 3 clusters Score: Raw -4195838.797111 + Penalty 3391.984926 = -4192446.812185 nChanged 165 SP:Iteration 34Q (2401.725419 sec): 3 clusters Score: Raw -4195860.037093 + Penalty 3391.984926 = -4192468.052167 nChanged 152 SP:Iteration 35Q (2401.824669 sec): 3 clusters Score: Raw -4195878.151252 + Penalty 3391.984926 = -4192486.166326 nChanged 160 SP:Iteration 36Q (2401.915350 sec): 3 clusters Score: Raw -4195898.346876 + Penalty 3391.984926 = -4192506.361950 nChanged 163 SP:Iteration 37Q (2402.006251 sec): 3 clusters Score: Raw -4195920.355030 + Penalty 3391.984926 = -4192528.370104 nChanged 166 SP:Iteration 38Q (2402.094188 sec): 3 clusters Score: Raw -4195944.659341 + Penalty 3391.984926 = -4192552.674415 nChanged 195 SP:Iteration 39Q (2402.196167 sec): 3 clusters Score: Raw -4195973.248333 + Penalty 3391.984926 = -4192581.263407 nChanged 186 SP:Iteration 40F (2402.290188 sec): 3 clusters Score: Raw -4196003.447558 + Penalty 3391.984926 = -4192611.462632 nChanged 188 SP:Iteration 41Q (2402.390447 sec): 3 clusters Score: Raw -4196035.546578 + Penalty 3391.984926 = -4192643.561652 nChanged 191 SP:Iteration 42Q (2402.482985 sec): 3 clusters Score: Raw -4196070.756251 + Penalty 3391.984926 = -4192678.771325 nChanged 214 SP:Iteration 43Q (2402.575903 sec): 3 clusters Score: Raw -4196112.556716 + Penalty 3391.984926 = -4192720.571790 nChanged 208 SP:Iteration 44Q (2402.676202 sec): 3 clusters Score: Raw -4196156.760799 + Penalty 3391.984926 = -4192764.775873 nChanged 228 SP:Iteration 45Q (2402.768456 sec): 3 clusters Score: Raw -4196205.321457 + Penalty 3391.984926 = -4192813.336531 nChanged 225 SP:Iteration 46Q (2402.859915 sec): 3 clusters Score: Raw -4196255.087346 + Penalty 3391.984926 = -4192863.102420 nChanged 240 SP:Iteration 47Q (2402.953616 sec): 3 clusters Score: Raw -4196309.571349 + Penalty 3391.984926 = -4192917.586423 nChanged 256 SP:Iteration 48Q (2403.052898 sec): 3 clusters Score: Raw -4196380.857129 + Penalty 3391.984926 = -4192988.872203 nChanged 261 SP:Iteration 49Q (2403.146507 sec): 3 clusters Score: Raw -4196459.129380 + Penalty 3391.984926 = -4193067.144455 nChanged 255 SP:Iteration 50Q (2403.244813 sec): 3 clusters Score: Raw -4196535.869703 + Penalty 3391.984926 = -4193143.884778 nChanged 251 SP:Iteration 51Q (2403.336421 sec): 3 clusters Score: Raw -4196614.251415 + Penalty 3391.984926 = -4193222.266489 nChanged 244 SP:Iteration 52Q (2403.429550 sec): 3 clusters Score: Raw -4196691.202845 + Penalty 3391.984926 = -4193299.217919 nChanged 261 SP:Iteration 53Q (2403.522474 sec): 3 clusters Score: Raw -4196784.937398 + Penalty 3391.984926 = -4193392.952472 nChanged 271 SP:Iteration 54Q (2403.617900 sec): 3 clusters Score: Raw -4196883.930780 + Penalty 3391.984926 = -4193491.945854 nChanged 268 SP:Iteration 55Q (2403.712397 sec): 3 clusters Score: Raw -4196993.671901 + Penalty 3391.984926 = -4193601.686975 nChanged 266 SP:Iteration 56Q (2403.805593 sec): 3 clusters Score: Raw -4197088.688667 + Penalty 3391.984926 = -4193696.703741 nChanged 230 SP:Iteration 57Q (2403.894187 sec): 3 clusters Score: Raw -4197170.179080 + Penalty 3391.984926 = -4193778.194154 nChanged 231 SP:Iteration 58Q (2403.983703 sec): 3 clusters Score: Raw -4197247.133326 + Penalty 3391.984926 = -4193855.148401 nChanged 233 SP:Iteration 59Q (2404.070305 sec): 3 clusters Score: Raw -4197333.660198 + Penalty 3391.984926 = -4193941.675272 nChanged 232 SP:Iteration 60F (2404.178326 sec): 3 clusters Score: Raw -4197419.073436 + Penalty 3391.984926 = -4194027.088510 nChanged 204 SP:Iteration 61Q (2404.262539 sec): 3 clusters Score: Raw -4197498.926473 + Penalty 3391.984926 = -4194106.941548 nChanged 212 SP:Iteration 62Q (2404.342551 sec): 3 clusters Score: Raw -4197582.298396 + Penalty 3391.984926 = -4194190.313470 nChanged 199 SP:Iteration 63Q (2404.424122 sec): 3 clusters Score: Raw -4197651.564950 + Penalty 3391.984926 = -4194259.580024 nChanged 171 SP:Iteration 64Q (2404.519251 sec): 3 clusters Score: Raw -4197709.064725 + Penalty 3391.984926 = -4194317.079800 nChanged 171 SP:Iteration 65Q (2404.613981 sec): 3 clusters Score: Raw -4197766.086200 + Penalty 3391.984926 = -4194374.101275 nChanged 153 SP:Iteration 66Q (2404.695120 sec): 3 clusters Score: Raw -4197815.010703 + Penalty 3391.984926 = -4194423.025777 nChanged 129 SP:Iteration 67Q (2404.771639 sec): 3 clusters Score: Raw -4197850.299059 + Penalty 3391.984926 = -4194458.314133 nChanged 119 SP:Iteration 68Q (2404.852093 sec): 3 clusters Score: Raw -4197881.588764 + Penalty 3391.984926 = -4194489.603838 nChanged 123 SP:Iteration 69Q (2404.948757 sec): 3 clusters Score: Raw -4197917.979350 + Penalty 3391.984926 = -4194525.994424 nChanged 116 SP:Iteration 70Q (2405.032382 sec): 3 clusters Score: Raw -4197955.151200 + Penalty 3391.984926 = -4194563.166274 nChanged 118 SP:Iteration 71Q (2405.117282 sec): 3 clusters Score: Raw -4197987.256537 + Penalty 3391.984926 = -4194595.271612 nChanged 101 SP:Iteration 72Q (2405.199501 sec): 3 clusters Score: Raw -4198012.618987 + Penalty 3391.984926 = -4194620.634061 nChanged 89 SP:Iteration 73Q (2405.287902 sec): 3 clusters Score: Raw -4198035.821650 + Penalty 3391.984926 = -4194643.836724 nChanged 82 SP:Iteration 74Q (2405.370815 sec): 3 clusters Score: Raw -4198055.297679 + Penalty 3391.984926 = -4194663.312753 nChanged 85 SP:Iteration 75Q (2405.471082 sec): 3 clusters Score: Raw -4198074.120004 + Penalty 3391.984926 = -4194682.135078 nChanged 66 SP:Iteration 76Q (2405.562999 sec): 3 clusters Score: Raw -4198086.005028 + Penalty 3391.984926 = -4194694.020102 nChanged 57 SP:Iteration 77Q (2405.647728 sec): 3 clusters Score: Raw -4198098.326951 + Penalty 3391.984926 = -4194706.342025 nChanged 52 SP:Iteration 78Q (2405.749488 sec): 3 clusters Score: Raw -4198108.505093 + Penalty 3391.984926 = -4194716.520168 nChanged 53 SP:Iteration 79Q (2405.843672 sec): 3 clusters Score: Raw -4198119.057025 + Penalty 3391.984926 = -4194727.072099 nChanged 57 SP:Iteration 80F (2405.942043 sec): 3 clusters Score: Raw -4198131.926845 + Penalty 3391.984926 = -4194739.941919 nChanged 64 SP:Iteration 81Q (2406.032390 sec): 3 clusters Score: Raw -4198145.846302 + Penalty 3391.984926 = -4194753.861376 nChanged 49 SP:Iteration 82Q (2406.116902 sec): 3 clusters Score: Raw -4198155.663887 + Penalty 3391.984926 = -4194763.678961 nChanged 47 SP:Iteration 83Q (2406.198853 sec): 3 clusters Score: Raw -4198164.677446 + Penalty 3391.984926 = -4194772.692520 nChanged 40 SP:Iteration 84Q (2406.301697 sec): 3 clusters Score: Raw -4198174.093369 + Penalty 3391.984926 = -4194782.108443 nChanged 43 SP:Iteration 85Q (2406.390972 sec): 3 clusters Score: Raw -4198183.374344 + Penalty 3391.984926 = -4194791.389418 nChanged 35 SP:Iteration 86Q (2406.478255 sec): 3 clusters Score: Raw -4198189.509739 + Penalty 3391.984926 = -4194797.524813 nChanged 27 SP:Iteration 87Q (2406.556223 sec): 3 clusters Score: Raw -4198195.135481 + Penalty 3391.984926 = -4194803.150555 nChanged 27 SP:Iteration 88Q (2406.645517 sec): 3 clusters Score: Raw -4198199.892749 + Penalty 3391.984926 = -4194807.907823 nChanged 23 SP:Iteration 89Q (2406.743811 sec): 3 clusters Score: Raw -4198204.312248 + Penalty 3391.984926 = -4194812.327322 nChanged 15 SP:Iteration 90Q (2406.841605 sec): 3 clusters Score: Raw -4198208.130392 + Penalty 3391.984926 = -4194816.145467 nChanged 24 SP:Iteration 91Q (2406.932632 sec): 3 clusters Score: Raw -4198214.374944 + Penalty 3391.984926 = -4194822.390019 nChanged 28 SP:Iteration 92Q (2407.019351 sec): 3 clusters Score: Raw -4198220.454429 + Penalty 3391.984926 = -4194828.469503 nChanged 20 SP:Iteration 93Q (2407.101914 sec): 3 clusters Score: Raw -4198223.364022 + Penalty 3391.984926 = -4194831.379096 nChanged 14 SP:Iteration 94Q (2407.192902 sec): 3 clusters Score: Raw -4198225.304648 + Penalty 3391.984926 = -4194833.319722 nChanged 12 SP:Iteration 95Q (2407.287627 sec): 3 clusters Score: Raw -4198227.140698 + Penalty 3391.984926 = -4194835.155772 nChanged 11 SP:Iteration 96Q (2407.377959 sec): 3 clusters Score: Raw -4198229.511502 + Penalty 3391.984926 = -4194837.526576 nChanged 9 SP:Iteration 97Q (2407.463962 sec): 3 clusters Score: Raw -4198231.305271 + Penalty 3391.984926 = -4194839.320345 nChanged 10 SP:Iteration 98Q (2407.550910 sec): 3 clusters Score: Raw -4198233.367015 + Penalty 3391.984926 = -4194841.382089 nChanged 17 SP:Iteration 99Q (2407.628205 sec): 3 clusters Score: Raw -4198235.571541 + Penalty 3391.984926 = -4194843.586615 nChanged 12 SP:Iteration 100F (2407.724170 sec): 3 clusters Score: Raw -4198236.909578 + Penalty 3391.984926 = -4194844.924652 nChanged 3 SP:Iteration 101Q (2407.824869 sec): 3 clusters Score: Raw -4198237.124673 + Penalty 3391.984926 = -4194845.139747 nChanged 3 SP:Iteration 102Q (2407.915324 sec): 3 clusters Score: Raw -4198237.326358 + Penalty 3391.984926 = -4194845.341432 nChanged 4 SP:Iteration 103Q (2408.004796 sec): 3 clusters Score: Raw -4198237.595811 + Penalty 3391.984926 = -4194845.610885 nChanged 3 SP:Iteration 104Q (2408.097038 sec): 3 clusters Score: Raw -4198237.897133 + Penalty 3391.984926 = -4194845.912207 nChanged 1 SP:Iteration 105Q (2408.181227 sec): 3 clusters Score: Raw -4198238.070022 + Penalty 3391.984926 = -4194846.085096 nChanged 0 SP:Iteration 106F (2408.285703 sec): 3 clusters Score: Raw -4198238.070022 + Penalty 3391.984926 = -4194846.085096 nChanged 0 Trying to split cluster 8 (22067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2408.337976 sec): 2 clusters Score: Raw -2625255.024234 + Penalty 1625.298766 = -2623629.725468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2408.411104 sec): 3 clusters Score: Raw -2611816.048947 + Penalty 3250.597532 = -2608565.451415 nChanged 10133 SP:Iteration 1F (2408.489896 sec): 3 clusters Score: Raw -2617406.797610 + Penalty 3250.597532 = -2614156.200078 nChanged 1128 SP:Iteration 2F (2408.566567 sec): 3 clusters Score: Raw -2617818.601211 + Penalty 3250.597532 = -2614568.003680 nChanged 1099 SP:Iteration 3Q (2408.646032 sec): 3 clusters Score: Raw -2618266.897288 + Penalty 3250.597532 = -2615016.299757 nChanged 1153 SP:Iteration 4F (2408.722503 sec): 3 clusters Score: Raw -2618766.107285 + Penalty 3250.597532 = -2615515.509754 nChanged 1141 SP:Iteration 5F (2408.805280 sec): 3 clusters Score: Raw -2619375.096577 + Penalty 3250.597532 = -2616124.499045 nChanged 1328 SP:Iteration 6F (2408.881436 sec): 3 clusters Score: Raw -2620262.293355 + Penalty 3250.597532 = -2617011.695823 nChanged 1391 SP:Iteration 7F (2408.962068 sec): 3 clusters Score: Raw -2621340.340088 + Penalty 3250.597532 = -2618089.742556 nChanged 1300 SP:Iteration 8F (2409.038477 sec): 3 clusters Score: Raw -2622540.256614 + Penalty 3250.597532 = -2619289.659083 nChanged 1183 SP:Iteration 9F (2409.116001 sec): 3 clusters Score: Raw -2623639.755202 + Penalty 3250.597532 = -2620389.157670 nChanged 861 SP:Iteration 10Q (2409.192954 sec): 3 clusters Score: Raw -2624266.078823 + Penalty 3250.597532 = -2621015.481291 nChanged 561 SP:Iteration 11Q (2409.274240 sec): 3 clusters Score: Raw -2624645.609697 + Penalty 3250.597532 = -2621395.012165 nChanged 420 SP:Iteration 12Q (2409.351212 sec): 3 clusters Score: Raw -2624941.445358 + Penalty 3250.597532 = -2621690.847826 nChanged 360 SP:Iteration 13Q (2409.429928 sec): 3 clusters Score: Raw -2625164.293930 + Penalty 3250.597532 = -2621913.696398 nChanged 289 SP:Iteration 14Q (2409.512391 sec): 3 clusters Score: Raw -2625306.456738 + Penalty 3250.597532 = -2622055.859206 nChanged 248 SP:Iteration 15Q (2409.591979 sec): 3 clusters Score: Raw -2625395.108622 + Penalty 3250.597532 = -2622144.511091 nChanged 202 SP:Iteration 16Q (2409.671473 sec): 3 clusters Score: Raw -2625467.237685 + Penalty 3250.597532 = -2622216.640154 nChanged 173 SP:Iteration 17Q (2409.747552 sec): 3 clusters Score: Raw -2625520.160206 + Penalty 3250.597532 = -2622269.562674 nChanged 146 SP:Iteration 18Q (2409.822266 sec): 3 clusters Score: Raw -2625564.310837 + Penalty 3250.597532 = -2622313.713305 nChanged 116 SP:Iteration 19Q (2409.904121 sec): 3 clusters Score: Raw -2625592.254891 + Penalty 3250.597532 = -2622341.657359 nChanged 92 SP:Iteration 20F (2409.987281 sec): 3 clusters Score: Raw -2625613.012179 + Penalty 3250.597532 = -2622362.414647 nChanged 78 SP:Iteration 21Q (2410.066015 sec): 3 clusters Score: Raw -2625627.676674 + Penalty 3250.597532 = -2622377.079142 nChanged 61 SP:Iteration 22Q (2410.128461 sec): 3 clusters Score: Raw -2625636.043432 + Penalty 3250.597532 = -2622385.445900 nChanged 40 SP:Iteration 23Q (2410.204241 sec): 3 clusters Score: Raw -2625640.677371 + Penalty 3250.597532 = -2622390.079840 nChanged 37 SP:Iteration 24Q (2410.273212 sec): 3 clusters Score: Raw -2625645.932048 + Penalty 3250.597532 = -2622395.334517 nChanged 30 SP:Iteration 25Q (2410.341743 sec): 3 clusters Score: Raw -2625649.587263 + Penalty 3250.597532 = -2622398.989732 nChanged 26 SP:Iteration 26Q (2410.420162 sec): 3 clusters Score: Raw -2625652.152413 + Penalty 3250.597532 = -2622401.554881 nChanged 15 SP:Iteration 27Q (2410.503992 sec): 3 clusters Score: Raw -2625653.755122 + Penalty 3250.597532 = -2622403.157590 nChanged 12 SP:Iteration 28Q (2410.577487 sec): 3 clusters Score: Raw -2625654.778163 + Penalty 3250.597532 = -2622404.180632 nChanged 12 SP:Iteration 29Q (2410.644560 sec): 3 clusters Score: Raw -2625655.599596 + Penalty 3250.597532 = -2622405.002064 nChanged 6 SP:Iteration 30Q (2410.715382 sec): 3 clusters Score: Raw -2625655.893752 + Penalty 3250.597532 = -2622405.296221 nChanged 4 SP:Iteration 31Q (2410.796425 sec): 3 clusters Score: Raw -2625656.334934 + Penalty 3250.597532 = -2622405.737402 nChanged 5 SP:Iteration 32Q (2410.864454 sec): 3 clusters Score: Raw -2625656.591532 + Penalty 3250.597532 = -2622405.994000 nChanged 1 SP:Iteration 33Q (2410.942518 sec): 3 clusters Score: Raw -2625656.681301 + Penalty 3250.597532 = -2622406.083769 nChanged 0 SP:Iteration 34F (2411.018519 sec): 3 clusters Score: Raw -2625656.681301 + Penalty 3250.597532 = -2622406.083769 nChanged 0 Trying to split cluster 9 (67470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2411.135206 sec): 2 clusters Score: Raw -8136636.865906 + Penalty 1806.908729 = -8134829.957177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2411.278097 sec): 3 clusters Score: Raw -8093649.736246 + Penalty 3613.817458 = -8090035.918788 nChanged 31909 SP:Iteration 1F (2411.421644 sec): 3 clusters Score: Raw -8112260.873126 + Penalty 3613.817458 = -8108647.055667 nChanged 3121 SP:Iteration 2Q (2411.595018 sec): 3 clusters Score: Raw -8113413.758646 + Penalty 3613.817458 = -8109799.941187 nChanged 3270 SP:Iteration 3Q (2411.749057 sec): 3 clusters Score: Raw -8114747.075747 + Penalty 3613.817458 = -8111133.258289 nChanged 3483 SP:Iteration 4F (2411.900257 sec): 3 clusters Score: Raw -8116380.269239 + Penalty 3613.817458 = -8112766.451781 nChanged 3776 SP:Iteration 5F (2412.041071 sec): 3 clusters Score: Raw -8118358.780732 + Penalty 3613.817458 = -8114744.963273 nChanged 3939 SP:Iteration 6F (2412.195352 sec): 3 clusters Score: Raw -8120560.309461 + Penalty 3613.817458 = -8116946.492002 nChanged 3748 SP:Iteration 7F (2412.357221 sec): 3 clusters Score: Raw -8122543.856292 + Penalty 3613.817458 = -8118930.038834 nChanged 3365 SP:Iteration 8Q (2412.518459 sec): 3 clusters Score: Raw -8124307.744671 + Penalty 3613.817458 = -8120693.927213 nChanged 2980 SP:Iteration 9Q (2412.669101 sec): 3 clusters Score: Raw -8125771.635167 + Penalty 3613.817458 = -8122157.817708 nChanged 2486 SP:Iteration 10Q (2412.823363 sec): 3 clusters Score: Raw -8126886.130274 + Penalty 3613.817458 = -8123272.312816 nChanged 2009 SP:Iteration 11Q (2412.989490 sec): 3 clusters Score: Raw -8127640.297171 + Penalty 3613.817458 = -8124026.479713 nChanged 1599 SP:Iteration 12Q (2413.144732 sec): 3 clusters Score: Raw -8128099.160356 + Penalty 3613.817458 = -8124485.342898 nChanged 1199 SP:Iteration 13Q (2413.302132 sec): 3 clusters Score: Raw -8128401.010609 + Penalty 3613.817458 = -8124787.193150 nChanged 968 SP:Iteration 14Q (2413.457914 sec): 3 clusters Score: Raw -8128622.248427 + Penalty 3613.817458 = -8125008.430969 nChanged 834 SP:Iteration 15Q (2413.615131 sec): 3 clusters Score: Raw -8128798.491238 + Penalty 3613.817458 = -8125184.673780 nChanged 745 SP:Iteration 16Q (2413.760907 sec): 3 clusters Score: Raw -8128937.229436 + Penalty 3613.817458 = -8125323.411977 nChanged 635 SP:Iteration 17Q (2413.921715 sec): 3 clusters Score: Raw -8129037.356838 + Penalty 3613.817458 = -8125423.539380 nChanged 553 SP:Iteration 18Q (2414.066463 sec): 3 clusters Score: Raw -8129124.701635 + Penalty 3613.817458 = -8125510.884177 nChanged 522 SP:Iteration 19Q (2414.215178 sec): 3 clusters Score: Raw -8129204.550883 + Penalty 3613.817458 = -8125590.733425 nChanged 487 SP:Iteration 20F (2414.370582 sec): 3 clusters Score: Raw -8129276.088004 + Penalty 3613.817458 = -8125662.270546 nChanged 487 SP:Iteration 21Q (2414.529170 sec): 3 clusters Score: Raw -8129346.335607 + Penalty 3613.817458 = -8125732.518149 nChanged 485 SP:Iteration 22Q (2414.691636 sec): 3 clusters Score: Raw -8129413.149413 + Penalty 3613.817458 = -8125799.331955 nChanged 489 SP:Iteration 23Q (2414.854256 sec): 3 clusters Score: Raw -8129475.939380 + Penalty 3613.817458 = -8125862.121922 nChanged 440 SP:Iteration 24Q (2415.013167 sec): 3 clusters Score: Raw -8129532.075205 + Penalty 3613.817458 = -8125918.257747 nChanged 423 SP:Iteration 25Q (2415.185211 sec): 3 clusters Score: Raw -8129578.399511 + Penalty 3613.817458 = -8125964.582053 nChanged 336 SP:Iteration 26Q (2415.341726 sec): 3 clusters Score: Raw -8129610.050328 + Penalty 3613.817458 = -8125996.232869 nChanged 316 SP:Iteration 27Q (2415.509227 sec): 3 clusters Score: Raw -8129643.171814 + Penalty 3613.817458 = -8126029.354356 nChanged 327 SP:Iteration 28Q (2415.682362 sec): 3 clusters Score: Raw -8129674.004255 + Penalty 3613.817458 = -8126060.186796 nChanged 304 SP:Iteration 29Q (2415.845959 sec): 3 clusters Score: Raw -8129704.349313 + Penalty 3613.817458 = -8126090.531854 nChanged 313 SP:Iteration 30Q (2416.014864 sec): 3 clusters Score: Raw -8129734.869300 + Penalty 3613.817458 = -8126121.051842 nChanged 302 SP:Iteration 31Q (2416.170002 sec): 3 clusters Score: Raw -8129765.018004 + Penalty 3613.817458 = -8126151.200545 nChanged 295 SP:Iteration 32Q (2416.316325 sec): 3 clusters Score: Raw -8129795.244057 + Penalty 3613.817458 = -8126181.426598 nChanged 312 SP:Iteration 33Q (2416.476090 sec): 3 clusters Score: Raw -8129827.429686 + Penalty 3613.817458 = -8126213.612227 nChanged 322 SP:Iteration 34Q (2416.625097 sec): 3 clusters Score: Raw -8129862.809069 + Penalty 3613.817458 = -8126248.991610 nChanged 331 SP:Iteration 35Q (2416.774763 sec): 3 clusters Score: Raw -8129898.663205 + Penalty 3613.817458 = -8126284.845746 nChanged 329 SP:Iteration 36Q (2416.939999 sec): 3 clusters Score: Raw -8129933.760137 + Penalty 3613.817458 = -8126319.942678 nChanged 320 SP:Iteration 37Q (2417.084593 sec): 3 clusters Score: Raw -8129966.502394 + Penalty 3613.817458 = -8126352.684935 nChanged 313 SP:Iteration 38Q (2417.242778 sec): 3 clusters Score: Raw -8129999.481112 + Penalty 3613.817458 = -8126385.663654 nChanged 360 SP:Iteration 39Q (2417.406070 sec): 3 clusters Score: Raw -8130038.671074 + Penalty 3613.817458 = -8126424.853616 nChanged 381 SP:Iteration 40F (2417.555849 sec): 3 clusters Score: Raw -8130084.811826 + Penalty 3613.817458 = -8126470.994368 nChanged 399 SP:Iteration 41Q (2417.720654 sec): 3 clusters Score: Raw -8130131.694323 + Penalty 3613.817458 = -8126517.876864 nChanged 384 SP:Iteration 42Q (2417.886614 sec): 3 clusters Score: Raw -8130176.481797 + Penalty 3613.817458 = -8126562.664338 nChanged 407 SP:Iteration 43Q (2418.049514 sec): 3 clusters Score: Raw -8130229.780065 + Penalty 3613.817458 = -8126615.962607 nChanged 442 SP:Iteration 44Q (2418.204310 sec): 3 clusters Score: Raw -8130291.309459 + Penalty 3613.817458 = -8126677.492001 nChanged 489 SP:Iteration 45Q (2418.375654 sec): 3 clusters Score: Raw -8130360.316124 + Penalty 3613.817458 = -8126746.498665 nChanged 473 SP:Iteration 46Q (2418.536202 sec): 3 clusters Score: Raw -8130428.217814 + Penalty 3613.817458 = -8126814.400356 nChanged 490 SP:Iteration 47Q (2418.700507 sec): 3 clusters Score: Raw -8130493.232774 + Penalty 3613.817458 = -8126879.415316 nChanged 483 SP:Iteration 48Q (2418.847882 sec): 3 clusters Score: Raw -8130560.179645 + Penalty 3613.817458 = -8126946.362187 nChanged 503 SP:Iteration 49Q (2419.020202 sec): 3 clusters Score: Raw -8130636.719796 + Penalty 3613.817458 = -8127022.902338 nChanged 549 SP:Iteration 50Q (2419.173731 sec): 3 clusters Score: Raw -8130722.686888 + Penalty 3613.817458 = -8127108.869429 nChanged 591 SP:Iteration 51Q (2419.337710 sec): 3 clusters Score: Raw -8130820.008434 + Penalty 3613.817458 = -8127206.190975 nChanged 611 SP:Iteration 52Q (2419.492863 sec): 3 clusters Score: Raw -8130922.209825 + Penalty 3613.817458 = -8127308.392366 nChanged 644 SP:Iteration 53Q (2419.636069 sec): 3 clusters Score: Raw -8131032.956120 + Penalty 3613.817458 = -8127419.138661 nChanged 644 SP:Iteration 54Q (2419.800243 sec): 3 clusters Score: Raw -8131148.393755 + Penalty 3613.817458 = -8127534.576296 nChanged 655 SP:Iteration 55Q (2419.954521 sec): 3 clusters Score: Raw -8131268.535136 + Penalty 3613.817458 = -8127654.717677 nChanged 689 SP:Iteration 56Q (2420.101413 sec): 3 clusters Score: Raw -8131396.194599 + Penalty 3613.817458 = -8127782.377141 nChanged 688 SP:Iteration 57Q (2420.245269 sec): 3 clusters Score: Raw -8131525.320968 + Penalty 3613.817458 = -8127911.503510 nChanged 684 SP:Iteration 58Q (2420.385269 sec): 3 clusters Score: Raw -8131661.206873 + Penalty 3613.817458 = -8128047.389415 nChanged 736 SP:Iteration 59Q (2420.537452 sec): 3 clusters Score: Raw -8131818.004813 + Penalty 3613.817458 = -8128204.187354 nChanged 738 SP:Iteration 60F (2420.699345 sec): 3 clusters Score: Raw -8131980.738555 + Penalty 3613.817458 = -8128366.921097 nChanged 695 SP:Iteration 61Q (2420.849133 sec): 3 clusters Score: Raw -8132135.055885 + Penalty 3613.817458 = -8128521.238427 nChanged 713 SP:Iteration 62Q (2420.997601 sec): 3 clusters Score: Raw -8132294.271277 + Penalty 3613.817458 = -8128680.453818 nChanged 704 SP:Iteration 63Q (2421.140701 sec): 3 clusters Score: Raw -8132449.947426 + Penalty 3613.817458 = -8128836.129968 nChanged 688 SP:Iteration 64Q (2421.282457 sec): 3 clusters Score: Raw -8132598.224153 + Penalty 3613.817458 = -8128984.406695 nChanged 688 SP:Iteration 65Q (2421.424583 sec): 3 clusters Score: Raw -8132756.949216 + Penalty 3613.817458 = -8129143.131757 nChanged 686 SP:Iteration 66Q (2421.568651 sec): 3 clusters Score: Raw -8132916.844213 + Penalty 3613.817458 = -8129303.026754 nChanged 758 SP:Iteration 67Q (2421.706458 sec): 3 clusters Score: Raw -8133099.670613 + Penalty 3613.817458 = -8129485.853155 nChanged 729 SP:Iteration 68Q (2421.854918 sec): 3 clusters Score: Raw -8133276.035676 + Penalty 3613.817458 = -8129662.218217 nChanged 691 SP:Iteration 69Q (2421.994746 sec): 3 clusters Score: Raw -8133439.321984 + Penalty 3613.817458 = -8129825.504526 nChanged 660 SP:Iteration 70Q (2422.126575 sec): 3 clusters Score: Raw -8133593.390746 + Penalty 3613.817458 = -8129979.573287 nChanged 671 SP:Iteration 71Q (2422.277576 sec): 3 clusters Score: Raw -8133758.951286 + Penalty 3613.817458 = -8130145.133828 nChanged 718 SP:Iteration 72Q (2422.419438 sec): 3 clusters Score: Raw -8133965.016984 + Penalty 3613.817458 = -8130351.199526 nChanged 742 SP:Iteration 73Q (2422.550368 sec): 3 clusters Score: Raw -8134177.655106 + Penalty 3613.817458 = -8130563.837647 nChanged 706 SP:Iteration 74Q (2422.692243 sec): 3 clusters Score: Raw -8134380.299983 + Penalty 3613.817458 = -8130766.482525 nChanged 689 SP:Iteration 75Q (2422.827192 sec): 3 clusters Score: Raw -8134596.754612 + Penalty 3613.817458 = -8130982.937154 nChanged 747 SP:Iteration 76Q (2422.958760 sec): 3 clusters Score: Raw -8134850.629244 + Penalty 3613.817458 = -8131236.811786 nChanged 679 SP:Iteration 77Q (2423.094547 sec): 3 clusters Score: Raw -8135074.915945 + Penalty 3613.817458 = -8131461.098486 nChanged 651 SP:Iteration 78Q (2423.224896 sec): 3 clusters Score: Raw -8135298.381658 + Penalty 3613.817458 = -8131684.564200 nChanged 653 SP:Iteration 79Q (2423.354150 sec): 3 clusters Score: Raw -8135541.657194 + Penalty 3613.817458 = -8131927.839736 nChanged 616 SP:Iteration 80F (2423.496436 sec): 3 clusters Score: Raw -8135783.804303 + Penalty 3613.817458 = -8132169.986845 nChanged 543 SP:Iteration 81Q (2423.625725 sec): 3 clusters Score: Raw -8136000.904034 + Penalty 3613.817458 = -8132387.086576 nChanged 473 SP:Iteration 82Q (2423.748858 sec): 3 clusters Score: Raw -8136184.929910 + Penalty 3613.817458 = -8132571.112452 nChanged 434 SP:Iteration 83Q (2423.899510 sec): 3 clusters Score: Raw -8136362.010700 + Penalty 3613.817458 = -8132748.193242 nChanged 384 SP:Iteration 84Q (2424.042341 sec): 3 clusters Score: Raw -8136517.149700 + Penalty 3613.817458 = -8132903.332241 nChanged 296 SP:Iteration 85Q (2424.179446 sec): 3 clusters Score: Raw -8136631.859832 + Penalty 3613.817458 = -8133018.042374 nChanged 233 SP:Iteration 86Q (2424.282741 sec): 3 clusters Score: Raw -8136713.593905 + Penalty 3613.817458 = -8133099.776447 nChanged 199 SP:Iteration 87Q (2424.413069 sec): 3 clusters Score: Raw -8136781.382295 + Penalty 3613.817458 = -8133167.564836 nChanged 184 SP:Iteration 88Q (2424.533225 sec): 3 clusters Score: Raw -8136845.940301 + Penalty 3613.817458 = -8133232.122843 nChanged 146 SP:Iteration 89Q (2424.662829 sec): 3 clusters Score: Raw -8136898.458188 + Penalty 3613.817458 = -8133284.640730 nChanged 112 SP:Iteration 90Q (2424.784589 sec): 3 clusters Score: Raw -8136933.523294 + Penalty 3613.817458 = -8133319.705836 nChanged 98 SP:Iteration 91Q (2424.901991 sec): 3 clusters Score: Raw -8136963.932612 + Penalty 3613.817458 = -8133350.115154 nChanged 80 SP:Iteration 92Q (2425.029081 sec): 3 clusters Score: Raw -8136985.845250 + Penalty 3613.817458 = -8133372.027792 nChanged 75 SP:Iteration 93Q (2425.168769 sec): 3 clusters Score: Raw -8137006.546825 + Penalty 3613.817458 = -8133392.729367 nChanged 61 SP:Iteration 94Q (2425.297400 sec): 3 clusters Score: Raw -8137024.315286 + Penalty 3613.817458 = -8133410.497828 nChanged 61 SP:Iteration 95Q (2425.422405 sec): 3 clusters Score: Raw -8137042.417352 + Penalty 3613.817458 = -8133428.599894 nChanged 56 SP:Iteration 96Q (2425.551159 sec): 3 clusters Score: Raw -8137061.760193 + Penalty 3613.817458 = -8133447.942735 nChanged 39 SP:Iteration 97Q (2425.691122 sec): 3 clusters Score: Raw -8137074.541483 + Penalty 3613.817458 = -8133460.724025 nChanged 32 SP:Iteration 98Q (2425.824358 sec): 3 clusters Score: Raw -8137083.519457 + Penalty 3613.817458 = -8133469.701999 nChanged 29 SP:Iteration 99Q (2425.954970 sec): 3 clusters Score: Raw -8137089.563759 + Penalty 3613.817458 = -8133475.746301 nChanged 23 SP:Iteration 100F (2426.102553 sec): 3 clusters Score: Raw -8137095.967815 + Penalty 3613.817458 = -8133482.150357 nChanged 21 SP:Iteration 101Q (2426.209647 sec): 3 clusters Score: Raw -8137104.201976 + Penalty 3613.817458 = -8133490.384517 nChanged 19 SP:Iteration 102Q (2426.355237 sec): 3 clusters Score: Raw -8137109.103127 + Penalty 3613.817458 = -8133495.285669 nChanged 12 SP:Iteration 103Q (2426.483055 sec): 3 clusters Score: Raw -8137112.166120 + Penalty 3613.817458 = -8133498.348661 nChanged 13 SP:Iteration 104Q (2426.595141 sec): 3 clusters Score: Raw -8137114.646351 + Penalty 3613.817458 = -8133500.828892 nChanged 9 SP:Iteration 105Q (2426.738373 sec): 3 clusters Score: Raw -8137116.988410 + Penalty 3613.817458 = -8133503.170952 nChanged 6 SP:Iteration 106Q (2426.859857 sec): 3 clusters Score: Raw -8137118.125718 + Penalty 3613.817458 = -8133504.308260 nChanged 7 SP:Iteration 107Q (2426.970541 sec): 3 clusters Score: Raw -8137119.149288 + Penalty 3613.817458 = -8133505.331830 nChanged 2 SP:Iteration 108Q (2427.099335 sec): 3 clusters Score: Raw -8137119.281138 + Penalty 3613.817458 = -8133505.463680 nChanged 2 SP:Iteration 109Q (2427.228403 sec): 3 clusters Score: Raw -8137119.806414 + Penalty 3613.817458 = -8133505.988955 nChanged 3 SP:Iteration 110Q (2427.349332 sec): 3 clusters Score: Raw -8137120.641916 + Penalty 3613.817458 = -8133506.824458 nChanged 4 SP:Iteration 111Q (2427.481850 sec): 3 clusters Score: Raw -8137121.211435 + Penalty 3613.817458 = -8133507.393976 nChanged 2 SP:Iteration 112Q (2427.613018 sec): 3 clusters Score: Raw -8137121.705247 + Penalty 3613.817458 = -8133507.887788 nChanged 2 SP:Iteration 113Q (2427.730039 sec): 3 clusters Score: Raw -8137122.167344 + Penalty 3613.817458 = -8133508.349886 nChanged 2 SP:Iteration 114Q (2427.837171 sec): 3 clusters Score: Raw -8137122.488347 + Penalty 3613.817458 = -8133508.670888 nChanged 3 SP:Iteration 115Q (2427.976234 sec): 3 clusters Score: Raw -8137123.148185 + Penalty 3613.817458 = -8133509.330727 nChanged 4 SP:Iteration 116Q (2428.104163 sec): 3 clusters Score: Raw -8137124.063301 + Penalty 3613.817458 = -8133510.245843 nChanged 2 SP:Iteration 117Q (2428.227116 sec): 3 clusters Score: Raw -8137124.333337 + Penalty 3613.817458 = -8133510.515878 nChanged 4 SP:Iteration 118Q (2428.355945 sec): 3 clusters Score: Raw -8137125.026442 + Penalty 3613.817458 = -8133511.208983 nChanged 6 SP:Iteration 119Q (2428.473507 sec): 3 clusters Score: Raw -8137125.829442 + Penalty 3613.817458 = -8133512.011984 nChanged 4 SP:Iteration 120F (2428.611936 sec): 3 clusters Score: Raw -8137126.660538 + Penalty 3613.817458 = -8133512.843079 nChanged 5 SP:Iteration 121Q (2428.754701 sec): 3 clusters Score: Raw -8137128.373166 + Penalty 3613.817458 = -8133514.555707 nChanged 7 SP:Iteration 122Q (2428.871050 sec): 3 clusters Score: Raw -8137129.862908 + Penalty 3613.817458 = -8133516.045449 nChanged 2 SP:Iteration 123Q (2428.987012 sec): 3 clusters Score: Raw -8137130.271092 + Penalty 3613.817458 = -8133516.453634 nChanged 2 SP:Iteration 124Q (2429.087444 sec): 3 clusters Score: Raw -8137130.762348 + Penalty 3613.817458 = -8133516.944890 nChanged 1 SP:Iteration 125Q (2429.210086 sec): 3 clusters Score: Raw -8137130.978941 + Penalty 3613.817458 = -8133517.161483 nChanged 2 SP:Iteration 126Q (2429.337837 sec): 3 clusters Score: Raw -8137131.441334 + Penalty 3613.817458 = -8133517.623876 nChanged 3 SP:Iteration 127Q (2429.455304 sec): 3 clusters Score: Raw -8137132.480854 + Penalty 3613.817458 = -8133518.663395 nChanged 4 SP:Iteration 128Q (2429.583639 sec): 3 clusters Score: Raw -8137133.611111 + Penalty 3613.817458 = -8133519.793652 nChanged 3 SP:Iteration 129Q (2429.710040 sec): 3 clusters Score: Raw -8137133.980766 + Penalty 3613.817458 = -8133520.163308 nChanged 2 SP:Iteration 130Q (2429.832063 sec): 3 clusters Score: Raw -8137134.262792 + Penalty 3613.817458 = -8133520.445333 nChanged 2 SP:Iteration 131Q (2429.963016 sec): 3 clusters Score: Raw -8137134.608832 + Penalty 3613.817458 = -8133520.791373 nChanged 0 SP:Iteration 132F (2430.113500 sec): 3 clusters Score: Raw -8137134.608832 + Penalty 3613.817458 = -8133520.791373 nChanged 0 Trying to split cluster 10 (8363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2430.132101 sec): 2 clusters Score: Raw -983844.798860 + Penalty 1467.630530 = -982377.168330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2430.196904 sec): 3 clusters Score: Raw -979192.003804 + Penalty 2935.261060 = -976256.742744 nChanged 3581 SP:Iteration 1F (2430.265407 sec): 3 clusters Score: Raw -981062.163983 + Penalty 2935.261060 = -978126.902922 nChanged 514 SP:Iteration 2F (2430.319202 sec): 3 clusters Score: Raw -981266.074676 + Penalty 2935.261060 = -978330.813615 nChanged 403 SP:Iteration 3Q (2430.370533 sec): 3 clusters Score: Raw -981432.278799 + Penalty 2935.261060 = -978497.017739 nChanged 337 SP:Iteration 4Q (2430.437067 sec): 3 clusters Score: Raw -981569.267935 + Penalty 2935.261060 = -978634.006875 nChanged 312 SP:Iteration 5Q (2430.497363 sec): 3 clusters Score: Raw -981694.637096 + Penalty 2935.261060 = -978759.376036 nChanged 268 SP:Iteration 6Q (2430.550809 sec): 3 clusters Score: Raw -981802.361382 + Penalty 2935.261060 = -978867.100322 nChanged 248 SP:Iteration 7Q (2430.610754 sec): 3 clusters Score: Raw -981900.492520 + Penalty 2935.261060 = -978965.231460 nChanged 230 SP:Iteration 8Q (2430.674507 sec): 3 clusters Score: Raw -981993.532382 + Penalty 2935.261060 = -979058.271322 nChanged 233 SP:Iteration 9Q (2430.738404 sec): 3 clusters Score: Raw -982094.445974 + Penalty 2935.261060 = -979159.184913 nChanged 238 SP:Iteration 10Q (2430.799306 sec): 3 clusters Score: Raw -982198.034234 + Penalty 2935.261060 = -979262.773174 nChanged 226 SP:Iteration 11Q (2430.848672 sec): 3 clusters Score: Raw -982315.565871 + Penalty 2935.261060 = -979380.304811 nChanged 261 SP:Iteration 12Q (2430.912388 sec): 3 clusters Score: Raw -982464.058875 + Penalty 2935.261060 = -979528.797815 nChanged 279 SP:Iteration 13Q (2430.964535 sec): 3 clusters Score: Raw -982654.431032 + Penalty 2935.261060 = -979719.169972 nChanged 303 SP:Iteration 14Q (2431.039218 sec): 3 clusters Score: Raw -982853.849757 + Penalty 2935.261060 = -979918.588697 nChanged 283 SP:Iteration 15Q (2431.073029 sec): 3 clusters Score: Raw -983049.856934 + Penalty 2935.261060 = -980114.595873 nChanged 285 SP:Iteration 16Q (2431.137394 sec): 3 clusters Score: Raw -983236.039582 + Penalty 2935.261060 = -980300.778522 nChanged 235 SP:Iteration 17Q (2431.201001 sec): 3 clusters Score: Raw -983410.274620 + Penalty 2935.261060 = -980475.013560 nChanged 193 SP:Iteration 18Q (2431.261096 sec): 3 clusters Score: Raw -983561.812534 + Penalty 2935.261060 = -980626.551473 nChanged 161 SP:Iteration 19Q (2431.332529 sec): 3 clusters Score: Raw -983679.875572 + Penalty 2935.261060 = -980744.614512 nChanged 140 SP:Iteration 20F (2431.394843 sec): 3 clusters Score: Raw -983775.603911 + Penalty 2935.261060 = -980840.342851 nChanged 94 SP:Iteration 21Q (2431.427806 sec): 3 clusters Score: Raw -983854.438675 + Penalty 2935.261060 = -980919.177615 nChanged 78 SP:Iteration 22Q (2431.474493 sec): 3 clusters Score: Raw -983907.795999 + Penalty 2935.261060 = -980972.534939 nChanged 75 SP:Iteration 23Q (2431.515012 sec): 3 clusters Score: Raw -983959.765392 + Penalty 2935.261060 = -981024.504332 nChanged 60 SP:Iteration 24Q (2431.571375 sec): 3 clusters Score: Raw -983995.828847 + Penalty 2935.261060 = -981060.567787 nChanged 43 SP:Iteration 25Q (2431.620854 sec): 3 clusters Score: Raw -984027.575080 + Penalty 2935.261060 = -981092.314020 nChanged 52 SP:Iteration 26Q (2431.680667 sec): 3 clusters Score: Raw -984059.013351 + Penalty 2935.261060 = -981123.752290 nChanged 47 SP:Iteration 27Q (2431.745369 sec): 3 clusters Score: Raw -984086.439612 + Penalty 2935.261060 = -981151.178552 nChanged 28 SP:Iteration 28Q (2431.798546 sec): 3 clusters Score: Raw -984104.325480 + Penalty 2935.261060 = -981169.064420 nChanged 15 SP:Iteration 29Q (2431.865258 sec): 3 clusters Score: Raw -984113.241363 + Penalty 2935.261060 = -981177.980303 nChanged 18 SP:Iteration 30Q (2431.908373 sec): 3 clusters Score: Raw -984124.983715 + Penalty 2935.261060 = -981189.722654 nChanged 16 SP:Iteration 31Q (2431.961756 sec): 3 clusters Score: Raw -984132.804656 + Penalty 2935.261060 = -981197.543595 nChanged 11 SP:Iteration 32Q (2432.018468 sec): 3 clusters Score: Raw -984137.216722 + Penalty 2935.261060 = -981201.955662 nChanged 5 SP:Iteration 33Q (2432.071024 sec): 3 clusters Score: Raw -984139.311080 + Penalty 2935.261060 = -981204.050020 nChanged 7 SP:Iteration 34Q (2432.131226 sec): 3 clusters Score: Raw -984144.060352 + Penalty 2935.261060 = -981208.799291 nChanged 10 SP:Iteration 35Q (2432.185617 sec): 3 clusters Score: Raw -984151.870590 + Penalty 2935.261060 = -981216.609529 nChanged 9 SP:Iteration 36Q (2432.249199 sec): 3 clusters Score: Raw -984158.502961 + Penalty 2935.261060 = -981223.241901 nChanged 14 SP:Iteration 37Q (2432.294602 sec): 3 clusters Score: Raw -984171.008356 + Penalty 2935.261060 = -981235.747296 nChanged 10 SP:Iteration 38Q (2432.357643 sec): 3 clusters Score: Raw -984177.857287 + Penalty 2935.261060 = -981242.596226 nChanged 8 SP:Iteration 39Q (2432.419092 sec): 3 clusters Score: Raw -984184.482698 + Penalty 2935.261060 = -981249.221638 nChanged 14 SP:Iteration 40F (2432.465882 sec): 3 clusters Score: Raw -984194.571409 + Penalty 2935.261060 = -981259.310349 nChanged 11 SP:Iteration 41Q (2432.535659 sec): 3 clusters Score: Raw -984201.396139 + Penalty 2935.261060 = -981266.135078 nChanged 10 SP:Iteration 42Q (2432.584812 sec): 3 clusters Score: Raw -984207.557356 + Penalty 2935.261060 = -981272.296296 nChanged 4 SP:Iteration 43Q (2432.643392 sec): 3 clusters Score: Raw -984210.816905 + Penalty 2935.261060 = -981275.555845 nChanged 5 SP:Iteration 44Q (2432.702056 sec): 3 clusters Score: Raw -984213.767124 + Penalty 2935.261060 = -981278.506064 nChanged 6 SP:Iteration 45Q (2432.758963 sec): 3 clusters Score: Raw -984217.097748 + Penalty 2935.261060 = -981281.836687 nChanged 6 SP:Iteration 46Q (2432.815312 sec): 3 clusters Score: Raw -984219.741305 + Penalty 2935.261060 = -981284.480245 nChanged 2 SP:Iteration 47Q (2432.867125 sec): 3 clusters Score: Raw -984221.254735 + Penalty 2935.261060 = -981285.993675 nChanged 3 SP:Iteration 48Q (2432.916030 sec): 3 clusters Score: Raw -984222.990144 + Penalty 2935.261060 = -981287.729084 nChanged 1 SP:Iteration 49Q (2432.965164 sec): 3 clusters Score: Raw -984223.578868 + Penalty 2935.261060 = -981288.317807 nChanged 1 SP:Iteration 50Q (2433.014021 sec): 3 clusters Score: Raw -984224.368820 + Penalty 2935.261060 = -981289.107759 nChanged 3 SP:Iteration 51Q (2433.073042 sec): 3 clusters Score: Raw -984226.489680 + Penalty 2935.261060 = -981291.228620 nChanged 3 SP:Iteration 52Q (2433.139373 sec): 3 clusters Score: Raw -984228.858448 + Penalty 2935.261060 = -981293.597387 nChanged 6 SP:Iteration 53Q (2433.165197 sec): 3 clusters Score: Raw -984234.232647 + Penalty 2935.261060 = -981298.971587 nChanged 6 SP:Iteration 54Q (2433.210162 sec): 3 clusters Score: Raw -984239.166058 + Penalty 2935.261060 = -981303.904997 nChanged 8 SP:Iteration 55Q (2433.266739 sec): 3 clusters Score: Raw -984242.220509 + Penalty 2935.261060 = -981306.959449 nChanged 4 SP:Iteration 56Q (2433.316977 sec): 3 clusters Score: Raw -984243.601079 + Penalty 2935.261060 = -981308.340019 nChanged 1 SP:Iteration 57Q (2433.384903 sec): 3 clusters Score: Raw -984243.969931 + Penalty 2935.261060 = -981308.708871 nChanged 1 SP:Iteration 58Q (2433.420622 sec): 3 clusters Score: Raw -984244.667351 + Penalty 2935.261060 = -981309.406290 nChanged 1 SP:Iteration 59Q (2433.479302 sec): 3 clusters Score: Raw -984245.537113 + Penalty 2935.261060 = -981310.276053 nChanged 1 SP:Iteration 60F (2433.541550 sec): 3 clusters Score: Raw -984245.707716 + Penalty 2935.261060 = -981310.446656 nChanged 0 Trying to split cluster 11 (10015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2433.578612 sec): 2 clusters Score: Raw -1216600.092325 + Penalty 1496.923878 = -1215103.168447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2433.629914 sec): 3 clusters Score: Raw -1210976.103374 + Penalty 2993.847756 = -1207982.255618 nChanged 4303 SP:Iteration 1F (2433.691369 sec): 3 clusters Score: Raw -1213434.655728 + Penalty 2993.847756 = -1210440.807972 nChanged 685 SP:Iteration 2F (2433.747788 sec): 3 clusters Score: Raw -1213793.907091 + Penalty 2993.847756 = -1210800.059335 nChanged 572 SP:Iteration 3F (2433.816034 sec): 3 clusters Score: Raw -1214061.823272 + Penalty 2993.847756 = -1211067.975516 nChanged 465 SP:Iteration 4Q (2433.878992 sec): 3 clusters Score: Raw -1214279.565625 + Penalty 2993.847756 = -1211285.717870 nChanged 426 SP:Iteration 5Q (2433.941408 sec): 3 clusters Score: Raw -1214506.678357 + Penalty 2993.847756 = -1211512.830601 nChanged 418 SP:Iteration 6Q (2433.998026 sec): 3 clusters Score: Raw -1214745.068576 + Penalty 2993.847756 = -1211751.220821 nChanged 449 SP:Iteration 7Q (2434.067115 sec): 3 clusters Score: Raw -1214992.821628 + Penalty 2993.847756 = -1211998.973872 nChanged 424 SP:Iteration 8Q (2434.121987 sec): 3 clusters Score: Raw -1215242.248558 + Penalty 2993.847756 = -1212248.400803 nChanged 397 SP:Iteration 9Q (2434.189426 sec): 3 clusters Score: Raw -1215485.313559 + Penalty 2993.847756 = -1212491.465803 nChanged 395 SP:Iteration 10Q (2434.254964 sec): 3 clusters Score: Raw -1215715.007764 + Penalty 2993.847756 = -1212721.160008 nChanged 364 SP:Iteration 11Q (2434.320170 sec): 3 clusters Score: Raw -1215945.318964 + Penalty 2993.847756 = -1212951.471208 nChanged 314 SP:Iteration 12Q (2434.386856 sec): 3 clusters Score: Raw -1216114.758116 + Penalty 2993.847756 = -1213120.910361 nChanged 266 SP:Iteration 13Q (2434.457464 sec): 3 clusters Score: Raw -1216242.455397 + Penalty 2993.847756 = -1213248.607641 nChanged 220 SP:Iteration 14Q (2434.497863 sec): 3 clusters Score: Raw -1216343.649314 + Penalty 2993.847756 = -1213349.801558 nChanged 194 SP:Iteration 15Q (2434.566059 sec): 3 clusters Score: Raw -1216418.126796 + Penalty 2993.847756 = -1213424.279040 nChanged 151 SP:Iteration 16Q (2434.618632 sec): 3 clusters Score: Raw -1216466.553639 + Penalty 2993.847756 = -1213472.705884 nChanged 111 SP:Iteration 17Q (2434.681820 sec): 3 clusters Score: Raw -1216498.411382 + Penalty 2993.847756 = -1213504.563627 nChanged 85 SP:Iteration 18Q (2434.741319 sec): 3 clusters Score: Raw -1216523.141300 + Penalty 2993.847756 = -1213529.293545 nChanged 77 SP:Iteration 19Q (2434.799964 sec): 3 clusters Score: Raw -1216546.099010 + Penalty 2993.847756 = -1213552.251254 nChanged 85 SP:Iteration 20F (2434.863676 sec): 3 clusters Score: Raw -1216570.243775 + Penalty 2993.847756 = -1213576.396019 nChanged 86 SP:Iteration 21Q (2434.916756 sec): 3 clusters Score: Raw -1216594.573687 + Penalty 2993.847756 = -1213600.725931 nChanged 76 SP:Iteration 22Q (2434.979207 sec): 3 clusters Score: Raw -1216617.754564 + Penalty 2993.847756 = -1213623.906808 nChanged 78 SP:Iteration 23Q (2435.036756 sec): 3 clusters Score: Raw -1216644.619309 + Penalty 2993.847756 = -1213650.771553 nChanged 89 SP:Iteration 24Q (2435.102407 sec): 3 clusters Score: Raw -1216674.851655 + Penalty 2993.847756 = -1213681.003899 nChanged 87 SP:Iteration 25Q (2435.157309 sec): 3 clusters Score: Raw -1216703.388314 + Penalty 2993.847756 = -1213709.540558 nChanged 82 SP:Iteration 26Q (2435.224946 sec): 3 clusters Score: Raw -1216726.602960 + Penalty 2993.847756 = -1213732.755204 nChanged 71 SP:Iteration 27Q (2435.284595 sec): 3 clusters Score: Raw -1216743.920957 + Penalty 2993.847756 = -1213750.073201 nChanged 56 SP:Iteration 28Q (2435.351005 sec): 3 clusters Score: Raw -1216756.566523 + Penalty 2993.847756 = -1213762.718767 nChanged 43 SP:Iteration 29Q (2435.412598 sec): 3 clusters Score: Raw -1216766.043535 + Penalty 2993.847756 = -1213772.195780 nChanged 36 SP:Iteration 30Q (2435.476385 sec): 3 clusters Score: Raw -1216773.245876 + Penalty 2993.847756 = -1213779.398120 nChanged 35 SP:Iteration 31Q (2435.534370 sec): 3 clusters Score: Raw -1216781.888065 + Penalty 2993.847756 = -1213788.040309 nChanged 41 SP:Iteration 32Q (2435.592575 sec): 3 clusters Score: Raw -1216790.345357 + Penalty 2993.847756 = -1213796.497602 nChanged 40 SP:Iteration 33Q (2435.653954 sec): 3 clusters Score: Raw -1216798.310093 + Penalty 2993.847756 = -1213804.462337 nChanged 42 SP:Iteration 34Q (2435.711040 sec): 3 clusters Score: Raw -1216806.983545 + Penalty 2993.847756 = -1213813.135789 nChanged 50 SP:Iteration 35Q (2435.774718 sec): 3 clusters Score: Raw -1216818.321962 + Penalty 2993.847756 = -1213824.474207 nChanged 43 SP:Iteration 36Q (2435.836375 sec): 3 clusters Score: Raw -1216826.993663 + Penalty 2993.847756 = -1213833.145908 nChanged 35 SP:Iteration 37Q (2435.905627 sec): 3 clusters Score: Raw -1216834.431866 + Penalty 2993.847756 = -1213840.584111 nChanged 40 SP:Iteration 38Q (2435.964863 sec): 3 clusters Score: Raw -1216842.331567 + Penalty 2993.847756 = -1213848.483811 nChanged 35 SP:Iteration 39Q (2436.024840 sec): 3 clusters Score: Raw -1216848.357785 + Penalty 2993.847756 = -1213854.510029 nChanged 34 SP:Iteration 40F (2436.087071 sec): 3 clusters Score: Raw -1216855.067739 + Penalty 2993.847756 = -1213861.219983 nChanged 33 SP:Iteration 41Q (2436.150168 sec): 3 clusters Score: Raw -1216861.976614 + Penalty 2993.847756 = -1213868.128859 nChanged 37 SP:Iteration 42Q (2436.201796 sec): 3 clusters Score: Raw -1216870.018894 + Penalty 2993.847756 = -1213876.171138 nChanged 37 SP:Iteration 43Q (2436.276414 sec): 3 clusters Score: Raw -1216878.145557 + Penalty 2993.847756 = -1213884.297801 nChanged 32 SP:Iteration 44Q (2436.328116 sec): 3 clusters Score: Raw -1216884.930462 + Penalty 2993.847756 = -1213891.082706 nChanged 22 SP:Iteration 45Q (2436.391157 sec): 3 clusters Score: Raw -1216890.503408 + Penalty 2993.847756 = -1213896.655652 nChanged 26 SP:Iteration 46Q (2436.455701 sec): 3 clusters Score: Raw -1216895.225608 + Penalty 2993.847756 = -1213901.377852 nChanged 23 SP:Iteration 47Q (2436.516398 sec): 3 clusters Score: Raw -1216899.657253 + Penalty 2993.847756 = -1213905.809498 nChanged 17 SP:Iteration 48Q (2436.579303 sec): 3 clusters Score: Raw -1216902.910658 + Penalty 2993.847756 = -1213909.062902 nChanged 19 SP:Iteration 49Q (2436.629476 sec): 3 clusters Score: Raw -1216906.190997 + Penalty 2993.847756 = -1213912.343241 nChanged 16 SP:Iteration 50Q (2436.695922 sec): 3 clusters Score: Raw -1216909.273873 + Penalty 2993.847756 = -1213915.426117 nChanged 17 SP:Iteration 51Q (2436.755707 sec): 3 clusters Score: Raw -1216911.759145 + Penalty 2993.847756 = -1213917.911390 nChanged 13 SP:Iteration 52Q (2436.820133 sec): 3 clusters Score: Raw -1216913.955923 + Penalty 2993.847756 = -1213920.108167 nChanged 9 SP:Iteration 53Q (2436.872882 sec): 3 clusters Score: Raw -1216915.019457 + Penalty 2993.847756 = -1213921.171701 nChanged 6 SP:Iteration 54Q (2436.929628 sec): 3 clusters Score: Raw -1216915.999548 + Penalty 2993.847756 = -1213922.151792 nChanged 6 SP:Iteration 55Q (2436.991581 sec): 3 clusters Score: Raw -1216916.659593 + Penalty 2993.847756 = -1213922.811837 nChanged 5 SP:Iteration 56Q (2437.048714 sec): 3 clusters Score: Raw -1216917.632827 + Penalty 2993.847756 = -1213923.785071 nChanged 2 SP:Iteration 57Q (2437.104832 sec): 3 clusters Score: Raw -1216917.963910 + Penalty 2993.847756 = -1213924.116155 nChanged 2 SP:Iteration 58Q (2437.169003 sec): 3 clusters Score: Raw -1216918.367956 + Penalty 2993.847756 = -1213924.520201 nChanged 2 SP:Iteration 59Q (2437.195683 sec): 3 clusters Score: Raw -1216918.493770 + Penalty 2993.847756 = -1213924.646014 nChanged 0 SP:Iteration 60F (2437.256446 sec): 3 clusters Score: Raw -1216918.493770 + Penalty 2993.847756 = -1213924.646014 nChanged 0 Trying to split cluster 12 (144665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2437.442988 sec): 2 clusters Score: Raw -17779069.030873 + Penalty 1930.853601 = -17777138.177273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2437.712163 sec): 3 clusters Score: Raw -17684029.284383 + Penalty 3861.707201 = -17680167.577182 nChanged 69703 SP:Iteration 1F (2438.000705 sec): 3 clusters Score: Raw -17724861.910022 + Penalty 3861.707201 = -17721000.202821 nChanged 5052 SP:Iteration 2Q (2438.307705 sec): 3 clusters Score: Raw -17726420.339006 + Penalty 3861.707201 = -17722558.631805 nChanged 6233 SP:Iteration 3Q (2438.612644 sec): 3 clusters Score: Raw -17728990.853768 + Penalty 3861.707201 = -17725129.146566 nChanged 7769 SP:Iteration 4F (2438.870680 sec): 3 clusters Score: Raw -17732999.742172 + Penalty 3861.707201 = -17729138.034971 nChanged 9289 SP:Iteration 5F (2439.149007 sec): 3 clusters Score: Raw -17738474.329603 + Penalty 3861.707201 = -17734612.622402 nChanged 9959 SP:Iteration 6F (2439.389898 sec): 3 clusters Score: Raw -17744471.053765 + Penalty 3861.707201 = -17740609.346564 nChanged 9655 SP:Iteration 7F (2439.646689 sec): 3 clusters Score: Raw -17749776.115779 + Penalty 3861.707201 = -17745914.408578 nChanged 8144 SP:Iteration 8F (2439.923249 sec): 3 clusters Score: Raw -17753540.036537 + Penalty 3861.707201 = -17749678.329335 nChanged 6324 SP:Iteration 9Q (2440.177908 sec): 3 clusters Score: Raw -17755981.488057 + Penalty 3861.707201 = -17752119.780855 nChanged 4841 SP:Iteration 10Q (2440.479938 sec): 3 clusters Score: Raw -17757699.905896 + Penalty 3861.707201 = -17753838.198695 nChanged 4029 SP:Iteration 11Q (2440.789233 sec): 3 clusters Score: Raw -17759347.101335 + Penalty 3861.707201 = -17755485.394134 nChanged 3856 SP:Iteration 12Q (2441.085176 sec): 3 clusters Score: Raw -17761227.388981 + Penalty 3861.707201 = -17757365.681779 nChanged 3878 SP:Iteration 13Q (2441.387673 sec): 3 clusters Score: Raw -17763303.822978 + Penalty 3861.707201 = -17759442.115776 nChanged 3726 SP:Iteration 14Q (2441.684669 sec): 3 clusters Score: Raw -17765194.816813 + Penalty 3861.707201 = -17761333.109612 nChanged 3344 SP:Iteration 15Q (2441.960141 sec): 3 clusters Score: Raw -17766525.678285 + Penalty 3861.707201 = -17762663.971084 nChanged 2665 SP:Iteration 16Q (2442.225208 sec): 3 clusters Score: Raw -17767312.581490 + Penalty 3861.707201 = -17763450.874289 nChanged 1998 SP:Iteration 17Q (2442.505506 sec): 3 clusters Score: Raw -17767839.848834 + Penalty 3861.707201 = -17763978.141633 nChanged 1656 SP:Iteration 18Q (2442.766221 sec): 3 clusters Score: Raw -17768266.494454 + Penalty 3861.707201 = -17764404.787253 nChanged 1528 SP:Iteration 19Q (2443.055650 sec): 3 clusters Score: Raw -17768647.690518 + Penalty 3861.707201 = -17764785.983317 nChanged 1412 SP:Iteration 20F (2443.332335 sec): 3 clusters Score: Raw -17768971.789286 + Penalty 3861.707201 = -17765110.082084 nChanged 1327 SP:Iteration 21Q (2443.591877 sec): 3 clusters Score: Raw -17769278.578786 + Penalty 3861.707201 = -17765416.871585 nChanged 1289 SP:Iteration 22Q (2443.850813 sec): 3 clusters Score: Raw -17769597.336176 + Penalty 3861.707201 = -17765735.628975 nChanged 1241 SP:Iteration 23Q (2444.110664 sec): 3 clusters Score: Raw -17769890.028679 + Penalty 3861.707201 = -17766028.321478 nChanged 1166 SP:Iteration 24Q (2444.366480 sec): 3 clusters Score: Raw -17770179.949965 + Penalty 3861.707201 = -17766318.242763 nChanged 1228 SP:Iteration 25Q (2444.645060 sec): 3 clusters Score: Raw -17770516.336037 + Penalty 3861.707201 = -17766654.628836 nChanged 1256 SP:Iteration 26Q (2444.902616 sec): 3 clusters Score: Raw -17770876.698815 + Penalty 3861.707201 = -17767014.991614 nChanged 1211 SP:Iteration 27Q (2445.160765 sec): 3 clusters Score: Raw -17771224.769418 + Penalty 3861.707201 = -17767363.062217 nChanged 1195 SP:Iteration 28Q (2445.423702 sec): 3 clusters Score: Raw -17771591.442232 + Penalty 3861.707201 = -17767729.735031 nChanged 1259 SP:Iteration 29Q (2445.678668 sec): 3 clusters Score: Raw -17772018.572673 + Penalty 3861.707201 = -17768156.865472 nChanged 1310 SP:Iteration 30Q (2445.920681 sec): 3 clusters Score: Raw -17772479.225704 + Penalty 3861.707201 = -17768617.518503 nChanged 1332 SP:Iteration 31Q (2446.187360 sec): 3 clusters Score: Raw -17772946.096437 + Penalty 3861.707201 = -17769084.389236 nChanged 1343 SP:Iteration 32Q (2446.433401 sec): 3 clusters Score: Raw -17773406.778220 + Penalty 3861.707201 = -17769545.071019 nChanged 1330 SP:Iteration 33Q (2446.677380 sec): 3 clusters Score: Raw -17773895.792845 + Penalty 3861.707201 = -17770034.085644 nChanged 1368 SP:Iteration 34Q (2446.907241 sec): 3 clusters Score: Raw -17774384.926202 + Penalty 3861.707201 = -17770523.219001 nChanged 1325 SP:Iteration 35Q (2447.124844 sec): 3 clusters Score: Raw -17774831.052453 + Penalty 3861.707201 = -17770969.345252 nChanged 1214 SP:Iteration 36Q (2447.372022 sec): 3 clusters Score: Raw -17775196.949203 + Penalty 3861.707201 = -17771335.242001 nChanged 1170 SP:Iteration 37Q (2447.621755 sec): 3 clusters Score: Raw -17775521.801470 + Penalty 3861.707201 = -17771660.094269 nChanged 1063 SP:Iteration 38Q (2447.892749 sec): 3 clusters Score: Raw -17775793.021642 + Penalty 3861.707201 = -17771931.314441 nChanged 947 SP:Iteration 39Q (2448.168284 sec): 3 clusters Score: Raw -17776020.832791 + Penalty 3861.707201 = -17772159.125590 nChanged 840 SP:Iteration 40F (2448.455308 sec): 3 clusters Score: Raw -17776227.153895 + Penalty 3861.707201 = -17772365.446693 nChanged 764 SP:Iteration 41Q (2448.688161 sec): 3 clusters Score: Raw -17776396.632704 + Penalty 3861.707201 = -17772534.925503 nChanged 735 SP:Iteration 42Q (2448.922300 sec): 3 clusters Score: Raw -17776534.906741 + Penalty 3861.707201 = -17772673.199539 nChanged 642 SP:Iteration 43Q (2449.149656 sec): 3 clusters Score: Raw -17776645.453746 + Penalty 3861.707201 = -17772783.746545 nChanged 622 SP:Iteration 44Q (2449.388332 sec): 3 clusters Score: Raw -17776741.566978 + Penalty 3861.707201 = -17772879.859777 nChanged 562 SP:Iteration 45Q (2449.641222 sec): 3 clusters Score: Raw -17776818.482520 + Penalty 3861.707201 = -17772956.775319 nChanged 471 SP:Iteration 46Q (2449.887179 sec): 3 clusters Score: Raw -17776879.425410 + Penalty 3861.707201 = -17773017.718209 nChanged 438 SP:Iteration 47Q (2450.148028 sec): 3 clusters Score: Raw -17776928.251848 + Penalty 3861.707201 = -17773066.544647 nChanged 365 SP:Iteration 48Q (2450.391322 sec): 3 clusters Score: Raw -17776963.079379 + Penalty 3861.707201 = -17773101.372178 nChanged 336 SP:Iteration 49Q (2450.621426 sec): 3 clusters Score: Raw -17776994.945711 + Penalty 3861.707201 = -17773133.238510 nChanged 304 SP:Iteration 50Q (2450.870534 sec): 3 clusters Score: Raw -17777022.826778 + Penalty 3861.707201 = -17773161.119576 nChanged 291 SP:Iteration 51Q (2451.126031 sec): 3 clusters Score: Raw -17777049.718115 + Penalty 3861.707201 = -17773188.010913 nChanged 291 SP:Iteration 52Q (2451.384181 sec): 3 clusters Score: Raw -17777073.381270 + Penalty 3861.707201 = -17773211.674068 nChanged 264 SP:Iteration 53Q (2451.618982 sec): 3 clusters Score: Raw -17777092.591783 + Penalty 3861.707201 = -17773230.884582 nChanged 235 SP:Iteration 54Q (2451.844943 sec): 3 clusters Score: Raw -17777108.598387 + Penalty 3861.707201 = -17773246.891186 nChanged 251 SP:Iteration 55Q (2452.110338 sec): 3 clusters Score: Raw -17777125.387880 + Penalty 3861.707201 = -17773263.680679 nChanged 243 SP:Iteration 56Q (2452.346686 sec): 3 clusters Score: Raw -17777141.488493 + Penalty 3861.707201 = -17773279.781292 nChanged 232 SP:Iteration 57Q (2452.583832 sec): 3 clusters Score: Raw -17777156.529987 + Penalty 3861.707201 = -17773294.822786 nChanged 232 SP:Iteration 58Q (2452.834712 sec): 3 clusters Score: Raw -17777170.948369 + Penalty 3861.707201 = -17773309.241167 nChanged 250 SP:Iteration 59Q (2453.071816 sec): 3 clusters Score: Raw -17777186.094710 + Penalty 3861.707201 = -17773324.387509 nChanged 260 SP:Iteration 60F (2453.338797 sec): 3 clusters Score: Raw -17777202.712702 + Penalty 3861.707201 = -17773341.005501 nChanged 254 SP:Iteration 61Q (2453.602949 sec): 3 clusters Score: Raw -17777219.791334 + Penalty 3861.707201 = -17773358.084133 nChanged 252 SP:Iteration 62Q (2453.818771 sec): 3 clusters Score: Raw -17777236.615070 + Penalty 3861.707201 = -17773374.907869 nChanged 238 SP:Iteration 63Q (2454.041848 sec): 3 clusters Score: Raw -17777252.237785 + Penalty 3861.707201 = -17773390.530584 nChanged 238 SP:Iteration 64Q (2454.279093 sec): 3 clusters Score: Raw -17777267.594857 + Penalty 3861.707201 = -17773405.887656 nChanged 247 SP:Iteration 65Q (2454.521908 sec): 3 clusters Score: Raw -17777282.528486 + Penalty 3861.707201 = -17773420.821285 nChanged 271 SP:Iteration 66Q (2454.782062 sec): 3 clusters Score: Raw -17777300.326938 + Penalty 3861.707201 = -17773438.619737 nChanged 295 SP:Iteration 67Q (2455.018731 sec): 3 clusters Score: Raw -17777320.848671 + Penalty 3861.707201 = -17773459.141470 nChanged 302 SP:Iteration 68Q (2455.262299 sec): 3 clusters Score: Raw -17777342.519408 + Penalty 3861.707201 = -17773480.812207 nChanged 338 SP:Iteration 69Q (2455.512774 sec): 3 clusters Score: Raw -17777369.130722 + Penalty 3861.707201 = -17773507.423521 nChanged 350 SP:Iteration 70Q (2455.753498 sec): 3 clusters Score: Raw -17777398.053996 + Penalty 3861.707201 = -17773536.346795 nChanged 372 SP:Iteration 71Q (2455.988634 sec): 3 clusters Score: Raw -17777428.953875 + Penalty 3861.707201 = -17773567.246673 nChanged 391 SP:Iteration 72Q (2456.230777 sec): 3 clusters Score: Raw -17777462.963320 + Penalty 3861.707201 = -17773601.256119 nChanged 403 SP:Iteration 73Q (2456.461669 sec): 3 clusters Score: Raw -17777499.878823 + Penalty 3861.707201 = -17773638.171621 nChanged 393 SP:Iteration 74Q (2456.718306 sec): 3 clusters Score: Raw -17777536.215554 + Penalty 3861.707201 = -17773674.508353 nChanged 386 SP:Iteration 75Q (2456.957755 sec): 3 clusters Score: Raw -17777572.605795 + Penalty 3861.707201 = -17773710.898593 nChanged 391 SP:Iteration 76Q (2457.198743 sec): 3 clusters Score: Raw -17777610.895892 + Penalty 3861.707201 = -17773749.188691 nChanged 418 SP:Iteration 77Q (2457.460773 sec): 3 clusters Score: Raw -17777652.095603 + Penalty 3861.707201 = -17773790.388402 nChanged 412 SP:Iteration 78Q (2457.691189 sec): 3 clusters Score: Raw -17777692.204124 + Penalty 3861.707201 = -17773830.496923 nChanged 411 SP:Iteration 79Q (2457.934525 sec): 3 clusters Score: Raw -17777735.182372 + Penalty 3861.707201 = -17773873.475171 nChanged 436 SP:Iteration 80F (2458.218255 sec): 3 clusters Score: Raw -17777782.565913 + Penalty 3861.707201 = -17773920.858712 nChanged 456 SP:Iteration 81Q (2458.433561 sec): 3 clusters Score: Raw -17777831.997153 + Penalty 3861.707201 = -17773970.289952 nChanged 434 SP:Iteration 82Q (2458.670565 sec): 3 clusters Score: Raw -17777878.722562 + Penalty 3861.707201 = -17774017.015361 nChanged 411 SP:Iteration 83Q (2458.908187 sec): 3 clusters Score: Raw -17777922.726645 + Penalty 3861.707201 = -17774061.019444 nChanged 440 SP:Iteration 84Q (2459.145506 sec): 3 clusters Score: Raw -17777973.282698 + Penalty 3861.707201 = -17774111.575497 nChanged 440 SP:Iteration 85Q (2459.393363 sec): 3 clusters Score: Raw -17778027.093593 + Penalty 3861.707201 = -17774165.386392 nChanged 461 SP:Iteration 86Q (2459.607027 sec): 3 clusters Score: Raw -17778084.674036 + Penalty 3861.707201 = -17774222.966835 nChanged 441 SP:Iteration 87Q (2459.844370 sec): 3 clusters Score: Raw -17778137.399667 + Penalty 3861.707201 = -17774275.692466 nChanged 430 SP:Iteration 88Q (2460.091945 sec): 3 clusters Score: Raw -17778192.177115 + Penalty 3861.707201 = -17774330.469914 nChanged 453 SP:Iteration 89Q (2460.330494 sec): 3 clusters Score: Raw -17778253.514855 + Penalty 3861.707201 = -17774391.807654 nChanged 470 SP:Iteration 90Q (2460.544979 sec): 3 clusters Score: Raw -17778318.392591 + Penalty 3861.707201 = -17774456.685390 nChanged 477 SP:Iteration 91Q (2460.760119 sec): 3 clusters Score: Raw -17778386.135121 + Penalty 3861.707201 = -17774524.427920 nChanged 472 SP:Iteration 92Q (2460.996834 sec): 3 clusters Score: Raw -17778450.254588 + Penalty 3861.707201 = -17774588.547386 nChanged 444 SP:Iteration 93Q (2461.223961 sec): 3 clusters Score: Raw -17778513.029279 + Penalty 3861.707201 = -17774651.322078 nChanged 486 SP:Iteration 94Q (2461.451414 sec): 3 clusters Score: Raw -17778588.605345 + Penalty 3861.707201 = -17774726.898144 nChanged 506 SP:Iteration 95Q (2461.691880 sec): 3 clusters Score: Raw -17778674.432439 + Penalty 3861.707201 = -17774812.725238 nChanged 496 SP:Iteration 96Q (2461.951215 sec): 3 clusters Score: Raw -17778758.639472 + Penalty 3861.707201 = -17774896.932271 nChanged 502 SP:Iteration 97Q (2462.205083 sec): 3 clusters Score: Raw -17778847.306353 + Penalty 3861.707201 = -17774985.599152 nChanged 512 SP:Iteration 98Q (2462.460302 sec): 3 clusters Score: Raw -17778936.851828 + Penalty 3861.707201 = -17775075.144627 nChanged 498 SP:Iteration 99Q (2462.710376 sec): 3 clusters Score: Raw -17779028.629035 + Penalty 3861.707201 = -17775166.921834 nChanged 489 SP:Iteration 100F (2462.992093 sec): 3 clusters Score: Raw -17779125.862955 + Penalty 3861.707201 = -17775264.155754 nChanged 466 SP:Iteration 101Q (2463.235614 sec): 3 clusters Score: Raw -17779218.617694 + Penalty 3861.707201 = -17775356.910493 nChanged 459 SP:Iteration 102Q (2463.482309 sec): 3 clusters Score: Raw -17779312.631624 + Penalty 3861.707201 = -17775450.924423 nChanged 457 SP:Iteration 103Q (2463.726676 sec): 3 clusters Score: Raw -17779405.085035 + Penalty 3861.707201 = -17775543.377834 nChanged 428 SP:Iteration 104Q (2463.965979 sec): 3 clusters Score: Raw -17779492.475693 + Penalty 3861.707201 = -17775630.768492 nChanged 428 SP:Iteration 105Q (2464.191091 sec): 3 clusters Score: Raw -17779579.438622 + Penalty 3861.707201 = -17775717.731421 nChanged 434 SP:Iteration 106Q (2464.452042 sec): 3 clusters Score: Raw -17779666.903249 + Penalty 3861.707201 = -17775805.196048 nChanged 390 SP:Iteration 107Q (2464.681171 sec): 3 clusters Score: Raw -17779745.807663 + Penalty 3861.707201 = -17775884.100462 nChanged 406 SP:Iteration 108Q (2464.903654 sec): 3 clusters Score: Raw -17779830.634881 + Penalty 3861.707201 = -17775968.927680 nChanged 373 SP:Iteration 109Q (2465.120880 sec): 3 clusters Score: Raw -17779912.169439 + Penalty 3861.707201 = -17776050.462237 nChanged 355 SP:Iteration 110Q (2465.348496 sec): 3 clusters Score: Raw -17779986.487351 + Penalty 3861.707201 = -17776124.780150 nChanged 334 SP:Iteration 111Q (2465.586096 sec): 3 clusters Score: Raw -17780057.766418 + Penalty 3861.707201 = -17776196.059217 nChanged 314 SP:Iteration 112Q (2465.821360 sec): 3 clusters Score: Raw -17780127.011771 + Penalty 3861.707201 = -17776265.304570 nChanged 300 SP:Iteration 113Q (2466.046555 sec): 3 clusters Score: Raw -17780194.024124 + Penalty 3861.707201 = -17776332.316923 nChanged 265 SP:Iteration 114Q (2466.278377 sec): 3 clusters Score: Raw -17780249.527142 + Penalty 3861.707201 = -17776387.819941 nChanged 244 SP:Iteration 115Q (2466.527399 sec): 3 clusters Score: Raw -17780299.104895 + Penalty 3861.707201 = -17776437.397694 nChanged 219 SP:Iteration 116Q (2466.772291 sec): 3 clusters Score: Raw -17780339.046456 + Penalty 3861.707201 = -17776477.339255 nChanged 188 SP:Iteration 117Q (2467.010276 sec): 3 clusters Score: Raw -17780371.002490 + Penalty 3861.707201 = -17776509.295289 nChanged 178 SP:Iteration 118Q (2467.257747 sec): 3 clusters Score: Raw -17780402.820037 + Penalty 3861.707201 = -17776541.112835 nChanged 172 SP:Iteration 119Q (2467.484291 sec): 3 clusters Score: Raw -17780430.647864 + Penalty 3861.707201 = -17776568.940663 nChanged 147 SP:Iteration 120F (2467.745625 sec): 3 clusters Score: Raw -17780450.542746 + Penalty 3861.707201 = -17776588.835545 nChanged 110 SP:Iteration 121Q (2467.973537 sec): 3 clusters Score: Raw -17780464.631081 + Penalty 3861.707201 = -17776602.923879 nChanged 81 SP:Iteration 122Q (2468.190862 sec): 3 clusters Score: Raw -17780474.641466 + Penalty 3861.707201 = -17776612.934264 nChanged 74 SP:Iteration 123Q (2468.430823 sec): 3 clusters Score: Raw -17780482.024114 + Penalty 3861.707201 = -17776620.316913 nChanged 58 SP:Iteration 124Q (2468.674287 sec): 3 clusters Score: Raw -17780487.396522 + Penalty 3861.707201 = -17776625.689321 nChanged 60 SP:Iteration 125Q (2468.916662 sec): 3 clusters Score: Raw -17780493.310382 + Penalty 3861.707201 = -17776631.603181 nChanged 52 SP:Iteration 126Q (2469.150531 sec): 3 clusters Score: Raw -17780498.432740 + Penalty 3861.707201 = -17776636.725539 nChanged 42 SP:Iteration 127Q (2469.385896 sec): 3 clusters Score: Raw -17780503.203175 + Penalty 3861.707201 = -17776641.495974 nChanged 44 SP:Iteration 128Q (2469.616250 sec): 3 clusters Score: Raw -17780508.007710 + Penalty 3861.707201 = -17776646.300509 nChanged 50 SP:Iteration 129Q (2469.844848 sec): 3 clusters Score: Raw -17780512.638272 + Penalty 3861.707201 = -17776650.931071 nChanged 44 SP:Iteration 130Q (2470.060948 sec): 3 clusters Score: Raw -17780517.423540 + Penalty 3861.707201 = -17776655.716339 nChanged 53 SP:Iteration 131Q (2470.281309 sec): 3 clusters Score: Raw -17780522.645397 + Penalty 3861.707201 = -17776660.938196 nChanged 35 SP:Iteration 132Q (2470.498608 sec): 3 clusters Score: Raw -17780525.571250 + Penalty 3861.707201 = -17776663.864049 nChanged 26 SP:Iteration 133Q (2470.729313 sec): 3 clusters Score: Raw -17780527.590317 + Penalty 3861.707201 = -17776665.883116 nChanged 26 SP:Iteration 134Q (2470.949015 sec): 3 clusters Score: Raw -17780529.130883 + Penalty 3861.707201 = -17776667.423682 nChanged 21 SP:Iteration 135Q (2471.191584 sec): 3 clusters Score: Raw -17780530.440019 + Penalty 3861.707201 = -17776668.732818 nChanged 14 SP:Iteration 136Q (2471.419575 sec): 3 clusters Score: Raw -17780531.786866 + Penalty 3861.707201 = -17776670.079665 nChanged 13 SP:Iteration 137Q (2471.663423 sec): 3 clusters Score: Raw -17780532.674350 + Penalty 3861.707201 = -17776670.967149 nChanged 13 SP:Iteration 138Q (2471.920451 sec): 3 clusters Score: Raw -17780533.291161 + Penalty 3861.707201 = -17776671.583960 nChanged 11 SP:Iteration 139Q (2472.162252 sec): 3 clusters Score: Raw -17780533.947937 + Penalty 3861.707201 = -17776672.240736 nChanged 9 SP:Iteration 140F (2472.446793 sec): 3 clusters Score: Raw -17780534.473043 + Penalty 3861.707201 = -17776672.765842 nChanged 13 SP:Iteration 141Q (2472.664633 sec): 3 clusters Score: Raw -17780535.228726 + Penalty 3861.707201 = -17776673.521524 nChanged 16 SP:Iteration 142Q (2472.897165 sec): 3 clusters Score: Raw -17780536.092840 + Penalty 3861.707201 = -17776674.385639 nChanged 15 SP:Iteration 143Q (2473.142698 sec): 3 clusters Score: Raw -17780536.949078 + Penalty 3861.707201 = -17776675.241877 nChanged 18 SP:Iteration 144Q (2473.382663 sec): 3 clusters Score: Raw -17780538.095818 + Penalty 3861.707201 = -17776676.388617 nChanged 16 SP:Iteration 145Q (2473.619770 sec): 3 clusters Score: Raw -17780539.617057 + Penalty 3861.707201 = -17776677.909855 nChanged 14 SP:Iteration 146Q (2473.861449 sec): 3 clusters Score: Raw -17780540.804503 + Penalty 3861.707201 = -17776679.097302 nChanged 17 SP:Iteration 147Q (2474.101706 sec): 3 clusters Score: Raw -17780541.743747 + Penalty 3861.707201 = -17776680.036546 nChanged 18 SP:Iteration 148Q (2474.328741 sec): 3 clusters Score: Raw -17780542.781084 + Penalty 3861.707201 = -17776681.073883 nChanged 11 SP:Iteration 149Q (2474.539622 sec): 3 clusters Score: Raw -17780543.489066 + Penalty 3861.707201 = -17776681.781864 nChanged 10 SP:Iteration 150Q (2474.758959 sec): 3 clusters Score: Raw -17780544.209796 + Penalty 3861.707201 = -17776682.502595 nChanged 9 SP:Iteration 151Q (2474.962986 sec): 3 clusters Score: Raw -17780544.574016 + Penalty 3861.707201 = -17776682.866814 nChanged 6 SP:Iteration 152Q (2475.199428 sec): 3 clusters Score: Raw -17780544.833404 + Penalty 3861.707201 = -17776683.126203 nChanged 8 SP:Iteration 153Q (2475.433832 sec): 3 clusters Score: Raw -17780545.385937 + Penalty 3861.707201 = -17776683.678736 nChanged 11 SP:Iteration 154Q (2475.667389 sec): 3 clusters Score: Raw -17780545.956501 + Penalty 3861.707201 = -17776684.249300 nChanged 8 SP:Iteration 155Q (2475.899394 sec): 3 clusters Score: Raw -17780546.446441 + Penalty 3861.707201 = -17776684.739240 nChanged 6 SP:Iteration 156Q (2476.141214 sec): 3 clusters Score: Raw -17780546.716133 + Penalty 3861.707201 = -17776685.008932 nChanged 7 SP:Iteration 157Q (2476.375535 sec): 3 clusters Score: Raw -17780547.040775 + Penalty 3861.707201 = -17776685.333574 nChanged 8 SP:Iteration 158Q (2476.590389 sec): 3 clusters Score: Raw -17780547.473618 + Penalty 3861.707201 = -17776685.766417 nChanged 4 SP:Iteration 159Q (2476.813580 sec): 3 clusters Score: Raw -17780547.663761 + Penalty 3861.707201 = -17776685.956560 nChanged 6 SP:Iteration 160F (2477.076196 sec): 3 clusters Score: Raw -17780547.919447 + Penalty 3861.707201 = -17776686.212246 nChanged 5 SP:Iteration 161Q (2477.281561 sec): 3 clusters Score: Raw -17780548.145286 + Penalty 3861.707201 = -17776686.438085 nChanged 5 SP:Iteration 162Q (2477.515142 sec): 3 clusters Score: Raw -17780548.440094 + Penalty 3861.707201 = -17776686.732893 nChanged 5 SP:Iteration 163Q (2477.752105 sec): 3 clusters Score: Raw -17780548.693378 + Penalty 3861.707201 = -17776686.986177 nChanged 2 SP:Iteration 164Q (2477.986598 sec): 3 clusters Score: Raw -17780548.776112 + Penalty 3861.707201 = -17776687.068910 nChanged 2 SP:Iteration 165Q (2478.224492 sec): 3 clusters Score: Raw -17780548.890668 + Penalty 3861.707201 = -17776687.183467 nChanged 3 SP:Iteration 166Q (2478.461768 sec): 3 clusters Score: Raw -17780549.039677 + Penalty 3861.707201 = -17776687.332476 nChanged 2 SP:Iteration 167Q (2478.697577 sec): 3 clusters Score: Raw -17780549.163446 + Penalty 3861.707201 = -17776687.456244 nChanged 1 SP:Iteration 168Q (2478.929384 sec): 3 clusters Score: Raw -17780549.259159 + Penalty 3861.707201 = -17776687.551958 nChanged 3 SP:Iteration 169Q (2479.145787 sec): 3 clusters Score: Raw -17780549.451005 + Penalty 3861.707201 = -17776687.743804 nChanged 2 SP:Iteration 170Q (2479.365481 sec): 3 clusters Score: Raw -17780549.502557 + Penalty 3861.707201 = -17776687.795356 nChanged 1 SP:Iteration 171Q (2479.587700 sec): 3 clusters Score: Raw -17780549.521564 + Penalty 3861.707201 = -17776687.814362 nChanged 0 SP:Iteration 172F (2479.875053 sec): 3 clusters Score: Raw -17780549.521564 + Penalty 3861.707201 = -17776687.814362 nChanged 0 Trying to split cluster 13 (4232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2479.919734 sec): 2 clusters Score: Raw -486565.137940 + Penalty 1356.944871 = -485208.193069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2479.972774 sec): 3 clusters Score: Raw -484378.648495 + Penalty 2713.889741 = -481664.758754 nChanged 1662 SP:Iteration 1F (2480.028474 sec): 3 clusters Score: Raw -485335.097655 + Penalty 2713.889741 = -482621.207913 nChanged 326 SP:Iteration 2F (2480.083307 sec): 3 clusters Score: Raw -485530.759984 + Penalty 2713.889741 = -482816.870242 nChanged 246 SP:Iteration 3F (2480.137984 sec): 3 clusters Score: Raw -485685.405411 + Penalty 2713.889741 = -482971.515670 nChanged 208 SP:Iteration 4Q (2480.182571 sec): 3 clusters Score: Raw -485816.367225 + Penalty 2713.889741 = -483102.477484 nChanged 194 SP:Iteration 5Q (2480.237867 sec): 3 clusters Score: Raw -485953.061914 + Penalty 2713.889741 = -483239.172173 nChanged 156 SP:Iteration 6Q (2480.298566 sec): 3 clusters Score: Raw -486066.786393 + Penalty 2713.889741 = -483352.896652 nChanged 164 SP:Iteration 7Q (2480.358088 sec): 3 clusters Score: Raw -486182.292593 + Penalty 2713.889741 = -483468.402852 nChanged 162 SP:Iteration 8Q (2480.412090 sec): 3 clusters Score: Raw -486287.995237 + Penalty 2713.889741 = -483574.105495 nChanged 153 SP:Iteration 9Q (2480.463364 sec): 3 clusters Score: Raw -486400.518805 + Penalty 2713.889741 = -483686.629063 nChanged 153 SP:Iteration 10Q (2480.516164 sec): 3 clusters Score: Raw -486525.730879 + Penalty 2713.889741 = -483811.841137 nChanged 133 SP:Iteration 11Q (2480.563064 sec): 3 clusters Score: Raw -486620.582022 + Penalty 2713.889741 = -483906.692281 nChanged 119 SP:Iteration 12Q (2480.619051 sec): 3 clusters Score: Raw -486701.609628 + Penalty 2713.889741 = -483987.719886 nChanged 98 SP:Iteration 13Q (2480.677240 sec): 3 clusters Score: Raw -486765.409231 + Penalty 2713.889741 = -484051.519490 nChanged 75 SP:Iteration 14Q (2480.730308 sec): 3 clusters Score: Raw -486815.336299 + Penalty 2713.889741 = -484101.446558 nChanged 73 SP:Iteration 15Q (2480.785595 sec): 3 clusters Score: Raw -486869.230187 + Penalty 2713.889741 = -484155.340445 nChanged 55 SP:Iteration 16Q (2480.840172 sec): 3 clusters Score: Raw -486903.222617 + Penalty 2713.889741 = -484189.332876 nChanged 53 SP:Iteration 17Q (2480.882380 sec): 3 clusters Score: Raw -486934.419479 + Penalty 2713.889741 = -484220.529737 nChanged 44 SP:Iteration 18Q (2480.936510 sec): 3 clusters Score: Raw -486954.464302 + Penalty 2713.889741 = -484240.574560 nChanged 33 SP:Iteration 19Q (2480.986148 sec): 3 clusters Score: Raw -486965.680462 + Penalty 2713.889741 = -484251.790721 nChanged 24 SP:Iteration 20F (2481.039726 sec): 3 clusters Score: Raw -486978.148076 + Penalty 2713.889741 = -484264.258334 nChanged 35 SP:Iteration 21Q (2481.097952 sec): 3 clusters Score: Raw -486990.068832 + Penalty 2713.889741 = -484276.179090 nChanged 34 SP:Iteration 22Q (2481.148804 sec): 3 clusters Score: Raw -487001.527320 + Penalty 2713.889741 = -484287.637579 nChanged 27 SP:Iteration 23Q (2481.199214 sec): 3 clusters Score: Raw -487013.952317 + Penalty 2713.889741 = -484300.062576 nChanged 32 SP:Iteration 24Q (2481.248743 sec): 3 clusters Score: Raw -487023.724555 + Penalty 2713.889741 = -484309.834814 nChanged 21 SP:Iteration 25Q (2481.298012 sec): 3 clusters Score: Raw -487031.608976 + Penalty 2713.889741 = -484317.719235 nChanged 22 SP:Iteration 26Q (2481.337672 sec): 3 clusters Score: Raw -487039.228841 + Penalty 2713.889741 = -484325.339099 nChanged 19 SP:Iteration 27Q (2481.393590 sec): 3 clusters Score: Raw -487045.458974 + Penalty 2713.889741 = -484331.569232 nChanged 15 SP:Iteration 28Q (2481.436928 sec): 3 clusters Score: Raw -487049.432009 + Penalty 2713.889741 = -484335.542267 nChanged 12 SP:Iteration 29Q (2481.485023 sec): 3 clusters Score: Raw -487053.859522 + Penalty 2713.889741 = -484339.969781 nChanged 18 SP:Iteration 30Q (2481.534683 sec): 3 clusters Score: Raw -487062.556134 + Penalty 2713.889741 = -484348.666393 nChanged 19 SP:Iteration 31Q (2481.587037 sec): 3 clusters Score: Raw -487072.012885 + Penalty 2713.889741 = -484358.123144 nChanged 28 SP:Iteration 32Q (2481.632632 sec): 3 clusters Score: Raw -487084.224132 + Penalty 2713.889741 = -484370.334391 nChanged 27 SP:Iteration 33Q (2481.692325 sec): 3 clusters Score: Raw -487093.714442 + Penalty 2713.889741 = -484379.824701 nChanged 16 SP:Iteration 34Q (2481.742253 sec): 3 clusters Score: Raw -487098.672667 + Penalty 2713.889741 = -484384.782926 nChanged 9 SP:Iteration 35Q (2481.784160 sec): 3 clusters Score: Raw -487102.118848 + Penalty 2713.889741 = -484388.229107 nChanged 12 SP:Iteration 36Q (2481.845267 sec): 3 clusters Score: Raw -487106.580852 + Penalty 2713.889741 = -484392.691110 nChanged 12 SP:Iteration 37Q (2481.901798 sec): 3 clusters Score: Raw -487112.207965 + Penalty 2713.889741 = -484398.318224 nChanged 11 SP:Iteration 38Q (2481.950182 sec): 3 clusters Score: Raw -487116.274570 + Penalty 2713.889741 = -484402.384829 nChanged 10 SP:Iteration 39Q (2481.990106 sec): 3 clusters Score: Raw -487119.418974 + Penalty 2713.889741 = -484405.529233 nChanged 12 SP:Iteration 40F (2482.043139 sec): 3 clusters Score: Raw -487122.888187 + Penalty 2713.889741 = -484408.998446 nChanged 11 SP:Iteration 41Q (2482.095909 sec): 3 clusters Score: Raw -487126.860588 + Penalty 2713.889741 = -484412.970847 nChanged 16 SP:Iteration 42Q (2482.136350 sec): 3 clusters Score: Raw -487133.188817 + Penalty 2713.889741 = -484419.299075 nChanged 12 SP:Iteration 43Q (2482.201048 sec): 3 clusters Score: Raw -487137.531911 + Penalty 2713.889741 = -484423.642169 nChanged 15 SP:Iteration 44Q (2482.245901 sec): 3 clusters Score: Raw -487142.143213 + Penalty 2713.889741 = -484428.253472 nChanged 11 SP:Iteration 45Q (2482.293792 sec): 3 clusters Score: Raw -487146.847150 + Penalty 2713.889741 = -484432.957408 nChanged 12 SP:Iteration 46Q (2482.347404 sec): 3 clusters Score: Raw -487151.881410 + Penalty 2713.889741 = -484437.991669 nChanged 15 SP:Iteration 47Q (2482.389590 sec): 3 clusters Score: Raw -487157.176398 + Penalty 2713.889741 = -484443.286656 nChanged 14 SP:Iteration 48Q (2482.442138 sec): 3 clusters Score: Raw -487162.784246 + Penalty 2713.889741 = -484448.894505 nChanged 15 SP:Iteration 49Q (2482.496786 sec): 3 clusters Score: Raw -487170.000740 + Penalty 2713.889741 = -484456.110998 nChanged 15 SP:Iteration 50Q (2482.534045 sec): 3 clusters Score: Raw -487174.443452 + Penalty 2713.889741 = -484460.553711 nChanged 9 SP:Iteration 51Q (2482.585279 sec): 3 clusters Score: Raw -487176.905836 + Penalty 2713.889741 = -484463.016094 nChanged 7 SP:Iteration 52Q (2482.631329 sec): 3 clusters Score: Raw -487179.155558 + Penalty 2713.889741 = -484465.265816 nChanged 9 SP:Iteration 53Q (2482.676099 sec): 3 clusters Score: Raw -487182.800901 + Penalty 2713.889741 = -484468.911160 nChanged 19 SP:Iteration 54Q (2482.720498 sec): 3 clusters Score: Raw -487192.874452 + Penalty 2713.889741 = -484478.984710 nChanged 27 SP:Iteration 55Q (2482.765063 sec): 3 clusters Score: Raw -487204.099901 + Penalty 2713.889741 = -484490.210160 nChanged 23 SP:Iteration 56Q (2482.801734 sec): 3 clusters Score: Raw -487216.582215 + Penalty 2713.889741 = -484502.692474 nChanged 24 SP:Iteration 57Q (2482.843919 sec): 3 clusters Score: Raw -487233.836473 + Penalty 2713.889741 = -484519.946732 nChanged 36 SP:Iteration 58Q (2482.886854 sec): 3 clusters Score: Raw -487259.812737 + Penalty 2713.889741 = -484545.922995 nChanged 32 SP:Iteration 59Q (2482.928631 sec): 3 clusters Score: Raw -487282.178190 + Penalty 2713.889741 = -484568.288448 nChanged 41 SP:Iteration 60F (2482.974872 sec): 3 clusters Score: Raw -487308.094017 + Penalty 2713.889741 = -484594.204275 nChanged 40 SP:Iteration 61Q (2483.020366 sec): 3 clusters Score: Raw -487331.216482 + Penalty 2713.889741 = -484617.326741 nChanged 37 SP:Iteration 62Q (2483.066075 sec): 3 clusters Score: Raw -487353.530726 + Penalty 2713.889741 = -484639.640985 nChanged 28 SP:Iteration 63Q (2483.108284 sec): 3 clusters Score: Raw -487369.446890 + Penalty 2713.889741 = -484655.557149 nChanged 34 SP:Iteration 64Q (2483.158592 sec): 3 clusters Score: Raw -487391.502309 + Penalty 2713.889741 = -484677.612567 nChanged 27 SP:Iteration 65Q (2483.206969 sec): 3 clusters Score: Raw -487408.323284 + Penalty 2713.889741 = -484694.433543 nChanged 29 SP:Iteration 66Q (2483.252272 sec): 3 clusters Score: Raw -487423.253670 + Penalty 2713.889741 = -484709.363929 nChanged 24 SP:Iteration 67Q (2483.292803 sec): 3 clusters Score: Raw -487440.009220 + Penalty 2713.889741 = -484726.119479 nChanged 25 SP:Iteration 68Q (2483.342829 sec): 3 clusters Score: Raw -487455.342152 + Penalty 2713.889741 = -484741.452411 nChanged 17 SP:Iteration 69Q (2483.379133 sec): 3 clusters Score: Raw -487461.504706 + Penalty 2713.889741 = -484747.614964 nChanged 13 SP:Iteration 70Q (2483.420829 sec): 3 clusters Score: Raw -487467.559105 + Penalty 2713.889741 = -484753.669363 nChanged 19 SP:Iteration 71Q (2483.462456 sec): 3 clusters Score: Raw -487475.431631 + Penalty 2713.889741 = -484761.541889 nChanged 18 SP:Iteration 72Q (2483.516149 sec): 3 clusters Score: Raw -487482.750783 + Penalty 2713.889741 = -484768.861041 nChanged 18 SP:Iteration 73Q (2483.552048 sec): 3 clusters Score: Raw -487491.688106 + Penalty 2713.889741 = -484777.798365 nChanged 18 SP:Iteration 74Q (2483.610581 sec): 3 clusters Score: Raw -487497.605416 + Penalty 2713.889741 = -484783.715675 nChanged 12 SP:Iteration 75Q (2483.660561 sec): 3 clusters Score: Raw -487500.303202 + Penalty 2713.889741 = -484786.413460 nChanged 5 SP:Iteration 76Q (2483.712698 sec): 3 clusters Score: Raw -487501.604968 + Penalty 2713.889741 = -484787.715226 nChanged 3 SP:Iteration 77Q (2483.762644 sec): 3 clusters Score: Raw -487502.201345 + Penalty 2713.889741 = -484788.311603 nChanged 3 SP:Iteration 78Q (2483.821548 sec): 3 clusters Score: Raw -487503.160148 + Penalty 2713.889741 = -484789.270407 nChanged 1 SP:Iteration 79Q (2483.863024 sec): 3 clusters Score: Raw -487503.237121 + Penalty 2713.889741 = -484789.347380 nChanged 0 SP:Iteration 80F (2483.926232 sec): 3 clusters Score: Raw -487503.237121 + Penalty 2713.889741 = -484789.347380 nChanged 0 Trying to split cluster 14 (8804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2483.953652 sec): 2 clusters Score: Raw -1040133.583548 + Penalty 1475.981234 = -1038657.602313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2484.027921 sec): 3 clusters Score: Raw -1035200.274821 + Penalty 2951.962469 = -1032248.312352 nChanged 3774 SP:Iteration 1F (2484.090205 sec): 3 clusters Score: Raw -1037249.423804 + Penalty 2951.962469 = -1034297.461335 nChanged 505 SP:Iteration 2F (2484.141077 sec): 3 clusters Score: Raw -1037458.447490 + Penalty 2951.962469 = -1034506.485022 nChanged 389 SP:Iteration 3Q (2484.202685 sec): 3 clusters Score: Raw -1037613.268031 + Penalty 2951.962469 = -1034661.305562 nChanged 340 SP:Iteration 4Q (2484.276730 sec): 3 clusters Score: Raw -1037753.122228 + Penalty 2951.962469 = -1034801.159759 nChanged 296 SP:Iteration 5Q (2484.335226 sec): 3 clusters Score: Raw -1037865.057941 + Penalty 2951.962469 = -1034913.095472 nChanged 295 SP:Iteration 6Q (2484.395456 sec): 3 clusters Score: Raw -1037970.283843 + Penalty 2951.962469 = -1035018.321374 nChanged 261 SP:Iteration 7Q (2484.466340 sec): 3 clusters Score: Raw -1038066.037905 + Penalty 2951.962469 = -1035114.075436 nChanged 253 SP:Iteration 8Q (2484.526474 sec): 3 clusters Score: Raw -1038153.562606 + Penalty 2951.962469 = -1035201.600137 nChanged 234 SP:Iteration 9Q (2484.596327 sec): 3 clusters Score: Raw -1038239.778322 + Penalty 2951.962469 = -1035287.815853 nChanged 230 SP:Iteration 10Q (2484.647140 sec): 3 clusters Score: Raw -1038334.632448 + Penalty 2951.962469 = -1035382.669979 nChanged 266 SP:Iteration 11Q (2484.711880 sec): 3 clusters Score: Raw -1038459.400946 + Penalty 2951.962469 = -1035507.438477 nChanged 279 SP:Iteration 12Q (2484.758172 sec): 3 clusters Score: Raw -1038607.837932 + Penalty 2951.962469 = -1035655.875463 nChanged 311 SP:Iteration 13Q (2484.822344 sec): 3 clusters Score: Raw -1038781.876138 + Penalty 2951.962469 = -1035829.913669 nChanged 317 SP:Iteration 14Q (2484.873208 sec): 3 clusters Score: Raw -1038949.738766 + Penalty 2951.962469 = -1035997.776297 nChanged 315 SP:Iteration 15Q (2484.927560 sec): 3 clusters Score: Raw -1039137.852357 + Penalty 2951.962469 = -1036185.889888 nChanged 320 SP:Iteration 16Q (2484.986980 sec): 3 clusters Score: Raw -1039356.052223 + Penalty 2951.962469 = -1036404.089754 nChanged 313 SP:Iteration 17Q (2485.044232 sec): 3 clusters Score: Raw -1039583.822889 + Penalty 2951.962469 = -1036631.860420 nChanged 269 SP:Iteration 18Q (2485.107751 sec): 3 clusters Score: Raw -1039791.939200 + Penalty 2951.962469 = -1036839.976731 nChanged 207 SP:Iteration 19Q (2485.169966 sec): 3 clusters Score: Raw -1039949.182136 + Penalty 2951.962469 = -1036997.219667 nChanged 172 SP:Iteration 20F (2485.218529 sec): 3 clusters Score: Raw -1040078.040340 + Penalty 2951.962469 = -1037126.077871 nChanged 132 SP:Iteration 21Q (2485.275278 sec): 3 clusters Score: Raw -1040175.371462 + Penalty 2951.962469 = -1037223.408993 nChanged 103 SP:Iteration 22Q (2485.332264 sec): 3 clusters Score: Raw -1040250.284735 + Penalty 2951.962469 = -1037298.322266 nChanged 63 SP:Iteration 23Q (2485.389266 sec): 3 clusters Score: Raw -1040292.259256 + Penalty 2951.962469 = -1037340.296787 nChanged 44 SP:Iteration 24Q (2485.445435 sec): 3 clusters Score: Raw -1040320.323973 + Penalty 2951.962469 = -1037368.361504 nChanged 27 SP:Iteration 25Q (2485.496703 sec): 3 clusters Score: Raw -1040335.174635 + Penalty 2951.962469 = -1037383.212166 nChanged 12 SP:Iteration 26Q (2485.549488 sec): 3 clusters Score: Raw -1040342.658379 + Penalty 2951.962469 = -1037390.695911 nChanged 12 SP:Iteration 27Q (2485.606140 sec): 3 clusters Score: Raw -1040351.635948 + Penalty 2951.962469 = -1037399.673479 nChanged 14 SP:Iteration 28Q (2485.659828 sec): 3 clusters Score: Raw -1040358.459429 + Penalty 2951.962469 = -1037406.496960 nChanged 6 SP:Iteration 29Q (2485.716352 sec): 3 clusters Score: Raw -1040361.592833 + Penalty 2951.962469 = -1037409.630364 nChanged 2 SP:Iteration 30Q (2485.772969 sec): 3 clusters Score: Raw -1040362.350754 + Penalty 2951.962469 = -1037410.388285 nChanged 1 SP:Iteration 31Q (2485.829350 sec): 3 clusters Score: Raw -1040362.691654 + Penalty 2951.962469 = -1037410.729186 nChanged 0 SP:Iteration 32F (2485.889728 sec): 3 clusters Score: Raw -1040362.691654 + Penalty 2951.962469 = -1037410.729186 nChanged 0 Trying to split cluster 15 (1453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2485.906470 sec): 2 clusters Score: Raw -158473.020607 + Penalty 1183.225170 = -157289.795436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2485.946508 sec): 3 clusters Score: Raw -158022.141084 + Penalty 2366.450341 = -155655.690743 nChanged 525 SP:Iteration 1F (2485.981128 sec): 3 clusters Score: Raw -158522.436755 + Penalty 2366.450341 = -156155.986415 nChanged 144 SP:Iteration 2F (2486.020535 sec): 3 clusters Score: Raw -158775.300198 + Penalty 2366.450341 = -156408.849857 nChanged 114 SP:Iteration 3F (2486.060017 sec): 3 clusters Score: Raw -158923.587542 + Penalty 2366.450341 = -156557.137202 nChanged 64 SP:Iteration 4Q (2486.099726 sec): 3 clusters Score: Raw -159036.747857 + Penalty 2366.450341 = -156670.297517 nChanged 53 SP:Iteration 5Q (2486.139444 sec): 3 clusters Score: Raw -159160.173478 + Penalty 2366.450341 = -156793.723137 nChanged 57 SP:Iteration 6Q (2486.183576 sec): 3 clusters Score: Raw -159257.227170 + Penalty 2366.450341 = -156890.776829 nChanged 46 SP:Iteration 7Q (2486.231747 sec): 3 clusters Score: Raw -159312.322060 + Penalty 2366.450341 = -156945.871719 nChanged 28 SP:Iteration 8Q (2486.280649 sec): 3 clusters Score: Raw -159337.783568 + Penalty 2366.450341 = -156971.333227 nChanged 31 SP:Iteration 9Q (2486.328045 sec): 3 clusters Score: Raw -159371.798780 + Penalty 2366.450341 = -157005.348440 nChanged 18 SP:Iteration 10Q (2486.378081 sec): 3 clusters Score: Raw -159385.510555 + Penalty 2366.450341 = -157019.060214 nChanged 13 SP:Iteration 11Q (2486.435628 sec): 3 clusters Score: Raw -159405.850230 + Penalty 2366.450341 = -157039.399889 nChanged 13 SP:Iteration 12Q (2486.477331 sec): 3 clusters Score: Raw -159424.265789 + Penalty 2366.450341 = -157057.815449 nChanged 6 SP:Iteration 13Q (2486.530538 sec): 3 clusters Score: Raw -159431.231161 + Penalty 2366.450341 = -157064.780820 nChanged 8 SP:Iteration 14Q (2486.578573 sec): 3 clusters Score: Raw -159443.286626 + Penalty 2366.450341 = -157076.836285 nChanged 8 SP:Iteration 15Q (2486.631409 sec): 3 clusters Score: Raw -159460.670376 + Penalty 2366.450341 = -157094.220035 nChanged 10 SP:Iteration 16Q (2486.681137 sec): 3 clusters Score: Raw -159471.391739 + Penalty 2366.450341 = -157104.941398 nChanged 9 SP:Iteration 17Q (2486.730882 sec): 3 clusters Score: Raw -159477.975081 + Penalty 2366.450341 = -157111.524740 nChanged 3 SP:Iteration 18Q (2486.770266 sec): 3 clusters Score: Raw -159480.198343 + Penalty 2366.450341 = -157113.748002 nChanged 1 SP:Iteration 19Q (2486.828534 sec): 3 clusters Score: Raw -159480.556122 + Penalty 2366.450341 = -157114.105781 nChanged 0 SP:Iteration 20F (2486.862403 sec): 3 clusters Score: Raw -159480.556122 + Penalty 2366.450341 = -157114.105781 nChanged 0 Trying to split cluster 16 (4208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2486.904739 sec): 2 clusters Score: Raw -511645.566819 + Penalty 1356.020698 = -510289.546122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2486.960756 sec): 3 clusters Score: Raw -509505.243825 + Penalty 2712.041395 = -506793.202430 nChanged 1643 SP:Iteration 1F (2487.016156 sec): 3 clusters Score: Raw -510465.990519 + Penalty 2712.041395 = -507753.949124 nChanged 291 SP:Iteration 2F (2487.060287 sec): 3 clusters Score: Raw -510622.783098 + Penalty 2712.041395 = -507910.741703 nChanged 208 SP:Iteration 3Q (2487.116362 sec): 3 clusters Score: Raw -510736.557142 + Penalty 2712.041395 = -508024.515747 nChanged 194 SP:Iteration 4Q (2487.171976 sec): 3 clusters Score: Raw -510839.260120 + Penalty 2712.041395 = -508127.218724 nChanged 161 SP:Iteration 5Q (2487.228031 sec): 3 clusters Score: Raw -510922.148600 + Penalty 2712.041395 = -508210.107205 nChanged 146 SP:Iteration 6Q (2487.295572 sec): 3 clusters Score: Raw -511008.765090 + Penalty 2712.041395 = -508296.723695 nChanged 157 SP:Iteration 7Q (2487.336742 sec): 3 clusters Score: Raw -511109.726209 + Penalty 2712.041395 = -508397.684813 nChanged 180 SP:Iteration 8Q (2487.391731 sec): 3 clusters Score: Raw -511230.917113 + Penalty 2712.041395 = -508518.875717 nChanged 175 SP:Iteration 9Q (2487.446563 sec): 3 clusters Score: Raw -511339.312300 + Penalty 2712.041395 = -508627.270905 nChanged 159 SP:Iteration 10Q (2487.500926 sec): 3 clusters Score: Raw -511452.045217 + Penalty 2712.041395 = -508740.003822 nChanged 140 SP:Iteration 11Q (2487.559880 sec): 3 clusters Score: Raw -511555.695164 + Penalty 2712.041395 = -508843.653769 nChanged 128 SP:Iteration 12Q (2487.613982 sec): 3 clusters Score: Raw -511649.273550 + Penalty 2712.041395 = -508937.232155 nChanged 116 SP:Iteration 13Q (2487.660441 sec): 3 clusters Score: Raw -511742.165535 + Penalty 2712.041395 = -509030.124140 nChanged 99 SP:Iteration 14Q (2487.718134 sec): 3 clusters Score: Raw -511817.549214 + Penalty 2712.041395 = -509105.507819 nChanged 61 SP:Iteration 15Q (2487.773471 sec): 3 clusters Score: Raw -511854.099102 + Penalty 2712.041395 = -509142.057707 nChanged 41 SP:Iteration 16Q (2487.814919 sec): 3 clusters Score: Raw -511881.562547 + Penalty 2712.041395 = -509169.521152 nChanged 22 SP:Iteration 17Q (2487.868603 sec): 3 clusters Score: Raw -511899.843514 + Penalty 2712.041395 = -509187.802119 nChanged 30 SP:Iteration 18Q (2487.917375 sec): 3 clusters Score: Raw -511914.999648 + Penalty 2712.041395 = -509202.958253 nChanged 24 SP:Iteration 19Q (2487.976678 sec): 3 clusters Score: Raw -511929.579569 + Penalty 2712.041395 = -509217.538173 nChanged 29 SP:Iteration 20F (2488.028337 sec): 3 clusters Score: Raw -511951.458569 + Penalty 2712.041395 = -509239.417173 nChanged 28 SP:Iteration 21Q (2488.079702 sec): 3 clusters Score: Raw -511973.465090 + Penalty 2712.041395 = -509261.423695 nChanged 28 SP:Iteration 22Q (2488.130424 sec): 3 clusters Score: Raw -511992.343392 + Penalty 2712.041395 = -509280.301997 nChanged 21 SP:Iteration 23Q (2488.172371 sec): 3 clusters Score: Raw -512006.799605 + Penalty 2712.041395 = -509294.758210 nChanged 15 SP:Iteration 24Q (2488.220968 sec): 3 clusters Score: Raw -512014.657480 + Penalty 2712.041395 = -509302.616085 nChanged 11 SP:Iteration 25Q (2488.269497 sec): 3 clusters Score: Raw -512020.980714 + Penalty 2712.041395 = -509308.939319 nChanged 10 SP:Iteration 26Q (2488.330896 sec): 3 clusters Score: Raw -512025.484122 + Penalty 2712.041395 = -509313.442727 nChanged 3 SP:Iteration 27Q (2488.382371 sec): 3 clusters Score: Raw -512026.570134 + Penalty 2712.041395 = -509314.528739 nChanged 3 SP:Iteration 28Q (2488.425085 sec): 3 clusters Score: Raw -512027.939595 + Penalty 2712.041395 = -509315.898200 nChanged 5 SP:Iteration 29Q (2488.475156 sec): 3 clusters Score: Raw -512030.543131 + Penalty 2712.041395 = -509318.501735 nChanged 7 SP:Iteration 30Q (2488.533175 sec): 3 clusters Score: Raw -512034.664760 + Penalty 2712.041395 = -509322.623365 nChanged 3 SP:Iteration 31Q (2488.573357 sec): 3 clusters Score: Raw -512036.842063 + Penalty 2712.041395 = -509324.800668 nChanged 2 SP:Iteration 32Q (2488.621614 sec): 3 clusters Score: Raw -512038.123499 + Penalty 2712.041395 = -509326.082104 nChanged 3 SP:Iteration 33Q (2488.669742 sec): 3 clusters Score: Raw -512040.067277 + Penalty 2712.041395 = -509328.025882 nChanged 2 SP:Iteration 34Q (2488.717699 sec): 3 clusters Score: Raw -512041.160427 + Penalty 2712.041395 = -509329.119032 nChanged 1 SP:Iteration 35Q (2488.768249 sec): 3 clusters Score: Raw -512041.419845 + Penalty 2712.041395 = -509329.378449 nChanged 1 SP:Iteration 36Q (2488.818856 sec): 3 clusters Score: Raw -512041.853391 + Penalty 2712.041395 = -509329.811996 nChanged 3 SP:Iteration 37Q (2488.867162 sec): 3 clusters Score: Raw -512043.132252 + Penalty 2712.041395 = -509331.090857 nChanged 4 SP:Iteration 38Q (2488.915410 sec): 3 clusters Score: Raw -512044.132566 + Penalty 2712.041395 = -509332.091171 nChanged 2 SP:Iteration 39Q (2488.973308 sec): 3 clusters Score: Raw -512045.517392 + Penalty 2712.041395 = -509333.475996 nChanged 3 SP:Iteration 40F (2489.023985 sec): 3 clusters Score: Raw -512046.782895 + Penalty 2712.041395 = -509334.741500 nChanged 3 SP:Iteration 41Q (2489.064342 sec): 3 clusters Score: Raw -512049.383709 + Penalty 2712.041395 = -509337.342314 nChanged 5 SP:Iteration 42Q (2489.114113 sec): 3 clusters Score: Raw -512052.705884 + Penalty 2712.041395 = -509340.664489 nChanged 7 SP:Iteration 43Q (2489.162304 sec): 3 clusters Score: Raw -512056.231340 + Penalty 2712.041395 = -509344.189945 nChanged 2 SP:Iteration 44Q (2489.216646 sec): 3 clusters Score: Raw -512057.270296 + Penalty 2712.041395 = -509345.228900 nChanged 3 SP:Iteration 45Q (2489.277367 sec): 3 clusters Score: Raw -512058.094941 + Penalty 2712.041395 = -509346.053546 nChanged 4 SP:Iteration 46Q (2489.327459 sec): 3 clusters Score: Raw -512059.339489 + Penalty 2712.041395 = -509347.298094 nChanged 4 SP:Iteration 47Q (2489.367646 sec): 3 clusters Score: Raw -512060.518693 + Penalty 2712.041395 = -509348.477298 nChanged 3 SP:Iteration 48Q (2489.418992 sec): 3 clusters Score: Raw -512061.810691 + Penalty 2712.041395 = -509349.769296 nChanged 2 SP:Iteration 49Q (2489.470439 sec): 3 clusters Score: Raw -512062.478251 + Penalty 2712.041395 = -509350.436856 nChanged 3 SP:Iteration 50Q (2489.507060 sec): 3 clusters Score: Raw -512063.379772 + Penalty 2712.041395 = -509351.338377 nChanged 0 SP:Iteration 51F (2489.553626 sec): 3 clusters Score: Raw -512063.379772 + Penalty 2712.041395 = -509351.338377 nChanged 0 Trying to split cluster 17 (25438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2489.609072 sec): 2 clusters Score: Raw -3155789.835037 + Penalty 1648.399902 = -3154141.435135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2489.702653 sec): 3 clusters Score: Raw -3140325.785368 + Penalty 3296.799804 = -3137028.985563 nChanged 11492 SP:Iteration 1F (2489.788966 sec): 3 clusters Score: Raw -3146825.966375 + Penalty 3296.799804 = -3143529.166571 nChanged 1217 SP:Iteration 2Q (2489.884824 sec): 3 clusters Score: Raw -3147273.274217 + Penalty 3296.799804 = -3143976.474413 nChanged 1235 SP:Iteration 3Q (2489.981809 sec): 3 clusters Score: Raw -3147772.299423 + Penalty 3296.799804 = -3144475.499618 nChanged 1260 SP:Iteration 4Q (2490.077642 sec): 3 clusters Score: Raw -3148429.558442 + Penalty 3296.799804 = -3145132.758638 nChanged 1466 SP:Iteration 5F (2490.168319 sec): 3 clusters Score: Raw -3149344.205942 + Penalty 3296.799804 = -3146047.406138 nChanged 1628 SP:Iteration 6F (2490.259860 sec): 3 clusters Score: Raw -3150505.278550 + Penalty 3296.799804 = -3147208.478746 nChanged 1698 SP:Iteration 7F (2490.350331 sec): 3 clusters Score: Raw -3151647.897076 + Penalty 3296.799804 = -3148351.097272 nChanged 1536 SP:Iteration 8F (2490.443764 sec): 3 clusters Score: Raw -3152490.961858 + Penalty 3296.799804 = -3149194.162054 nChanged 1194 SP:Iteration 9Q (2490.537785 sec): 3 clusters Score: Raw -3153017.592593 + Penalty 3296.799804 = -3149720.792789 nChanged 906 SP:Iteration 10Q (2490.634521 sec): 3 clusters Score: Raw -3153343.230492 + Penalty 3296.799804 = -3150046.430687 nChanged 659 SP:Iteration 11Q (2490.726461 sec): 3 clusters Score: Raw -3153537.068758 + Penalty 3296.799804 = -3150240.268953 nChanged 522 SP:Iteration 12Q (2490.820301 sec): 3 clusters Score: Raw -3153672.468414 + Penalty 3296.799804 = -3150375.668609 nChanged 401 SP:Iteration 13Q (2490.915262 sec): 3 clusters Score: Raw -3153765.074092 + Penalty 3296.799804 = -3150468.274287 nChanged 333 SP:Iteration 14Q (2491.010271 sec): 3 clusters Score: Raw -3153833.343501 + Penalty 3296.799804 = -3150536.543697 nChanged 286 SP:Iteration 15Q (2491.104272 sec): 3 clusters Score: Raw -3153881.399238 + Penalty 3296.799804 = -3150584.599433 nChanged 254 SP:Iteration 16Q (2491.198820 sec): 3 clusters Score: Raw -3153921.124867 + Penalty 3296.799804 = -3150624.325062 nChanged 229 SP:Iteration 17Q (2491.284961 sec): 3 clusters Score: Raw -3153953.302323 + Penalty 3296.799804 = -3150656.502519 nChanged 192 SP:Iteration 18Q (2491.378906 sec): 3 clusters Score: Raw -3153979.042993 + Penalty 3296.799804 = -3150682.243189 nChanged 195 SP:Iteration 19Q (2491.470952 sec): 3 clusters Score: Raw -3154006.830352 + Penalty 3296.799804 = -3150710.030547 nChanged 212 SP:Iteration 20F (2491.557817 sec): 3 clusters Score: Raw -3154039.819126 + Penalty 3296.799804 = -3150743.019322 nChanged 220 SP:Iteration 21Q (2491.650610 sec): 3 clusters Score: Raw -3154077.316037 + Penalty 3296.799804 = -3150780.516232 nChanged 244 SP:Iteration 22Q (2491.732295 sec): 3 clusters Score: Raw -3154123.159662 + Penalty 3296.799804 = -3150826.359858 nChanged 249 SP:Iteration 23Q (2491.825727 sec): 3 clusters Score: Raw -3154170.045738 + Penalty 3296.799804 = -3150873.245933 nChanged 275 SP:Iteration 24Q (2491.909888 sec): 3 clusters Score: Raw -3154229.917890 + Penalty 3296.799804 = -3150933.118086 nChanged 293 SP:Iteration 25Q (2492.006618 sec): 3 clusters Score: Raw -3154298.307251 + Penalty 3296.799804 = -3151001.507447 nChanged 303 SP:Iteration 26Q (2492.096320 sec): 3 clusters Score: Raw -3154369.885159 + Penalty 3296.799804 = -3151073.085354 nChanged 326 SP:Iteration 27Q (2492.178020 sec): 3 clusters Score: Raw -3154452.019751 + Penalty 3296.799804 = -3151155.219947 nChanged 345 SP:Iteration 28Q (2492.260937 sec): 3 clusters Score: Raw -3154545.321570 + Penalty 3296.799804 = -3151248.521766 nChanged 359 SP:Iteration 29Q (2492.347424 sec): 3 clusters Score: Raw -3154647.358088 + Penalty 3296.799804 = -3151350.558284 nChanged 320 SP:Iteration 30Q (2492.434199 sec): 3 clusters Score: Raw -3154738.915492 + Penalty 3296.799804 = -3151442.115688 nChanged 323 SP:Iteration 31Q (2492.520659 sec): 3 clusters Score: Raw -3154841.794369 + Penalty 3296.799804 = -3151544.994564 nChanged 331 SP:Iteration 32Q (2492.607178 sec): 3 clusters Score: Raw -3154954.448791 + Penalty 3296.799804 = -3151657.648986 nChanged 321 SP:Iteration 33Q (2492.693821 sec): 3 clusters Score: Raw -3155066.415255 + Penalty 3296.799804 = -3151769.615451 nChanged 301 SP:Iteration 34Q (2492.778735 sec): 3 clusters Score: Raw -3155183.971457 + Penalty 3296.799804 = -3151887.171653 nChanged 292 SP:Iteration 35Q (2492.853809 sec): 3 clusters Score: Raw -3155292.488981 + Penalty 3296.799804 = -3151995.689177 nChanged 247 SP:Iteration 36Q (2492.939571 sec): 3 clusters Score: Raw -3155389.662011 + Penalty 3296.799804 = -3152092.862206 nChanged 220 SP:Iteration 37Q (2493.030746 sec): 3 clusters Score: Raw -3155476.288398 + Penalty 3296.799804 = -3152179.488593 nChanged 193 SP:Iteration 38Q (2493.130214 sec): 3 clusters Score: Raw -3155557.315223 + Penalty 3296.799804 = -3152260.515419 nChanged 183 SP:Iteration 39Q (2493.214886 sec): 3 clusters Score: Raw -3155637.192190 + Penalty 3296.799804 = -3152340.392386 nChanged 151 SP:Iteration 40F (2493.311474 sec): 3 clusters Score: Raw -3155706.010910 + Penalty 3296.799804 = -3152409.211106 nChanged 122 SP:Iteration 41Q (2493.401041 sec): 3 clusters Score: Raw -3155761.346048 + Penalty 3296.799804 = -3152464.546244 nChanged 112 SP:Iteration 42Q (2493.493474 sec): 3 clusters Score: Raw -3155820.034690 + Penalty 3296.799804 = -3152523.234886 nChanged 98 SP:Iteration 43Q (2493.583696 sec): 3 clusters Score: Raw -3155867.651012 + Penalty 3296.799804 = -3152570.851208 nChanged 79 SP:Iteration 44Q (2493.666185 sec): 3 clusters Score: Raw -3155896.958169 + Penalty 3296.799804 = -3152600.158365 nChanged 50 SP:Iteration 45Q (2493.738054 sec): 3 clusters Score: Raw -3155916.518615 + Penalty 3296.799804 = -3152619.718811 nChanged 43 SP:Iteration 46Q (2493.819664 sec): 3 clusters Score: Raw -3155935.200642 + Penalty 3296.799804 = -3152638.400837 nChanged 37 SP:Iteration 47Q (2493.903973 sec): 3 clusters Score: Raw -3155957.602929 + Penalty 3296.799804 = -3152660.803125 nChanged 44 SP:Iteration 48Q (2493.988790 sec): 3 clusters Score: Raw -3155980.126975 + Penalty 3296.799804 = -3152683.327170 nChanged 35 SP:Iteration 49Q (2494.078704 sec): 3 clusters Score: Raw -3155993.062667 + Penalty 3296.799804 = -3152696.262862 nChanged 30 SP:Iteration 50Q (2494.151255 sec): 3 clusters Score: Raw -3156011.195728 + Penalty 3296.799804 = -3152714.395924 nChanged 21 SP:Iteration 51Q (2494.233862 sec): 3 clusters Score: Raw -3156019.957183 + Penalty 3296.799804 = -3152723.157379 nChanged 25 SP:Iteration 52Q (2494.321863 sec): 3 clusters Score: Raw -3156028.799791 + Penalty 3296.799804 = -3152731.999987 nChanged 21 SP:Iteration 53Q (2494.391910 sec): 3 clusters Score: Raw -3156037.344135 + Penalty 3296.799804 = -3152740.544331 nChanged 13 SP:Iteration 54Q (2494.480255 sec): 3 clusters Score: Raw -3156045.010284 + Penalty 3296.799804 = -3152748.210480 nChanged 13 SP:Iteration 55Q (2494.572509 sec): 3 clusters Score: Raw -3156051.270270 + Penalty 3296.799804 = -3152754.470465 nChanged 16 SP:Iteration 56Q (2494.662127 sec): 3 clusters Score: Raw -3156058.085604 + Penalty 3296.799804 = -3152761.285799 nChanged 9 SP:Iteration 57Q (2494.745374 sec): 3 clusters Score: Raw -3156061.211241 + Penalty 3296.799804 = -3152764.411437 nChanged 2 SP:Iteration 58Q (2494.839046 sec): 3 clusters Score: Raw -3156062.033158 + Penalty 3296.799804 = -3152765.233354 nChanged 1 SP:Iteration 59Q (2494.918872 sec): 3 clusters Score: Raw -3156062.451105 + Penalty 3296.799804 = -3152765.651301 nChanged 1 SP:Iteration 60F (2495.010570 sec): 3 clusters Score: Raw -3156063.079675 + Penalty 3296.799804 = -3152766.279870 nChanged 3 SP:Iteration 61Q (2495.096180 sec): 3 clusters Score: Raw -3156063.674002 + Penalty 3296.799804 = -3152766.874198 nChanged 2 SP:Iteration 62Q (2495.178321 sec): 3 clusters Score: Raw -3156064.291143 + Penalty 3296.799804 = -3152767.491339 nChanged 1 SP:Iteration 63Q (2495.256621 sec): 3 clusters Score: Raw -3156064.822173 + Penalty 3296.799804 = -3152768.022369 nChanged 1 SP:Iteration 64Q (2495.333333 sec): 3 clusters Score: Raw -3156065.159365 + Penalty 3296.799804 = -3152768.359561 nChanged 0 SP:Iteration 65F (2495.422435 sec): 3 clusters Score: Raw -3156065.159365 + Penalty 3296.799804 = -3152768.359561 nChanged 0 Trying to split cluster 18 (916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2495.454169 sec): 2 clusters Score: Raw -120176.350555 + Penalty 1108.252659 = -119068.097895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2495.492564 sec): 3 clusters Score: Raw -119934.122161 + Penalty 2216.505319 = -117717.616843 nChanged 253 SP:Iteration 1F (2495.530172 sec): 3 clusters Score: Raw -120164.064452 + Penalty 2216.505319 = -117947.559134 nChanged 58 SP:Iteration 2F (2495.568373 sec): 3 clusters Score: Raw -120231.716654 + Penalty 2216.505319 = -118015.211335 nChanged 36 SP:Iteration 3Q (2495.606700 sec): 3 clusters Score: Raw -120279.091260 + Penalty 2216.505319 = -118062.585942 nChanged 20 SP:Iteration 4Q (2495.645037 sec): 3 clusters Score: Raw -120297.484612 + Penalty 2216.505319 = -118080.979293 nChanged 13 SP:Iteration 5Q (2495.674454 sec): 3 clusters Score: Raw -120312.152141 + Penalty 2216.505319 = -118095.646823 nChanged 14 SP:Iteration 6Q (2495.710970 sec): 3 clusters Score: Raw -120329.712726 + Penalty 2216.505319 = -118113.207408 nChanged 9 SP:Iteration 7Q (2495.749327 sec): 3 clusters Score: Raw -120334.278587 + Penalty 2216.505319 = -118117.773269 nChanged 5 SP:Iteration 8Q (2495.787770 sec): 3 clusters Score: Raw -120339.815595 + Penalty 2216.505319 = -118123.310276 nChanged 7 SP:Iteration 9Q (2495.824448 sec): 3 clusters Score: Raw -120346.074815 + Penalty 2216.505319 = -118129.569497 nChanged 4 SP:Iteration 10Q (2495.862805 sec): 3 clusters Score: Raw -120352.693480 + Penalty 2216.505319 = -118136.188161 nChanged 3 SP:Iteration 11Q (2495.901161 sec): 3 clusters Score: Raw -120355.407723 + Penalty 2216.505319 = -118138.902405 nChanged 8 SP:Iteration 12Q (2495.939520 sec): 3 clusters Score: Raw -120366.593326 + Penalty 2216.505319 = -118150.088007 nChanged 8 SP:Iteration 13Q (2495.977945 sec): 3 clusters Score: Raw -120376.403831 + Penalty 2216.505319 = -118159.898512 nChanged 5 SP:Iteration 14Q (2496.016255 sec): 3 clusters Score: Raw -120379.966312 + Penalty 2216.505319 = -118163.460993 nChanged 5 SP:Iteration 15Q (2496.054059 sec): 3 clusters Score: Raw -120382.748742 + Penalty 2216.505319 = -118166.243424 nChanged 1 SP:Iteration 16Q (2496.092345 sec): 3 clusters Score: Raw -120383.099664 + Penalty 2216.505319 = -118166.594346 nChanged 1 SP:Iteration 17Q (2496.130759 sec): 3 clusters Score: Raw -120384.001809 + Penalty 2216.505319 = -118167.496491 nChanged 0 SP:Iteration 18F (2496.169154 sec): 3 clusters Score: Raw -120384.001809 + Penalty 2216.505319 = -118167.496491 nChanged 0 Trying to split cluster 19 (33896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2496.242459 sec): 2 clusters Score: Raw -4182201.124984 + Penalty 1695.045997 = -4180506.078986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2496.331340 sec): 3 clusters Score: Raw -4161033.852705 + Penalty 3390.091995 = -4157643.760710 nChanged 15733 SP:Iteration 1F (2496.428408 sec): 3 clusters Score: Raw -4170217.809879 + Penalty 3390.091995 = -4166827.717884 nChanged 1702 SP:Iteration 2F (2496.535868 sec): 3 clusters Score: Raw -4170872.231682 + Penalty 3390.091995 = -4167482.139687 nChanged 1742 SP:Iteration 3F (2496.639747 sec): 3 clusters Score: Raw -4171591.836470 + Penalty 3390.091995 = -4168201.744475 nChanged 1737 SP:Iteration 4F (2496.744851 sec): 3 clusters Score: Raw -4172367.424233 + Penalty 3390.091995 = -4168977.332238 nChanged 1805 SP:Iteration 5F (2496.850258 sec): 3 clusters Score: Raw -4173220.611508 + Penalty 3390.091995 = -4169830.519513 nChanged 1807 SP:Iteration 6F (2496.956160 sec): 3 clusters Score: Raw -4174142.877763 + Penalty 3390.091995 = -4170752.785768 nChanged 1811 SP:Iteration 7F (2497.052433 sec): 3 clusters Score: Raw -4175101.413309 + Penalty 3390.091995 = -4171711.321314 nChanged 1617 SP:Iteration 8Q (2497.158228 sec): 3 clusters Score: Raw -4175939.864539 + Penalty 3390.091995 = -4172549.772544 nChanged 1425 SP:Iteration 9Q (2497.266291 sec): 3 clusters Score: Raw -4176721.307788 + Penalty 3390.091995 = -4173331.215793 nChanged 1314 SP:Iteration 10Q (2497.368731 sec): 3 clusters Score: Raw -4177525.459676 + Penalty 3390.091995 = -4174135.367681 nChanged 1196 SP:Iteration 11Q (2497.465062 sec): 3 clusters Score: Raw -4178217.492017 + Penalty 3390.091995 = -4174827.400022 nChanged 923 SP:Iteration 12Q (2497.565188 sec): 3 clusters Score: Raw -4178664.811629 + Penalty 3390.091995 = -4175274.719634 nChanged 717 SP:Iteration 13Q (2497.656201 sec): 3 clusters Score: Raw -4178982.770157 + Penalty 3390.091995 = -4175592.678162 nChanged 595 SP:Iteration 14Q (2497.762748 sec): 3 clusters Score: Raw -4179216.795180 + Penalty 3390.091995 = -4175826.703185 nChanged 533 SP:Iteration 15Q (2497.855603 sec): 3 clusters Score: Raw -4179418.990583 + Penalty 3390.091995 = -4176028.898588 nChanged 481 SP:Iteration 16Q (2497.961057 sec): 3 clusters Score: Raw -4179587.268429 + Penalty 3390.091995 = -4176197.176434 nChanged 461 SP:Iteration 17Q (2498.070099 sec): 3 clusters Score: Raw -4179743.955996 + Penalty 3390.091995 = -4176353.864001 nChanged 434 SP:Iteration 18Q (2498.170811 sec): 3 clusters Score: Raw -4179896.366555 + Penalty 3390.091995 = -4176506.274560 nChanged 424 SP:Iteration 19Q (2498.272204 sec): 3 clusters Score: Raw -4180042.964309 + Penalty 3390.091995 = -4176652.872314 nChanged 373 SP:Iteration 20F (2498.370376 sec): 3 clusters Score: Raw -4180166.346277 + Penalty 3390.091995 = -4176776.254282 nChanged 395 SP:Iteration 21Q (2498.467846 sec): 3 clusters Score: Raw -4180294.866126 + Penalty 3390.091995 = -4176904.774131 nChanged 382 SP:Iteration 22Q (2498.563025 sec): 3 clusters Score: Raw -4180418.079696 + Penalty 3390.091995 = -4177027.987701 nChanged 365 SP:Iteration 23Q (2498.656259 sec): 3 clusters Score: Raw -4180526.992415 + Penalty 3390.091995 = -4177136.900420 nChanged 338 SP:Iteration 24Q (2498.754513 sec): 3 clusters Score: Raw -4180628.630412 + Penalty 3390.091995 = -4177238.538417 nChanged 349 SP:Iteration 25Q (2498.846771 sec): 3 clusters Score: Raw -4180742.790929 + Penalty 3390.091995 = -4177352.698934 nChanged 339 SP:Iteration 26Q (2498.933892 sec): 3 clusters Score: Raw -4180863.591465 + Penalty 3390.091995 = -4177473.499470 nChanged 341 SP:Iteration 27Q (2499.024992 sec): 3 clusters Score: Raw -4180993.700156 + Penalty 3390.091995 = -4177603.608161 nChanged 333 SP:Iteration 28Q (2499.119418 sec): 3 clusters Score: Raw -4181113.681536 + Penalty 3390.091995 = -4177723.589541 nChanged 304 SP:Iteration 29Q (2499.205331 sec): 3 clusters Score: Raw -4181222.180165 + Penalty 3390.091995 = -4177832.088170 nChanged 288 SP:Iteration 30Q (2499.300156 sec): 3 clusters Score: Raw -4181335.977937 + Penalty 3390.091995 = -4177945.885942 nChanged 305 SP:Iteration 31Q (2499.385274 sec): 3 clusters Score: Raw -4181462.136015 + Penalty 3390.091995 = -4178072.044020 nChanged 273 SP:Iteration 32Q (2499.466035 sec): 3 clusters Score: Raw -4181583.183667 + Penalty 3390.091995 = -4178193.091672 nChanged 265 SP:Iteration 33Q (2499.553024 sec): 3 clusters Score: Raw -4181704.329914 + Penalty 3390.091995 = -4178314.237919 nChanged 212 SP:Iteration 34Q (2499.652990 sec): 3 clusters Score: Raw -4181795.251966 + Penalty 3390.091995 = -4178405.159971 nChanged 176 SP:Iteration 35Q (2499.747577 sec): 3 clusters Score: Raw -4181872.426005 + Penalty 3390.091995 = -4178482.334010 nChanged 188 SP:Iteration 36Q (2499.843041 sec): 3 clusters Score: Raw -4181957.525265 + Penalty 3390.091995 = -4178567.433270 nChanged 153 SP:Iteration 37Q (2499.937574 sec): 3 clusters Score: Raw -4182030.610173 + Penalty 3390.091995 = -4178640.518178 nChanged 146 SP:Iteration 38Q (2500.026948 sec): 3 clusters Score: Raw -4182101.101196 + Penalty 3390.091995 = -4178711.009201 nChanged 127 SP:Iteration 39Q (2500.118991 sec): 3 clusters Score: Raw -4182167.754117 + Penalty 3390.091995 = -4178777.662122 nChanged 117 SP:Iteration 40F (2500.213488 sec): 3 clusters Score: Raw -4182225.618605 + Penalty 3390.091995 = -4178835.526610 nChanged 104 SP:Iteration 41Q (2500.298835 sec): 3 clusters Score: Raw -4182278.202171 + Penalty 3390.091995 = -4178888.110176 nChanged 78 SP:Iteration 42Q (2500.392437 sec): 3 clusters Score: Raw -4182312.645289 + Penalty 3390.091995 = -4178922.553294 nChanged 54 SP:Iteration 43Q (2500.485643 sec): 3 clusters Score: Raw -4182340.547690 + Penalty 3390.091995 = -4178950.455695 nChanged 55 SP:Iteration 44Q (2500.567517 sec): 3 clusters Score: Raw -4182369.239617 + Penalty 3390.091995 = -4178979.147622 nChanged 43 SP:Iteration 45Q (2500.662634 sec): 3 clusters Score: Raw -4182390.947106 + Penalty 3390.091995 = -4179000.855111 nChanged 34 SP:Iteration 46Q (2500.750859 sec): 3 clusters Score: Raw -4182407.523431 + Penalty 3390.091995 = -4179017.431436 nChanged 33 SP:Iteration 47Q (2500.836840 sec): 3 clusters Score: Raw -4182422.796759 + Penalty 3390.091995 = -4179032.704764 nChanged 19 SP:Iteration 48Q (2500.918884 sec): 3 clusters Score: Raw -4182432.631588 + Penalty 3390.091995 = -4179042.539593 nChanged 18 SP:Iteration 49Q (2501.012149 sec): 3 clusters Score: Raw -4182441.990983 + Penalty 3390.091995 = -4179051.898988 nChanged 15 SP:Iteration 50Q (2501.100846 sec): 3 clusters Score: Raw -4182450.315818 + Penalty 3390.091995 = -4179060.223823 nChanged 16 SP:Iteration 51Q (2501.199879 sec): 3 clusters Score: Raw -4182456.597045 + Penalty 3390.091995 = -4179066.505050 nChanged 14 SP:Iteration 52Q (2501.293934 sec): 3 clusters Score: Raw -4182462.523894 + Penalty 3390.091995 = -4179072.431899 nChanged 6 SP:Iteration 53Q (2501.387800 sec): 3 clusters Score: Raw -4182467.205088 + Penalty 3390.091995 = -4179077.113093 nChanged 8 SP:Iteration 54Q (2501.475808 sec): 3 clusters Score: Raw -4182471.158517 + Penalty 3390.091995 = -4179081.066522 nChanged 7 SP:Iteration 55Q (2501.566551 sec): 3 clusters Score: Raw -4182474.698671 + Penalty 3390.091995 = -4179084.606676 nChanged 6 SP:Iteration 56Q (2501.654197 sec): 3 clusters Score: Raw -4182478.522233 + Penalty 3390.091995 = -4179088.430238 nChanged 8 SP:Iteration 57Q (2501.731849 sec): 3 clusters Score: Raw -4182482.735081 + Penalty 3390.091995 = -4179092.643086 nChanged 11 SP:Iteration 58Q (2501.810324 sec): 3 clusters Score: Raw -4182487.119946 + Penalty 3390.091995 = -4179097.027951 nChanged 6 SP:Iteration 59Q (2501.894322 sec): 3 clusters Score: Raw -4182491.132879 + Penalty 3390.091995 = -4179101.040884 nChanged 5 SP:Iteration 60F (2501.988110 sec): 3 clusters Score: Raw -4182493.468866 + Penalty 3390.091995 = -4179103.376871 nChanged 3 SP:Iteration 61Q (2502.077162 sec): 3 clusters Score: Raw -4182495.052615 + Penalty 3390.091995 = -4179104.960620 nChanged 2 SP:Iteration 62Q (2502.152386 sec): 3 clusters Score: Raw -4182495.462578 + Penalty 3390.091995 = -4179105.370583 nChanged 1 SP:Iteration 63Q (2502.238232 sec): 3 clusters Score: Raw -4182495.645991 + Penalty 3390.091995 = -4179105.553996 nChanged 2 SP:Iteration 64Q (2502.322865 sec): 3 clusters Score: Raw -4182496.816319 + Penalty 3390.091995 = -4179106.724324 nChanged 2 SP:Iteration 65Q (2502.403680 sec): 3 clusters Score: Raw -4182497.202615 + Penalty 3390.091995 = -4179107.110620 nChanged 0 SP:Iteration 66F (2502.499253 sec): 3 clusters Score: Raw -4182497.202615 + Penalty 3390.091995 = -4179107.110620 nChanged 0 Trying to split cluster 20 (5136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2502.524531 sec): 2 clusters Score: Raw -626266.922940 + Penalty 1388.404850 = -624878.518090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2502.575363 sec): 3 clusters Score: Raw -623588.904743 + Penalty 2776.809700 = -620812.095044 nChanged 2081 SP:Iteration 1F (2502.626562 sec): 3 clusters Score: Raw -624847.085749 + Penalty 2776.809700 = -622070.276049 nChanged 363 SP:Iteration 2F (2502.677747 sec): 3 clusters Score: Raw -625056.772702 + Penalty 2776.809700 = -622279.963002 nChanged 278 SP:Iteration 3F (2502.729260 sec): 3 clusters Score: Raw -625206.194542 + Penalty 2776.809700 = -622429.384843 nChanged 245 SP:Iteration 4Q (2502.778888 sec): 3 clusters Score: Raw -625335.799684 + Penalty 2776.809700 = -622558.989984 nChanged 224 SP:Iteration 5Q (2502.830526 sec): 3 clusters Score: Raw -625457.139538 + Penalty 2776.809700 = -622680.329839 nChanged 177 SP:Iteration 6Q (2502.881945 sec): 3 clusters Score: Raw -625540.854254 + Penalty 2776.809700 = -622764.044555 nChanged 145 SP:Iteration 7Q (2502.932860 sec): 3 clusters Score: Raw -625610.072158 + Penalty 2776.809700 = -622833.262459 nChanged 132 SP:Iteration 8Q (2502.984747 sec): 3 clusters Score: Raw -625676.695015 + Penalty 2776.809700 = -622899.885316 nChanged 137 SP:Iteration 9Q (2503.037851 sec): 3 clusters Score: Raw -625743.862009 + Penalty 2776.809700 = -622967.052309 nChanged 123 SP:Iteration 10Q (2503.099224 sec): 3 clusters Score: Raw -625811.923833 + Penalty 2776.809700 = -623035.114133 nChanged 130 SP:Iteration 11Q (2503.141722 sec): 3 clusters Score: Raw -625893.742099 + Penalty 2776.809700 = -623116.932399 nChanged 140 SP:Iteration 12Q (2503.205945 sec): 3 clusters Score: Raw -625982.013232 + Penalty 2776.809700 = -623205.203532 nChanged 136 SP:Iteration 13Q (2503.259715 sec): 3 clusters Score: Raw -626074.996991 + Penalty 2776.809700 = -623298.187292 nChanged 124 SP:Iteration 14Q (2503.311816 sec): 3 clusters Score: Raw -626163.442475 + Penalty 2776.809700 = -623386.632775 nChanged 109 SP:Iteration 15Q (2503.368875 sec): 3 clusters Score: Raw -626247.050513 + Penalty 2776.809700 = -623470.240813 nChanged 78 SP:Iteration 16Q (2503.434009 sec): 3 clusters Score: Raw -626318.174025 + Penalty 2776.809700 = -623541.364325 nChanged 73 SP:Iteration 17Q (2503.490454 sec): 3 clusters Score: Raw -626379.707826 + Penalty 2776.809700 = -623602.898126 nChanged 51 SP:Iteration 18Q (2503.537921 sec): 3 clusters Score: Raw -626416.046707 + Penalty 2776.809700 = -623639.237007 nChanged 31 SP:Iteration 19Q (2503.590031 sec): 3 clusters Score: Raw -626438.743911 + Penalty 2776.809700 = -623661.934211 nChanged 24 SP:Iteration 20F (2503.642030 sec): 3 clusters Score: Raw -626460.226788 + Penalty 2776.809700 = -623683.417088 nChanged 14 SP:Iteration 21Q (2503.701830 sec): 3 clusters Score: Raw -626473.294089 + Penalty 2776.809700 = -623696.484389 nChanged 10 SP:Iteration 22Q (2503.757484 sec): 3 clusters Score: Raw -626480.916155 + Penalty 2776.809700 = -623704.106455 nChanged 11 SP:Iteration 23Q (2503.809096 sec): 3 clusters Score: Raw -626488.603056 + Penalty 2776.809700 = -623711.793357 nChanged 8 SP:Iteration 24Q (2503.851083 sec): 3 clusters Score: Raw -626493.681005 + Penalty 2776.809700 = -623716.871306 nChanged 6 SP:Iteration 25Q (2503.902612 sec): 3 clusters Score: Raw -626499.450750 + Penalty 2776.809700 = -623722.641051 nChanged 10 SP:Iteration 26Q (2503.964700 sec): 3 clusters Score: Raw -626507.189401 + Penalty 2776.809700 = -623730.379701 nChanged 5 SP:Iteration 27Q (2504.017735 sec): 3 clusters Score: Raw -626513.241953 + Penalty 2776.809700 = -623736.432253 nChanged 5 SP:Iteration 28Q (2504.066581 sec): 3 clusters Score: Raw -626518.652072 + Penalty 2776.809700 = -623741.842372 nChanged 9 SP:Iteration 29Q (2504.125427 sec): 3 clusters Score: Raw -626527.463933 + Penalty 2776.809700 = -623750.654233 nChanged 4 SP:Iteration 30Q (2504.181322 sec): 3 clusters Score: Raw -626531.915684 + Penalty 2776.809700 = -623755.105984 nChanged 2 SP:Iteration 31Q (2504.238052 sec): 3 clusters Score: Raw -626534.096879 + Penalty 2776.809700 = -623757.287179 nChanged 1 SP:Iteration 32Q (2504.286063 sec): 3 clusters Score: Raw -626534.512674 + Penalty 2776.809700 = -623757.702974 nChanged 0 SP:Iteration 33F (2504.354487 sec): 3 clusters Score: Raw -626534.512674 + Penalty 2776.809700 = -623757.702974 nChanged 0 Trying to split cluster 21 (50667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2504.436638 sec): 2 clusters Score: Raw -6162731.547797 + Penalty 1760.367390 = -6160971.180408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2504.567214 sec): 3 clusters Score: Raw -6130563.431270 + Penalty 3520.734779 = -6127042.696491 nChanged 23594 SP:Iteration 1F (2504.686676 sec): 3 clusters Score: Raw -6143832.223604 + Penalty 3520.734779 = -6140311.488825 nChanged 2111 SP:Iteration 2Q (2504.813731 sec): 3 clusters Score: Raw -6144555.823677 + Penalty 3520.734779 = -6141035.088898 nChanged 2337 SP:Iteration 3Q (2504.942079 sec): 3 clusters Score: Raw -6145571.459847 + Penalty 3520.734779 = -6142050.725068 nChanged 2811 SP:Iteration 4F (2505.067955 sec): 3 clusters Score: Raw -6147076.697682 + Penalty 3520.734779 = -6143555.962903 nChanged 3331 SP:Iteration 5F (2505.200257 sec): 3 clusters Score: Raw -6149168.164382 + Penalty 3520.734779 = -6145647.429603 nChanged 3722 SP:Iteration 6F (2505.329560 sec): 3 clusters Score: Raw -6151671.385156 + Penalty 3520.734779 = -6148150.650377 nChanged 3597 SP:Iteration 7F (2505.444719 sec): 3 clusters Score: Raw -6154147.951227 + Penalty 3520.734779 = -6150627.216447 nChanged 3031 SP:Iteration 8F (2505.565215 sec): 3 clusters Score: Raw -6156152.763412 + Penalty 3520.734779 = -6152632.028633 nChanged 2519 SP:Iteration 9Q (2505.691874 sec): 3 clusters Score: Raw -6157674.144220 + Penalty 3520.734779 = -6154153.409441 nChanged 1957 SP:Iteration 10Q (2505.819992 sec): 3 clusters Score: Raw -6158681.549232 + Penalty 3520.734779 = -6155160.814452 nChanged 1588 SP:Iteration 11Q (2505.943756 sec): 3 clusters Score: Raw -6159321.482454 + Penalty 3520.734779 = -6155800.747674 nChanged 1164 SP:Iteration 12Q (2506.070451 sec): 3 clusters Score: Raw -6159673.336430 + Penalty 3520.734779 = -6156152.601651 nChanged 795 SP:Iteration 13Q (2506.192040 sec): 3 clusters Score: Raw -6159843.834026 + Penalty 3520.734779 = -6156323.099246 nChanged 531 SP:Iteration 14Q (2506.316631 sec): 3 clusters Score: Raw -6159926.331464 + Penalty 3520.734779 = -6156405.596685 nChanged 400 SP:Iteration 15Q (2506.441951 sec): 3 clusters Score: Raw -6159976.634467 + Penalty 3520.734779 = -6156455.899688 nChanged 310 SP:Iteration 16Q (2506.576438 sec): 3 clusters Score: Raw -6160008.646539 + Penalty 3520.734779 = -6156487.911760 nChanged 221 SP:Iteration 17Q (2506.707745 sec): 3 clusters Score: Raw -6160028.372974 + Penalty 3520.734779 = -6156507.638195 nChanged 181 SP:Iteration 18Q (2506.836010 sec): 3 clusters Score: Raw -6160043.899643 + Penalty 3520.734779 = -6156523.164864 nChanged 150 SP:Iteration 19Q (2506.979432 sec): 3 clusters Score: Raw -6160054.902659 + Penalty 3520.734779 = -6156534.167880 nChanged 137 SP:Iteration 20F (2507.111565 sec): 3 clusters Score: Raw -6160064.384423 + Penalty 3520.734779 = -6156543.649644 nChanged 127 SP:Iteration 21Q (2507.246847 sec): 3 clusters Score: Raw -6160072.288190 + Penalty 3520.734779 = -6156551.553411 nChanged 122 SP:Iteration 22Q (2507.373428 sec): 3 clusters Score: Raw -6160079.814671 + Penalty 3520.734779 = -6156559.079892 nChanged 110 SP:Iteration 23Q (2507.506531 sec): 3 clusters Score: Raw -6160086.991567 + Penalty 3520.734779 = -6156566.256788 nChanged 112 SP:Iteration 24Q (2507.630547 sec): 3 clusters Score: Raw -6160093.866415 + Penalty 3520.734779 = -6156573.131635 nChanged 94 SP:Iteration 25Q (2507.766646 sec): 3 clusters Score: Raw -6160098.874326 + Penalty 3520.734779 = -6156578.139547 nChanged 63 SP:Iteration 26Q (2507.907654 sec): 3 clusters Score: Raw -6160101.858988 + Penalty 3520.734779 = -6156581.124209 nChanged 74 SP:Iteration 27Q (2508.028799 sec): 3 clusters Score: Raw -6160105.274550 + Penalty 3520.734779 = -6156584.539771 nChanged 63 SP:Iteration 28Q (2508.152777 sec): 3 clusters Score: Raw -6160108.331345 + Penalty 3520.734779 = -6156587.596566 nChanged 60 SP:Iteration 29Q (2508.293040 sec): 3 clusters Score: Raw -6160110.818927 + Penalty 3520.734779 = -6156590.084147 nChanged 48 SP:Iteration 30Q (2508.427777 sec): 3 clusters Score: Raw -6160112.763796 + Penalty 3520.734779 = -6156592.029017 nChanged 39 SP:Iteration 31Q (2508.560869 sec): 3 clusters Score: Raw -6160113.933075 + Penalty 3520.734779 = -6156593.198296 nChanged 27 SP:Iteration 32Q (2508.692516 sec): 3 clusters Score: Raw -6160114.742249 + Penalty 3520.734779 = -6156594.007470 nChanged 24 SP:Iteration 33Q (2508.823740 sec): 3 clusters Score: Raw -6160115.291140 + Penalty 3520.734779 = -6156594.556361 nChanged 13 SP:Iteration 34Q (2508.948443 sec): 3 clusters Score: Raw -6160115.623991 + Penalty 3520.734779 = -6156594.889212 nChanged 11 SP:Iteration 35Q (2509.079145 sec): 3 clusters Score: Raw -6160115.887340 + Penalty 3520.734779 = -6156595.152561 nChanged 11 SP:Iteration 36Q (2509.207159 sec): 3 clusters Score: Raw -6160116.134275 + Penalty 3520.734779 = -6156595.399496 nChanged 15 SP:Iteration 37Q (2509.329565 sec): 3 clusters Score: Raw -6160116.555238 + Penalty 3520.734779 = -6156595.820459 nChanged 14 SP:Iteration 38Q (2509.470431 sec): 3 clusters Score: Raw -6160116.946433 + Penalty 3520.734779 = -6156596.211654 nChanged 13 SP:Iteration 39Q (2509.604328 sec): 3 clusters Score: Raw -6160117.283103 + Penalty 3520.734779 = -6156596.548324 nChanged 16 SP:Iteration 40F (2509.734542 sec): 3 clusters Score: Raw -6160117.902190 + Penalty 3520.734779 = -6156597.167411 nChanged 15 SP:Iteration 41Q (2509.872181 sec): 3 clusters Score: Raw -6160118.386913 + Penalty 3520.734779 = -6156597.652134 nChanged 15 SP:Iteration 42Q (2510.004494 sec): 3 clusters Score: Raw -6160118.757094 + Penalty 3520.734779 = -6156598.022315 nChanged 12 SP:Iteration 43Q (2510.129318 sec): 3 clusters Score: Raw -6160119.126044 + Penalty 3520.734779 = -6156598.391264 nChanged 19 SP:Iteration 44Q (2510.261384 sec): 3 clusters Score: Raw -6160119.688011 + Penalty 3520.734779 = -6156598.953232 nChanged 11 SP:Iteration 45Q (2510.394200 sec): 3 clusters Score: Raw -6160120.014239 + Penalty 3520.734779 = -6156599.279460 nChanged 16 SP:Iteration 46Q (2510.524767 sec): 3 clusters Score: Raw -6160120.328347 + Penalty 3520.734779 = -6156599.593567 nChanged 11 SP:Iteration 47Q (2510.660412 sec): 3 clusters Score: Raw -6160120.490257 + Penalty 3520.734779 = -6156599.755478 nChanged 7 SP:Iteration 48Q (2510.797605 sec): 3 clusters Score: Raw -6160120.593536 + Penalty 3520.734779 = -6156599.858756 nChanged 4 SP:Iteration 49Q (2510.921313 sec): 3 clusters Score: Raw -6160120.644444 + Penalty 3520.734779 = -6156599.909664 nChanged 4 SP:Iteration 50Q (2511.055444 sec): 3 clusters Score: Raw -6160120.746731 + Penalty 3520.734779 = -6156600.011952 nChanged 5 SP:Iteration 51Q (2511.185927 sec): 3 clusters Score: Raw -6160120.824547 + Penalty 3520.734779 = -6156600.089768 nChanged 4 SP:Iteration 52Q (2511.322912 sec): 3 clusters Score: Raw -6160120.915487 + Penalty 3520.734779 = -6156600.180708 nChanged 4 SP:Iteration 53Q (2511.457203 sec): 3 clusters Score: Raw -6160120.967273 + Penalty 3520.734779 = -6156600.232493 nChanged 2 SP:Iteration 54Q (2511.602234 sec): 3 clusters Score: Raw -6160120.997921 + Penalty 3520.734779 = -6156600.263142 nChanged 3 SP:Iteration 55Q (2511.721677 sec): 3 clusters Score: Raw -6160121.050161 + Penalty 3520.734779 = -6156600.315382 nChanged 0 SP:Iteration 56F (2511.850597 sec): 3 clusters Score: Raw -6160121.050161 + Penalty 3520.734779 = -6156600.315382 nChanged 0 Trying to split cluster 22 (8467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2511.882751 sec): 2 clusters Score: Raw -1029623.180131 + Penalty 1469.638874 = -1028153.541257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2511.941218 sec): 3 clusters Score: Raw -1024963.707654 + Penalty 2939.277748 = -1022024.429905 nChanged 3610 SP:Iteration 1F (2511.990537 sec): 3 clusters Score: Raw -1026973.828181 + Penalty 2939.277748 = -1024034.550433 nChanged 650 SP:Iteration 2F (2512.048282 sec): 3 clusters Score: Raw -1027358.151611 + Penalty 2939.277748 = -1024418.873863 nChanged 563 SP:Iteration 3F (2512.107897 sec): 3 clusters Score: Raw -1027710.415845 + Penalty 2939.277748 = -1024771.138096 nChanged 491 SP:Iteration 4F (2512.167454 sec): 3 clusters Score: Raw -1028009.349947 + Penalty 2939.277748 = -1025070.072199 nChanged 407 SP:Iteration 5Q (2512.232459 sec): 3 clusters Score: Raw -1028237.154438 + Penalty 2939.277748 = -1025297.876689 nChanged 345 SP:Iteration 6Q (2512.282379 sec): 3 clusters Score: Raw -1028430.599485 + Penalty 2939.277748 = -1025491.321737 nChanged 286 SP:Iteration 7Q (2512.342596 sec): 3 clusters Score: Raw -1028594.161097 + Penalty 2939.277748 = -1025654.883348 nChanged 252 SP:Iteration 8Q (2512.400118 sec): 3 clusters Score: Raw -1028749.731904 + Penalty 2939.277748 = -1025810.454155 nChanged 214 SP:Iteration 9Q (2512.460890 sec): 3 clusters Score: Raw -1028865.033343 + Penalty 2939.277748 = -1025925.755594 nChanged 189 SP:Iteration 10Q (2512.523709 sec): 3 clusters Score: Raw -1028966.359274 + Penalty 2939.277748 = -1026027.081525 nChanged 177 SP:Iteration 11Q (2512.591943 sec): 3 clusters Score: Raw -1029055.896292 + Penalty 2939.277748 = -1026116.618544 nChanged 154 SP:Iteration 12Q (2512.647247 sec): 3 clusters Score: Raw -1029138.465676 + Penalty 2939.277748 = -1026199.187927 nChanged 144 SP:Iteration 13Q (2512.720324 sec): 3 clusters Score: Raw -1029219.316342 + Penalty 2939.277748 = -1026280.038594 nChanged 138 SP:Iteration 14Q (2512.772058 sec): 3 clusters Score: Raw -1029293.492497 + Penalty 2939.277748 = -1026354.214749 nChanged 135 SP:Iteration 15Q (2512.834192 sec): 3 clusters Score: Raw -1029362.227460 + Penalty 2939.277748 = -1026422.949711 nChanged 122 SP:Iteration 16Q (2512.904083 sec): 3 clusters Score: Raw -1029431.027687 + Penalty 2939.277748 = -1026491.749938 nChanged 115 SP:Iteration 17Q (2512.962410 sec): 3 clusters Score: Raw -1029495.133030 + Penalty 2939.277748 = -1026555.855282 nChanged 100 SP:Iteration 18Q (2513.028692 sec): 3 clusters Score: Raw -1029547.854671 + Penalty 2939.277748 = -1026608.576923 nChanged 93 SP:Iteration 19Q (2513.088908 sec): 3 clusters Score: Raw -1029587.321824 + Penalty 2939.277748 = -1026648.044075 nChanged 71 SP:Iteration 20F (2513.149591 sec): 3 clusters Score: Raw -1029619.445885 + Penalty 2939.277748 = -1026680.168137 nChanged 55 SP:Iteration 21Q (2513.211618 sec): 3 clusters Score: Raw -1029648.142144 + Penalty 2939.277748 = -1026708.864396 nChanged 60 SP:Iteration 22Q (2513.274028 sec): 3 clusters Score: Raw -1029679.065369 + Penalty 2939.277748 = -1026739.787620 nChanged 50 SP:Iteration 23Q (2513.336688 sec): 3 clusters Score: Raw -1029701.292964 + Penalty 2939.277748 = -1026762.015215 nChanged 39 SP:Iteration 24Q (2513.399829 sec): 3 clusters Score: Raw -1029719.159706 + Penalty 2939.277748 = -1026779.881957 nChanged 38 SP:Iteration 25Q (2513.462784 sec): 3 clusters Score: Raw -1029739.467460 + Penalty 2939.277748 = -1026800.189712 nChanged 34 SP:Iteration 26Q (2513.525130 sec): 3 clusters Score: Raw -1029756.773220 + Penalty 2939.277748 = -1026817.495471 nChanged 26 SP:Iteration 27Q (2513.577563 sec): 3 clusters Score: Raw -1029769.504311 + Penalty 2939.277748 = -1026830.226563 nChanged 30 SP:Iteration 28Q (2513.647161 sec): 3 clusters Score: Raw -1029781.708026 + Penalty 2939.277748 = -1026842.430278 nChanged 25 SP:Iteration 29Q (2513.709819 sec): 3 clusters Score: Raw -1029791.509602 + Penalty 2939.277748 = -1026852.231854 nChanged 22 SP:Iteration 30Q (2513.773923 sec): 3 clusters Score: Raw -1029801.220558 + Penalty 2939.277748 = -1026861.942810 nChanged 16 SP:Iteration 31Q (2513.835570 sec): 3 clusters Score: Raw -1029808.952116 + Penalty 2939.277748 = -1026869.674368 nChanged 16 SP:Iteration 32Q (2513.898534 sec): 3 clusters Score: Raw -1029816.843729 + Penalty 2939.277748 = -1026877.565980 nChanged 17 SP:Iteration 33Q (2513.961405 sec): 3 clusters Score: Raw -1029824.695848 + Penalty 2939.277748 = -1026885.418100 nChanged 10 SP:Iteration 34Q (2514.022630 sec): 3 clusters Score: Raw -1029830.160027 + Penalty 2939.277748 = -1026890.882279 nChanged 14 SP:Iteration 35Q (2514.074319 sec): 3 clusters Score: Raw -1029837.583325 + Penalty 2939.277748 = -1026898.305577 nChanged 16 SP:Iteration 36Q (2514.146847 sec): 3 clusters Score: Raw -1029846.000471 + Penalty 2939.277748 = -1026906.722722 nChanged 14 SP:Iteration 37Q (2514.199271 sec): 3 clusters Score: Raw -1029854.089188 + Penalty 2939.277748 = -1026914.811439 nChanged 14 SP:Iteration 38Q (2514.265408 sec): 3 clusters Score: Raw -1029861.434250 + Penalty 2939.277748 = -1026922.156502 nChanged 12 SP:Iteration 39Q (2514.330728 sec): 3 clusters Score: Raw -1029865.884102 + Penalty 2939.277748 = -1026926.606353 nChanged 8 SP:Iteration 40F (2514.383294 sec): 3 clusters Score: Raw -1029869.108543 + Penalty 2939.277748 = -1026929.830795 nChanged 8 SP:Iteration 41Q (2514.437586 sec): 3 clusters Score: Raw -1029872.066289 + Penalty 2939.277748 = -1026932.788540 nChanged 4 SP:Iteration 42Q (2514.496756 sec): 3 clusters Score: Raw -1029873.308573 + Penalty 2939.277748 = -1026934.030825 nChanged 4 SP:Iteration 43Q (2514.543821 sec): 3 clusters Score: Raw -1029874.352604 + Penalty 2939.277748 = -1026935.074855 nChanged 4 SP:Iteration 44Q (2514.602971 sec): 3 clusters Score: Raw -1029875.866888 + Penalty 2939.277748 = -1026936.589139 nChanged 3 SP:Iteration 45Q (2514.666107 sec): 3 clusters Score: Raw -1029877.263861 + Penalty 2939.277748 = -1026937.986113 nChanged 4 SP:Iteration 46Q (2514.718704 sec): 3 clusters Score: Raw -1029878.622661 + Penalty 2939.277748 = -1026939.344912 nChanged 3 SP:Iteration 47Q (2514.789490 sec): 3 clusters Score: Raw -1029879.498474 + Penalty 2939.277748 = -1026940.220726 nChanged 2 SP:Iteration 48Q (2514.832984 sec): 3 clusters Score: Raw -1029880.183164 + Penalty 2939.277748 = -1026940.905416 nChanged 1 SP:Iteration 49Q (2514.887844 sec): 3 clusters Score: Raw -1029881.330626 + Penalty 2939.277748 = -1026942.052878 nChanged 1 SP:Iteration 50Q (2514.953573 sec): 3 clusters Score: Raw -1029881.947656 + Penalty 2939.277748 = -1026942.669907 nChanged 0 SP:Iteration 51F (2515.015762 sec): 3 clusters Score: Raw -1029881.947656 + Penalty 2939.277748 = -1026942.669907 nChanged 0 Trying to split cluster 23 (8405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2515.042845 sec): 2 clusters Score: Raw -1029098.507721 + Penalty 1468.444582 = -1027630.063139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2515.104171 sec): 3 clusters Score: Raw -1024395.615564 + Penalty 2936.889165 = -1021458.726399 nChanged 3633 SP:Iteration 1F (2515.166325 sec): 3 clusters Score: Raw -1026299.086434 + Penalty 2936.889165 = -1023362.197269 nChanged 516 SP:Iteration 2F (2515.228251 sec): 3 clusters Score: Raw -1026511.102960 + Penalty 2936.889165 = -1023574.213795 nChanged 409 SP:Iteration 3Q (2515.286103 sec): 3 clusters Score: Raw -1026681.134437 + Penalty 2936.889165 = -1023744.245272 nChanged 400 SP:Iteration 4Q (2515.345196 sec): 3 clusters Score: Raw -1026867.118273 + Penalty 2936.889165 = -1023930.229108 nChanged 396 SP:Iteration 5Q (2515.407603 sec): 3 clusters Score: Raw -1027064.025442 + Penalty 2936.889165 = -1024127.136277 nChanged 396 SP:Iteration 6Q (2515.466627 sec): 3 clusters Score: Raw -1027299.972895 + Penalty 2936.889165 = -1024363.083730 nChanged 462 SP:Iteration 7F (2515.529968 sec): 3 clusters Score: Raw -1027609.554749 + Penalty 2936.889165 = -1024672.665585 nChanged 488 SP:Iteration 8F (2515.592729 sec): 3 clusters Score: Raw -1027958.866700 + Penalty 2936.889165 = -1025021.977535 nChanged 486 SP:Iteration 9F (2515.647709 sec): 3 clusters Score: Raw -1028361.522532 + Penalty 2936.889165 = -1025424.633367 nChanged 388 SP:Iteration 10Q (2515.706059 sec): 3 clusters Score: Raw -1028684.675208 + Penalty 2936.889165 = -1025747.786043 nChanged 283 SP:Iteration 11Q (2515.761061 sec): 3 clusters Score: Raw -1028899.267211 + Penalty 2936.889165 = -1025962.378046 nChanged 208 SP:Iteration 12Q (2515.822820 sec): 3 clusters Score: Raw -1029045.479006 + Penalty 2936.889165 = -1026108.589841 nChanged 139 SP:Iteration 13Q (2515.884264 sec): 3 clusters Score: Raw -1029148.551309 + Penalty 2936.889165 = -1026211.662144 nChanged 105 SP:Iteration 14Q (2515.939432 sec): 3 clusters Score: Raw -1029210.006199 + Penalty 2936.889165 = -1026273.117035 nChanged 73 SP:Iteration 15Q (2515.998162 sec): 3 clusters Score: Raw -1029257.523757 + Penalty 2936.889165 = -1026320.634592 nChanged 58 SP:Iteration 16Q (2516.058318 sec): 3 clusters Score: Raw -1029294.417810 + Penalty 2936.889165 = -1026357.528645 nChanged 47 SP:Iteration 17Q (2516.106974 sec): 3 clusters Score: Raw -1029317.864966 + Penalty 2936.889165 = -1026380.975801 nChanged 33 SP:Iteration 18Q (2516.181107 sec): 3 clusters Score: Raw -1029339.627157 + Penalty 2936.889165 = -1026402.737992 nChanged 32 SP:Iteration 19Q (2516.241252 sec): 3 clusters Score: Raw -1029354.306301 + Penalty 2936.889165 = -1026417.417136 nChanged 22 SP:Iteration 20F (2516.310475 sec): 3 clusters Score: Raw -1029369.567837 + Penalty 2936.889165 = -1026432.678673 nChanged 26 SP:Iteration 21Q (2516.365923 sec): 3 clusters Score: Raw -1029380.284189 + Penalty 2936.889165 = -1026443.395024 nChanged 13 SP:Iteration 22Q (2516.430494 sec): 3 clusters Score: Raw -1029385.355439 + Penalty 2936.889165 = -1026448.466274 nChanged 18 SP:Iteration 23Q (2516.490111 sec): 3 clusters Score: Raw -1029394.152154 + Penalty 2936.889165 = -1026457.262989 nChanged 18 SP:Iteration 24Q (2516.540899 sec): 3 clusters Score: Raw -1029401.875069 + Penalty 2936.889165 = -1026464.985904 nChanged 10 SP:Iteration 25Q (2516.612686 sec): 3 clusters Score: Raw -1029406.581199 + Penalty 2936.889165 = -1026469.692034 nChanged 9 SP:Iteration 26Q (2516.668871 sec): 3 clusters Score: Raw -1029410.341221 + Penalty 2936.889165 = -1026473.452056 nChanged 7 SP:Iteration 27Q (2516.734267 sec): 3 clusters Score: Raw -1029414.364738 + Penalty 2936.889165 = -1026477.475573 nChanged 4 SP:Iteration 28Q (2516.801945 sec): 3 clusters Score: Raw -1029415.758687 + Penalty 2936.889165 = -1026478.869522 nChanged 3 SP:Iteration 29Q (2516.869366 sec): 3 clusters Score: Raw -1029418.548520 + Penalty 2936.889165 = -1026481.659355 nChanged 5 SP:Iteration 30Q (2516.922620 sec): 3 clusters Score: Raw -1029419.725472 + Penalty 2936.889165 = -1026482.836307 nChanged 3 SP:Iteration 31Q (2516.985305 sec): 3 clusters Score: Raw -1029420.949198 + Penalty 2936.889165 = -1026484.060033 nChanged 3 SP:Iteration 32Q (2517.042441 sec): 3 clusters Score: Raw -1029422.511905 + Penalty 2936.889165 = -1026485.622740 nChanged 1 SP:Iteration 33Q (2517.107763 sec): 3 clusters Score: Raw -1029422.855602 + Penalty 2936.889165 = -1026485.966437 nChanged 2 SP:Iteration 34Q (2517.155689 sec): 3 clusters Score: Raw -1029423.426495 + Penalty 2936.889165 = -1026486.537330 nChanged 4 SP:Iteration 35Q (2517.219868 sec): 3 clusters Score: Raw -1029424.388025 + Penalty 2936.889165 = -1026487.498860 nChanged 3 SP:Iteration 36Q (2517.290958 sec): 3 clusters Score: Raw -1029426.342488 + Penalty 2936.889165 = -1026489.453323 nChanged 1 SP:Iteration 37Q (2517.345169 sec): 3 clusters Score: Raw -1029426.551188 + Penalty 2936.889165 = -1026489.662023 nChanged 0 SP:Iteration 38F (2517.405309 sec): 3 clusters Score: Raw -1029426.551188 + Penalty 2936.889165 = -1026489.662023 nChanged 0 Trying to split cluster 24 (1231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2517.431803 sec): 2 clusters Score: Raw -162328.450229 + Penalty 1156.282096 = -161172.168133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2517.482030 sec): 3 clusters Score: Raw -161877.722610 + Penalty 2312.564191 = -159565.158419 nChanged 390 SP:Iteration 1F (2517.531329 sec): 3 clusters Score: Raw -162172.766111 + Penalty 2312.564191 = -159860.201920 nChanged 98 SP:Iteration 2F (2517.578239 sec): 3 clusters Score: Raw -162270.661308 + Penalty 2312.564191 = -159958.097117 nChanged 56 SP:Iteration 3Q (2517.625472 sec): 3 clusters Score: Raw -162314.084374 + Penalty 2312.564191 = -160001.520183 nChanged 33 SP:Iteration 4Q (2517.674157 sec): 3 clusters Score: Raw -162336.432951 + Penalty 2312.564191 = -160023.868760 nChanged 23 SP:Iteration 5Q (2517.712379 sec): 3 clusters Score: Raw -162356.534768 + Penalty 2312.564191 = -160043.970577 nChanged 23 SP:Iteration 6Q (2517.755699 sec): 3 clusters Score: Raw -162372.320365 + Penalty 2312.564191 = -160059.756174 nChanged 15 SP:Iteration 7Q (2517.810266 sec): 3 clusters Score: Raw -162381.397650 + Penalty 2312.564191 = -160068.833459 nChanged 8 SP:Iteration 8Q (2517.856155 sec): 3 clusters Score: Raw -162387.551736 + Penalty 2312.564191 = -160074.987545 nChanged 10 SP:Iteration 9Q (2517.892729 sec): 3 clusters Score: Raw -162392.484880 + Penalty 2312.564191 = -160079.920689 nChanged 9 SP:Iteration 10Q (2517.936722 sec): 3 clusters Score: Raw -162400.244249 + Penalty 2312.564191 = -160087.680058 nChanged 12 SP:Iteration 11Q (2517.983188 sec): 3 clusters Score: Raw -162408.056635 + Penalty 2312.564191 = -160095.492444 nChanged 5 SP:Iteration 12Q (2518.030019 sec): 3 clusters Score: Raw -162410.853751 + Penalty 2312.564191 = -160098.289560 nChanged 3 SP:Iteration 13Q (2518.076650 sec): 3 clusters Score: Raw -162411.618835 + Penalty 2312.564191 = -160099.054644 nChanged 2 SP:Iteration 14Q (2518.121620 sec): 3 clusters Score: Raw -162412.677299 + Penalty 2312.564191 = -160100.113108 nChanged 2 SP:Iteration 15Q (2518.173060 sec): 3 clusters Score: Raw -162413.562976 + Penalty 2312.564191 = -160100.998785 nChanged 2 SP:Iteration 16Q (2518.223656 sec): 3 clusters Score: Raw -162414.216275 + Penalty 2312.564191 = -160101.652084 nChanged 1 SP:Iteration 17Q (2518.271260 sec): 3 clusters Score: Raw -162415.044103 + Penalty 2312.564191 = -160102.479911 nChanged 2 SP:Iteration 18Q (2518.314182 sec): 3 clusters Score: Raw -162415.452003 + Penalty 2312.564191 = -160102.887812 nChanged 0 SP:Iteration 19F (2518.365508 sec): 3 clusters Score: Raw -162415.452003 + Penalty 2312.564191 = -160102.887812 nChanged 0 Time taken for this iteration:926.042204 seconds. 21->25 Clusters: Score -56435778.124830, best is -56436417.905909 Main iterations: 390 (time per iteration =2587.945357 ms) Total iterations: 13908 (time per iteration =72.569650 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 355940265024.000000 (time per metric unit =2.835584ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 8542566360576.000000 (time per metric unit=118.149353ps) That took 1009.298689 seconds.